{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%reload_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "import math\n", "import random\n", "import glob\n", "from tqdm import tqdm\n", "\n", "from fastai import vision, basic_data, layers, metrics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data retrieval" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PosixPath('data')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = vision.Path('data')\n", "path.mkdir(parents=True, exist_ok=True)\n", "path" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting kaggle\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/62/ab/bb20f9b9e24f9a6250f95a432f8d9a7d745f8d24039d7a5a6eaadb7783ba/kaggle-1.5.6.tar.gz (58kB)\n", "\u001b[K |████████████████████████████████| 61kB 5.2MB/s eta 0:00:011\n", "\u001b[?25hRequirement already satisfied: urllib3<1.25,>=1.21.1 in /opt/anaconda3/lib/python3.7/site-packages (from kaggle) (1.24.2)\n", "Requirement already satisfied: six>=1.10 in /opt/anaconda3/lib/python3.7/site-packages (from kaggle) (1.12.0)\n", "Requirement already satisfied: certifi in /opt/anaconda3/lib/python3.7/site-packages (from kaggle) (2019.6.16)\n", "Requirement already satisfied: python-dateutil in /opt/anaconda3/lib/python3.7/site-packages (from kaggle) (2.8.0)\n", "Requirement already satisfied: requests in /opt/anaconda3/lib/python3.7/site-packages (from kaggle) (2.22.0)\n", "Requirement already satisfied: tqdm in /opt/anaconda3/lib/python3.7/site-packages (from kaggle) (4.35.0)\n", "Collecting python-slugify (from kaggle)\n", " Downloading https://files.pythonhosted.org/packages/f5/ef/c868a9ac657405f051a8a501ac5633e769c54228716b8db7f8d717977e57/python-slugify-3.0.4.tar.gz\n", "Requirement already satisfied: idna<2.9,>=2.5 in /opt/anaconda3/lib/python3.7/site-packages (from requests->kaggle) (2.8)\n", "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/anaconda3/lib/python3.7/site-packages (from requests->kaggle) (3.0.4)\n", "Collecting text-unidecode>=1.3 (from python-slugify->kaggle)\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/a6/a5/c0b6468d3824fe3fde30dbb5e1f687b291608f9473681bbf7dabbf5a87d7/text_unidecode-1.3-py2.py3-none-any.whl (78kB)\n", "\u001b[K |████████████████████████████████| 81kB 12.8MB/s eta 0:00:01\n", "\u001b[?25hBuilding wheels for collected packages: kaggle, python-slugify\n", " Building wheel for kaggle (setup.py) ... \u001b[?25ldone\n", "\u001b[?25h Stored in directory: /home/jupyter/.cache/pip/wheels/57/4e/e8/bb28d035162fb8f17f8ca5d42c3230e284c6aa565b42b72674\n", " Building wheel for python-slugify (setup.py) ... \u001b[?25ldone\n", "\u001b[?25h Stored in directory: /home/jupyter/.cache/pip/wheels/24/23/f5/c260686f9180cd755a30123e607207e0f39eba249b7b4b432c\n", "Successfully built kaggle python-slugify\n", "Installing collected packages: text-unidecode, python-slugify, kaggle\n", "Successfully installed kaggle-1.5.6 python-slugify-3.0.4 text-unidecode-1.3\n" ] } ], "source": [ "import sys\n", "!{sys.executable} -m pip install kaggle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Train data" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /home/jupyter/.kaggle/kaggle.json'\n", "Downloading train_v2.zip to data\n", "100%|██████████████████████████████████████▉| 26.4G/26.4G [04:15<00:00, 252MB/s]\n", "100%|███████████████████████████████████████| 26.4G/26.4G [04:15<00:00, 111MB/s]\n" ] } ], "source": [ "# Download the zip archive with images for training\n", "!kaggle competitions download -c airbus-ship-detection -f train_v2.zip -p {path}" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Unzip the archive\n", "!unzip -q -n {path}/train_v2.zip -d {path}/train_v2\n", "!rm {path}/train_v2.zip" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading train_ship_segmentations_v2.csv.zip to data\n", " 67%|██████████████████████████ | 12.0M/18.0M [00:00<00:00, 125MB/s]\n", "100%|███████████████████████████████████████| 18.0M/18.0M [00:00<00:00, 155MB/s]\n" ] } ], "source": [ "# Download the segmentations file archive\n", "!kaggle competitions download -c airbus-ship-detection -f train_ship_segmentations_v2.csv -p {path}" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Unzip the archive\n", "!unzip -q -o {path}/train_ship_segmentations_v2.csv.zip -d {path}\n", "!rm {path}/train_ship_segmentations_v2.csv.zip" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Grant read permissions\n", "!chmod 644 {path}/train_ship_segmentations_v2.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test data" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading test_v2.zip to data\n", "100%|██████████████████████████████████████▊| 2.11G/2.12G [00:11<00:00, 134MB/s]\n", "100%|███████████████████████████████████████| 2.12G/2.12G [00:12<00:00, 190MB/s]\n" ] } ], "source": [ "# Download the zip archive with images for testing\n", "!kaggle competitions download -c airbus-ship-detection -f test_v2.zip -p {path}" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Unzip the archive\n", "!unzip -q -n {path}/test_v2.zip -d {path}/test_v2\n", "!rm {path}/test_v2.zip" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading sample_submission_v2.csv to data\n", " 0%| | 0.00/274k [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ImageIdEncodedPixels
212424eadb974dd.jpg1698 2 2466 4 3233 7 4001 10 4768 13 5536 15 6...
65337484d10506.jpg539373 2 540141 6 540908 10 541676 14 542444 1...
10713875ed4fcfd.jpgNaN
201931df36a66aa.jpg255647 10 256415 10 257183 10 257951 10 258718...
5117838dabe454.jpgNaN
\n", "" ], "text/plain": [ " ImageId EncodedPixels\n", "212424 eadb974dd.jpg 1698 2 2466 4 3233 7 4001 10 4768 13 5536 15 6...\n", "65337 484d10506.jpg 539373 2 540141 6 540908 10 541676 14 542444 1...\n", "107138 75ed4fcfd.jpg NaN\n", "201931 df36a66aa.jpg 255647 10 256415 10 257183 10 257951 10 258718...\n", "51178 38dabe454.jpg NaN" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "masks_df = pd.read_csv(path/'train_ship_segmentations_v2.csv')\n", "\n", "print(masks_df.shape)\n", "masks_df.sample(5)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Convert filename into path\n", "masks_df['ImageId'] = masks_df['ImageId'].map(lambda x: str(path/'train_v2'/x))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8309749140137147" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ImageId has duplicates, since each row corresponds to a ship rather than image\n", "len(masks_df['ImageId'].unique()) / len(masks_df.index)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(192556, 2)\n" ] }, { "data": { "text/html": [ "
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shipsfile_size_kb
ImageId
data/train_v2/38b297ba4.jpg093.623047
data/train_v2/c9729b600.jpg0160.905273
data/train_v2/e41979bd4.jpg0199.688477
data/train_v2/68b8db212.jpg0221.619141
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" ], "text/plain": [ " ships file_size_kb\n", "ImageId \n", "data/train_v2/38b297ba4.jpg 0 93.623047\n", "data/train_v2/c9729b600.jpg 0 160.905273\n", "data/train_v2/e41979bd4.jpg 0 199.688477\n", "data/train_v2/68b8db212.jpg 0 221.619141\n", "data/train_v2/367f7c12a.jpg 0 109.873047" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Retrieve the number of ships and file size\n", "imgs_df = masks_df.copy()\n", "imgs_df['ships'] = imgs_df['EncodedPixels'].map(lambda c_row: 1 if isinstance(c_row, str) else 0)\n", "imgs_df = imgs_df.groupby('ImageId').agg({'ships': 'sum'}).reset_index()\n", "imgs_df['file_size_kb'] = imgs_df['ImageId'].map(lambda img_id: os.stat(img_id).st_size/1024)\n", "imgs_df.set_index('ImageId', inplace=True)\n", "\n", "print(imgs_df.shape)\n", "imgs_df.sample(5)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Check that images in folder and images in CSV match\n", "img_paths = glob.glob(str(path/'train_v2'/'*.jpg'))\n", " \n", "assert(len(set(img_paths).intersection(set(imgs_df.index))) == len(img_paths))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 150000\n", "1 27104\n", "2 7674\n", "3 2954\n", "4 1622\n", "5 925\n", "6 657\n", "7 406\n", "8 318\n", "9 243\n", "10 168\n", "11 144\n", "12 124\n", "13 75\n", "14 76\n", "15 66\n", "Name: ships, dtype: int64\n" ] } ], "source": [ "# Distribution of the ships count\n", "print(imgs_df['ships'].value_counts().sort_index())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_imgs(img_paths):\n", " \"\"\"Plot images.\"\"\"\n", " nrows = math.ceil(len(img_paths) / 4)\n", " f = plt.figure(figsize=(16, 4 * nrows))\n", " f.tight_layout()\n", " \n", " for i, fpath in enumerate(img_paths):\n", " img = Image.open(fpath)\n", " sp = f.add_subplot(nrows, 4, i+1)\n", " sp.axis('off')\n", " sp.set_title(fpath)\n", " plt.imshow(img)\n", " \n", "# Images with the minimum and maximum number of ships\n", "_min, _max = imgs_df['ships'].min(), imgs_df['ships'].max()\n", "fpath_min = imgs_df[imgs_df['ships'] == _min].sample().index[0]\n", "fpath_max = imgs_df[imgs_df['ships'] == _max].sample().index[0]\n", "\n", "plot_imgs([fpath_min, fpath_max])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD4CAYAAADy46FuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAXaElEQVR4nO3df6zddZ3n8edrWlF0BlvgQtgWtxgbRyQrQgN13UxmqFMKTix/SAKZTBvTpBuDu7qZZLbsJtuMSoLJZnBIlGwjHYpxrAyjS6NopymYzSQKvQgCBdlekYG7Zeh1WpAZok6d9/5xPlfPtKffe9re9p6Lz0dy8v1+39/P93s+n3LKq98f53xTVUiSdCy/MdcdkCSNNoNCktTJoJAkdTIoJEmdDApJUqeFc92BE3XuuefWsmXL5robkjRvPPLIIz+uqrHj3W7eBsWyZcsYHx+f625I0ryR5O9OZDtPPUmSOhkUkqROBoUkqZNBIUnqZFBIkjoZFJKkTgaFJKmTQSFJ6mRQSJI6zdtvZqtn2aZvnPL3eO7WD57y95A0ujyikCR1MigkSZ0MCklSp6GCIsl/SbI3yZNJvpzkTUkuSvJQkn1JvpLkjNb2jW15oq1f1refm1v9mSRX99XXtNpEkk2zPUhJ0ombMSiSLAH+M7Ciqi4BFgA3AJ8Bbquq5cAhYEPbZANwqKreAdzW2pHk4rbdu4E1wOeTLEiyAPgccA1wMXBjaytJGgHDnnpaCJyZZCHwZuBF4Crg3rZ+G3Bdm1/blmnrVyVJq2+vqp9V1Y+ACeCK9pqoqmer6ufA9tZWkjQCZgyKqvp/wP8EnqcXEK8AjwAvV9Xh1mwSWNLmlwAvtG0Pt/bn9NeP2OZY9aMk2ZhkPMn41NTUMOOTJJ2kYU49Lab3L/yLgH8DvIXeaaIj1fQmx1h3vPWji1VbqmpFVa0YGzvup/lJkk7AMKeePgD8qKqmquqfga8C/x5Y1E5FASwF9rf5SeBCgLb+rcDB/voR2xyrLkkaAcMExfPAyiRvbtcaVgFPAQ8CH25t1gP3tfkdbZm2/oGqqla/od0VdRGwHHgY2AMsb3dRnUHvgveOkx+aJGk2zPgTHlX1UJJ7ge8Bh4FHgS3AN4DtST7dane2Te4Evphkgt6RxA1tP3uT3EMvZA4DN1XVLwCSfAzYSe+Oqq1VtXf2hihJOhlD/dZTVW0GNh9RfpbeHUtHtv0pcP0x9nMLcMuA+v3A/cP0RZJ0evnNbElSJ4NCktTJoJAkdTIoJEmdDApJUieDQpLUyaCQJHUyKCRJnQwKSVIng0KS1MmgkCR1MigkSZ0MCklSJ4NCktTJoJAkdTIoJEmdZgyKJO9M8ljf6ydJPpHk7CS7kuxr08WtfZLcnmQiyeNJLuvb1/rWfl+S9X31y5M80ba5vT1yVZI0AmYMiqp6pqourapLgcuB14CvAZuA3VW1HNjdlgGuofc87OXARuAOgCRn03tK3pX0noy3eTpcWpuNfdutmZXRSZJO2vGeeloF/LCq/g5YC2xr9W3AdW1+LXB39XwXWJTkAuBqYFdVHayqQ8AuYE1bd1ZVfaeqCri7b1+SpDl2vEFxA/DlNn9+Vb0I0KbntfoS4IW+bSZbras+OaB+lCQbk4wnGZ+amjrOrkuSTsTQQZHkDOBDwF/N1HRArU6gfnSxaktVraiqFWNjYzN0Q5I0G47niOIa4HtV9VJbfqmdNqJND7T6JHBh33ZLgf0z1JcOqEuSRsDxBMWN/Oq0E8AOYPrOpfXAfX31de3up5XAK+3U1E5gdZLF7SL2amBnW/dqkpXtbqd1ffuSJM2xhcM0SvJm4PeB/9hXvhW4J8kG4Hng+la/H7gWmKB3h9RHAKrqYJJPAXtau09W1cE2/1HgLuBM4JvtJUkaAUMFRVW9BpxzRO0f6N0FdWTbAm46xn62AlsH1MeBS4bpiyTp9PKb2ZKkTgaFJKmTQSFJ6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOhkUkqROBoUkqZNBIUnqZFBIkjoZFJKkTgaFJKmTQSFJ6mRQSJI6DRUUSRYluTfJD5I8neR9Sc5OsivJvjZd3Nomye1JJpI8nuSyvv2sb+33JVnfV788yRNtm9vbI1ElSSNg2COKPwe+VVW/DbwHeBrYBOyuquXA7rYMcA2wvL02AncAJDkb2AxcCVwBbJ4Ol9ZmY992a05uWJKk2TJjUCQ5C/gd4E6Aqvp5Vb0MrAW2tWbbgOva/Frg7ur5LrAoyQXA1cCuqjpYVYeAXcCatu6sqvpOe4zq3X37kiTNsWGOKN4OTAF/keTRJF9I8hbg/Kp6EaBNz2vtlwAv9G0/2Wpd9ckB9aMk2ZhkPMn41NTUEF2XJJ2sYYJiIXAZcEdVvRf4J351mmmQQdcX6gTqRxertlTViqpaMTY21t1rSdKsGCYoJoHJqnqoLd9LLzheaqeNaNMDfe0v7Nt+KbB/hvrSAXVJ0giYMSiq6u+BF5K8s5VWAU8BO4DpO5fWA/e1+R3Aunb300rglXZqaiewOsnidhF7NbCzrXs1ycp2t9O6vn1JkubYwiHb/SfgS0nOAJ4FPkIvZO5JsgF4Hri+tb0fuBaYAF5rbamqg0k+Bexp7T5ZVQfb/EeBu4AzgW+2lyRpBAwVFFX1GLBiwKpVA9oWcNMx9rMV2DqgPg5cMkxfJEmnl9/MliR1MigkSZ0MCklSJ4NCktTJoJAkdTIoJEmdDApJUqdhv3CnX2PLNn3jlL/Hc7d+8JS/h6QT4xGFJKmTQSFJ6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOhkUkqROQwVFkueSPJHksSTjrXZ2kl1J9rXp4lZPktuTTCR5PMllfftZ39rvS7K+r3552/9E2zazPVBJ0ok5niOK36uqS6tq+kl3m4DdVbUc2N2WAa4BlrfXRuAO6AULsBm4ErgC2DwdLq3Nxr7t1pzwiCRJs+pkTj2tBba1+W3AdX31u6vnu8CiJBcAVwO7qupgVR0CdgFr2rqzquo77TGqd/ftS5I0x4YNigL+JskjSTa22vlV9SJAm57X6kuAF/q2nWy1rvrkgPpRkmxMMp5kfGpqasiuS5JOxrA/Cvj+qtqf5DxgV5IfdLQddH2hTqB+dLFqC7AFYMWKFQPbSJJm11BHFFW1v00PAF+jd43hpXbaiDY90JpPAhf2bb4U2D9DfemAuiRpBMwYFEnekuS3pueB1cCTwA5g+s6l9cB9bX4HsK7d/bQSeKWdmtoJrE6yuF3EXg3sbOteTbKy3e20rm9fkqQ5Nsypp/OBr7U7VhcCf1lV30qyB7gnyQbgeeD61v5+4FpgAngN+AhAVR1M8ilgT2v3yao62OY/CtwFnAl8s70kSSNgxqCoqmeB9wyo/wOwakC9gJuOsa+twNYB9XHgkiH6K0k6zfxmtiSpk0EhSepkUEiSOhkUkqROBoUkqZNBIUnqZFBIkjoZFJKkTgaFJKmTQSFJ6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOhkUkqROQwdFkgVJHk3y9bZ8UZKHkuxL8pUkZ7T6G9vyRFu/rG8fN7f6M0mu7quvabWJJJtmb3iSpJN1PEcUHwee7lv+DHBbVS0HDgEbWn0DcKiq3gHc1tqR5GLgBuDdwBrg8y18FgCfA64BLgZubG0lSSNgqKBIshT4IPCFthzgKuDe1mQbcF2bX9uWaetXtfZrge1V9bOq+hG9Z2pf0V4TVfVsVf0c2N7aSpJGwLBHFJ8F/gT4l7Z8DvByVR1uy5PAkja/BHgBoK1/pbX/Zf2IbY5VP0qSjUnGk4xPTU0N2XVJ0smYMSiS/AFwoKoe6S8PaFozrDve+tHFqi1VtaKqVoyNjXX0WpI0WxYO0eb9wIeSXAu8CTiL3hHGoiQL21HDUmB/az8JXAhMJlkIvBU42Fef1r/NseqSpDk24xFFVd1cVUurahm9i9EPVNUfAg8CH27N1gP3tfkdbZm2/oGqqla/od0VdRGwHHgY2AMsb3dRndHeY8esjE6SdNKGOaI4lv8KbE/yaeBR4M5WvxP4YpIJekcSNwBU1d4k9wBPAYeBm6rqFwBJPgbsBBYAW6tq70n0S5I0i44rKKrq28C32/yz9O5YOrLNT4Hrj7H9LcAtA+r3A/cfT18kSaeH38yWJHUyKCRJnQwKSVIng0KS1MmgkCR1MigkSZ1O5nsU0qxZtukbp+V9nrv1g6flfaTXE48oJEmdDApJUieDQpLUyaCQJHUyKCRJnQwKSVIng0KS1MmgkCR1MigkSZ1mDIokb0rycJLvJ9mb5E9b/aIkDyXZl+Qr7TGmtEedfiXJRFu/rG9fN7f6M0mu7quvabWJJJtmf5iSpBM1zBHFz4Crquo9wKXAmiQrgc8At1XVcuAQsKG13wAcqqp3ALe1diS5mN5jUd8NrAE+n2RBkgXA54BrgIuBG1tbSdIImDEoqucf2+Ib2quAq4B7W30bcF2bX9uWaetXJUmrb6+qn1XVj4AJeo9SvQKYqKpnq+rnwPbWVpI0Aoa6RtH+5f8YcADYBfwQeLmqDrcmk8CSNr8EeAGgrX8FOKe/fsQ2x6oP6sfGJONJxqempobpuiTpJA0VFFX1i6q6FFhK7wjgXYOatWmOse5464P6saWqVlTVirGxsZk7Lkk6acd111NVvQx8G1gJLEoy/TPlS4H9bX4SuBCgrX8rcLC/fsQ2x6pLkkbAMHc9jSVZ1ObPBD4APA08CHy4NVsP3Nfmd7Rl2voHqqpa/YZ2V9RFwHLgYWAPsLzdRXUGvQveO2ZjcJKkkzfMg4suALa1u5N+A7inqr6e5Clge5JPA48Cd7b2dwJfTDJB70jiBoCq2pvkHuAp4DBwU1X9AiDJx4CdwAJga1XtnbURSpJOyoxBUVWPA+8dUH+W3vWKI+s/Ba4/xr5uAW4ZUL8fuH+I/kqSTjO/mS1J6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOhkUkqROBoUkqZNBIUnqZFBIkjoZFJKkTgaFJKmTQSFJ6mRQSJI6GRSSpE4GhSSp0zCPQr0wyYNJnk6yN8nHW/3sJLuS7GvTxa2eJLcnmUjyeJLL+va1vrXfl2R9X/3yJE+0bW5PklMxWEnS8RvmiOIw8MdV9S5gJXBTkouBTcDuqloO7G7LANfQex72cmAjcAf0ggXYDFxJ78l4m6fDpbXZ2LfdmpMfmiRpNswYFFX1YlV9r82/CjwNLAHWAttas23AdW1+LXB39XwXWJTkAuBqYFdVHayqQ8AuYE1bd1ZVfaeqCri7b1+SpDl2XNcokiyj9/zsh4Dzq+pF6IUJcF5rtgR4oW+zyVbrqk8OqA96/41JxpOMT01NHU/XJUknaOigSPKbwF8Dn6iqn3Q1HVCrE6gfXazaUlUrqmrF2NjYTF2WJM2CoYIiyRvohcSXquqrrfxSO21Emx5o9Ungwr7NlwL7Z6gvHVCXJI2AYe56CnAn8HRV/Vnfqh3A9J1L64H7+urr2t1PK4FX2qmpncDqJIvbRezVwM627tUkK9t7revblyRpji0cos37gT8CnkjyWKv9N+BW4J4kG4DngevbuvuBa4EJ4DXgIwBVdTDJp4A9rd0nq+pgm/8ocBdwJvDN9pIkjYAZg6Kq/pbB1xEAVg1oX8BNx9jXVmDrgPo4cMlMfZEknX5+M1uS1MmgkCR1MigkSZ0MCklSJ4NCktTJoJAkdTIoJEmdDApJUieDQpLUyaCQJHUyKCRJnQwKSVIng0KS1MmgkCR1MigkSZ0MCklSp2Eehbo1yYEkT/bVzk6yK8m+Nl3c6klye5KJJI8nuaxvm/Wt/b4k6/vqlyd5om1ze3scqiRpRAxzRHEXsOaI2iZgd1UtB3a3ZYBrgOXttRG4A3rBAmwGrgSuADZPh0trs7FvuyPfS5I0h2YMiqr6P8DBI8prgW1tfhtwXV/97ur5LrAoyQXA1cCuqjpYVYeAXcCatu6sqvpOe4Tq3X37kiSNgBmfmX0M51fViwBV9WKS81p9CfBCX7vJVuuqTw6oD5RkI72jD972tredYNf162zZpm+c8vd47tYPnvL3kE6n2b6YPej6Qp1AfaCq2lJVK6pqxdjY2Al2UZJ0PE40KF5qp41o0wOtPglc2NduKbB/hvrSAXVJ0og40aDYAUzfubQeuK+vvq7d/bQSeKWdotoJrE6yuF3EXg3sbOteTbKy3e20rm9fkqQRMOM1iiRfBn4XODfJJL27l24F7kmyAXgeuL41vx+4FpgAXgM+AlBVB5N8CtjT2n2yqqYvkH+U3p1VZwLfbC9J0oiYMSiq6sZjrFo1oG0BNx1jP1uBrQPq48AlM/VDkjQ3/Ga2JKmTQSFJ6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOhkUkqROBoUkqdOJ/sy4ZnA6fs5akk4HjygkSZ08opBmmQ9H0uuNRxSSpE4GhSSpk0EhSerkNQppHjpdd9V5LUQwQkcUSdYkeSbJRJJNc90fSVLPSBxRJFkAfA74fWAS2JNkR1U9Nbc9k369eQeXYESCArgCmKiqZwGSbAfWAqckKPwynCQNb1SCYgnwQt/yJHDlkY2SbAQ2tsV/TPLMaegbwLnAj0/Te51qjmU0vV7GctzjyGdOUU9O3uvlvwn8aiz/9kQ2HpWgyIBaHVWo2gJsOfXd+deSjFfVitP9vqeCYxlNr5exvF7GAY6l36hczJ4ELuxbXgrsn6O+SJL6jEpQ7AGWJ7koyRnADcCOOe6TJIkROfVUVYeTfAzYCSwAtlbV3jnuVr/TfrrrFHIso+n1MpbXyzjAsfxSqo66FCBJ0i+NyqknSdKIMigkSZ0MihnMt58WSbI1yYEkT/bVzk6yK8m+Nl3c6klyexvb40kum7ue/2tJLkzyYJKnk+xN8vFWn49jeVOSh5N8v43lT1v9oiQPtbF8pd3IQZI3tuWJtn7ZXPb/SEkWJHk0ydfb8nwdx3NJnkjyWJLxVpt3ny+AJIuS3JvkB+3vzPtmcywGRYe+nxa5BrgYuDHJxXPbqxndBaw5orYJ2F1Vy4HdbRl641reXhuBO05TH4dxGPjjqnoXsBK4qf3Zz8ex/Ay4qqreA1wKrEmyEvgMcFsbyyFgQ2u/AThUVe8AbmvtRsnHgaf7lufrOAB+r6ou7fuOwXz8fAH8OfCtqvpt4D30/vvM3liqytcxXsD7gJ19yzcDN891v4bo9zLgyb7lZ4AL2vwFwDNt/n8BNw5qN2ov4D56vwU2r8cCvBn4Hr1fHvgxsPDIzxq9u//e1+YXtnaZ6763/ixt/9O5Cvg6vS/LzrtxtD49B5x7RG3efb6As4AfHflnO5tj8Yii26CfFlkyR305GedX1YsAbXpeq8+L8bVTFu8FHmKejqWdrnkMOADsAn4IvFxVh1uT/v7+cixt/SvAOae3x8f0WeBPgH9py+cwP8cBvV9/+Jskj7SfB4L5+fl6OzAF/EU7JfiFJG9hFsdiUHQb6qdF5rGRH1+S3wT+GvhEVf2kq+mA2siMpap+UVWX0vsX+RXAuwY1a9ORHEuSPwAOVNUj/eUBTUd6HH3eX1WX0TsVc1OS3+loO8pjWQhcBtxRVe8F/olfnWYa5LjHYlB0e738tMhLSS4AaNMDrT7S40vyBnoh8aWq+morz8uxTKuql4Fv07vusijJ9Jde+/v7y7G09W8FDp7eng70fuBDSZ4DttM7/fRZ5t84AKiq/W16APgavQCfj5+vSWCyqh5qy/fSC45ZG4tB0e318tMiO4D1bX49vfP90/V17S6IlcAr04eqcy1JgDuBp6vqz/pWzcexjCVZ1ObPBD5A72Ljg8CHW7MjxzI9xg8DD1Q7mTyXqurmqlpaVcvo/V14oKr+kHk2DoAkb0nyW9PzwGrgSebh56uq/h54Ick7W2kVvUc0zN5Y5vpCzKi/gGuB/0vvnPJ/n+v+DNHfLwMvAv9M718OG+idF94N7GvTs1vb0Lur64fAE8CKue5/3zj+A73D4ceBx9rr2nk6ln8HPNrG8iTwP1r97cDDwATwV8AbW/1NbXmirX/7XI9hwJh+F/j6fB1H6/P322vv9N/t+fj5av27FBhvn7H/DSyezbH4Ex6SpE6eepIkdTIoJEmdDApJUieDQpLUyaCQJHUyKCRJnQwKSVKn/w8wtwosc0XAwgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_hist(data, step):\n", " \"\"\"Plot the histogram of data.\"\"\"\n", " left_of_first_bin = -float(step)/2\n", " right_of_last_bin = data.max() - data.max() % step + step\n", " plt.hist(data, np.arange(left_of_first_bin, right_of_last_bin + step, step))\n", " plt.show()\n", " \n", "plot_hist(imgs_df['file_size_kb'], 50)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Images with the minimum and maximum resolution\n", "_min, _max = imgs_df['file_size_kb'].min(), imgs_df['file_size_kb'].max()\n", "fpath_min = imgs_df[imgs_df['file_size_kb'] == _min].sample().index[0]\n", "fpath_max = imgs_df[imgs_df['file_size_kb'] == _max].sample().index[0]\n", "\n", "plot_imgs([fpath_min, fpath_max])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data cleaning" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "162097\n" ] } ], "source": [ "# Keep images with the size between 100 and 300 KB\n", "imgs_df['clean'] = True\n", "imgs_df.loc[(imgs_df['file_size_kb'] < 100) | (imgs_df['file_size_kb'] > 300), 'clean'] = False\n", "\n", "print(len(imgs_df[imgs_df['clean']].index))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Find corrupted images and masks\n", "from tqdm import tqdm\n", "\n", "def find_corrupted():\n", " \"\"\"For each image, try to open it and to decode it. Takes some time...\"\"\"\n", " corrupted = []\n", " img_ids = imgid_df[imgid_df['clean']].index\n", " for i in tqdm(range(len(img_ids))):\n", " img_id = img_ids[i]\n", " try:\n", " # Test image\n", " Image.open(path/'train_v2'/img_id)\n", " # Test masks\n", " if imgid_df.loc[img_id, 'ships'] > 0:\n", " masks = masks_df[masks_df['ImageId'] == img_id]['EncodedPixels']\n", " for mask in masks:\n", " if isinstance(mask, str):\n", " vision.rle_decode(mask, (768, 768))\n", " except:\n", " corrupted.append(img_id)\n", " return corrupted\n", " \n", "#find_corrupted()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "162097\n" ] } ], "source": [ "# Filter out dirty images to reclaim disk space\n", "exclude_set = {'6384c3e78.jpg','13703f040.jpg', '14715c06d.jpg', '33e0ff2d5.jpg',\n", " '4d4e09f2a.jpg', '877691df8.jpg', '8b909bb20.jpg', 'a8d99130e.jpg', \n", " 'ad55c3143.jpg', 'c8260c541.jpg', 'd6c7f17c7.jpg', 'dc3e7c901.jpg',\n", " 'e44dffe88.jpg', 'ef87bad36.jpg', 'f083256d8.jpg', 'e27eda89e.jpg', \n", " '3c1ed3950.jpg'}\n", "\n", "imgs_df.loc[imgs_df.index.isin(exclude_set), 'clean'] = False\n", "\n", "print(len(imgs_df[imgs_df['clean']].index))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "162097\n" ] } ], "source": [ "# Filter masks\n", "clean_imgs = set(imgs_df[imgs_df['clean']].index)\n", "\n", "print(len(clean_imgs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image segmentation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run-length encoding/decoding" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# ref: https://www.kaggle.com/paulorzp/run-length-encode-and-decode\n", "from skimage.morphology import label\n", "\n", "img_shape = (768, 768)\n", "\n", "def rle_encode(img):\n", " \"\"\"\n", " img: numpy array, 1 - mask, 0 - background\n", " Returns run length as string formated\n", " \"\"\"\n", " pixels = img.T.flatten()\n", " pixels = np.concatenate([[0], pixels, [0]])\n", " runs = np.where(pixels[1:] != pixels[:-1])[0] + 1\n", " runs[1::2] -= runs[::2]\n", " return ' '.join(str(x) for x in runs)\n", "\n", "def multi_rle_encode(img):\n", " \"\"\"Encodes the image and returns a list of run lengths (one for a ship).\"\"\"\n", " labels = label(img[:, :, 0])\n", " return [rle_encode(labels==k) for k in np.unique(labels[labels>0])]\n", "\n", "def rle_decode(mask_rle):\n", " '''\n", " mask_rle: run-length as string formated (start length)\n", " Returns numpy array, 1 - mask, 0 - background\n", " '''\n", " s = mask_rle.split()\n", " starts, lengths = [np.asarray(x, dtype=int) for x in (s[0:][::2], s[1:][::2])]\n", " starts -= 1\n", " ends = starts + lengths\n", " img = np.zeros(img_shape[0]*img_shape[1], dtype=np.uint8)\n", " for lo, hi in zip(starts, ends):\n", " img[lo:hi] = 1\n", " return img.reshape(img_shape).T # Needed to align to RLE direction\n", "\n", "def multi_rle_decode(masks):\n", " \"\"\"Decodes each run length into a mask and overlays them.\"\"\"\n", " mask_img = np.zeros(img_shape, dtype=np.uint8)\n", " for mask in masks:\n", " if isinstance(mask, str):\n", " mask_img += rle_decode(mask)\n", " return np.expand_dims(mask_img, -1)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def check_encode_decode(ImageId):\n", " \"\"\"Check that encode/decode works.\"\"\"\n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (8, 4))\n", " \n", " rle_0 = masks_df[masks_df['ImageId'] == ImageId]['EncodedPixels']\n", " img_0 = multi_rle_decode(rle_0)\n", " ax1.imshow(img_0[:, :, 0])\n", " ax1.set_title('decoded')\n", " ax1.get_xaxis().set_visible(False)\n", " ax1.get_yaxis().set_visible(False)\n", " \n", " rle_1 = multi_rle_encode(img_0)\n", " img_1 = multi_rle_decode(rle_1)\n", " ax2.imshow(img_0[:, :, 0])\n", " ax2.set_title('encoded and decoded')\n", " ax2.get_xaxis().set_visible(False)\n", " ax2.get_yaxis().set_visible(False)\n", " \n", " plt.show()\n", " \n", "check_encode_decode('data/train_v2/92ff29888.jpg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting up data loaders" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def mask_image_to_segment(mask_img):\n", " \"\"\"Convert mask image into a fastai.vision.ImageSegment.\"\"\"\n", " mask_tensor = basic_data.FloatTensor(mask_img)\n", " mask_tensor = mask_tensor.view(img_shape[1], img_shape[0], -1)\n", " return vision.ImageSegment(mask_tensor.permute(2,0,1))\n", "\n", "def open_mask(fn):\n", " \"\"\"Decode the run length and convert into fastai format.\"\"\"\n", " masks = masks_df[masks_df['ImageId'] == str(fn)]['EncodedPixels']\n", " mask_img = multi_rle_decode(masks)\n", " mask_img = mask_image_to_segment(mask_img)\n", " return mask_img\n", "\n", "class SegmentationLabelList(vision.ImageList):\n", " \"\"\"Our labels are created from encodings in masks_df, no disk I/O operations required.\"\"\"\n", " _processor=vision.data.SegmentationProcessor\n", " def __init__(self, items:basic_data.Iterator, classes:basic_data.Collection=None, **kwargs):\n", " super().__init__(items, **kwargs)\n", " self.copy_new.append('classes')\n", " self.classes, self.loss_func = classes, layers.CrossEntropyFlat(axis=1)\n", "\n", " def open(self, fn): return open_mask(fn)\n", " def analyze_pred(self, pred, thresh:float=0.5): return pred.argmax(dim=0)[None]\n", " def reconstruct(self, t:basic_data.Tensor): return vision.ImageSegment(t)\n", "\n", "class SegmentationItemList(vision.ImageList):\n", " \"`ItemList` suitable for segmentation tasks.\"\n", " _label_cls, _square_show_res = SegmentationLabelList, False" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ImageDataBunch;\n", "\n", "Train: LabelList (26630 items)\n", "x: SegmentationItemList\n", "Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256)\n", "y: SegmentationLabelList\n", "ImageSegment (1, 256, 256),ImageSegment (1, 256, 256),ImageSegment (1, 256, 256),ImageSegment (1, 256, 256),ImageSegment (1, 256, 256)\n", "Path: data/train_v2;\n", "\n", "Valid: LabelList (6657 items)\n", "x: SegmentationItemList\n", "Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256)\n", "y: SegmentationLabelList\n", "ImageSegment (1, 256, 256),ImageSegment (1, 256, 256),ImageSegment (1, 256, 256),ImageSegment (1, 256, 256),ImageSegment (1, 256, 256)\n", "Path: data/train_v2;\n", "\n", "Test: LabelList (15606 items)\n", "x: SegmentationItemList\n", "Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256)\n", "y: EmptyLabelList\n", ",,,,\n", "Path: data/train_v2" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_data(bs=16, img_size=(256, 256)):\n", " \"\"\"Use the fastai's amazing data block API to construct data loaders.\"\"\"\n", " # Do not augment since we have a large dataset anyway, only resize\n", " tfms = ([vision.transform.crop_pad()], [vision.transform.crop_pad()])\n", " \n", " # Segmentation task only on images with ships\n", " imgs_with_ships = set(imgs_df.loc[imgs_df['ships'] > 0].index)\n", " # Consider only clean images in train and all in test\n", " filter_func = lambda x: (str(x) in clean_imgs and str(x) in imgs_with_ships) or x.parents[0] == path/'test_v2'\n", " \n", " # Build DataBunch\n", " return (SegmentationItemList.from_folder(path/'train_v2')\n", " .filter_by_func(filter_func)\n", " .split_by_rand_pct(0.2)\n", " .label_from_func(lambda x: x, classes=[0, 1])\n", " .transform(tfms, size=img_size, tfm_y=True)\n", " .add_test((path/'test_v2').ls(), tfm_y=False)\n", " .databunch(path=path, bs=bs)\n", " .normalize(vision.imagenet_stats))\n", "\n", "data = get_data(bs=28)\n", "data" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "11578\n", "(256, 256, 3)\n" ] }, { "data": { "image/png": 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5i8/vQ9EM9CUVdIjGIricDqanJ9ncWMFs6GA0gNLrs5Pawepw4vT4ECwW2t0uFsGMrsooWh9V00E30mk3MZtMGHQNq0XE43RiMuoY1T7dbpeRsQmcTg9LD+6CwYjfbUMXTGgIFEtFxifGKFfKHB6kkXoSQX+QSrlKNBYhlhxkbHSYd995G4/TTSKe4Ec/eI2DTIqVlUcY0Wh3Jbo9lVAoxPbaImqvw9jkDBfOX+b0yTO0anWCIS+/9Mv/mK2tTRYXbtLttvB63IRjSZqdNpVqgamJIRSpReYwTbPewGmzYTAI9Ltd5qbnqNUbtNs90GVWlx6SjCYRgOvv/5hwJIrPF0U1mDCajdy6fY9uv0Uo4CEYCCFoJjS5hyo3+eY3f5lKpcbW6hJDiSRrq+so7RY7m1s0a2UajSrdnkwsPoAomMgVC/QliUg4girJjAwmUZQ+6Dq1Rg2H0069WqXdbuB2e7hw8RrDw4NIrQa1chWLaOLurRuIdhu9roTfYSO7s0E0FmJmdoLbdz/B5rBRLmao1Mv88LX/TCmXp1Ao43J7CQQj9Op18tk0Z84/xszsDC6Pn2qtQf4ww/DoKLKiYjGZcLochCJRDna3KNYajIyP82jhDqPjk7icHjqdHpsbW4xPz2B32EnEY0hSD7fHTavR5N7du+TyaTL5DJ1WE5NgREfH7wsgSX267QazR47T6/ew2USy6X0MqkI0GiOV2qbTbvBzL7/02eVc2Uq9Wq836UsSg0ND6AYj7U6bWq1KPB7HbnextLSAokAkFKfX69JslAlGQuRyWWSph9/vpSf1GR0b5ic3b3H6zGME/X4alRJSv4ff5+PsmbOs7u5gFm3YXG4UoN5ooAlmYvEh9tMZ/MEAhVIGg65zcJCi0SgzMBDD5Uqwtr5KLr+FostIUh9ZU2l2Ozi9AUSzk2ZhD4MJzGYRRYFkOAq6hs1qwWox0W/XEZQedoeLsbEJrly+SHp3G5/fQ7Vax+sQsZhFWs0Kgq5z6vhJ8pk8rU4Ht9uD1WbH7fEwMDRIo95kbWURv8eN3W7j1q1b2OwCAwMj1Ko16tUS0/PHGRmbpFKuILWKVEsFZuZPMRAd4eLp87z23b9gaWWBH7/xBoVshnw2QzabZXx8koUHC+hoGI1GVFWlXCjidrpwe3z4fEHAyMzkCRx2kUoli9lsolkvk8/lURWV1fVVpmbm8AZCmC0uZuaOUqwUadaqjI4MUy5m6XY6PH3tJaYnp8mmt9lcW6FaKBAJBVlZXiEcCHLv5m28Hj+6JuOw2dCNAu2OwsbmDhbRisPhol5vcPzYcZqVLLVqiYP0PmbRQjGfo91q0Wm30WSVhqSSTe+wt/6I1UeP6Kky1VqecCiK0lfY21xFU7uYzTp37tyg3+8wOTmBIrdodCS67S7Hjp/h6PFTPHqwSKvRJBIMcu3Jq0zMTPPhR9dJZ7OUy0WGkyOYrRbu3PsEDDrVaoPh4Ql0XScQCLCzvUG7WUfTwelwoygqQ6OjDI0M02o3aTTr+ANeJFkiHIlRyuexWozoSh+XJ4xgcnDp0jW6vT6FYhbRauf48ZOUSkU67TrFfPbTeUo8TrGUx2DU+frLr/xX5fyZOWe1WkNRJOKJGKLNicEg4HG7CQaDWEQ7tUYTGQPh+CAzR05QKNdweX3YbDYajSqCyUA2m8EkGFl89IhYMkm73WFjdYPi4SEGVcfj8pIv5vnGL/4yvb5GLl+kWChSq1SxO5wMj43jcHsJx2P0VIVKtYyqKxRLBW7eucXuwSEXH3+SekshEp/EKFgxaAq9Xhdd1zh7/iKixYGuGLAYbTx56Un8VisOkwmfy4Emd9GkHprc5+rlJ4iGoxQzGVI766RS+wwMDNKo1jHo0Gk08LrcHKQO2NrYxu5w4fT66PR7GMwm6q0OO5tb3LzxCZIksbu7w/DwMBcvPEHYH+fpp17k/MVr5HIFkokE+3spWvU6LqeDWCTK97/3V7z/xtsMRZLoHSO1dB6nyc4rX/olrlx8nmRsjGqhSsgfYXbmOCMj83z967/K1MQ8UxNHePGLX0NDJhYP8e77P+bG7Y9ptEosLNzj5MmTmEQjk1OTeH0h2p0+FouIrmkYAb/Pg65p9PsyXq8PTe+yt7+F1x3EoJp57LErBKJDDI5M0OxKzM2f5OozL/D086/QU83Y3WFe+urPE45GCfgCBH0BNEXj6WeeI5sr47R7iEeTeJw+Oq0W4UAQI0ZUXcfrDVCr1djYWES0KuTLB7i9fhw2Ky6blWanydDoCJnsIaVSAVG0srefptKExNAs8yfPsbm/z+bePoFgiLmpMZZWHnJYKPDGW29z8+ZN0FRMJoHdVIpavU6ukKPZaWE0mbh18xYGo4XU9gbrS48IRiIIgsjhwT6ZwzRenw9Nl1lZXcbv87GzvUm338PudjE+MYHNJtJtt0gODHHmzHnGxibx+X2YLQITE1M0mk3sdjuVUhGvz8PE5BTNVhM0Dato/qn+/Uw5O50WgYCX/XQKWVNRVAWDrnN4mKHZauF0ebFZ7RhRuHPrOrVSlka5wujIJBubWxSKJXqSzPLyKqsra0iyRqcj0W1LWEwio8NjCILI+vY23Y5Eo9JAVUBRQNUMKH2Jm598jKL3OXrqNLGBMUSbHU03gsnKwMgkq5uf8L3X/oyB4WP8zr/4fQaGZlA1A0YD9LotFu/fIpJMICsKQZ+XTq3KzspD5HadTrNKp1EnGgjyK7/6G7QqNarZQ3Y31inm8xgw4PV6qf+dnKFgHJPRjtTX+MpXvoqiaiiaTleSKFcqZPN5UqltrFYRs0Xk2lPP8/TTX2RiZIaPPnyXxcVH1NsyZ86eY3t7CzAwMDxKMBzFZjUTCjiQ+y2kvopH9GKWdHL7Ge7dWUIw2BlKDPHffuu3SG1vksvmMZutgIDb7cbr83Lz9m08Hh8rGwuk8wc8/uwXKDZqDIyNE4kPoGoyHq+LXq9HtVImmzkgtbuOUZewW61UyjVmZ48QCkYRLCai8RjHTp7iK9/4BqVaHX8oQleWEa0i+UKR3b09VtbW6EkyL73yCoL502RO6vTotdrYRCt/+Id/xJXLT3L8+ClGhsfwuDx4vT7sdie6LnDpylUMUo+93R1sbj+iJ8CRk+eZPXaenqxQrpZ49oWXOXLmPL/8a99i9sgpTpw6z5ETFwhHk5w6eY54JEm1VOX4iZNEEwnW1pepN6sYbVZ0o4FoNMrZM2ewinYi8RA6OidPPsbk5CxT0xOIFjh15iSoEkZdRZY1nB4fJsFIrVKiWMjx6MECp0+eYHBgALNgxO91Uy6W8Hi8+PwhzFY78XiCq09eRlabmC0GBoaGCIXCRKMxItEY80eP0e0rtLp9dndTzMzM4HA4fqp/P7Os/bPv/MWrewe7WOw2+o0mmYN9QrEkCpArlpAlifReimpul9zeDuFAjPmjJ7i/tMb80dNIisD4+BzR5CjR5DCHh7t0e308wRA7y/co1Sv82rd+h7fee4/5Y2e5dfc2sg4Gk4XHLl4jvfaIXr+L2+fm4+vv0us0UGURSQXVAN2WhMMdwWRzky8e8t47P8DlDjI+d5xyvUyv18XrCWN2urny1AvkUluE3BaunH+MpcXbyN0mPqeXgXicw/1tgn4fgkGn06rQatY5e/FZJsZHEY1G/OFhqpUqkXCIWrXEzs4GqXyBsdl5vD4f1997E6/bRS69RSiW5IUv/jyvvfbneOx+DvZTbO8tEx+fQeq0+Kv/8idMHzvF1NwpvvftP8IkwOs//BvOnzvL+++/D0DQ60OTG1RrOdrdHucvXuXtH32P1dX71OplIpEIlXKBGx//GMHuwWCx0Jd7FCs5JFlmcnKOw3wejz9Eq1pC6TbYSWUIej30ZZnnXniFRrONLvdZf7BAcnSS577wEn5fEL/Xg9VsolwqsLK+xP7BLtV6gZW1h3S6bZKJKUrlPRS9jyT1EK0iW5tbLNy6g2CyY0DDabcxMjzKYHyAjZW73L1/i0vXnmF4ep56o069XWNmbJiBiQk2tlZpNJuEYoPMzJ0mkZzFZrFTLpTRZImNlWWUToe7t24xMzvD2tYuPU0jHI3yg2//H1hdPl74wiuktta4e/tjBoYnuXThCj/54AMcdgc2mxO/L8je7h7p1Dqtdgub20ehXKVQLFCv5Lj+5us4HQ4mZ44zf+Ix+q0mRsHEpStXyGezmM1WhhIJPnj7x1gsFlTFwPBAgnI+zeLDB5w89Rjf+96fU8ymWHxwk367QaNapd9qUMpnkY0CuXyRQCCI2+ND7few2q0oBgNfvPbUZ+85f/8P//WrFtGKzRbgo4/eIh4LIssqCwv3EUWR0cERJidniUajbG3u8/LLXyMciXH33i0UXcXhdiMD199/m7XVR1jsDna2NzjY3UKSOggWC4puoN6uc//hJmfPXaTd7qNpAk8/8yL37nxEs9dD1Y0YdCNqX8EuCCiKhKYoWIzQlWR0XcckmHHYHXiCYaanZ3hw9xaiICBjxO0OcO3K42RTO1SyOdbXNvilb/4iuUKRoaFxdFXH4/ZgFe1kM5lP87pAAAQBi2hlY2UJp8dFuVzCKBi4eesmmEy4/66fXl9dRen3MZtENleWGRsfJx5N8qO//QHnzp4jnTlkbWcdzWDm0cOHWCwCq+vbbGytcbi5wtjYJI1Wk3w+R/YwTavdZm83RTq9iWg34w4FsVpFBKNEvV5EUnpo6Fx98gmy2Ry1RgujrnL31g2sJjPddp21tQfEwnFsVit3bt5CljSeevoFer0edruFoaFhapUyH77zOmZdRnD6aTY7VIolkGW2tzbpdru02y2CwSDpTAaj2cLI2ASqopFPb6MbBKLRGJnDDOjgsFlpVgo4bALFcgGPP0C5WuTyxQskE+NEQlH2d3dZX71P9jDDmROnuXf/Lg8fPKTdbNBrNink82iyxPryPfZ315GlDqBgFlREhx1JEygWS/Q6LU4cO8HC7ZsMj4yRTCZot2qYRSNms0gxX2BwMMnIyBgHBwfY7Xb29w+YPzKH0WTB4XLjdjrIHR4QCSdx2GyoqkIkFkVWZBr1BmNjY2QzGVxOJ06nnUKhQKFY5KnnX2R8YgK3y863v/3/cOWJq4yMT3H50mWWl1doNjr4vGECwRiRoB+LzYHLH0JTVOLhEIV8hma9Sr/fJ32wzz/8+s9/djn/wx/98auqphAI+cFoA8FEpdUgNjhAOBrF5XJjMcLh4T6j41N0en3efvt1ZLlLppCnq8g0ux067QZOpx1vIMDu9hai2YDF6sFkdfBg8RFef5it3RSarrGzs4koijSadfKlDDani6A/hKDqmDUwyh0EoxGzSaTbqGF32PG4XTidbmyiDcEiEgwGeHjnNm6bjYm5WeReh/XFu+QPUwwmErz80pfoy310IBEfpFapEo7FqVerBIMhBoaHiMSiPHhwD91goZDZp9auIpgtbG1vEwxFGJ2cZG1zBU1VGR0dR5NkRodGOHf6LKury+iahtcdoFGvYDALpPMZBpIDqKpGfHiYybnjhKJhXE4XVmeIXq9PtVwnFkuiSirnL5yjWs8j2kVkTafeqHPmwkUMJgFvIEBf0ShXaxRLZVQd5F6HSjFHfHCM+EAcn8/H9NQ8hwd7GIwClx9/GqPBSKVcptmssLOzS+4wTaWQwSboaKKb06cfI+D10mvVSR/soygK3W4HRVEoVyrEB4cwmUS8bge7G8souoKsyjSadSrlIoXcAVK3QTwZxSSa6EoS/oAfuW+k25HZ3Vrm4+tvkM1mGBwcQ+rIlGsF/P4QomDCabdiMkL28JBc+oC5mVnMFjNms4WNtUU0wcz88VNEImFatTIbGxucP3cOm2hicmKMt955g77cJRAMcJjO8viVq6yurOFwOIhFY3Q6HQrlIiaTmWg4wscfXUfQVX7u53+FSqVEIZ9FUvr0pD4+nx9VUZCkPn6/D4toZGV5mYmZWY6dOM321ia5zAGCycS1Z55F0Q2srKzSqDdwO73MTh/hzOmL7KXWEe0uzDYXvU6X9eVHeDwOtrd3CIVDJJMDfOHatc8+EBoYmEYUrbz97hu88rV/wPzJi8wcPYHF4SQST+D0uFhZ+IRup8nOfoqv/+I3aPdaxBNR+lIH0WbC49xG/yAAACAASURBVHNgcTkIRBMYNB2TxYpudmBxBRkdP4Ks9tnYSmGxCThdIja7GUVus7a6gNnqwGy2US1WECQFk6SgSR0Misyp46cYHBjAbgK508SoKnTbbbrtNgZdY2h4GKvNxubyIvmDLQ63FzEbFaLJGILZwsPFR2TzeTa3NnG5nYhWEZPJRDAUoNXt0uj0mD8yBwYVp9dFNpfD4fExNjlFPJnA7XJRzOapV2uIopXJyUmMBgOaLlCtVlnfWCYSHmB3b5OtnVWcXjelfIZKucju3j4H6SxLj9bZ2D4glSlw5fHneOLaC8Tig9hdbjSLhccuX6WvwvT8Udw+P8nhCZ578csMDE9y9NgppqZnSSSH8IZDCKKNZ597keTwEI2OxHMvfo1GvYksdTDbHMSHhuh06njcVtbWVmm2Wjzx5FN0+gpbuwfIvQ4mo0q9XqJQyuH2eBgcHGRycpKlpSW8Xi8Om51+V6LTaxMMJ4hEY3j9QQZHx/D6vWiaSiASYW1zHVmRcFjNTA4Pk8kVuXT1KrIm0+/V8ftCuH0BVAy4nH4mp+awu7xY7U4UVeXS5cv86j/5FtHEKCoiBrOdb/6T3+Tqk0/x4XvvsLWxTiaToZBJMzI2zr3bH/P9v/pzTGYjRqOJnc0trlx+nHyhTC6Xx2F3kj5Mc/rMKaS+xIXzFzg8OMCgawQCQdZWlyiVC0i6QrFSYXJqisHBAYKhACazgChaKBbzzM7PIisKPo+Hh/fvoygqT167RrFY4jB9gMPp5uTJ0wwMDOL1ehgciHOYPqBYLOD1+wiG/BRyOTrtLpisxJNj1Gv9n+rfz5QzMRym3uzy/PPf4LBYotXuMhAdplPrsLO2gaCorD98QDgQZHR0ijt3H9FodLh7/x49qY8gwMLCbRzeAN/67X+O2u0zMDCKarJRazXZ2N6kJ9XBqNLr91hdXQPNgEkQsIkiJpOIQTdixoBRkQh7nNTKRaanZpmZnv90T9Vtp9eooCkyJgO4bVb291L0FIlIIs5QOMaJ6Rk8FjMelwfdKGJ32vAH/UxOTyBYjHi9bvpSF0WVWFlZwmq3kS0UaNSa6Ci0ey3m5o+SK5RwON08erjIvdt3GIzHiYSjtJptDtMZUjs7tLsyJ04dxx/w4Pb6qTQqKHKHXrdNansNXZMJuG0onSYhl5eo30u/Xefew/ts726RyaVRtB6JkQlCsUGaPY1YcpzZ+ZOktre4c+MGtz/8CJdoJr29w+DwEO2+QjCWYHsvzf7uColwhH5LIru3SatZZWJ6Ck8gQK/T5IN3XycUjuJwuZF0A+9e/4izV64hdzsc7KdYXl2iK3U4evQI29vbtFotLl++jN/no5jPMzE2gcVs4fip83h9cWyOEHZnmKnpk4wMT/Plb/wDrE43RsFIOrXDj77/lxw7Pk2hXCBfaDA1cRqHI4DV4SSaSPLE1eewu/xMzx/jwuNPYHe7cfq8yAYjstGIJxjA5nLg8MR4eH8Rm2BgemKU5OAQTz/1JDdu38Tvd1EspjlyZA4MBgYHBpFlndR+hgsXLjE4OMheao/79+8j9/ss3LvD1tY6L730EomBIdbWHhIMepk/egS3z0er02NhYYF2u42qqmxsbLC9vY2iKlQqFb79J/8RTe7hcnnY2dnj9R+9TrVYQENDMBlpd5rcvXeTu3dv4PU6iURDDAzG2d7awGw24/WF+NLXfoGLl54Eg/hT/fuZZe2/+4P/8Or80ZNs7+7RqBTRJZW91D6JRBKb3cGNT25y+fLTiO4w7oCfm3evk8lucfzUEzz/0ld56/Ufokldus0qN9/9kOGReW7f/JB4OERbkUA0cu0LL7Gd2kaRZDRFRtX6qJqKWRRp1vL0myWsJhgdHmVyaoaQz8boSJxbN97j+LFjyK0qp89eYmRoiJ7aJ5NP4/HYKRfzGDWV8eEk/W6bk2cvMnf0BIViHkWTyWf2kGSZ449dQBAEDnY3GRwaQDAZKRVzmAwqotWCw/7pZpKs6KS21pibOcaFi1fw+T0EIgky+/sEPC6MFgeFapXtzQXczig2hxWzQ+fX/+n/wO72GlbRzvj8EYqlGiFviFa5jNRpY3f58Pn9rC0toCltpF4Lp9tN7vCQUDCMUReQez1a9RrVQppSMYekSmRyeZweDzaPj4W7H7G9skDA6eK3f+ufEw14WLj1Masbi7gCQbIHe3z4zpsIZgvf/Me/ydLyQ1YWbtKplfjP332N2PA0Pp+N5QcLyLLKr/3Gb5PNpKjXylgsNiKRCBbRQqfbwwBMjU3SqNUoZPZx2J10ajUCHgfBcJTvfef/RpEk+pJOJBxGlXp881f+EZnsPrdvf0IwFMMdj3CwlwJDm2x2i/ff+RHlYoZMJo3N7uQnH36IIjXxeH3E4wnqlQpSq83k1CQjk5PkCxVEs0hXVtjb2uTq0y/z1PNfolSvEwyHWXy4hNKXsFpFqs0GFlHAbDFSrZVpyxKPP36VRr3JQWoPj8eO1+ulq2rEB4ewmAWWHz1gdm6O9NYqaBqRWIJ6rc3I6DRWs5n5o7PsZ/Ng0HG6vTQaLVRF4oM3v8/Q5Dy+YIilRws02nUEwUSpWCSd2sGgw+jYFN1en3jQze/92/+ZaNjFl1/84mfvOZd2068Kgsjqyipmi0i1VmV8fJzEwACtThez1UJqd4d6s0Y2s8/G+hKVWgF/eJjMYZrp8SHWVlex2uyYETl69BTLq/cRBSOqoOP2uhgdHeHhg0cYFQOCwYgACAYdk0HD67DT61axmAUikQROlx+pWyVfrnL58ScJRWPkchmsjgAjQ0N89PE7iHYrgtGE1O8yOjyE1WQhFk+gA91+DwwG+q0aRkHA5nCS2tkhvb+P3+ulWatyeHgAugqahmAWcbncOOxO1lZXqVUKhAJhWo06lUqeRqNOPpfBYrFidXkJx+K4XFbu3vsQnydAq9Zlf3+JcqFET5LwBWIMJgaQuzK9fp1AIInFZiCXqWAVDXhcDirlEgajCZfDyv5+iumZabqdLpqmYXM4OMxlmZ6bZWb+COlMhvXlZWLRGCF/gJ/70lcwagr/6Y//ALPFzMDoJOn9LQ7TWWamTvLVr38Ts93BjQ/fxW4zkznMMDoxS6XRpdWqMD83DxjRNJ233/ghyXgclzeAPxSm2WmRzWcZHhomtb2N02pg6dF9otEonXqFrbVlelKP/b1tXE43qlGg224h99tkszmWlh7RbbeYnZnng+tvYUBDlSR0TSV3eEiv3aHdalEpljEZ4SC1DUYjkixzmD5gZvYo+3tbFHOHtFotHB4vosVCNBZnduY4ycQA//v/9q8QlA6FbI6JyVk0TcdgMGExmSgWCmSzh4QTI8xMz6MqKsFwiN2DA1RZZmh4GEVVOTjYo1Kt4HL5qZX2EQQTmm7m61//RVQNHj5YoFDIYLI7eeb5l8hlc0iSxJH5o7hdTkKxBPsHWULhKGNjEwzF4wDkModIUpduv4PNZqbbbrK7u8NgMsnLL3zhs8t52JJerZRKHOzu0mw1aTUqZNIpdlO7OJ023n/3bRpSl2Iph9kkUK7WsTi8nHrsEhOjY/z4b7+PYBYZGp2kUevx1LMv8sH1tzAbQVd7KFKPpfv38bh96IqOaLHgdLrodTtMjo0wlIzTaNQwmSwMDo4yMTEDaPzCN3+ZUDTBo6Ul/F4PoUiSg+0NCoV94skRJiZmsdtshPwhYqEYUr9NLpvFbrehaSprjxaw2t30+jKi0cDY6ChWqxWbzUKz1aRarTIyMsbs3FH6fZntzS2GB4fAoOJ2eUkkk4QjQXZTO0RCIRRVw+HxEwj6ePTwFlaLjWNH5thLbaDKEucuXEa0itgdPjqNBvu728RiERqNHla7SCwSo9fvkEjEaXU6PPHkM59GCOubzM7NE43G8Pr9WKw2QtEIBpPA4tISugYulwe320u33mZ7fYnMYRZ/0EOz1Wb2+Bnef/8dnA43YyPTmC02DrNpdre2Pt07FgwMTc5w9spVuq0WnXaHYjFLq1lhYGiUM+cuYXd5MZoEKrUy+6kteu0+o8MjrK0+IhQOMTQ8ws7mOkODA4xMTLN3sIfFYufUqcdI7+3hcTsJx5KYTAaMghGH3c3e/joWi5Vv/cY/Q5cFDEawiDbC4Rjdbg+P14fZYmF2/gjVepV2s0EoFKFYyNHv96k3m7TaXWqVCoqi0mi0KeYPkbs1tjdWES1O/ME4iWSCSCjG8uIiNqsNs0nk5Kkz9NotyuUiKyvLTE5OASpjY+PcuHGD4ZFBVE3l9JnHSe9uY7E6OX3mIqn9PZqtJn6/F6NR59SZ8xgMAndv38RkADQj6+vLOJ0OZN3Ay1/+Od55603cVhvlSgWjyYQv4MfuslIo5fB6Apw4dobp6aOcOTb32QdC/+93/xJfwI/c72IyG7BYTchyj1AoxNz8EaKJOP/T7/4bPP4oPVnFHQigmyx0FAMfffQT6rUGGgJrq+t0GnXe+vHraHIXuV2jUaoiGi1cvfo0VqsbUbRgFq0cP3Ga0dFJBpPDeHx+xkZmeOqJ5/C63DSqRTwuD3ub23z/u39BLXvAwweLNGpl7t/9mIDTxeULF4hGgxgMCvsH25hNAga1R6NWxOWw0qpVKReyJAeGCIeiuO129nZ2GZ+cYmN7B6fby9ETpxkem0JRdW7duk0ynkDu9RFFKwajQDgSYWNjg1jk08X9SqmEaDKS3tui06sjijbSB3vUG0UkSSIYibK3l0KTdXwuJ41aHlQLiYEER2ZP02yW6csKe+ksTz/3IvHBEWTNwNTsPL5gkFK1iqQo2FxuVBU+uv4xdouVkD/E6ccu8aVXfo7BxDCoCrPHTuD0BlGNJtpdmWhynEA4hqL2SG0u8+b3X+Pa0y/S6vQxWW0MjA5jtInkijnKtSo+bwCLwYym6qyuruK0mdndWqaY2UNTJCwWC5FYnOToKN5QlFa3z7MvvIjbH8QdCPPYuceZnj5KuVilXq4wPTGD1xvGZLbh8flp9/ucPXuZ5MAEtUadxaX7mGxufOEEbn+U+NA45y49yfknnkaw2VF1HY/bSSWfxuZ0cez0OY4eP0kuvUe30yJbyBBLhFhffUC9VsTl9uP0hpiaO0qnJ3Hz5gc0myVKhQwup4P15fu8+aO/plkpgCLT73RptVrIsozL6aTf6xMIBFCNMpisTM7M8cmdn9BsVdFRqVYrDAwMUa/V+OFrf0mrkiezv8Pm2jpWi5W1xQdIvS73HjwATadebTAxOc388RNYHG4GhqcYHpnD7Q0gqzK37938qf79zJ/z3bv3XnXYnFSKReqt0qdL5S43os3JnXsL2Byf9p2F9B6CrlCsljE6HOQyBZRuh3A4ypWrz7CzvY3DZsVkEohH/IQCAf7H/+Xf8+abb1MoVrBYPVhNApoGcrdDJXPAwc42wVCUkD+EJmuIghGp1yDkD3KQ2qFRKeCw2fAGovi8TrqNCv1eH4tVZHtnk2qljN1mJbW7RbNRw+f343Q6yebzGHQN0eIgGg6yurzIxOQ0VovAyuoiVoebYChCp9VEFywYhU+jlFA4TLfbx2AQiERCLC0+ZHtvn0y2wMTkLLGwh2opTblaxmDU+Ze/+6+JRga4fv112r0+rUYXm2hnc20Fk9nEs8+98HelcYdCKcfg6ARXrlxBVRU+vP4B0UgCRZJJpVIUSkUsogWPJwAGnezhPq12E7PDwfDkNB6bg/TuBjvbj1CNIkaTiMvlpdnrYhNFHj24jyT1KBdzOGxWXnz5y2xuLlOplEAw8ZMbN0Htc+LYWc49dhlNBpfbRqWYw+F0IssyggCNZpvBgSGCwTBun5duv0+xWMZkspDJ5QmFwrTqdTCYKJeqPP/CF0in96m3O5hsduKxBLtb2xgFE7VyiVq1SHIwgaQLnD5zHkmWqdTq9BWV85cfZ319ndnpacr5AiF/jEgizujkNMuLS9z95APsLg//H2fv9StZYuf3fSqdUznnqlt1c763b+cwPTM9OXCGwbukuOSuVit5H2zBsCHBsAXIwDzYgCFYEGBJD4ZgW1hvILlLUstZkjvD4aTumZ7uvt19u/vmVDnnqlPpnAp+uPvgB3kB8vwF5+Xge36/7/f3+a5unMNiFtm8fxudVoPbH+W5F9/i5OSQUa8PKgWv24FqPKDVqFPIpDEYdPS6PZLJDAG/D4vdSiqdJHZ8wtT0JPJIQe620I6N9Pp9Utk4S0urHB0e0pbqxONJTo9PKOUzeNwe1Joz++706CmdfheLw4nL4cYsCGhVAwaqMRqtjqPjQ2am5pmKzHD78w9Rq0cMhwrfevvt/6xy/r0khOTpEb16m46i0JBaaAU9ZrOZ/d0dFpfXcPl9VJsSsZ2nNEtFPJEIQ7WA1+2kls+TLTawxTOMh6AXdFiNWg72knjcLkZDFSFvkGq5gFbfp9vp0u50GXVaaIcdDHqRiYkIUr2OSjVkPJQp5bP4PCF0goCgVSNJbdRGgWqlSrvbxR8K0KxV8LqcWEwWup0eRqfI0vwcR0fHiHoDwzGEJqYYDYbEj45ZXV3FYDSRTSW4dP4CDWWMwWQkGz9iORrBYl/m45/tcBob4XK48QcDPHhwn6loBL3FwvO3XsVicfKr939EtZpnbDTy7pu/y+7eMXe/vI2o09HpSNjtThKxI8xmI8tra3x1/wuebj1Eb3ajMxgQRIGHDzfJphPYzEY8fi+bd79gIjKBP+gnFjsFVAxHQ/SigXMXL+LwhelKHe6f/pr/9LO/YiYSZTweEpyIoigyj59tIdVr+H1eRL2ey5cu0+t0+Xf/9t9QLZUxCCa0YxVhjwu518XjcaHRDjk8fYrV7iAVOyUYmUat0WO1ufH6+4RCQdLpOAaLDbnXRen3SCSSPP/c8+zt79CoV/nOP/gDPvv8NpFIhE9//SGixcyL6+t0u11m5ubQGYzk81leevllnG4/n965Q7GYJ5NO0qyW0ejU9CSJgNdLuVig25NxOL1YrAa+/OxjBK2W1Y0LuDwBer0Bjx4/RK3V0+r0MdhhZmaGzz/+OTqViM3ppddtMVAGZLNp/P4AJquJcHSa6OwKnY6EWq0mnUoRDYVIxeIkixl0IxWLcxskEjk0GoHd/T1SqRhGUUMwOInb4yMZN9Hp9FhZv8Des00UuUNLGTMej0knTuk3O0iNPEOtlsEY7FYLj+7fod/vMx6OiYamSaUyv51y/l9/8afvHR/uIrUk/uv/5r/j3uZ9Ll68SFtqUiqWKdfb1PpDLly+TKFcpl6rMJJ7XL7+Ak+2ttBotYxGQyxmCzqtiCL3MRotNNtdtp8+5vvf+zaff/Ir1CqZiWCAuflZrFYDNrOe4MQEvW6X0WCIWgU6QYfH4yUytUgqcUq/K1Gt1QlPTWO1WllYXKYrj7n54kuUSmV2Dw7wBQMEfSEOD3ZxuVwYjSZkWcHlcjIajLFYTJzGT+gpQ7r9EV6vG4vNhiTV+eqL22QyZew2N8NOD6PBDroRvkAYu8XO0ycP2T7Yx2zSI/c7yGj5L777+4QmFtjf3uPxvbvUijmsJiPrV25xdHRArV7FZDAij9Ssbazy8YcfsHDuGnaPm16zRCZxylQ0wkBWMNqslMp5Gp0a6VIOt9dPvzdicXmFYa/N5t3P2X70FfnUCSpMvPnO1xFMBu5vPkBj1LN3tMP66jrT07O02h1ef/Mt0pk8qXSWpZVlotMr2J0h0uksfq+TZqOC3Wbj9OgUm9nGysYVNGoNJr0eZTgknU4TCk9Qq9So1xtoBZGf//VPmJqcRC8I3Ln9OcGgj2Q6x5MnW9y9/SlbD+4gigK1QobY7iOO9nYQRBGp1cJlNfLB+z/m4eY9Bkqfcj7LoN+FkUy9WiB2tMuzrcfo1DrsTif9foefv/8Duq0aOsHI2sVrlLIFdBodw+GISHSed77+HQqFHB/98id8//f/IeV6BY1mhDIaYHW4uXT1Jv5gmLubm8ytbnDt+vOMBjLbjx/wtTffpdMs8/TxI/7g9/+YqcUNPvjwxzjsZtweD91ei9FIodmoEYvFEPQG5ueXuHz5MofHJzRaEgF/EJc7SCQyzXgMVruVfD7Lhas3iEzPcHwcYzxWMRWdw+3yUyxnKdcyfPdbv/ubz5xWhxu1ToPNZuOvfvhDrt54jq996zt0+10S8X2cdpHk8RMe3b+Doii89c63WFm9zI///E/Z2FgnGPRRKWYplos899It/KEAk/MzaI0G/CEff/qDv8AdCHHjxgsE/R60qjHrq6t4PF6cLg/NRg2TyYBaBd1ul0KpxIPNB2Szeeq1JlaLA7NBpFLIMejLeN1e0sk0+WyWgMeF3JHIJBPIskypVKJWqzG/sEA2n2Y4lpmemcZqtaMoY954+x2S6RQ2q41qqcq5tfPcuH6T+blFMqk0o6FC0D/DYDDi5OSAo+ND/vEf/THtepVnj+9jtlkoVSp8+IufsPvsPoV8BpVGj97sQ+nJNFtNbE4nC6vrqLQCNpsdvclEOBLF5vTQbvfpyyM6nT5jVFy8eBmn00VfkZGHIxZXz1Gsllg/fw5JasCgh9thw2hz4vZ5+OKr22w+vIvTYUTQCeg0Rp48vE8qGUOR+/S7PcqlAiajgXyhRLaQZjDu43I5sBgs/JP/8r/CYLIyM79Epzdma+sxB/vbFAo5xioVTo+HTDpNqyURjU6Sz+c5t3EelUbLCBXLq2uEwhHcLjsLCwt843d+l9ff/SYzi8s0u31Ck7MYjSYGvR4mnY6eJDE7u8D8/BLPP/8iUruNIAgIgojZYqXRlFjfuMDq+gYPHmxyenKM2xfEE5zCaLZTK5XQiwKDrsTTh/dIxU+498VtsslT5peWeLK1R71cZqS0OT05wO/30Wo2SZ6eMDs5zUQwxJe373Cw/Qy7xUrsNE5f7nLp2kWkXp+TRILZ2SXGjNl6/ACr2cVrr3yNr7/zu6jQ8PLLr/D02TN+8IMf0Ol2uXjlKqLByku3XmVmepZavY4yGmKyWSnX6zSlNha7A6c7wNTMEgaTwPHpKR5v6LdTzn/xr/71e/VKCb3OiKJ00JnN/OrXtzna38Zq1pPPZ7FbLHTaPUBgdm6NRlOh168BY9pSE6Oow2qx0GrW2X6ySbcj0e11UPo9Ar4AJoOF5YU1CvkEFpudgaJg1ItInS5GUcDn9VGr1RiPx8iyTCgyyUiRGSky0ckZKpU8Q0VmanKavjzg6dYWTocVZSDDeIygFbHZLKg1GvyBIGq1GpVaodPusvngAaexOK+8+iY6vZ6D3ScIBhOHB4fotFqK5SrxRIJRr4HVYcFk9mG124gnDjHqRaw2L3/7/k9wux2o9SaKlTJSNU27Uefbv/NtjCYbdanPaKRQb9Vxu32kM3mCoQix2BG1SonzV19gOFZRTGd46aWXMVkszM8v8HR7l8GgT2RyEncgRKvVo1pNMRgMOd7bo1ooEwxN8+bvfI+9g69Q5D4Xzl0mdrKNyzvBxvoVipljOp0u585tcLC3y/LSEg8fbNIfDLA6rMhKn5nJKcZD0OhE4qkYrVaNvf1nuD0uCuk4giiyduEiNrudeq3OaDRC7iukMjki0TDdnkxfVhBEPaexGFKzimg0o4yg0e4wUquZmJnHaHOgUunwuNxYrA40KjVqQeS5W69Rrdc4ODhgfm6Byakp1jbOMUaNyWQlmUxRLpe5sHEOtSAyNbdMqVilkj/Lp1rNepxOM06ng3ajCQzwhSaoV2WcFoGhMmJmdg7RoKdaK6MbjzGaTKRSGcwGMzORAIJOh8ftB3WPza2HDNR6ItFpirkstWoZm92I1zPNaAjj4Zh2u4XN4aLb6WE2GXG4PaTSafRaHcvLq+zu7IMa+oM+7VYLs82O0+VCq9UgNSXqtTL5Ypa5mWVefeVdlqZDv/nMuXjtZf7w6+/yz/7ge6gNPXpDGXmsY6RWowy0jEdjBmqB4aiDZjzklz/9M+bmFhkOOtQrPfSCmabUwO/V0qhkuXD+OnpR5Ph0j+jUNCF/gHQ6izKS6TRbiKKIrFah1+vJZ1KsX7zMaKzC7XRRrlSwWKyoBTVduUW1VsBYNDFWaVhcXKQv94kdH2CyGNDp9dgEgW63j9liRaUodHsypXIJo8nI7U/v8Nbbr2M06TFlHPz8Fz9FpdLhdlvYengfm8PN+YtXOdrbQa1W415aIzwR5vanH2GyekGrx+ENsnn31wQjE0wtriP1BwSCYbw2K/du30YlmEhkd6gWksyuvImv36fVqCNo4Fe/+AEWm42VC5c4PthhNByCakhT6lCvSThtTgStQNgf4MOPfs2VF18+Q7yM1HQ6Da6+8DLxiVPsTjs9ucu9j7/gm9/9Huev3+Tu/U9oShLh6BRfftpjcXkFeTBEHil8/MlnXLp8mdNcHMFihaZEs1KkIXUo10roRBGdwYDVbEPUm+n2FcwWI9V6lUq1xkhRUI1HpJIxPC43KysXKRXzlMsFapUSRr2WfkfL8f5T0tkc3tAES2vrJFI5FucWcFltlAsZJqenaFTNjBjT7nVIpU4ZDroEJsLMrZ7nyYPPiMWOYKQlGpnihRdfolrMoxMMOKx29vtdLA4HUruAybOKuuvGYbditXYQBA2Pnj5FarRZWVqlWi7hcFrZvHsbg8GAWi0w1sBYrcPrDmC2+vAEoxRTKeInJ2TjpzBUkTw9RFZk3HYrtVoTnUrDoN9HbzVgdzqp1ZoYrDaqxSxbD7/EF/ARWjqHJ+CiUM3QaDRodyRUKjVWmxM1WmqlHLHYCeHwFGa9BavNSTqf/e2U81mm+97TR3fZvP8RRosHV2iO8Mws+WwWrUqNxRlAazBjMpgo5fNYTUamIhFcngDNZgWNWsXUZBS5J2M2mXA5PEjtNm63g0AoRClfQKOCQiaFKIo0Gg1sDjutVgutWkN0cpqO1OZgfw+tTkskEqFcLvNo8x52q+1sqI9OoRNE8oUMjWaN0WiMKOpxOBwMByOkjoTUrCCK4tnSxLzL3QAAIABJREFUyBeiVS8xVGSkloROo+eNt94gmUmjVRuYm1lidnqaQiHH5oMH2O12ZuZnKFVK7Dx7wNz8CnNzyxQLWer1BpOzi6xtXECj0dBqNaiW6wxHPZKpBI1Wm2hkEpXGQCaTxWa1EI/HsTlcvPTya3Q7vTOyQ+IUl9nI0cEhBkGPQRRpd/toxiNS6RRmswX1SKHd6aHVW4hMzpBJHlHIHZHKJphdWyccCnO0vc3RcZyF+UXMZgOFXBa1IFIsldGLZqais6hQiOdTtHp9us0G+88e43TaKBcL6E1GzGYzzVYLl9tDo1Ymny9gsFgplyuoRiqCfj/j8Qi700uhlOX46AiDXo8iK/S6fZrNDotLq1TrTYrFMplsltnZRcxGM/l0Gg3gtNoYoiI4EeLjj37JhQsX6bbblEtlTHoj3WYVm8PF8dERoVAIlUaN3ePFYrcjK32WlhYZjobE46dcuHwTjVZAoxrz6OE9THo9k1MLGM1GxsgUczGGaBiOdVx//hZSS8LldhIMBsmkshgNIs1akR//5Y842D8gPDGF0xNGbjex221kUxksBhGTyUypmAUUCqUC/YHMaDwinYyj02oIBUOk4jF2dp5hMOqpVisMhgOioWkMosCThw+o5AqcW9tArzdSKxc4PNxme/sR//h7v/ebz5z7O/d4cP8rllcu4/IFsNmtpOKnGAQ1boeVxYU5TFYLyqCPonRg3KNcTNDvNDGKItHwFDevv8ql81dp1Ot0uxI2mxWXy8VAkbE7bLSlBmOlj8PmOOOb/n8elVpNt9NBkiR8Pj/D4eDvNp82br38Eqvr51BGQyqVMvl8FkGnodOWEHU6pHoTudej05JoSS2CobNf2ujUFNevXkNqteh0+qysrfPzX3xAIp1kff0SlWKDD37xt6Tip1x/7uwK5Pj0hJ29HYxmIypUdKWzd4pOzaATTOztHdKR2pwc7GO22un2evhDAVbW1vEHIyzMLZHP5zBbLESiU7z0yhtUqk0MehPtVp1mtczp0QHqocJI6VGr1dBqNYxHY4x6A4N+l1zihI2NDTYuXMTn87G//5T9nYfkcsd847u/x+MnT3ny4B6vvPI2oijw7MkDbM4Abo8XnSgwM7uA2WLn/v17uNxBbr34Gi+88DKRyBSTkSmsNhsulwu1WoMgCNTrNUS9npu3XiI6NYXNYuPcxgY6nZa9nW1QqRmPhyiDsw2uChWMVGfcoPEAqd3CYjMQ9HsYKUNsZiutRguH1c7tTz9Gakncv38fhn12dvZp1Bv0Wi2W5maIHZ+wt3uA0+kglY5TLORYv3iJ2fnZM6jZ08c82nrMWKOlWm/Q6/VotZr4fV46vbMQQ1+WabRq9OQua+c2+Ma3voNONDExOUVLavPLv/kFFoOefC7Fl3c+IxQO8M7Xv010ahWPL0y90cTiCHDt1lsYTHakZo1atcT2s6eMGSErMrLSR2o1cdkdiDqRXkcik0qx/eQpmUwGRRlQzGfYfvwV5VwcUTVG6clotVpyhTS5fIZs7rfc1v5P/8v/9l6vVeFof5uJyTWkmkT8JMa7v/s9PL4QH334c6ZnFxkpCkbRQCgwwdXLN+h229y4eouZ6QWy+VPGoz4Bn5tKvYLT6WA4GmK3WqjVagQCobMEiUpNu9sjGA4xGChYLRbqTYnRYIjJaECr0zIajVlcXUZQQzoRo1go0pabZHMpIqEwQX+AleVVgsEQ2UwGnVbAZrVhNFnQG03Mzc+zv7+DSqXGaLazsHweqyOAyeGkLbV5+ugBy6uLdPpdnB4f3tAkqXQGjVqDXjQwNbdGsVJDNGoJR0OcHh5RyiURtVrUKjValZpY7ASLwYLTHmIwhNGgSz6fwON3UC5XQKVlenIWRiO6zSZ2pwOXz8fGlRv4giHyxQJXbtyg326wv7/N4toK/+O//Jd89smvuPniDf7qT/4ttz/8GybCYRCMGBw+Bp3hmS3VaKLSCdTKVRwWGxNzMzza3GSodHj0+B5NqUV4cppsOs7DrWcYBQGb2YrD7WV6eZ1sochwOKDdbrOwsEC5XGI/FuPx1lN8Hhd7ezs8e3yPtZUFIrMLSE2JlZVVErE4olaDy+kgGAoiGMw43D48bh/VcpUrV67w0Qcf8O7bb/CLn/0UrVFH4mQfi97M7Px5wpEg40Gf+MkxgyEYjGYEvZkxMtVqgXqzQSEV55c//SHVfJJsOond5aZeb1KvtehJDXLxI4xGEzduvU6lVkZuS1zeuMz07AYms5V8Kc1Pf/pDQpFZQgE/Uq2C1WhAVppce/E1ZGB14zomsx2jSUuzWcbsDPHGN7/LnY//FpfTy9TsHMHoJCrBhEpn4Fvf+g6lXIGhMmBuZoaWJLG4vEqz3WVheR2DxY6oUnPhwnW+/o1vs7CywvUXbnKaOiUwu8BA78I/e57vv/nib66cdk+YK8+9hmdiHpVaQ3BqFm9wEpfZSiGXxhcIMDm7QigcplEt4fHYiSXjGPWQK8QpFnNEw5Msz05xuLvLwuIao9GYQb9Hp9NnoPTQ63TUi1nyhVN6/Ra9nky93kLudZgIh7E6LbTlNlanDZVGhUoZMhiMKTdaNFq1szX65CS1Rp1Gq0lfkdFoNChKn2q9RH/Qxh8MgVpDpVZH1AvkswmOD/Z48NUdfvBn/4Fs/Ai7wYjeYiI0FcXqdIBKRT6XYW52mr3tx6jHMmhHqAUdNnsA9UhPJnmE3+ehUavSldr0ej2mphdxuiO4nXbGikQwHEWnEzjeP8Tu9HP9uVsM5D6nx7t0ehL1coVRX+KzD94ncbLLzOwkscQJzVqGfD6O3K3ywft/CcBXn3+KQW/EHw4jWry8+Y0/xGHzs/PkHvcf3CNx+Ix+vUq/2+I0fsz9u5/S6lTJ5bOY9AKlYopk4ph04pgJj4O5uTlGgo6xekwlm6GaTbK1eYepySlUYxXnzt1EEFRoVSNSySIWm5vnX/4GgsmBVCtitVtIJWKotQIvv/422vEQt9+L3qRHkprc+/ILLm5c4C/+/D9y7foGDx5vMbd6jVI+h9Zo58pzN1m/coWG1CCeiKHW6s6WT4EwolkklTxg2O+wMLeMXm/BbPVw4fLzGC0uAsEwdqedRiGGZqxw7tpNLtx8FY1Wy5OHd9AypNXq0et0eHzvM776+G+w6DXUKyWKxTKhyDTucAiL24doNLL15R32Nm+Tjm1ztPsEUa8nHd9E06yjyD0yiW2qpQL9rozNqMdpNjOQWuTix4z6EnanjaFajTwcACPqpSLdWpXZ1QuIRiPbW/c5PT6m0mgzv7zO3v4OTx7fJ5c8+e2U8y/e/+V7rXqZ2elJ9nZ30TJElqokj3epl/OYRQGr1UYlE+d0f5tOo8HK0grVWg2vN4jbHWRxfpFnTx/TqNc5f+kapycntCUJQadjOBrQaLTR6Q34wwEEnUA2naDbadOTFcITUTLpJNVKmWh08gyvLzUYDBQMBgNupwud3kJkYhK9TiQYCNNotqg3mzSaLSxWG2aLnV6/j0qlRoUKo8HI6dEBvX4fWVFQqTU0mk20Oh3h8CTDgcL+zmP6vSYDtYZypcTMzAzpTIZsIY/BqIexQjp1wuL8AvIA5hdXGI6GNFsNHF4fE+EJWs0aqVQSrVagXirh87txuDwU81mUXgdZ7qFSqQgEfGw+vMtw3Gfj/GVkWUUhV6FUyrKytsbJaYxEMoXBaEIUjFjMLlZWLuB0e5mMThLwO6jXakQmpilk87SbHdwuNzqtjk63i9Xm4dzqBXZ3timWC6AZYTW7Ubp9njx6yHA4IJPPMzM7hTKSOTg+PCPPGUyYrTqSiTitRhODXku5WCTg9WK3mplfWCCVyXCwt8vrb7zF6WmMLz77GF9wAqPFRrvdIRIKodXC9OQKr7/6NbYe3ScUtHMaP8bjC2AUdfQVGbffT+wkhl40oNIIPH70EI1GRb3ZwOUJUCrW8Pl8XLl6CaPRSH8wIJnJkM/mifhD9PsDVtfOsXH+HP/sv/2nREJBrBYrOr2ObD6LQS+SL5QJhKLMLa5jtzrwe7xMR6coFSpsbn5Bt92g0+tSlZqsrC8zVAscHh9zdJhCoxrR7fQ4t3EZu9PFnS8+IZtJcHC4jVqj4dLlGwwH0KjlsVksjIYjKtUqZrOFmelZ7t7+jEa5gN1mp1gssbe3SzyTptqUUEbwz//oe7/5tvZ0fwutVstxp43cUyjlB5gMejpSA4vRiKDRUsll6LRaiIKer737TaxWJ+1uA5VqjMNhY39/l1w2TyAQgtEIg3iWb62VyijDPnMLqzhcXvQGDdlMhk6zgcliYXb5HEdH+1QrJSwWC0NZwWw0cxo7QJEVBsoApddnZmmdltTG7nSw9XQLlUaNMhxhsdjwB0OcxhL0+108bjeiRkujUsdisVEolbE7ndicNuqNNgP1iJW1ddKxY6rlPILgQhmdBRfMVjt2p5OuPGQiFCIVP6UntXnj1TfZ2T9AMBjI5fP0eh063Rah0Aafffornr95g2q1id1mJ5tLoIy1qMZDkoUCqEYUC0V8nleRFQW3z0ej1cNmcTEZMaCEXPgDXvaOjrDaHCwvr7O9tYXZ7GSgqCmUsrSaNbq9BplUlunoMteev4UWFfFkEtGo5/z6NdLpNMVinsmpKaxNO1a7nReuvc5f/+jPEBgS8LmRVVr2Dw558HCTl156i16vRz6f5bPPfsbG+eeIHZ1gEEYMZDWFbJqezYjbHyARj3P9+jW2d59xcnKKWqdBpYFUKsatWzf5N//qf0WtGrN+/jp/8if/Bw8e3OHhQwWt3kiv3yUeO8bp9/Lwye4ZP1c1ol6r0W40MJv1yOjwRubRpNNMT08TjYb54MO/ZWp2BtFsJhIMkDuNnRHwDVq+/OxDbly/RKNcpe/oI/Wa2Bwm7FYnNleAutRib2+H5fl5KrkSj+59iaATGPTlM2tkoOb551/C5bAw0Ji4cOkmc1PzHB/sET9WGAxVnD93jg8++Am9dpdgMIjeZaNYb9FrpWlVq2SSKQS9ie999/fY3T+g027CeITFbCIROyWezjHUqLj1zhv86Y9+jNVh/u2U889+/JfvlQoFtDodA0XGYrUjiGetWGqtiC80gclqR6VWYTBbuXrjOUZjDcnEM0SjSFvqcu/el+hFAYfdSbFYxGwy02zUEXU6rFYTXm+ARqvBafyYXDqN2WzGanPg9gZIJE5xu5wMZAW3y0upVEEZ9EkmkszPLTBQBrj8PpqtOqnEKb2exOzsLPVai7X1NeLxBGaz+ezCYWGBw71tulKLwRh8Pi8anYZ2t0sgEMQXCrO6uMTx8QHlch5BL2Kye9CgpZBLU6+XmZtfIRKaoNtsU8iWCIXCbG09Znd3l4lwEFnpYXPYiZ/G0Ok0+IIBLl+7QS6dQqcTsNocHB7sYRD1RKOTmEwmyuUqk1NTfPMb38dstJLNpTk4eMqtl9/k4eNNRJ0Ovd5AOpmj22kRnZzGZrfSqJc5PTmk0WhhtdhwWG3EkgmabYl0PsuNF15g7/QUqZEncbrPQO7j9QVoNHoUC0VU4xGh0ATFSpVL165RLlcJhKIYRTOV/Fn+GNWAttQlEY+j1qrR6c7KqObnZ9k/PKHRrOF02tne3efm8y9Qyqcp1yuYrSaOj/bZ333K3Ow8+XKCrWdfEo5EmJ5ZRh4qLC6v0Wm36Q3GzCyu0m41KBWyKMMh+XweXyiILzhBNDqD0u3gcjhIZ1LcufsFBqMR9VjFcNhjKPeJhoP88ud/jSQ1cbs9qEYwVKuJTE1zsLfDwsIiJquddCaD1KphtxkpZBP0Oi1gjN3hZ6jScf3F1zFZHKTiKURBTTFfpV7PM5AHTEYnkVpNjo/2Ueu0hEIzrK9fweZ0YzLpaTWKpJJpJiamOH/hEkcnp6QzGVotiVKlislkJJ8vUKxUEQx6nhzsMhwqDJU+//yP/tFvPnMa9SLDwQiPx8/a+nkmJ2eYmV3A7nCh1mhZW11Hq1OjUoHDaePZ1iPKxTRarYjD5qBebxIJRzFbbPT6CqlEHFHQ4nH70Ko1qMdjcukkBztPyKfjGExGgpOzeENR2lILu92Ooij0ezL1eoOhMqTXHeJ2+TBbLCiKjEqlw2p1IrW7lCt1Usk0rWaTSqnM4f4O6VSMgD/I40cP2d1+wsH+MxYXlun2uhSKBUT9WVrHarax9WSTllRndnEVg9mHzWRH1OqRu20CPjvJ9DEnx4fs7eyxOL/A6dEOXalKwOskk05iNBjYefKYeq1CMBSk0++RyOU4TsRYWF7FH4zg8vgxW+xIUof5+SW8Hj9atY6vvvySnZ3HtKQq0alZjEYzPo+P4UCh32ljMZixWpyoNWqU4YBGrYXF4GBqaonRYMhXX36CII5xWE1EQkHWlhcxG/W4bA4SR6doxiOmpyIMBh0Gwy6RuXnUJit6s41KqYzFYaRaKxE7OiZxsEs6neB/+O//Z+5+eZvL166yceE51i5cxupwodGJKPLZMbPc76MTdSQzCRKpJAaDjWAgSqPRJhqZZmZqGrmvYeP8LWyuIAgCBoOJbn+AyeZmZeMqjXqNw4NdqtUSu/s7GKw2VFqRer3Os60ttBotp4dHnJyccOvFW1jNFob9AZVig35vzOLcKv1Wj8lAFLkzxON2YbHYuXDhOQ73j9BoVWw9uU86kyQcDJNJpjg+Ocbp8ZAvVRiqNagEEU/AT6/XJXFyxP7j+yzOzLKzvYlOp8PtspJNxxiPZFQaI+vnr3IcO6VczHD3zmecHMe5dO1lrj73EpVGi4PDQ+x2O/V2h8mFJbLVGtunpxidLjrDMeVSkUYpD93Gb6ecH9x9/F6710KjHhHwhpHlPjMzs8jdPg6bjbEyYGVtmcPDLZx2F5OTC/j9XlrtFvJw/HdwJNfZar5Ww+F2Y7bYsFotFHNJKo0m/vAEepOR+cV1IpFp2u02+XyaodJDpRVQhgMEtQaDaMBgNtNsSWeeU6mCzeFkb/8Zw4FCqy4h6kX6cp+pyUl0Gg0upwuVRnPWMuXwEQ0FScdO0Bp0ZFIxzFYb127eQu51ON5+iNHkQT0Ct9NJV5Yp5HKIoh6rDqrVOhazBVFn4cUXXuDTT94nGpnlpVffRqc1nnmQOg3TSyuYzUYODvYZDAY82XoIDBn0ZDrNBpGJKM8ePSLkD6IX9Dx48BlGg8jFi5e5e+eX2KwuJqdX+Olf/kearTYarYnV1Q1Ojve5des1Pv71hzRrVUwmKwtLSxRLRUSjgMFoweufoi/3ePTVp2w+uE+lXsfj8eO2m8ll4hgsLl5/42vojUYGgGAQSSROeLJ1j2dPH7OytIJqpGZ+YYl8OsXm/bt87d1v4fGHaHckrEYjx8dx7HY3m/c+wecPYjAa6bYlqsUSPl8AQdBhEE2EvJPcvPE8tz//jNe//nvYPUHqpTy5k31Gssx3vv0P+dFP/5xf/uSHxBMntDtdlLGG1958h2y+COMBzVqVQb9D0O+nJ/cJRaIEwlH0OoGTgz08Dg96QWRqco6vvfsu/+d/+HeUc2m+9/0/5Cd/+UNyuRyCKDK7sECv36fdbHH46C7lYoHp6XmGYxXl8ln4IjQ7RalSJOSx8bMf/Tk6UeCFN95GrbFwuveMZq2Cw+PENxHm+PCU1PEOX/z6A0rZEg6ng5HqrIsnGT/G6fOjaPVMhMM829umqyhIPRn/5DyecJRMNo1BEIgEIyzOLPP9b77zmx9bf/TwyXvlagmbzc7LN1/hcG+XfldiIPcoFPIUS0Va7Qaj4QiTyYRBFKjXq7SkOqMxeD0+VCpIxmMMhgNcHj9qjY5mS6KQTWK22Lly7Tq7u7sYDSKFQo5+r4dOKyIKRqIz05yenlArFmAwZH19nWa7w9zsDJ22RL/XZTAeoRNENFo1itIlPDGJzeHG7XRSr1YpFLKgExH0Bp48vI9JVKPSCmdc1Zk5mq0uR3sHtBp1zl28RqNaodGoUqpUMFstnNs4z1juglrD1SsvMTMVJZE4Ox2aiCxgsli4v3mXdrtBr9fFZneTy6axWoxk82mmpiLIPRmdijMlzySwWZ2MxyPufPERTpedaHSKQiGPaqzm3PmrON1OtrefIupNmEwmLBYLBr2IVqNGrRNYXl7hcHuLbOKIgXqIxzNDp9vntbfeIhWLM1DOvL5qs0G9niGbTaE32Dh/4TKx+BGx40O63R6yLJNMxjm/sQE6I6+/+S7NZodkMoYstzEajOgEPU1JwmK1cXx8itnm4sZzz7P78A4vvv41vF4/5UqdvjLgwsXLHOw9pd/rocgDhv0e8dgRZquV7aePKKRPKGZPcTj8lKt5/AE3JpOdfD2P0WLD7Zk4i/Zpx1y7dp2T40PmZmeRWhKdZhWtwUR0Zp5iPsfO4wdYbS5sFhPjwZBfvP8TNKoh4YkoW1tb2Kx6AqEAHm+QwXDEV3fv0m7V0es0OJxuXn71NcxWJxpBT6srMRiN6Lcljna2cVosGE16csUKp6cnRANe9GotBouTUqvN3tNNasUMbamN3eHi7Xfeoim1uHvvNhajlnKlwtNnT0jFTui0O2SzGYZyh2I5RzKdxGl3YBZMOG0WWq0qf/y9/zwa8+/9rfX5fNx66RZut5t+r0+71aRRLVOtFNEJGuYX52hLEtev3sTt8pDPZ8hmM0hSm/HojB/abDYpV6uIop5gMEC/30dWZBxONxORKLIsMx4OKRYylAo5An4/Go2Gi5cvIzVbWK1mvB4v4/GIw4N9dDodsdgpxWIeo17EYfdw/sJVBKMZvcGC1W5jYiJEr9/F7/fAUGYyGsZo1CPqBQwmI5evXcNgNlMslhAEkZXlFbSijnjiiGfPNknE99FqBpgtFiw2C9l8Hp9/glKhzKef/ZrDwz1UKgGVWsVp7IhyuYDb7WBiIkKpVKDValKpVmhJEvJgwOPHj+l2u3g8bkJ+H5VanmanTCjs4dq1WzicQcrlIoJgJJFKs7e/g9cfJhAMYjIZqddrdPo97j/4Cr1ej15vYGZ6GqnRIhKaJp8rsLK6yP/zF/83zVadbk8ik03SatUYDUa88Mo7/PE//Rdk0hVaNYlGrUqvLTHoyZxbOYfD7sAkChzsbBM7PmCodDCajaBRYTSZuHH9BjMz01htJs5fWGFz8zb+gBedTuDB5iPUajWhUJh0Ks1oOKTVatLv9cgXsmi0I548ucdLt15gMjrL8tJFNs5voFXJDJURC0vLZ81djTpmiwWj0URXavL5558xHiloGHDv/l1C4RCFQp7hQKHdloAxPr+P/cMDEukkKo0al9dLfzjGFwyyu7eL2WpFlvt/x1k2Ep2aRjTbeeX1t9AbzaTSaSw2G81GjWI2RatSIpOI4/P7CEQi5LJpLl+8yHA0IlfI4XRZOX9xg1Yjj8lm4IXXXsXsdvLBpx9zlDwlOjXJ4dERsdMTgn4/2WQKBlp0KpGhPESDlrXVFRrNKgy7VCs51KrB/+/39/f3c358+72D3W2qpSLNhoTT6UDUG2hJbWbmZxmNRwiCBoPBxrMnjzFbzspZR2M1gmBEkjpkMzmCgSBej49KrUqj1cBo0CNotWh1AoPRiFqlfHYo6/agF/WYLVbUajWffPIrzCYDjXIFrUbg/OUryKMh6VQSQauhIzVpy4Mzkt7SLIcHO3TaTcYjhc37X6FRQ61RodfrMRiNUTOkXC4QmppFpYKdvX20gp6jgyNK5RLXb7zIqN+j1azj8/uZW1nD4/WSicfwBSbwuBzsbD+C4ZhweJZiMUGlXKTd7uEPTFCsVBirwWw20+n1mV9aodbqsrGxzuzkLCajlXanj9vnxe32MFSGZ9HDYo5uvwsqHY1um1K5QjAQRhRFSqUinU6HYCiI3O8S8PkxGU2g1hBPpilkc/SHXcbjMahFpGaDROyEUCjCiy+/yaXzV1lau8bOYQK53cJhMaHV6SiXaty8cZOpaIRUIs5oNKRRl7A7nDgcFgS9Dq/Ph93mJJXJkkim6HS73L/zKcVMgomZBTLpLIKg5eLFC8RjMXLZDOfPXzyzNlbXGQ77HB7tMreyhqA3kUqmuXrtOt2uxF//9Ec4nBEEkxGH081gAJFIFLNRRKqVmJyapJRL8sXtTzAYDeiNVlSqMaNBl9jxEVabneFIjdvjITo1gyfgJV8us7R2HqfbzeXLV/FHZ4md7KET9YQjk1QbEuOxjujULOlUimwuy5AxyfgpfrcLq9EIKghHIniCIcITESLRaR7c/Qq1RkMyk2F39ylrK+voRAOeQJiLl67Rk/v0ZBmvL0rA40MnGrBYnGTicUITZ0QPGGK22nH6AnQkCamURqNWMzU9x3e//lsAvv71//7v3+u062i1GrzeAIFQENFgRKvTnhUUaTXo9QJud5C21KDba9Lt9Llw4TLNVg+73YHDbsPjctPry/TkPqKoo1qrMJAVTCYLdoeTVr2Ox+lCJ4gcHJ75bGq1GvGsPBlGY3qywszcAiPGuJ1OSvkc+VwGu9tOvpxh8/F9hsMOo+EAUdBRKZdRMSaVTlEoFtAbzVy9fImJiTAmp+ssTme1otKJnFtZZWZmHkG0kTg5wev2YDSZcfr8pDIZDBoNOsHIgwd36HVbRCamCYdmeLr9JQNFZmlpA48ngDwaUKjkUWvUGM1W5hdXmJxZQGrWMegMfPbpbcLhSVZWzpHPFBkPYKhqU22VcTq9jNBgsJiwO1xMBMMk4nHCoSCiXk+lUkLFGAYDRJ2I2eHm8tVrfP7rv6HdlzCbXWycf5lmvYzP7cFqddOV1aTiSRQELHY79VKKw92noNZx6cJlzCYzv3j/ZzRqVeaXV7HaPfiCYZpSg/39Hfq9Pl63n26vh8vtY25uEfWwj91s5Mqtr5NLH5FJp2A8Zm9nh7nZWUqVOuVqjVAwxJMnj4hOTtJWwO5yogz67B/s8vjRI25cu0J0ag27z43UkNCLerxeN8cHu9QLBQLBIKdH+8i9Nmq1momZRbSqEYPkZvibAAAgAElEQVRem2KhQDg6zdLSCmarmVy+RCqbYXZxgUZLotPrYzJbGKgFPv7wZ0SiM0Sm5ujKA8ITU+hFkYeb9xEFHY1Wk16nS6fVguGYoQpsTieRmVlqtSaZTB69KOAPTWIyW/C5XThdYXKZAhOhCB2pR7lUZtiXCU8u0qo1GAxVjFGjGg0w2a14/R5GDFBGQ85fvMZUdJZqJobXHcLpDPI7X/st6hh++uFH76HSoMhDRkqXR48f0mw1mF+Y4cqVyxwfH6Aaq2k323g9TqqVMj5PkMdPt9FqoCXV2N3eoi1J6HQ6LFYzTquNbquNoFVjt9kZj8ZUGzW6wxFWm5NAIIxGpaJZL6MeqXHa7KjVGmZmprlz+1PsTg+pZILVlTUmJqKMlbPuybe/8x32D47odfoYzXa+8w/+EFlRkc5l8QTDvHjrBb68d49StcnR4RGNeoVKrYog6mnUqxwdH1AsZJmejOJyOzk6PESrUpNLxtk7PKZcLBENz6A36Rmrx9z96i6L82s8/8IbjNUahgOZZOwAQaOm2WxhMphxuZzI/S53Pv4Fc1PzyP0WagYc7Oxgs+kxmQR+7w//mC/ufklLatDt9ynk03TqZ6dNz57eR7Qa8IbDJGKJv8slBzg+OWUiMsH77/8nEuk0V268wvbeM0rlFNVKnqrUQ0GLII6Ixw6olbIc7TwkFPLSaHZZX1zhi08/4uMPfs5LL72Myx3g4pVLbD15iNkkkE0luXzhEuVSmUa9QrfbolrOc3S4xwuvvMHjp0/p06PdaHD1+gvsH8XZOHeew71dlufm0GkhmY4TCEd47a13kDpdkokEpWKZcDiC0+khni2wurGCIg9oVEu0Gw1QhkRDk0zPzPHo0RbXn3sds9OPxeFhqKjpdDqEwmFaUg/GalrVMvvHhzisFoLhMLlsjmwiQb1SY2fnCQw6zK+eR+orPN07wOywI2q1fPXgNnaHFVmBsUqH02LDoDexsXaFgDuE0u7+v5y917Ms6XXl98usyszKqizv7Tl17L3nXH9v3/ZAd5MwJEGABAiK5JBDkSNxnkZ/gR7wqoiJYIQUCsVIYsQ8aGY4Eh0MAQxMd6P97b7eH+/qlPeVVZW2Sg+nX4EI8C/IiIxvffvbe629Fv/f3/5HeiMdjyAzHAyJBONsbqzx8Qcf8Cf/+l9hO1Mca0ytcYxhuZj2HMecMBy1WSjkefHKVT7+8D0QveSyeSwX1ICfre3nXL1yiZPDQ770ld9lajp8/Tdf+/XB+c6nD74jILKwUGLQb3PpwkVy+SLpVIrHjx7hEb10O33SySyiKDDsdxGR8AeDbGxs0O40CYc0plODa1dv4NoWh0cHHB0fMndneL1npXF/f5tIIg54KOQXGOs6ljWm02gieb34/QG67Q6bmxcYjEZ02m1yuTzjsUE8GsKr+MgtrfL0/h1G3TbzGUTDUd7/6EMM28DvV7Eti2ajgT7Q+erv/A6HBzv4VBXbcSnmsiiKxMbGBqpPoXJSYXGhjNfjYTAcEI4lWSyv4BFkDg93CQT9lBeWCKoaU3OKrg9xXJPx+OwWTiQSqKqK6vPx5NFDjPEIVdWw7AmpdArLdtGCGoIosn14yO7+LtPxBC0Q5Wj/mJXyElcuXcc0RtQaVfqjMbFInO3nzwlpITYvXMJybd5+5+d87fe/zYP7z+l0GgRUL6OJwRtvfZl4MksyFWZvewtFlhgOewjinFy2xPbjR4iCwPnzG4QjMSzHYWdvm9PqIaPREFkKsFhaptVuI8kuezvbOLZJQAucZWA+eMBAryPLIeLJNPM5BAN+tp8+QgsEODo+JJpMMBdEQqEQFy9co9/X6bQanJ7uE42lSKYSJJNxDGOKT1awDYtMIonfp9Lp99nY2CSZzPDs2WMEUWSltISu93j06C69bht3alM7PSBXPEc8HuXWrU/oDYf4AyECmsby6hqJTI47d+7RatTxyR50fcTE6DEc9ZhMx5zWjtG0AEdbTxkOeliGydOHd9l5fgfLmWCLKuWFFVzT5HD3MY8f3saYjonGs0iSh8eP73J0UkENRLhy9TrGZMjK0gJ7u3tnzoDWlHyxyMHnCd+JRApZUbh//y4ic7xeL/l8gbdeuvrrD4Ss6Vm4bTwWJxAIIogeJuMJ/d4Ar0dCkWUWl5aZWjb6ZMrYMAlF4wQCAR49eoQsne3PSZLMYNAlm0pROTmhVFogGo9Qq52Sz6ZRFS/ra2skU3Hee/9tavUqkUiSgKYSjgSxTAPHcYjHYljmhJOTQ3Z3d5nPBVR/kIDq5+2fvk00lkHTNKqVIx48uIemhcnkigh42Nvewp5OMKdjqrUGjjNnPgPTsIjHogwHOtPpmPfeexuvLFIs5tnaeY5t2zTrTSbjKY36Ed1uC2tqnDnSe6Dfa5NMRVgoFxkMhwgeLwulRfb3Dzg5PqZULJJOZRiNhvg1jWA4zsLCIsZ0gmkazGYutmMRCce4cP4if/7nf8m59U2OTk9Jp3MYYwPPXEAf9MmmMxhTk/Tn7n9/8qd/RrvRZKFcwiP5KJY2MAyHbrfDafWA09Mq8USM2WyO16vQbnU42N/Fq8hce+FFtHCMoT4iFg1RPa1QzBewTBufz8fDRw8QBBGfEuTVl19l1Ouj+QN8+umnBIJBYqEUqWQaj8dDLpsmFFBIxUNYjok7d5nPXIzJmPfefZeDvS2GvRbTsU48HMenqOSzBX74g+/z7NEDtrd3yKRS+H0S/U4DyStiTsfcvvUhnUaVcMBPp1PDnbksraxx6dJF7t3+gG6nxh//2V+xvX/E9u4OiBJaJIGkqJzUW9x9skVpcYlyqYA7GbD7+C537twilcoQTyTpdhs8uP0xXvGMbVheW+fKjWsIsojkC+APRxiMdXZ2n2G7BpIscvXqVXq9ETu7h7R6OrYo8cKrr1FeXsCcDvng/XeoN2r0hzq50iLVRhN9rKNpAQx9zMww8TAnlogzn89oNmq/FH+/Epz6oEcyFqVWrSIrfvL5EnN3hmu7DHp9RgOdaCKBV1ZIZDJkCnl6oyGO45xNbOcCkXACv9+P45g8ffyE1eU1lpZWaHc6lJfKNJsNopEQpmHx3i/eRlIgm8+QLy7T6bSZTifs7GwjyzIPHz5kOOxTLOYJhTUCmkaj3cMyDEr5Ai+8/AW0UBjZI+L1erl8+Spv/cZvIUsqY32CMdEJaX5GowmyrGIYFqtr6xwfVmAuUKueMpvPmEzGvPPuzwlHIpw7fx6/6icWjmIYbfRBG7/swxhPEAWXc+ur/O1/+c+8/8F7jCcTvLIPezbn5ZdeQVX9TCYTOp32mZ3oxiUSiQzRaJT5zKXf62CZU2xjys7OEz659RGDfoe9/S1SuQym6bC0sMb+9h7N6jHZTJbaaY1PPvkEVfVjWxZHu9scHj3n6tWb9IciqUSWyskhOzsP8Qgi0XiUVCbDm29+lUsXrhIKqoSTScamhSjL7Oxu8c67P+XGjWsM+jqi4GGGS6tVJZ1OE4tk2dveR/HKLC2uks5kyGQz3Lz6GoqsUDk5ZjrW+dl/+yG7zx6hBFRSmSSqojAdjZAEePLwNlvPHmBNJiSjKRLxBMIccukUqUSMr33td5Ekid2t53TbdUxzROVon4jmQ/N5cOwx/UET2edj48IV0tkssiqQSicYjG0K5RW8sszFzQs8f/qQracP6TRrREIBNq+9Qnc4Rh/rzOYOsWiaVntCMllCnHt57YVXULwqX/ry1zl34QWafYPBdM7QmOF4FRrdFvZswl/85f/E0vJFCoUFHj+5zd7hHgtrF/jy136POw8e8r/+b3/N/sEWCC5ffOMNLl67RqqwwPmLV1hcWiYWjWJOpwRVFdcwqNfqPH70iOfPnvzLwDkcdtjdfsbp0QHufM5oMuC0fkSj1SIYTVNe20QfjJi5U54+fkQ0FKdZr+A6DgsLZSLhMKYxQh/1EZCYzW0kac6ntz7B41FIJ/PIksTMPXPSKy+sIOElFPDh90k4jos7m3Pt5k3Kaysks1m8Xpl8boFwKEKzeUq7cYIxNUgEg1iTCeW1KyyuX0P0iOxu3+H548e4tsF4NEENpbn24uu0KxU8ooDkFel3Wiysn+e13/htouEow1ELX8hHMJsjlstgCyLr68tsbd/j9d/8OolElmKxiBzwE8kW8EU1lKCXOQJrm1dgLvL6q18hFsuTSuVwHIEL11/BJ3vpDi0QJFZXV5gLNttbd+j1B0SSBVLJHLFokGQsht8XoN2qgwQ+TcJxTXxakvzieQSfRiQSxJz0uX//DqGIjGc2Y2llnVBUQ/OHKC2eJ+CLcXK4jevMyS8uklte5tW3vkI8lSEY0ugP+gSCQXyROL/9B3/MTPAwnU6QvBKSV6a8dplwLI0xHdLvdzm3ucFwMiSeSFJYXOX+3U+pHO9ROdnmF794l9de+yqbF19g0O2zuHIOORxnOhMJx7P4/AECfoW1tWXmzDmpHvF86zGxeIJY8uwb1coerjkG18Er+4mls/QnUxaWzxNQVCx7yur6BhO9x9/+p/9AOJ7BdiU++/if+eidH+P3Kfzwx/9Av9+g3R0TCgcJ+kL4ZIVBp0uxkMSeTfif//pvKORKzKZj3vqtb7C4tsGgX+edn32f//v/+muO64f4k2k8/giJaBxRANUf4h9/8E90ByP+zV/8j2w9fkSlWsWeCYxHBpJXIJlMks8uEo1mcGcug36L3e2nGMaASuOEwWSArAiIgoWl93BcgUgiheL7FyZbq4Egsk+lUCzi90mcHB2i+YPkMhlWyiWGvTZTY8TW9hP0cY9Gs0K7UyccjuDYLoP+gFqtTrFQZDyZ8OTxEzqdLoqscH5jA5/fT6/Xx7BMvB4vIS3IufV1dH3AJ7c+IFMoEktl6HR7aMEwnX6fUCjE2vo63W4X27aRJQm/qlE/qZKMRFkvLxCLhhBlmQdPHnLv059j6CO+9ltf4vKFDcbjEbrRZWf3KScnh9iWTdgfoXq0ze7BPrlCGdNwUQQZdyaQTmUJqH4CPj+FTILTkzP6xLIM2q0WnVYLL1A/rbJQKBINh2jWT7GMEeZkiKp4CAYC1Bs1An4vQU2i3W1zWmtQXFym0eqwUF4imily5fpNqtUqg04TSRQ4Pakw7A9YWlrmW3/4h1RPK1y9coXnT5/S7/RYWz1Hr2uSjMYY9zpsrJQ4OtzBMiekknFWy2t88xvf5Gh3H0Mf8OjBbXrtBo3Pt2v08YhwKMRwMKB+WiGZTDKbQ2mxzMpKGb9fIZNJ4/cH8Ygy16+9SCIRJ6gF6HVbOLZDPlfm61//Ntdv3GAy1fnv/uhPMAyLvb1dvB5IpiI8fbpFLJHHnovEMylisTh+v8bFixcxTYt+zyAUjDGZ6mSySVZW1snlciwvLwNzut0ehUyJpeIywkxmaeki3/j9f8Urr7zGj3/4z7iOzeLiEuvrF4kl83zz23/AaNTj/v1bfPzB23zrm99iNLSIRVK0qnvcv3eL0+MqhUSBj977kLngpd3rYLkGaiBANJYkGNSwJxMsXUfvDynmF3nttdf4y7/6C+K5DMFIGK/H5Z23f8yzh/cZ9fo48znubE61WsV2LC5e3GQ2n6NICgHZh19WMPQxiuTh0uVLFBcWmQvCL8XfrxwI/eSDj7/jOBaiKHDv3m02Ni9h2TOOjvYxrQmNeg2vFOD69RtMJial4gL93pDp1MQfUPF6RLSARjQaQUDg5PgQn3qm1pl7Ffx+jVg8QqfbolY9wYNALpWk120wHvdZWN1gNp9hOQ7DwYBBr0ckEmZxcRF9pBMMBolFYqQzOSx9wjs//D7GaMpi6RyhcIrz5zbpVGuIosB3/+4/02rXmQleLl18ibW1NSbjEZXKAaNRh167y+aVa+wdbKMPmxwdbLG7sw1zg60nD5G9Ii4iIU1le2cHwxEYDgccHRxgWTaLxWUajQ5HBzsENY1q9YBnzx+iKgrDwYB8qUTzdIe3f/oDzm9eIJY4e5LFYhl2nj1iVDvkaP+AVLZIaXmDWDDAeKzTaDVJ53J0+kMOD/ZYWVklk4zTanbIZAsUckm2n9/lqLpPp32CpErYuJTyOVRBoZgrkk0meProDqdHe4yGI15+6RWqlUMOD3e4ceM6I31C/eSI+WxOJBKnuLDIZ59+wLNnD4lFoqyurBGLJ6k1Wuzt7XKwv4NHnOE6NvFEkVQ6x+07HzEaDam1ukTjMVSfTMCv8Pd/9185f/kql65eI55K0tP7VE9OWVpcwLZMvJKPa1dfZjzqs/XsPuPphHCqxPHBPpFQENnrodfrgzVF9nuxbYv5zINPC/D+z/4bsUgEkRmpfJE3v/K7SJLCe+/8mJWlFbwKnFYe87Of/pzyyhLhuJ+P3/sFX3zlRZrVBu//5B3eeP0Vtna2kENBRqbDhSvXmTkQCwcYtlu063XSmRTu3MOdO59QqR/wwhdeZ/dwn9PTAzSvB02WiEZiXLv+Eisra2gBP7c+/gDFK6LrOt1aBb9XpJQrsL66gmMZvPjq60yNKf1uiz/95u/9+gOhYa9Nq1FFVWQKC4tYszn+cJhkLkcslaa8vHbm5Tka4PcrVGsVHMdEkjxksilOqydMp2P8AT/tTods9mxg0+l0UQMaC+Ul+oMhtmsznQ4wpmdbApPxGEXyMZ+5NBp1Zrb1ecVqEI1GabfalEolfD4fH926hax+Th5nM2h+H37Fw6PbnzBot3j1zW/w1pe/iuRTWF5epry8zGe33ufRw3vs7+2jaTESiRJvfuV3mLsmhwe7lFc2eOn1r7KYy1M/OWXzwlW0UJKbr77F+uZ1guEkV67eIBAMs7C8ypVrN9m4eI21c5uYtsXO3g7dfo9EIoXPF8QjzBG9MpXDQ1zb5WB/jwf37zMajXFtm3wmhe1ArlAinUrj9/k4qTZZXFpFEARsy6DbqhOORwhGQhydVAhGIgQCGu/85OdMzRk3X32Ta6+8Sa3VYHl1hUQ6heXY3L5zl8dPHtHvdYnHE6RSeQ729xmPh3jEOf1+j9FgSCqdJRwKs1gqcOfTT5joOgGfytHxIc7M5vD4gDk2rWYNYebi94coLy7g2AantT2anVPC4QTtTot3f/EO77//Pp/e+pRz5zfp9Zvcv/8JD+59iuLxUioVMMwphmEiCPCzt3/Anbu3CAWjeCUfWlAlHo/T6bS4c/tT/IEAritQOa3QbLa4uHkJze9H8MBY72FZY3qDLrc+u8Wzp3eZzwwuXLhBfmGFSCjNt779x7zyhTeoVDsko3l29vaYmH3W1kpY1hTZ6yEWznBx8wYXNy5hTIdofpVsJkUwGqTR7yLILvbMIZ9b4NG9O5SKOV64+RJ+vx+Px0MoGiYYitBoNDFNk+WlRSaTEZriAdcgqPnwBWQiyQTxRIp6rUqtcsSw3/qXVc7//W/+5ju5QglF1egOB/i1MMl0mmrlhFKhgCjAZHw25bRdi/F4jOARyWbz7Gw9x3FsNjY3mAvg9Uqkk0kqtSqJVJZIPIkozKgc7iHMZkQTSRzTRVUUjiuVMyI/GKLZaKKqPgzDRFF99HsD7t6+Qzqd4d79+0iyh0Jhgc8++oBsNks0kTxbNUvEyBYWaHVa9HtnCVP5xSVC8RRaIMgX33yLymmdGzdeZDDUOdzdot2qsbS8iuILoyoB7n/0Hh6vyvWbr2I7Njs7Wzx++JBicYHjo2Mi0TCtTofR8GyzIByJoqoqihJge+sZftXH5rkraCEfP/vpz5AlD84cmu0OPlUlEAgTiSYolcooAY1Cvsh4NMAne7h0+RrPHj9CDag0Bn02Ny9hWAamYXB4cEAykeDo8ADJK7F87hKvvfEbnDaa5DNFxpMeW08fI4sK0WiUUDhEp9cjHIshSwqOY1FayBPQQqhqiGKxgICXUmkBj8eLY1vIshdVVfGIHvKFAv3REFmWKS+vIPt8BBQ/e3vbrJ0/x2A0xCMKVE8qIHkYTSeAQCQYIZXMcuHSBndv3yKVTlMoLiIKFnfv3CEeS7C8sszDOx8w0adcvvYiXp9CUIthmjblcplGs4k7c/CrATY2LzDo6zjOjAcP7tMf9UjnMnikAOsbFzm3cY5rV68z6LRptWoEQzFURSGfzdGo1em0+1w6f4F2u8v66hqHu9uMxjqxVJ4vvvUlJlOTve3njAZdhJnL1RdeIppI4NgOqXQGYQ7hYIhMNsvFi1dZLa/z4O59IpEY5fIyk+kUfdTDL3mYTsZ4BJFAKEghn2U2nxOJx5hOppimyfmLl3j29DEzx+Yv/uhfEDv//Z+/951MJsdsLjCZjAgEAgRUPx5xzmnliE63jccjocgKE8MgFk8QicbQhzpeQSQQULFtl1qjTjKR5GB/F308YaG8guXM6Lab6MMB4VAIxaehyD4ymTT9fo9YLEYqm0Mfj0EQWVpZYY6Aazlk0xk8Xi+mZaLIMohejGEXxafSaLdpNWuIXi+JXIla5YA5DgG/ynBqsLK+QbNZYX9/n35vQDKWYG5b9NoN1IDGxUtXaTSb9DstGpUjCsUFZogMRwMO9rYoFEtMDZOt588QPR6mhkEqGadaOUWSZBzbZT4T8HhcTo4PuHr5Oqe1CsVCiZX1FVQtTG8wxLRcLl64guM4qKqfeqNBr9OmXq0wGo0QRDg52Gc40fGFw3g9KoVclscPH1AuL9Lt9Rh9LkgvFIq023UO97fJ5XI06se0Gk2S8TQLxTyCIGI5NufWz8HM5ZVXXqZaPaXXG5JIpGm3m6h+H4Y55dHjh5imwWg0YjQccW7tHP3BAHfmosgKyyvn+fSzzyikM1iOyfLaOWr1FsbUxJjqJDNZFL//jK4Ix9FHOslcFsOyyOVzzF2Hu599SigUIpXK0Go2ODk+IBxOUl5eY3d/h+FwyqVLl5gaE8YTnf7gzBbVNB0m0+mZYVs2R3nxHJFkFo8U4OhgDxEHx56z8+QJo1GTZCqPovrY29lBnM9ZWlii06wRjSQo5EvsbD1nYWmJ9QtX6bQ7bD9/yhtvvE5AVXEsg2A8g21ZOKZBLlsgGg6zt7/L1772DVzbpdNsYUwtiqUFRNGD5ZiIwpzxaIDk8RLUQhiORTB0VtQy6RzNRhWfX+L2vfsE/Crz+Zw//dY3f/1n7fr6BsWFRWRJQhJBH3SpHB8ws02a9Rq101Mc12UynSKKIkFNY6zrzB2XeCTKyf4hwYBKKKghiiLTyZSFxQUmn9+shmUhSjJaOM7q6iqix8N4MsGyHIKhMB6PiGlOP19KbiOKIvP5HJ/Px+7uLrqu4w+EEb0ykizTG/Zw5za5Qg59PGI80ZnPBCRJRlF8rK6ukc6kuXv/LqGQRqfVYNTr0TipcuP6i1y7/gLHxyecW1un3W6ztnmZ5aUy165eZCZ4WFpaRR9P6Q36nL+wieT1kEkkmdsz3nzjTXyKj5nj4lclLmxukogn2N55im3axGIJTqtNItEkwVCMpeVVFsuL+CQPg26LVDJJMpHA5/eTymR4+PAujmuhaQFEPCiySqfWYHvrCY5r4szmBMIxvD6FauWIyaCDPe5x+9bbjPoD8tkiquZDkSWqlRMyyQR3PvvkLGK91WVra4d4LEalckLl9JjDw11u375FKpXkhRduMhe8+NQAp6dVstkc08mZfrfT65JIJmg2m8wQ2N7d5Su//TvIikoidSbgT2cyhEIRUqk0wsxla2eXKy+8RLfT4WT/ObFoilQySzqdAmHGi69/lY1LV6icHNJpNglFwvS6LR48uEO9XmE8HiPJKrFYDNe2zqgoAXKpNIKkcf7CFXrtJqe72xxvb7G0UEJRZKbTKeFYllgshSIpiLMZODbMXWzHObM0VQL0el1OK0dk0wmmoxHBgEZQ8zOd6kheD7lslvnMJRwJceHCJYypyfHRIe1Og0Qyzmw2QxA8MAOf4icaSxGNnrloDHp9hoMhyUSGl156jWKxyMHBPu12i3y2yLCv/1L8/Upw2rbL/t4+1eopqs+PY9rMXZdWs4XrzonHk4heD9l8jmz2zLZi0Ovj96nIkkw8nkAfDVlcKNFqnXnxTKdTLNNC9SnEolHCoRDhaIxqvUav36Neb5wZhg1H3L71Kaqs4JMk/IqP8UjHK0k8e/YMWfLgVxVCkTCSJGHPHDySl1yxiDuf0+62EMQ5siQzc6HZbGGZBt1um9VzN/nt3/0jvv1H/5ruaERm4WyLZX9vj1q1yt07n6EFAgiSj/5wyMcffQTzGdlMil63zXwO4UgEYzLi6cP71E6OadZqjAY9PCI833rIrVuf4Doz5riY0ynG1KTRbPH4yTO8XolBf8j3v/d9jo8OUFWFfr+HP3DWvwSCITqdFqPhkFq1CsyxDZOf/OhHXNq8iGmYCB4PHq+Xg8M9QsEAY31AMOBjPnfIZXKEQ2H293a5ffsOqupD9as8efKEcChM5fiQbCaNro+JhCKUigtIko+vfPlrLC+ts7d7hCCI/MZvfgljOmF3d5vBoE+n26VWr1NcKGFZFoqiMh5P6fX6eCUZXdeRZYXy4hKqqrKyskw0EiIaiSB5JZr1FrbpkM8UeO3l1/jF2+/w4O49VH+Qo5MTOt0W59Y3WV9d4snD+8SjIeLxGNFonFAkwZOnzxAE0LQA+njC93/4XxjqbQRhxkKhhG2YhLUAIS2AJEtIXi+5fIkrl67QaTaYjIYM+11ghmEZ+LQAmeyZuk1kxvm1ZQ72dpmOx3hFkWAgwNLiIrlsBsc+W7ELhsI8f/YMYzpFRMQ2LQJ+P+bUQJYkTNNiMBxhOS6lQgHF6+XS5kXarQ73792jVm9y48aLXNq8wv7uEbFw5pfi71c+a7/7g3/+zmjQpdNuUV7ewHLnOK6LV1LQQlFC0SSSV2Q6nXJ8fMx0PGFpsUxxoUQqlUZRJPYO97BcB300odWsI8kSpmVjTHS6rToz16ZWqyIIApqmkc/l0fUxM3eOaRqsLK/QabcJBjWymSymaWObBu1Wk7XVFVLFHMFoGBI9nsoAACAASURBVH3QJ5XOc+nyDX70ox+SyWXoDftIgsB4Mj27IHo9ZohMB1X+/v/9Twy6XZbKa/zu1/4Aa9jl1ifvMxj0iUZjLCwsUq1XeeHVN9nb32fn8V0a1WOikSjJZJLl8jIz20D1zolFI9QaNdKZJJWTfaJRFctw+MJrv0lpoYBXnNHu9fH5faydO0/I72dv6zn5XI6ZKDCbz+l1O7SaDQzLZC54uHblBs+fPMGvqRQXS7i2xdLSAqlEEccSiEeDPHzwKbl8hnxhgWA0hhaJEwglyWVLHB/vslpcJRpJUFxcxLBs3njzLYKhMN1OnXr9lFymgCj6sEznTD/bbfLk6QMy2RiBYJD9g11kr0AiEaZaq3Dx4mU8isqDR/cRbIe5KwAimXSS2599SK95QiZX5srV64DLu2//mImhMx30mU0mXN68TjRa5Ohwi8P9Q778pa9Srzfotit0ew28SoCXXvwi7/34H9ncvEoopPHw0SPisSyXr73I2moZUXC5dfszVC2EL5SmdryLZz5j/fw5DNdkcanM463HNNoNtECcZDrJz374XYxhjyvXruJiE4zFGBk6O9tPmBoT5kC/VaN6csyFjQsU8iUURURS/QjM2d3eYjIZIIgC+tSgWa8zGk7odHoASJLMfO5SrR6iyBKZbJZENEzt9JjXX36F/f19BsMu1dohr7z2Iv/+3/8v2HMT1SdjWWP+7A+//S/oOX/44+8M+wOmY4NgIMDCYhFV84Mg4LozVldXqJ9UqFUrhKNh5ngpLS6jSBIP7nzGZDLGp2lE4wlsxyIc0jjY28WDy9q584iyguzzoY8HmGOLbqfLaDzCtg0EXMpLqximw97hMRcuX6Y7GNDr1M+sFb0Co2GfwdhkNGjT7w1YXj7H/Tsfs7fzjLWNTYoLZXTdIJ5Kous6HsnP9ZsvY04M8oUSPlVD8fuZmBbHxwfY8xmtZo0XX3qF7tBgeXWNp08fEQyGePnVNxjrQ8bjKZcubvLoyX1eevl1PvnwF/hVmdLKOsFYkmJhEcGr0h/plFdW6PSGDLodIqk48XiadqPPQrFMr91C9Slo4SiOMSUaCdPo1JkJc1597QsEtBiW0cec6iwUl6g1Wiiyn3anxdVrl9k/OKDV7uK6DsGARiQc5Ohgj3g0hupTUX0asugBYc5s5iJ5POzv7/HkyUPiySyqqmE7Dh5FJpXL4xFgoZBhOpmg+iNUqyeYlkk4mmRnZ5dkLIFp2zx7+oDR8OxQjkYG+WKO7e0nHOxt4TomFzavYOhjvv/dvyWZiONTNGSvD2MyZXf7Mc3aPsFQiPF0gj8cYqiPOKlVCIdiZFM5cB2yuSyCR8QjeBCFGZ1em4XSMrt729TbdfxaAHc+484n74LtIgoeItE4yUwOryTjOi6xeJJ8aQl9PMS1z/r6eDJNt9+nWq3QbbcJaCFk2U/rtE4uW2JxcQWfT8E0x7TbbVxxhm1beL0eJqMh+/v7DId9fD4VY2oSCgcQmJNJFVFkP43qLmO9iyyKtOpNYsEgM8nL4ydPWVlbRxA9NNsdcsUSrhTmG7/3bX70/e/z7/7qf/j1wfl//If/8zuO62A7Duc2LzIaDznY20YfDpG8HnrdLs1mg0wmzdLyMoP+gHQmiz0dMx4O0QIBBkOdGfMzbeHYZDyesrq8xuLKMlPDJJ5MUW/UmDku0Vj07Ef6VWZzEEThLEotHMZxHR4/foggeEjE4syZky8UkQMqg/4IURAJhQIc7O+Qy+eo1ursHx4jijIzx6TbauBVFGzHpXl6yqDXo9PusLqyijAXefboHvp0gDi3ePjwHtFElHA4jOvaBIMBmo0Gw26HfH4BBJGZAMl4klg4iGlOkSQfzUaDcEBDkb3M5zO8soykBhjrOh6vyMOHj3AMi1g0QrNeYe7aNFst9H6X8XjMbD5jYWkZj+SjkM3xwbs/Jx5PsLV3QDyWwHFmlMtLHB4eEYsnmM/nzGYzzq2tw2yGT5HR/Bp+nx/XcRm0O1iu83kUxYRuv8sLL73M/uEBoiDg8UroozHCXMA7szg9OaY3GJEtLiJ6BNrtLt1OD5+scOXKFQ5PjtDCQVS/n4AvwIXNC0wMg+2dHVLJFKXCIvO5yHg8QZEVbt58CUlSsF2HVrvNeDSikC+QzCQYDnWmhkN5eRnXMWnU6/S7fcLhMIVSAVEUeP78OePJiN39PV595XV2d/fJFxa4efMFjk/2MKYW9WqTN954k8tXLjObOdy98xnxaBSfT6LfHdCoV4kGAxjjMXu7OwzHOh6Ph2AwSiyawuPxYxoujj1HC4Rotlrs7+1jGCaBYIDhaMh8DolUhm5/QDASI+DXcF0HyQuSV0bTosTjCVrNY4b6AH8gxPraOVZXVunpOh6PSCioce/uHYYTi3Oblzk+PeXVF2/yzk9+xL/7t3/161tjIoDjugRDQQLhIMNJn9PTE1aWV+m0m4RCEcory+j6kHq9xmK5xPNnT5n02rQaDVZWV8nncnSHfYzJFPDwhS+8hVcUuXf7DoFwBH08QfUFmFhDEokYrVabeDxJUNM4PjlC9EgEw1Hq9TqGYaAFQhi2i18Lk8rkGBo6SiZDu97i6bPHqH4Vy7SQJJlsIceVKzfoNI7Zef6I8to5tp8/I+xTScQSMG9TO63gV0MoskogHOJoMMAn+3AsC8syOb+xzkcffEgqkUVV/fT7Q5KZDGFxjiR5CUXCfPe7/8gf/el/T7X6mC19Qr1xiscnMzFtvGoQLBdX0KlVTjh/7iLNdp1+v0ssGsG1TSQR4rEEO4c7jHWdVqtDv/EhM3eGKMq89eZvcnCwz2RqMJs5IIDH4yEajeJTZS5sXuDJo/toqsrO9jblpTWYwWzmcnx8SmGxhN3vEolEcBHw+f0wP0sWS2lhppMpnWaV8Vjna7//TVD8HBwKdDpdAoqfbCaHPxAkkU7hU/20Wi0E26FRr1NrNQlHoiwvLSHO4Pnzx6RTOVKpPPVah1q9gqL5WVxdJeTzce/Tz6i26/j9Ic5vbBKNx6hUDrEtC9ErYEzHdPsDpuMRS8ur9Ecd9MmE3a3H5HM5IpEE8xkc7u2QSKQxRybjkc69O3epN04ZDwdoS0sMhh3Ggz4BVcKnqEjJJJbjcunqCxydnDDSDQb9ObFYmng8iDme8NGbbxPUzvp2yzII/3OIga4zGk8RRC+WOyfiU5noE0bDPvlsAnsGc0FkOjUoFsvY7gxdt0ilSiAqzGZzmo0aw0GXoT7iD77xbZ7v7uMRBP75B99D8v5yhdCvBKc/FEELBsnlCzx89IDhoIskK/SHQyaGAeKI1fMbNJt1ms06skdC8yuElTS2baAG/WceP14J13UIhUJ4vR5OTk7wCjPGgx6r5zf4+PQQd2Yzm88plYoIgodwOIKx84zJ1KI3HGE7FsPhiPPnNtEUBX00oNvpoIQ0RoMek4mOz+fHMg0Ojk64cuUa9mzOT97+Kce7z0kn4hydVEhn80RVH6PRkMppBUnxEYnEmHsF8qUylqFjOxa93oCJucP29hYrSytIXpkWMybGhPMb53n/g7fp95r8/d/9V1bPreMAR5UTUsk0hjFBZsaNa9dQgwmO9vfY3bmPO58hqQFEScawLSRFZjGdQZy5XLv5CpdfuMI//NM/YRg2iuBF8ioEAmEsy+HJ40d4JQ+DYY/F8grPtp5y8+ZN9vd2+fijD6gc7TFzLUwHEskkI31Kt9NmebmMiMvu9jO6gwGnzSaF0gL6cEQgqIFt0WlWEOewefEiCALvvvsO5aVF/KqfpeICzU6P8f4Blm2h+jQUr8rM1vF6Rb75+9/go1ufUCwW2H6+xWjUp7y4SCFfpN6oEYtF8McSyLKMNRqdefuObRYW16icVjitVXFmIlowij3RaTdreGQvE13n3LlLiOMR4VCEve3nLK1vMh4r7Gw/Zm3pPKWlVboLSxzs72EcTSmVCoSCRQqlMs9/9gxVCeL1eLCdOeFImoSjYBpeZG+cRMyHYXiwzSA73/wAkRmOLuDxyGdcrzNlPOrT7nQJR9MoPhVB8iKKIsZ0StDvY9jvkl9cIxyKMNbH6P0BqUSCpfI6mhZk7jg8uHePZqOCR/ZiunOuvfgCD7eecny8j+Y7h+m4vxR/v/JZ+9Hd+98Z6Tq1Rp1EKs2cOV5Zotlq4fOraMEQo+EZMIqFJa5euc6gU0NSFNLFPIbtYIwNvF4PkuQhnM3RbLVxLIOZaSPLMpPxGI+sEPJ5eL61RSqVxYOHUa/P8dE+9UaLF196mf3DPaKJEPVqlWhEo99rM9GHCHKIfL5Ap9Mlny2hqhrZTJ6RPmWxfObmt3HlMofVQ2x3SiqRoHlYpXL6BEVWCEVyWI5BtXGAoigMx1MKC2WCoRBrqxvEI3FGozGJZJZMKstsNubDD9/Gtlz8kTC+UJL1i9c4Pj0iHIuiahqdQZdEPEU6keWnP/4eoiBwcFJB9mtn02RjgujO8ApeJpaLrPjZef4MfTKk3mrQqNdZX7tKOKohCiKvvfwGxyeHXLxygbHew6+FSC8uEU4l6TYbaIrEk8dPCGhRApEYkWiMZ8+3SZRSNNunPH/+BFEQSacymKbJYDxEFLwE1ADtWgVj1GVxeYWjo12M6eRMGz2d8PD2R3hdAX8wRLVRIRRQ6feHpFIZHNOh1a5Tb7UJR6M4ts14OCCbzmNaJscne/R7LWRZxu9XEWcOz589QdUCGNMRo8kEyR84e+kY47ODnslgmjZXX3gZLRA+o8OmOsPhgHxxmaePPsM7Myjmi4TjSRCgdlqlvLREKByh3uqwvLrGp599QiFfJpMp0qz3icaKjCdeMrl1/mntP1Ipn9BYrdM612B4uYEka7g2eASBw8NtTHNEMp/nuvEiSArbW08ZDzuEgxp93eLb3/pjbv3ip1SOt5h5PSyvXWahuMCPf/A36KZFPJfj9p3PONjfQg5nseYetncfkM6l+fnbb7Oz95R4coFurUXYr/Bv/uzPfn2ec/9wl6k5Zi7OMK0pjuMwGAwol8uf83JxJmOdWDxKsZTn6dMnPH76BMu2qdXrpNNp9LGOz6cyHA4JakE2NjfRdZ3xZMxkMgEB4rEY0UQKUfQynU6o1iscHO6QzeUolops72yjyAqZdJZLly6ytr6G45xxoelUAtOcEomGCYY0kokY4/GIYMiPZRtIkoegFiKXLSLMPUz0KdnP17Hc2Yx0KskLL9wgHo3jFTxcunSFgBag3WnzfOsZDx49ZKFUIhj04w/4ELzw4NEDRlMdvAKK389CaYlcpkg4qOH1elhaWjqr3LaNbVvkcnlyuQSJeJhep8dYn9DpdCgUCly7eplIJEwgoLG9vctkbLC6sk5UUwj4ZBzL4qMPPyISSbC/u8uw30cUBF65+QLN6imVoxMOjo9ZPr/Bb33j9zDH0zO+zhxgzQU63SEeUcYjSsiyj7W18+QyBTLpHLlMHst0EEQvE9OkNxoxtR3qrSaW43LtxgsIsoLi92M5Li4iXlkhmUjA3MXrkXBti26ryeH+Ps16g0wmg+04NJpNGs0G/UGf+XxGpXKCaZrIikQqnaXT6dLv95jPZximSSAQpFav47ouM9dlb3ebvd0dBEEkEk9QXlrCK8koPpVut4fvc81yuVwmEomSSmcoL5bxCB5GgzHTiUOr2ScQTGHZXm698SN+8dI/IMlhFF8ULZgiHEkhK0FmMw+CICF6ZCLxFJJPI5vNc3R0QrNeR/KKzDlr8ZKJ+Nn5CiZ48eZbRFSNd3/8D3z/e/8PheWLvPrGV1C1MOl8lkqtwhtvvUE6ncbjlZmOJ+j6iOFgxHwO1158icn8Xyh8/97bP/uO5ZzlWNqOjSAIzOZw8eJFWo0mi6UFhoMetmtxsH+AJCtkMxkazSamfcYJeUQvuVyOyskxyVye8UhnPBzQrNfwSF5efPlltnd38XgUpsaUeCyKaU2ZmhNy+QJzIBqP4zgumUwOv6rwox/+AHc2o1hcwDAnnBwfMR6POamc0B/2GA77SLJEJBrm+OSYqW4gfj5cEgQvtmkSjkaoN5uofg3HtTmtVHBnkM3laLYb9Ac9zm9coNPuIMxnPH38mPHYQPYp+LUQr7z6Rb77w+9RXlxFlTTu3bnNoNfk8PiQyWSC7PWxvbXD9euXCYdi3HnwIYP+kBtXXyYWDRMLhzg6PKS8soRpGVQqVXKFEovlZWzLpVM7otVs0ml1uXr1Gqvr59nbfoRfVWm1uiTiCXa2n7NYXKRSOUEJaCBLeN05h0fb7Bw845t//Bcs5os8ffQIr8eLFgjiuDCZTOh2znJtjo8OYO6gOzaRWILl1TVkn49sNs9wNGQwnJJKZ+n2u1y4dAXTMNGHQ2onJ/j8fvyBsxxQ2zRJpzKEo1Em0zGCKOBTfdi2heU6DPoDkokkiUQMj8dHt98nEPATDGvIssp0MkXzB0gkk9TrdZKJKKenpyRSKQSPhGVZdDpNstk847FJq90iGo1QPT2l2Wih+DRC4Rh7u/vYlkjAn+Lp1z+mtV5nL7uFKPqZTFxEj4Y/EMUrB1CUAKIo4ZNlfD4Jn8+DT/Wi+GSCmsZ+9gnxrTNVj2FZOI7DhcvX6DWb4NrEY3EefHaL4/1thnqfP/zzf0tfn1BrNiiXz3J+tvYP2d/fxS97mUwn6OMppdIChfwincGISCrBn/zOb/3609ofvPP2d2zbAUEgnUwhiF5W11aRPBKtRp1ELEo0GqVar9DtDbiweZl4LM5IH2DYFpPplGAwxLA/QBBmGPaMQEBjbtu4rs1s/v9z9maxsqXpmdaz5hXzPO7Y83TGPOfkcHKocrkmV5ZLNtU2sjHtFmCZbplGAiE1uMUgLAQXcAMI1BcMAiGbRjZtu8Buu21XZWVlZmXmyenkmc+eh9g75nnFmgcuIoGrKsl1HXERCsUb/7++732fd9Fp0ul0KFaWCKOI/YN9+t0u1268QLN5QblWJQwD/AB63R7FUpZ79z7gq1/7Ono8haaIPHzwgEq1QS6XYzKeEEvEMebmImpUX2JlZZXZdMLGxga5fJ5SIYdlO1i2jR/4RFGIJCkkk2miL9Yp8XgM2/HJ5XK4psHa8hK7V26hKDJBKGKaLsenB+SzeczpnOGggzE32NxYR5UVCvkSJ6cneMGcdruNHtOQRZWl+jKjwYDnTx8znYwpLZU5Pj4CYOfKVc6aF/R7PTx7TrlYQ9djSKrI1DAYDtv4YcB4PEWPaXz80QfcvrOolI/FkwsjeeBxdnZIu3dJPFPEm9u0L84p5DNMZzO0WALfc7l54wWymQzNLxJGq1tbJNM54okURGDO57i+B5FENpvG9xxi8SS9L/CUkqoRRdBuXeBaJru7u2QLJSRZJpFOctm6IJ1KYTsWsqJx9cp1NtbXuWg2MR0X5YtKR88P2dzaJfA8YpqO6zi0u110XePKtav0+gO8wMc0LTLZNMlEmlgsSbfTJpfL0mm30fUEsUSWwBe5vBggkOLpd+8RoWE7IWGoAhqqlkRRY2haDFmSEQWIQpfANfBdg+msh2VP8DyL2WzK1h9dZzgckU2lKZVLrKyuMp6ZtJqnnB09Jwg9lqo13nzzF0DS0JNJfvj2D6hWSkxHYzrtNmfNc1RZQpM1ZFWhP12cmuZgTKvbZW17g1/75tf/9tfabn9Ivd5AklTCQCCbyZFIpJhNp1QrVU4Oj7g8v2Q6nnLrhdvIskp/MKV5ccF0OmVjYwPTshhPJuRyeQqFPMZsUbNQrlYQZZnJZAGlnhoWsqySSmZIpfOEkUwyk+Xw8IDne8+5cmWX5cYqDx98TrVWpdVpM5nMePLoMY16g/W1Tc7PLnAcn1QySyadY211g7ie4NnTR8znM3q9Dooic++Tj5ibDtVanfl8gmWZlCoVTMtEiELi2qIZLB7TSaaSzOcG777zNvc//ZCjw+c0z47p9lq4jkXr/ITm+R6yHLG9e4P79x/gOh6aFuOb3/w6rmdx2T1BVRIs11cJXJuzk2O+8pWv8Cu/+it0Oh0gpFwv8dbbPyAWjxGLa2RLFda2rlCu1ni294DxpIthLgSzsrbKaDxEUUWmsxGeY6EJAtlYglb7gtnUYGdzl9bpPnNjjKrJJFMxarUimibjOBbn5ydcXJyxtFyn272k2+0hSxqiIDMZT7BMA0GETCZDp3WB7yxqCtKJGLIsUVlZo1ApM5qMEEQBL/CxPZfRZIym62SzWVrtFmEYEkUShVwZY2YzGIyp1MoIIuxs79L4YjWlKNoXv4WIl195lQDwwwjLspjPZuQLBWRVpdMbYJo2qqLSPDtb0BY1nV53yD9/4f/g5F99yOnf/Rw9VgAhjmH4+IFEMl0klckjRD7mfMJ41GHQbzIZXtI8f0y3c4hl9rHNMZIU8eqPvkkYhGSzBSrlBuPpjOFoBFFI+/KCbCbFzesvcueVr+BGEgdH+7z/zl9hT/uoBPiOQ7lYwzJG+J5DPJHB9QT+0e/+h+zsXqXXPKFeyHL47MlP1N9PFWcmmWFmGGQyOXQ1hhCEfPrhParlEqlkHEmREIQIRVRZbSzT7bQYDnuEjkO9WkfSYkymU6JwEb61jBFHR08YToe89+N3KBQK7Ozu4lgTPHdOOp2ivrSEKIlEnsfV3V0syyJfKDCZTFE1hWw2RyqVpdvro+oKshanutTAnM/wXId4KoGkKni+z3DYZ//5MzzHJKFrSAKLbg9FwfNtoiggny9+kYZJsFQvE/pzDp4/ZqlaRlUUPv3kQ3zfJ5crUyxkCT0fy5xz49oOu1s7DEcDHM8hnkwiShKOZfNzP/cGohhxdHTM6ekZmh7nytUXECQRVY24aJ5gzKecnB/j+SHlagNRktje3kISAo4P9xeLe2tOKh2n3miwf3yApMfYvnYLPaZxdnzMv/TLv8J4NKOxssZkOuPiosnrb3yN6zfvoEgqZ0eHDAdDyuUaiqxw2bpElASM+QjTGNHvXDI1ptx48SWGvT6hYzPuthl02kyGfXqtNsmEjixC5AcQ+YjCwqu8e20XTdO58/JdVjY3+OTzzxiP+yiKhOt5rK9vkc5kUTWNyWhEs3lO4HkUcnmefP4Z/U4LTVfRYzqffvzRArpdrVOq1piM+wy6LR4++JxkOoMgSsymU4ajKd3BkMncIJFKMxwOiGfySFqch9/5EYqkkkzkicULRKiEoQKRQhRJBEGAbZm4nk3gzQl9A8+dYJp9HGtILB6x+YfXuf3XX+bVt79BNpdBECGdTmKbJreuv8jB/gGeY/IL3/gOV66+yLO9Q7r9Hu/9+Mc0lpdRZYlCIUm71eG7v/zrGHODl1+8iyJKxGM649GIYjrD4KKDHQYsrzYYD7s/UX8/9Vr7R3/6Z7+XTMYRBJEo8LlsnpDLpJBlkYODfQ6PD0ils+QLRU5PzwiCAN/zsI05K2tbIOssN5Y43ntGMV9GlmWmsymyorF95QaetwBKf37/x1y9cYdm85zZbEYU+iiSjOuHVKoVhqMhg2EPz3VxXRdV0xfxqrnJxsYmBweHtC4uSCYT3LnzEpIkIwgCzeYZiiJQqywxNwxkRabb76NIGulMhng8SRSK3Lx+i1KxyDtv/zWZTBpREEllcrz6lZ/n7PwYVdP45i9+h+loSKfXJx6Pc9G8JIzg7iuvs7qyyXhsYNs21mxMp9slnc3z8t3XODltEtc04okUrmvz7OljatUig8GQuenz6mt3ef7sEe2zJrlMCUEQKZZrKJHLhx+8w8H+czY2ttjeuUosneaseUkhmybwfZ4+20fVdURFwQsibr90l2Qizng8xvEcNjc3ScVjZNIJxtMpZxctVtd26F42CX0fz7HxwwBF10nFM3i2S+eyTbVSJxAiIlEknUlzfn7K5tYmhmHguC7D8ZjxZIw9t0lnMhhzgygKUSUJ2zSYzeeMp1Mq9SWSqTT7z/epVWu4rk0UBvi+Tz5fAElhOp2SSyYxpjNcx8X1fKbTMfliEc+P0GIxpsYcwzKRlRT5Qo2QkN6gyXDcJxB1InS8v9I5rj8lkcgjCAlkOYYsqsgqhKFLGJqEkYGqOkwmFzjOgKU/2OKl+XU2mg2uja+xfWUFYz4ik45zfHSAF/iIEnz8/ntMh10kyeXiskm9vsZk3MM0hkwnA05OTokn0ty5+/N89NmH5PJZDvcOqRfLZItlIj9AVWWq1So/eu991rZ3OWme8vz4ADcK+N1/8Dt/+2utGPnIQog5nzGdThCIcCwLYzYFYG19k82dK8SSKQqFEpIkE0UCt+/cQdNUPM9hPBzg2jbZTJpELEEiFsOcLxa7d27fZqlWo1KtoygycT1OXNNJJZI4nrt4djRNZpMpgRcQj8UWsSw/ZDYzEASJ9kUTczYlnc6gKBqj4Yizs1MEIjKZDK/cfQ3TNPG+aLxOp1MUiwUERFLJDLIs0x90mM8nXLt2HQQRL4BSuYYiy8yNOYgCnV4PQRZJJBO8+uqrzGYzquUKuqrz+PET0uk0mqpQqVWpVBr0ekNOTo65evUGhVyOdquF63qEETzfO0CPJdje2eX46JC9589oLDWQEClk86RSCVrdDoqmcfOFW7iuT783IAhBUVVApFAsgiAgfIG5WFtfxTAmXF4co6gy9aVVTk9O+ejeBzQvzjFtixdeuIVtmZQKFYQQ6rUaxUIeWZSo1esEQUAmk2Ew6KPrccIACoUCuq7j+R6mZbG1s00YBQx7vcVzuW2hazE0WUEiQtc0MpkMoijheR4gUCiWkGSJMAxxPJcgjEinc8ymBpVSmSgM6HbaAESAqOiEgoyiaYRBSDKZpNPtocfjjGdTRpMxeweHBJGAqChEUUShUCAMfebGFN93CHwb3zcRhRBdl1CkAEKHb3z+m7zxzne48qd3WV2pEnpzrl3dJJ7Q0HWVxw/v89Zf/wXmdEK5WmdpeYXt7S0ayw1GozHlUoVqtczxyQFzc4LtOaTzBRQtRqffI5evsLGxtSiwCkO63R7decetVQAAIABJREFUXpdOp4UkSfT7AwRBYHl1hWyhhJrI/GT9/TRxzqYDnjx5wGQyotFYYWlpGdMweXD/IYqqUyzVMKw5p2fnzC0Lz/PZ3NxEkkWOjg8IAo+L5imWNaPbbbO9vc1w0Gc6GVIs5JlMJgtQ8OoW+/v7JBMJUskkqVSKXLFAt9ch8D1qtcVgxDRMZFlZxMvERRjY9zzisRiaphGLxXBdG5EQYzYlmUxxfHLOdDZmMhlj2za25TA3F6YGPaaSySR59Ogzzs9PGAz6nJ2ec/v2S/hexPMnT8nn83Q6HQaDPoPRANu1sG2b3Z0dxqMhDx/cJ1fIkS/m8T0Tx48olZfZ2trm3Xd/SCoeY//Zc5LJJCvLKxjGnFQ6j+P5CGJILptld+cqqxtruL6H69qcHe1Rqja4+/qXSWVzmI5Lvlii0+mgqjr94ZAfv/8hu7vXeOWlu3iORRS4GLMhe3tPvrCnZalVa7zx5Z/D8QMkRUVWZGbjIZIgs7mxiSSC73kEfsjcmFFfqjEcDZjNJpjTOb7j0zw9RwROj49IpZN4gc9Z8wzHsohYrFPCIGR9dY1up0OpWsWybIgiRoM+xmxKJptlOpnhuC5BGLKyukEymaVRb2CbFo7noCVieFHIZbeLnkqRzOSYGXNa7TaD0ZhCqcbJ+TEffvQurW6LIFAQ5DiV6hKCJCBIIZoqYkz7SJKPJNkIkYHrjpnPOqQSsPIHuzx79inlSoq50cV1JpyePCcWS5DLFVhbW8exLGqlIqos4QfQavc4PDzmvN2nXF+jsbKF67nYtkksnqDdG3D15gtcv3UbUXCRBJ1eZ8LO7hVs1+bVu6+TzWbxPZ+DgwOuXblCu3lG6IfkChVkPf2ziTOVjmEYEzY31vFcn/fe/THFYom7d1+jVm2g63HmhkkikcB2HAqFAicnp3x2/z6mNcc0Z9y5cxvLMonpGu++8zbpdBLHMQkCl8GgR7FYxPZCJFGg3WoRBiF+4BP4HlNjwsyYAQK5dJ4ogDAIcBwXwzAIguCLjk6JZDJJJpvBtAxs2ySXz7GyvMrJ6RnT6QQ9puO4HolEmmq1zNyYcHS4z3Q2pVwpk0klabVaXLt2HdtxGU0mHB0eokoKG+sbDPtDPD+gUqnSarewLJPxcES1WqHRWCIKPY6PDoinsxRKFURJRIxCeu0OiXiC/adPefvtt8llC1y5coOXXnxlUXUYhqytb/Nn//wvaHVaHB0dkEsnSaSzuH7EeGpQKJawHBvX9VhdXUVRVIrFEq+//jonh0eIRHS7rf/fdpbJMJvNMWYzptMZESK9bh9zbjDotbiyewXbsuj2+hSLJcIwBCHi7PyUaq3M5vYGk/GYXDqDZztICAgIFIoFSqUijUYDTVHo93t4roem6gRegCor+EFEGEbk8zk818GxLTQthqItSq0Ggx6O49K8bJFMLjyqpmMjawqyrrK0ukJ3MOS02WRja4tSpcyjRw84P29ycnJIJAQLEPjKJq4Lg+GQ2WyCZRtc/97rRJGLY00xjAGG0ePq//Uqr37/K6z/7xtcNj9nc6tGLA6INo3lIrY9wphZSKLK/t4hifgi/eQ5LsVSlW99800CP6BQqvPy3S+zfeUGx8cnmKbFWfOCemMVPZZkNJrw3js/YG1lne2ta9y+dZvxdIxl2fT7Q/LFEvF4grPjIzrNC2zLQhBELPsnFxn9VPveYDiisbSBIsVQFIkrV3ZQNBVz7pBOZ/D9EMeY4lomsqbhRz6SJHLrpdc5OjthdXmNdCZHrri0gEcVMsiWSPPyHE2XkIUY2XSavacLUngmV+Pm7Vvc++hHmIMx1++8gm3Y9FodFElBRsBxLDLJJCuNZQzDYDw20NQE/WGbuTmnWCxTrtSQRIWTk1MkMSRdKBOGHtu715lMZlgzE8l3GA9mpMurbO28wLjT5M6dl7FthwgXUQzxQo90IoWmJlBkFz0eY311hXfffgtjOqFarVJrrHH/808wRx10WWJjY5dPP/uIcinNbGaQTKRJJ4t0jp5SKJUpl2tUK3WGgwHddpvG6gaXF022tjZZX1/n3r173LrzJfaf77OzfY3p2MB1I3QpIgojjvb2GI26rKyt8t4773Dw5AGKqlGq1Ukms6xvbTMaj5EkFUKPTreFKClEUYA1t8gXq1iew2w2pVitocbTaOqAs8szKtUGlVKZbquFHtPpD3psbawShR6hKJBK5zg5PkFEoFSpc3lxRCqWJArg1gs3mU1nBGHAcDjA9TwESSeRSaOICpZp4och2XyByXRKNpel1e0xHo+QtDgJLY7leYznfcbTKbPZjO6gS7N5Sih69CYD4vEkMjB3fAJhwmw6Yj1cIQo9THfO0nKd/bjM3Oxx88+/hSrDxGiiZnU6rWMalTwxIeKTjz6i1lgjmS0jKSmePXtEvljg4PiQlfV1EvkCST9i2G7zL/Yf0eudUBmuojZVstk8p8dHFEoNQqBcqSMisLf3HFXRmM4NPv/8YxQ8bDdg73iPN7/7Xc6PW0TRKQnXYDwPCeWI1vEepv+TxfnTSQg710gm01xeXjCZTMjnS1TKSywvL2PZJmdnR/h+iPSF57BUKmGaBo7jsLxUZ2OlwfvvvEUyHgNJRIvF6A9GVMo1JoaNpsdxPIeYKrGyvsn29i4xXcdzHGq1Op7t8fDBfZoXJ4SRQ2/YXgCVFJnRaITjuDi2ga5KzMYjuq1LBGAwGKCqi2bkSqWCqqqLQZVlUiwWmc6mnJ2fEIlw++UX0RNxZpZLvlBCEEUEQVisdPQ4IhKKKqMnYsytOQ8fP0JUVLRYklg8sTjJbRdZ+n/D5ROCwGc4GHL7zh26vR7xRAxBEhlNxsQScRx3zmw+5dbtV/BcmyCwKBQK3L//Gdlsmnq9ysnJEZ1uC1mRUGSBdueS0A+olCssNxrM5wa9fo/6yhrrW9usrm+gqjqqotHv9ZjPZ9i2h6zEuHrtJrXaMvlCmXKlSrVSxg9cJClCVQXG08GiMzIeYzIek85kqS1ViSdjTAyDRDJNJpVl1Otx2WwiCCBIItlsfmGgl2WePnuKHwQ0Ly5JpdLU60tk0mkCN8CyTEzLRNPji+uoFqc9nDEPIFLjnB0dcnFyxHjQ5dHD+2TzGfLFAvtHx7ihQCjH8EIRVYshyQohAcPxgJgmcXp2iDEbkkrFKBYy3H3ra3zzs+8SMcKyW+TSGqFvMR0PcW2LtbUqouBz/cYNAkFhbesGrhdSrdbo9fuksllETec3f+u36Lf2efTgHrFUgpdffYnNrVX+6R/9PoNxm/G4hyKJdFotur0uGxsbvPZzb1KrLpOMxbm4bFNubCEisvd0j3Q6xXQ6YzgeIUqwtnSDnfXr6FH4E/X3U6e1H3zy8PfKlTKT6ZBCrsjh4RHjyZh4QmM2m1AoFZEVjdl8TiwW4+njR0gi6KrGbD7l448/ZntrC9N2kPUYc8tdnJCZHMurW2RSGf7n/+G/IyREiGVZW96gf3nOk0efMRxNaHc6+K6LpigYc4ObN28QiRKj8ZRYPE6xVGHv2WeEAdQaNTRdZziaUCgUsS2HeDzOdLagy437HZBEqkurWJMercszbr5wi9HcZTAacff2TT748EcMhkPK1WVCZFoXl/T6PVLpBJPxiCAI2drawrFs5jODfDaLIMn83Jd/ngeffoII7Fy9wXQ84eT0CEEQuX7jNpPJBCSoL6+yvrHFzJgQRSE7V67x6PPPSMZ0HM8nDANicZXDw0OqSyvcuPkCxmwBUBPxmc/NL2oDZQRkMqk8CLC02sC2LBzTQJI1apUC03GfpdVtZEkDBExjjq5pyKLAfDLGcw0UXWfv6JjJdMrKUgNjPMaam8zmFnPLolQqEy2ye7Q7XTzPR9U0VE0nlyvjzE0cz0VWJNzAY+44KGoM3w8I/RDLtNAkkcFwRCqTBwSaF+d8+smP6Hcv2d/bp3lyRH86ZWTMuez1iWSZk4sWrW4fRYuj6gmCQERXZRJxnV63RRS46KqIEIYUczkK2TzL9Tr9fo+pMSKT0xCCKcaky1e/8Qsc7j9jZ3ODw+Mj3v/gHV64cQNNT6JoCXLpBDPD5NOPP6BaKrBUqWLOTA5PjsC3uOz2+J1/5x9x/9PPicIAXVW5PL1EkjXyhRJhGKHIEoYxoj8e8ez5c549uY8f2nTGC67z8sYaf/mD7+FFHpKSoFDKcO/he/zG3/0tBEfj7/3Km3/7aW25XKPVarG2tkqv3yUe19naWsW2TcbjEY7tY9kulUplUdPWaJDNZJjP51y9doPG6jqCqiPICtX6Ep7nE0QRh0eHnB4d8/Dz+3z9a19DjcW5cv0GsViCg/0DioUC8XicSrFIMV8glcqys32N2cwmncli2zaiKDIZTxAkmeW1NZKpDJEgEYQRmqYhigK7u7u4rks2m0WSRGRpcSpenJ0hA83zcwTg9buvcf/jD+m1zllu1LEdh8FwQjyZpFAo0r64xBiPUSWZs+MTzk5O0BSJRFxnNp1x0WyyvrbB1SvXaDabyIpEsVAkm81xcnpGEEIskUaUFGzHJx5P0+8PmRojctkc07FBqVRmZWWZvb09bMsiikRAQhSkRdGP51GrFhmPh3iux87OVZaX1xCJ+PD99zg/PeJw7xmVchnLMun3O4SRQLVSZdQfEHgucV2F0EeSBCajMePxhGQqxyuvfIlnz55xeX6O6zrU63XKpSqKouE49gIfGVPJlsrEkxl8P0KTdVRVRVEUTMsijCJMy2IymzKZTAnDkGQ8wQfvvYPneKyubdG8aHJ4/BTDC5kHAmYgYPgCUzfECiVQ4oSiThBKuF6IZTlYcwPXmhP6NoPuJflUgkwiTiaeIJ1Ms7O5QyqVIZPJsb6+yYsvvkypWObo4ISrO9exHJ9svsTcdrjz0kuUyzXWVtb59ONPcKwZf/xHv8+v/cav0eu2uTg+5M//5I/pnJ/z4Q/fZnXrGqub1yiXG2iKx7Onn+KYI0aDHm+8/ga7V28QRhGDfo/OZRNcny996avcufsVdnau0W2eo+oZtndvIEgqr7z2ZZZW13i+94R/8x/8Lpe9GYHg/UT9/VRxFnMJDp4+wpqOMO2FmbzT6eCHAsVqA0SRuTHGNMb0O20ymRySHEdWBPB9xCjk9GgPWRZRZQ3PMbHnBnE9hmFMSSZ03FAgHktgzuecXzSpNFbREzlisRSCGkPTY8R1jVq9iiAKWK5LIIJhGoyGPVRZQRIibMNhOux9ATsOScWTfHrvfYg0KpUVfvHv/CaJZBn8kNGwi6ZlufHCG9SWapyd7NHttllqbBFECvXGMoNxl/lsTDZToT/qEkumCOyA0Aspl8r0B32ShSK5cpFOv0Msm8UKQhK6TiKeRBRUAifAHPeIyRKiJDOdzTCmQ3QZIMA2TRLJDKoaZ6lcXxT/RrC1e4vhqM3jR/eJx3RkUUSKIP5FXaE5GTPut7HdOWEYYhqTxWNFdXlBDWx1yORLmNaYdvuc8Iu6ujBwECWZdLaIR8ho1CYZj1GsbRKPxbBNE0UUyGSypFMxmmen+B7Iso4m61QLi1SLKElMxz3SsQRiIDAeT9DiCbLlMoPxnOu37uK4Irqk8K2v/gLf/7//GX/zvT/g/v2PmfkSvpzEl3R8WSHQNdCTuMjYATh+hCSpaLJGGIJje+C7xCSNRrHC1Y1Niuks5UKJne0tcqkC9VKNwaBHf9ihUq3TarYxpl1C3wXPQ45LSOk4O9dvoWkxLrs91tdXeHz/YyqlCk8ePeaVO3e5/cKLZPNVfvlf/jfIlUu0mm0yikLr4Ii4oGGM22xtX+eXfu3vsL5zhcP9Bwx7J3hCxN2ff5P66g5He094/0dvsX/UJJ6rcnz0lP/+v/kvMKcTojAkns5Q27rF3vPP+f3/8b/l/PToZxPnxUWbb33rF5lO5+haHD8ELxSQFQVVlcnkF/R1y7Sp1+voukalWkHXdRRFZjQaEkURljXn5OyA8WzE0fEBjmuhqiq2Y9NqtUCUmAx6aIqILIFjmfTaLTLpDOVKmblp8PTpk8XpJ0uEgY9tmYRRgCwr7B8cIooikiRjOwuDsm2Z3Lh5HTEK6PZa7D1/ih5TmUxHSKpGrlBE11Wm0ymz6QzLcsjn86RTafq9HrlMlk63xcX5EclEhkwqh+/7CILAyvIyjuNwfHyE69q4rkO73ebk5Ix+v8/x0SFbWxv4gY+kKASiyK0XbhH5HpfNU/YODnGDiJOzS45PTlldW+PDD9/n6dM9rl65RblcxbYdxuMJnu9Tr9VxXZfmxSWZbBZVkZFlGcey6PU6+H7IysoakihjWTblSgVd0+l2usiKQqffR08kaF5esr/3nE6nRS6XIwxClpZqZNNxjMmMXDaDKIg8/Pw+n95/QCKVRlQkuoMuF+1LmpdNLi8vCAOP4XjIafeMiWNQrNSwbfAdhZgap3nWpHVxwV/+5V/y4OFDJEmmOxijxFIIsoYga0SiRCTJBIiEokQoiEQRhL6LFLkoMkiEKJKAgMSNq9dYaSwzHo4QIqiWy5SLJcbjAfP5lOlkjCoJXB49x5kNUWWJdvuSXq/FdDblytUb/PjDj9jd3uHx4yc4ro8gSVQbDf63//V/IlMo0BoOWN9aQwwtLg8OaXb7/OZv/zbtwQWGa/D3/+G/z6s/9wb/8X/2X/Hs6Wd88sk91q9cJSb7XBw9xrFMJuMp2UyByJd44fqLEElUy3XSiQzv/ehdAs/9ogrxgmQ6TTyR+NnE2e+NME2H0XhGtzdE1VOUaw2uXL0KhBwdHTCbmUiSTDwRYz5fZO9kWeZHP/ohmUyadDqN63gMhmNAJp3JL663gYsgRAu6QTqDZ88Z9Ts0z06Ix3Uy2TTFYgnP9ekPBqiqQjwZZzQckE2niMKA87NTNC1GqVSiVC4iSTKmaVIuV9jZ2cV3nYWX1LZQZIH19RUUZVHvJikyekylVMyx1FiiPxjhOB7ty0uy6TSWaaBrCplsHF1NkssVyeVyNJtNLNtma2sLXVMpFnJ0ux36gyGVap3zsxOWG3Um4yH1epVsPoeSSBCFAflMmkG3TavdobGyTiKdRtV1ev0epmVQqzVIJfP0uj2iUMB1fVRFZTJZfKe243DnzotkMhlal01Mc44sy6ixOI+fPqdcrlAoVhBFedFJo+j4XkAymUbVE0SCRCqVYjodk0ymEWUVxzb54N23KORyvHb3tYXPuFhgMjFYXlnFdh0mkyl+GHB0csyN69fxHJvRdEK2skwiV0JQY0SiCIJAq33B229/n+Gky9gYcXpxipLM0JuaiHqSUNHxIhEfCUSJMAIECUSRiBAh9PHNGb5tkE+neOXOiyxVa1jzObqqENc10skEsihSKpcYDLqomoyqKuxsbWMYs8V7k2lefO3LdDrnJBIJZCVGLJHi7PScTCpLrbaErOocHJ9w++YNQmD32jVse8Z/9I//XXZvXOVXf/1f4cOPPuHP/9kfMux3SCh5vv83f827b7/P0d4j6vUG8UyFuCrz5PNP+PCDH9JsHhNGwaKm/uQU3xPQlATFbJHpcEzguoz7fTqdLvFEktnc/In6+6kDocOz1u+Z5hzHdfCCiKWVNURR5ORon3brgvl8jm15rK6usLe/RxSBZVm0WhdUa1X0mM7R0QnxRJqVlU1WV7bI5XNMphOKxTy2aaLrOlosgSSEzCaL/pP+oMfN23eYTg06reYiGZAroMXiDIc9jo+PURWFXDpNuVxGU3Xmxozne8/RYjEKxTK6ovLDH/wVpUIBVdPRVI3haLioNwhAEkS0uMrzg30iHwQ/QJIlarU6qVSa09NT1ldXEMSQQW9GKpkkFtOJopDJZEQmk2Y6m9Hr9UkkkqRSSfL5PJIY4bkWogir6+scnZ6xtr1J5/yM1mWTbDZLoVxhZXWNZCJBr3WBrijk8llMy2Q0mizohLZFqVBmd2cXx3bo99skMnlu377Ds8ePIAwpFEvMjBm5QonpxGB9dZW5ZaHFY4RhSKlYxXZcUpkc5XqdIAiRiGhftpAkheXlVcbDMb7nMp/OePDwEdl8AR/Y3Nrm4vKCdrtFEEak0jlc1yOuafS6PWorKxSLK6TTGfS4xpPnDzm9OOTo9JhQCOj0O7i+hxeCoCcJVI1AVnGCBeNVFCWCwCcKQ0RhcUqKgY/geSxXKuTSGeq1OplUklG/x+bqKgIRqizSqNfxfR/PC/Adk3q1zGQ6IYwEllfWicdjDKdjvvHmd/mnf/C/cO3mTYrFGtlMjh+/80Ou37yFGwQsNZZZX1/n/OiIV1+5y4/e/hsc20DVNH7lX/tN3vrh23zlS1+F2YzDvaeIgkKlUuZP/uRPiakSN26+RK5Uode6wA+gUCvghwHtTodIFJE0GdMOOD46JgxDGo0l5uaciIjxF3ZFy7L53X/rt//2kbE//KPv/Z7jGxydHZLLV8jn8xwdHyCEITFFQxBUypUa03GfIApprKwgKxLlShXP9yjlMuQLeWzXX4CpVeh2mrRbTQr5CrF4HMfzSCeSPHv6hO2dHSJRYHN7F8v2cOfTxT6uWMYPQyRJwrJnZIt5zLnF9eu3yCbj7O0/p9vvkc3muXLtJqlUhvnUQBYlZuaUMBDR9DilUpnRaExcTzIZjzg42OeN19/g8aMnNOo15rMZQRAy7Pe5+/LL3L93j/OzM77x9W/w9g+/z2X7HFESqFRKnDXPWFlZWYCLcxkQwLZNpCjAdV2uXr+J5bgMx316vS7j4ZBqvU6lUqPTaTOfTXAsm27rksbyEm98+escnRxiWgaVagVV1bHtBRO13WoyHHQp1qocHeyh6iq5XI6DgwOKhQpLSxWm4xHTyYhqvYFpLABbZyeHBL5PoVQmkUgz6A/oX7Z54fZLXFx0SMTSXL1ynXarjWGY3Lx1i7ExJxJl5oZJd9AnUywgiCr5XJkQkbim89lnn2O7Ad//y/+Tg4PHvPf+O3RHQ0aGhahnccUYoZwkkhJIehpLkogkdfGDlUREYTFpFT0bPAcldFDDgGI2x8bKGi/sXqFeLNHrd1BkgbgusL66xtrqMt1OG9u2UJSFGd51PARZJpsrEE/EmYyH5NNpDvcf0Tw95Wtv/iKPHj+FMGJ9dZXAh4v2EZ9/8iGz4YzW2SkJPcMf//4fMBtckist8ev/+r/Hf/6f/AeUGsukK+vce+/7TKYD+qNjHj1/jKDJeL4Eoseof0p/PieRzXDaGnLjxivEsgXMEDK5GqViCVXXWVtd5cU7t/mLP/seG5sbhG7Ai7deIV9s8Fu/+u2fwVsrwenZMYKkIAgihjEiHtNRVA3ERR28qixycZVKle5gyHA4WLwewt7Tp+zvPScIfMbjMaY5p3lxyeraBrWlJar1OvFkktFgyPXdXfb3nqJpMqqmMh6N+PCDDzk8PMTzPExjxtHhPp4fIEkKm5s7VGsNPvnsPsVSmZWVBom4TjqV5OKyiTGfU6svgyAwMxfkhQV5u4jnWMiKzPUbN3jnrbcRiPACH4iI6RqqojAZjfBch7uv3OX09AhVEVlaXqZSKXNwuE+/2+Hs5AhzPuPJ40eoioI5m5NMxFlbX+Xs7JzNzU1mxgQxEhYZQlFm0BtQLZfRVG3huimVKZYrdHsdhoMRlUqFy/OzxWeJ6ewfHrB3sIftLFZDgR9iGCbnzSY7O9sUinl63Q7Dfo9EIoEiStimie86GNMRQhTgOiZxTcE0ZuTzOZ48uk+lnCMIbFqdS0RFwXYdTNtCkhUiQURWNBLJFKsbmzi+h+e7tC6O+eT+h0hqxGg2JJbJIn1BStDjcWKJBKIQoWgqkq4RALbvI4giEOJ7Do5tEvgOUeCgChGqEJJKJFheXmapvkQqlaR5dky73WRra4NqrYo1XzxbD4YD9FicbDZPKpUmpqtUa0sEkYAXBojSwsV02WqzuX2FSm2JXrcFoU8iGefp08ckU0lc12IyG/O1r34d07JY2drkS9/4JrFMnV//jd8i9Hw0GZYam0z6A549P6AzGRMIceYmLNUbzCZdnLnBsNtD8FwC26RWLHB68IyLswNKxQyVUoGjk2O6vT4n503uffwp2XyWbuccMbCYT/r0uz9js/Vlv0l/PEJWE0iKyHDQJa4vUIeOt0Aunp8e4boOw/EYPwhJpbLMxhMKuTxXdneJwhAv8DCdOZftNo3GKtl8iSgKefz4CZ1OB03TiQIf33XIZdILLq0I1XqNmzdv4rou4/GYq7tXKBerhB4M+yNOj45JZouUK3V8y+Ly7JiP773P7vY2lWqFEPADFmxcyyQWiyGKIuPxiGwmQ0yPMxwOyeVyGMaMxvIqpVKJo6MDPv74HrFkkkiUmEynJBJxdq/fQNJ0bt68STqVJPB8Usk0uUyOarmMEIb0B/0FA9e3efDgPs3mOXPDwDEtCtkca8srTCZT6vU6pVKRaqVCt9Phs4/vEdM1NEUhCjxkWUGURLq9HmvrW/hBRKlUQ9NilMtVGksrBEHIaDqg2+2jqglq1WXCL1g+5ycnCIQUCnmS8UW1QLlUZGl5mcvzEy7OT9jbfwaSgE9AOp9jMjexXZd2u8Pp2QnpdJrLy0uu37jJW2/9gGePP2d//zn9yZDLfgtXVrARiWQFQZLZ3t3BdwziMYlkMgayjCBLKIqIIEaEgYsohIi+iW9O8ewZmrww4G+sb1LI5wl9l263RaGQZ3d7h9XlFRKxOIHnIMsyjdUVJsbij3c8GTE1DLrdLgcH+xizCUf7e4xGI8JIpFiu8/nH77O9vkq1VODRk4cMJwOKlRov3HmZ2soyyUyOfKnE3uUxr33tTb7yxle599b3KCUTnBwecO+tf8ErX/sOL3/5O6jJOr/zb/9j5rM5siSjKnFkUeYbX/0m86nFZmOd6XCIrurUKlXuf/I+X/vmL1Cq1lD1GD//9W/w7W9/G3wfTYroto7ZXq/9bOJEkVBiOldvXGdmzJjPZ0wmY0qVKpEoks2k2VhbIZVMYsxQM735AAAgAElEQVRNfumXv4uqamQSSRRR5N1338GYzbh+7Tq1Wg1JkiiWiniuS7t9SbfXRtM0UqkMn9y7RzKeYG9/H8dz8cOAeCJBfzBAEsT/j816dnyKLMoossSg1yGVSuN7PqeHR9TLZfLZLKqmsnd4wHA6IYxC1JhOBHQHfZ48eYwoQSKRRFE07tx5iYuLc2LxBKl0ehFhymb49rffpNZYxvEDCsUClUqFSBCoVCp4no+uaWQzucXOT9V59OAhrm2zvrZOPBEnnUnR7XbY2tzCMAwS8cUaynZsqpUa+XyB8/NTTNPi9OScfDbDxvrGIjJWKDAYDFBUlWq9jhdG1JZXOT5aQMji8TiZTJrBcMB4MqJcqlIolDDmJqenx1/4jn3S6RyKojGbTDGNKZ5rMjfnrG/skE6XuHb9DplMiWS6gJ7QkXUV27GIxRSGwy62NeOTDz9g1O+ze+UKmp5CiWdREnncSGFqeRhugB8KBAgMByNESWQyGjCfjREWMyLwPVQRZELEwEETIlK6wlKlytrKKusrKyRjOq5t0m1dkojrNBpLJBJJYmqMQi6Ha86YTvqcnBySzWYWgfD5HElWuHnrNq7rcnZyysnxCfFYnEwmy/rGBq7t4dgOsqxgWw6WbXDZ6mKYHg+fPabeWMLzDBTJI3Rn/JP/+r/kwUfv0OoM6LcvefrgE978zi/xD//hf0okaNz75B1al31euft1fuPv/X1yxQZuKPONN7+LHkuTK5VYXt8hX1qhVK1x0TzDcyyqlRL5XAbLdCjma2STGVZqS0z6g59NnKlMkcl8Rqt3gSSryJKM77v0+gMSqRSCIHB6fMj5+Tm3X3wJPZZAFCVUWYEwIqHHuPvKXVoXLaIACrkcw36PTueS0WjIld3dxUrAcQijhZMkmUyRTGWor6yifhE/sm0b3/cZDYYQBqRTCRQJBoMWuWwaz7aoV+tEkUQmnWNumMiKgqhIPNt/xsw0qC83kBWZ+tISENG8aCKKixhTKpVibpqLQcJwQKlU5L333l3sNqMIPRZjMp3w5NEDXNfm5OSYTDaHG0QkM1myhQKarhMEAcdHp0ynMy4uLnBdn+XldUIgkU4xmxsEYciVq1c5PT2l0VhiNBpTKBS5uGgRRCKm7SMp+qKwKRZjdW2d1fUNBFnFtAwcx6JULnyBCh1hWzbxZBpN1xhPRrTbl+TyWYJI5Pad17BtH9M0aV02cV2HVrdDrtoglBRMx+XZ82fYto2mabiuzXQ65OH9D+m2T+l3zolci52NVcajIYGq4UsaTqQQhDJhJOM4AX4QMR6O6bQ7BIICIXiWSToR4xe/9S0C2yawTETfQYkCEnqc5foyjfoyS/VlNBEmgy7rqw1y+Ryra2uc/T+cvVmMLPl55feLyMiMjMh9z6rMqsza7q2qu2+93Nt7cxclS5oRxaE2zIxh2RpgbAz8ZIwBwg8GDBsQDGMwMwAHlj2SLckaagiKbPZCNtnb7e67L3Vr37Ny35fIiIzND0X7aUhAzOd4yIf4Iv5xvnN+5/iIvd09RsMRQTXAoFMjHg7g2ib9XpeTwyO8osT8/FlUNcLVy9dOzQixFIlkmvJJift37lAoLhNLTHN0XGVufomj/T0CSojzFy4zv1hk/3CbH771FqpH4fZP3+b+o09ZvXYLNZmjUtonEFT44fe/y89+8nfEIwrbm8+YLczQ6nRpd3t0Oh2OD4+YmBb16gndboO5uXnyUwWuXbyEYI5Ix4Iw0Vi7f4eNtTWuX3+eWDzG/t428VjoF87fLxWE/rv/4b//9vzCIrVmm1s3X6VZ7yL5fMiyj/39PeYXF9DHGqLkZ3tjG0sfsbO9hTE2SSQS7Gyt0x0OKC6ukMnkefLoPrn8DGowhCxLjLQxE9tBlUPMzuRRQ2FOKlWCwSCjwYBisXiK/PDLWLbJSOuztLRCpXJAs1thOjdHvV7Gr0ZolQ4ZjMasXL9FPBHn09s/Q5Jl4qkpeo0WrmVhjEeEwwFUv0ogmqDZrNNtVbl27QUGvQH1eo3eYMBQ00hPTRGMRCkdHrC9/pRELMr8/DxPHz2i2+mwdOYsj5884uKV6yiBGFq/zd1PfsLZ1Yskk2lsRyA/U6DR6DCVmUbwWIzGY7w+hZmZAutra3glgUA0jiOK1Oo1ZmaKbO+eCj5TmQzlygnD0YDhaIQoCPhEifx0HtGFxw8fEI1ESaSn6Xa7NJsNZmZOI1iBSIJINEy9VsMVvXh9XvKzRU4qbbIzs2zubDLxWLS7Tbr9LpFUkgf3bnN4uIesBPiX3/4f+X/+/Z9hTUYgRwmmp9mrVZjgYNkmPlnGkRQ8kgiCi+04+CQfomXj4EEQRCQBREunfLDFyvIKU5kMnUaDM4UCK8vnSYUS1MqbLCyu0CofoobDLCyfxdRHREMRjo6OmMrmiUVjhJUA1eoJvf6YVHoGFw/xZBqPEuLOx++x9uguzzY2WVy5xHCkc3CwxZVL15ibX6baaNCqV0/rIxEQTBHJK/LZhz/iwSfvk0hM8cKrr/HTd97ixq2vcOuLv0W5XqNeLeP6PGi2w+H+Og/u/gzTGOLxKewd7pGMR7BMm2q9QjqT5vqN5znc32V15RqP7r7H7qPPqe6sM5lMWF1ZYTqTRRE9SB6RQFCmWm8wU5zDskd867f+0xWAv3Q4f/zJvW+32z3OnbvI+toaxwd7xCJhTGtCu9UkEY0iSt6fy+w2qqKiDTViiQTD/pD+oEcklsTjPa2gzySjOLbJ7Y8/wu/3I/l8jMcGmVSGzSePqFbLzM3PEYmeBn6b9SYej0guN004HMF2XHrdDppxmusEDwIezpxZpVk5ON29xZMcHx1wdLh7OuzHJ8wViriOi8cjElD9GKZOLJFCG/QY9dpUSmW8soJjO+i6QT4/g+sK1NpNmq02XklEDaq4ggfZ72d+YRHbcTgpl1m9cIlGo83J4QGSKJLNZpkYBgI//6/DAb1BD78/RDKVIZqIUikfcXi4S71RY6gZJBJJTMtCDQQwxiN8Xg9HhyWy0zm0scZopBEOhRGByWRCs1Fnbq7A0eEhihrEtV2mp6cYDgfIfgnNmKBPDAa6AaKMT5ap1xpk09PgOjQbx/QNg+L8Erc/+pinT+6jGTaZ9By2K/Dw8d3T8IDiB38YUQkRSSYYdLt02t3TG90F256Aa+FODCTAmdhIgoPo2IiWxWQ0ANvi0uVLhIIhIoEQ4WCUcCyJ4pfptmr4/X5G4xGZqSkMbcDm08ecv3SNRrVKNJ7EK/kYD4dYpkG1XiWaiPL46Rp+OUg2l2fQ63B8UmK2OE8inaTTaeNMLEKBANVKiYXlVbwiNJt1eoM+Tx58iupXmSssEo7EiaSn+LPv/Fsi8ThqOAMIfPrRO4TDEZavXGN2fpHZhbOsP15jZfUiU/kFdnf2CCgKgXAM2z6FvT1bf8rm5joR1c/O5ufIko/BSOPcxUvMFubw+xSCgRDGWGMy0Zg4AoZtc1Ir8yd/+Ed/f7VWUcK8/NLr6AON4mwOvyxhGmMa1TrF4hymNcEVJfSJSTAUBkQ67S6C6CEajyN5vLgOTAydSrnESemEu59+ileAQa/38/o0hYcP76ONRvh8PoLB4KlR3HGJRaKEwyFOTk6o1BogeJmYGsFQiOzUDIqqkEplWN/cYmNzEwHY3dmifHyI5PGQzWTBcdB1HddxiYSjGJrGzOwspdIxtVodwXGwJqdlsVP5GVqdNq1WC22skUglKc7NMZ3PY9ouI10nm8uhGTrlWg1ZUWi32lQqZfK5PPFkhq2tTQb9HoLrsre1iWsbDAY9PKKXXr9PtVbloHRAbjYP0ulaod1qM5lM2NzYYtAfsLO1xcxskalsDseBTqeDpmls721xXDpC8Ig0Gi0CARURi3r9BGMyotGsMNAGZPNZRFlCDqqY2LT6Le4/uoNhDDkp7bN/uENyKs3TrU1Ev4/5xTksUeSoesBIH2E7MolUDk0zCAcVTF1j7fEj+r0B4UgM2wW/T0KVvTiTMbLo4nFsXMtCMMbItonqgUQ4TDqRRBJgPBig+PyEQxFCwRC5/DTJVIZmvUoiniGghOk2+0wlprAsl2azRqNRJ5fPEQgFqDcb9Pp9Nrc3Tr+LVQUBqDVb3Hr5VRAFOp0Wk8kpKG51dYV79z+j3mwyHHY5PtqlUikRm85z/vqL5GYX0YZjZMHmC194A9N2GOgG/eEAn0fg/MULROMp9o+POLNy6fShWqvS7vcI/H+VDcYEyauAcMpnOnPhEvNnlsnmZ0hM5fiDP/5nGJMJlZMy/V6fUChCLBphf2cbV5T45u/9Aabj/sL5+6XDabsWpeNDTg4PGA9PxaBQKMxrr7/J+QuX6Q01cG3a7Ta9QZ+TahnTsdje22Nnb5fdvR12drfotFtUqlWGI52Z/Axn5hdQZJVgIEA0GiUaDxPLZgnFE+wdHdPvjyj83PCwv7/Lzu4upmnT6w1pd2pcuXYdyxaoVCroho5Plrlw8TI+2U+tUj19eroCSiBMPJ7A4/FRnFsgFo2iKn7u3b9PIBAmlcrgCh4i8RjTs3kC4QCBUIBKvYztTAgoKjP5PLqmnz4sEnFsx6Faq5GfyXP5ylWODg/JT09hWROS6QSabjA3v0SvN+Abv/sNfD6JS5evUq4ec3R8iICANjRA9HH12gsM+l30UZ/xaIhHgGQyiW27SB4v5XL51LSQSKAoMrF4DDUUxLIdnq6v4/P52dvbR1YUZEUlPT1Ns9PFch20scZY19g/3uHjzz+i2qxQbdfYLx3S6LRxBYeZYo6uNqTSH2K4Aj19QHvQB1Hh5itfZaDZVEsnbDx5xKjbQdN0Vs6dB1cgFg7Rr9fw2hY+HCbjEa+//jrWREfXhsheiWKxyMrKOQTHJRoK4hFcbMskEgzS67dJpXOYpok+6tFtd0ikciwun+f4YIeJaaAbY55trLF3sIdpjQmGgly4cBXDMFnfeMJP33+XqakpqrUask9CH42IhSPs7W7x1ttv0er3GA36bG2sUTk5YLYww8zCEvgkHj55iOyV6DXbPH30FMG1MPQB9UYd04a79+5xdHBA5eSAn/34PWRFJj87QyQWYyaXZTwc8NWvfQ3LNonGI+C4jEY6H352n/1Km9mlVabzRVZXV5idyTEa9tDGPY5PjrBci2A4wvFxmWHvVyzPlWSRZrOKz+uhdHwCDgiixGxxntVzF0hlMuxsbTIc9InHo4heEY/fy4WLFymdlFBUGZ9PIDuVYWa2SDAcxXFFMtkpFNl/SoQrlxiPx3gDAbL5GQajMYXCHOnUFIosMzGMU4Vzaprnnr/J5uYzGo0GY81gYhgoqoyDRbXeQJYD5PMz3Lr1Eiur5xEk+bTg1+Ph2tXreASJhw8fMhpqXLv2HILHx8R2CITDhOMRbn/2Ca7oYDunez3XdhgNh7SaLbKpNI7jUK2eZkr7/T7NZotMNks+n+O4dEC72+bytetUG03OXbhEu9vj8OiYeGqKevMEj+jglxWSiSmS8SyKEsK2TEJBBcExiYRD6GOdUDhyap7/eXX5aDRiOBwyMU8xkPmZWRLxJKvnL3HzxTcIBNNYtg/b9jHUxty89TLf+ta32F5fo1qrowSCeGSVzd1DdFtg6cJFNrY2+PE7b5HIZhlYAo7gIxSaQdcFHj65y36ly6//zj/BwcdwZOA4AsFAABDx+PyMRkOyySSJcAh9OCAeixIIBVleXeXajasU5+eYW1qksLCI7JWxrQmBgB8Xm1atytqTh4iSn/xsgb3tB5TKe+wdHfD42VNazRKrq6vMzRUZDPr0+l22ttcIR2NUKi0SiRS9YZtgwE+1WqHRqNFuNVh7/Jh0IklA9XFYOuTXfuM30UY99nc2sSZj8rMzPL3/Ke/94G84OdpmYWmBGzffIBZPYhsjRv0W5kTHsCAUDpFNxTEGLZZmpxiPDDwemWJxiVQyy6ULl9nZ2qLdrVE62afb7rL95CFf+/JX+c//i38GiPzVn/8fNBoN9vf3GA57bG0/o1Q+re1otLqM+hrXL1/71Ybz9ofvsHh2iYWzq5SPj7h843kKi4tsbT7i9odvc+ezD5k7u0oqkcccT/BKIjPFRdRQBDkQ4sKNW+BT8UeiBEIq7XqVublFSkc15qfz3P3wx+jagGgqx+L5KziCRDwUxhkbnBwesr+7jYWXF1/5EqFQgolukp9axCt6GY06XLhwmbFpn3poAzFa3TaiIiIEA+SLc4xaVTyuBo7JW+/8gIdPPsNxxxTOXKQzGBGNRkjG4ky0Md1WA0kC2Sth2w4BJYRgg+wLoQQCmO6Yrb0tLl55joGmE0mEKJWP0fU+lfIJhfll9ImJTw7w7NkDtH6PnfU9sukkvV6darmCbU7ot+skkmlM22R/f5NiYQmfP8y5i9f/f3/y7OwinX6bwvQcJ/tHyB6HSCRGOBTFI4mY+oRRd3TaW5LM4vP5qFZrlHZ3cE2Hdn/Cv/rf/hWj8QgRl1Z7yBgvA71Ht1tDsGE4nOCNZYnnZgmFQ7iigIUIooLfHyOWSJFIZHC9YWx8uLaIads8fHQfDxNaB7tEokl+5xt/xEzuDKpXYfPxHVzLIBaJo4aiSB6JXrOO7BHot09XYqYxoVzeJzczR2fQxJjoBONTeH0+ZFkgGA2TTmVIJjLYls1o1Kbdr5GfX+W1L3+dkT7EnQwx+gNODrYpFue4cuE8nWaTb/3+P2Z6ZoHzK+fptlts72wRyeW58tIXabb7bK89YHFlBVEANRDk6s0vkJrKga3hS2a4dOtV4tkkY7uLY1t0KxVGLY1PP36fTL5IIBolPxVDVVSS6Sk+eP8d9P6A68+9zO//0z9Bkbyc7G3x9NN7/ORH3+X4aBdj7BAKpVGCcZrdIQvnLrO4eh1FsmlW99nf3PiF8/dLBaH3PvzZt3v9IbmZPKlsing6TavZoN9pc//eXVTFS2HlOuFQGEEyefLsHpLPi+m4hEIqruCiBoP0OlU+/slbhCIJXnvjS0xlUjy48xGSN8iNl77MbmmT/bXHVE9KzM8v0mi3UYIRJL+C7Qpo4zG56Wl2drYQsbl75w6pZIpENEKhmOPZs6foP2fnrJ6/yNHhEXs7O0iSh9FgRH5pEQuReqWCKqvoWodoOEzl8IhmrYIaCTFTmOfu3XucXV7F4/ETicQolw7YWF9jcW6GjbVnXH/uFt1Wi267TafVIRgM0mx2CAaCCKLIdC7LR7c/JBqL0x108SsS4/EAvyzj8XmJxlOE4mnC4TCWqfHp7Q/xe32oqg/B42X/YJ9G+7TJLR6dIpEK8eDxZ0wsi3MrlyjXKswWC4SCPg6OT+lzm9vbnJwc8uThXUr7GxjDFrLfx87uDq1GGVFVyS0sYVg2o9EAVxBpDw28ahivP0Cr12M4HCGKXnR9ckrXtyZsrD/g6ePPGetjXGcC1hiPbSDaGq4+4uWXXgXTZHdrg2BQIRAJMF2cxZ7YSJLE8spZTo6PaFaqzE7n6HXaNBotpqdzOLaL5JVRVZlK6QDTckgk09SbLY6Pj+k2yhwf71KYW6I/0nAckUI6h+OeppIGvS7T+SLDQQevHODyxfP4/QqJVJYna0/45PYHvPprXyc0XeTtH77FYqGAY45ptZucu/oCh0d7zBRm+OzOZ2jdBmNdI5lIIrkmn/70XVYWF3DHPbTeiEQyS3FhBa8zIRpQGXS7RKJxas0GuVyaVCrFwdER1VIJSZVIpjI4WEzN5ijXe6hqiGg0htcrMRwOCKgqezvb5HK5U45tPMk3f/PX//6C0M7OM4JhmbsPPqY1avB0+wEf3H6HDz/5GcFghOHAxBVg//iAjY01ouEwsiRRrZxg6DracMTO9g47WztEIhFminMsLM1z98HnHJUOyBVz9EYdBp021mRMKBQgm50iEokQDgY4c3aF0WiIofUpHe9RrRxRnF9gcXmZVCbFYDTkYG+PcrmEX1GIp7M0Gm08goihj3Ech5mZOWQpTEiNEolEaDYr+GQfh4dH6IbJ/MISFy5c4Kc/+zHBoJ9ev8PEGuPxeojE4hTmCoQjUVQ1jE/wcf/u52TSKbKZPPVmCwQBV4BYLMrW9g6rqyu8+toXMSyH7b0tRMnL+vYWiqoSjsQYDUeUjk7odvr45RCW6TIaaTTqNXx+P7OFOSSvF2ui8fjJfTR9zOLiMuXKEbqp4fFJPHh8l53dLSq1Oo+fPGT/YB9FUYnFEgiOyM7GNs+9+Br62KHdaKGNNELBINbExsWD4BGZTCYMBz1MfYTgTjAnp6xgr8eDV/IQCiqnKnXAT0CRicbCZGdyJOJRLl44i26axKMppjJ50qkMxdkFJobAwsISqqqwsX4aofJ6JA4O9gmGQsTiMXyyzFg7hbBZls1MvsDszBzz80skUymSySSlUhXJ4wckCsV5JFGg2aqiqBLr6w8ZDts4tk40GqM4N89JqYptumxt7fLi87cIqAEmE4uvfOXrPP/iCwy1EclUCtM0kb1e0tksoUSMgalTalRZPHsVwfVh6j0mRovt7aekp2awTYuTkxME0YNu6JyUjpFEAY8EvWEf3bQZTyYgeHjx5os8d/UlFotL/OjvvsfP3v8RLiOUUAjTtTFtC88pRBdDH9NqtvBJMlev/orH2qWFpdOiVI8Hj89HdzgkkZ0mkkhRbdQxLANRhHa7gTYa4loWjcppjYHfJzPWRgRVlQuXrmALMi+99hrv/uQdjo53CcYiDPQuT9fvE1YDKH6FZDKF13tqYLj94Qfc/vRjrMmY44NddjYfc3S4hU9VCYRDDDWNSDyG68BLN28hihKJZBa/rGBNTOr1Oo5l02q22Fp7SL18zHikEQyGiaezXL3xAldvvIDkldnc3MC1XQqz8wiCRCo1DYJEKBqn1emwub1LLl8kGopgmwaJaJRq+dTt4/H6kGWZTz//DEUNnF6/tY+sqMwtLFCtNlhYXqHd6dHvdkgnEvh8AprWJxxWGY/79DpNev0+xmRCtV5nf3+fT27/lNLJIQhe0ulpNjYf0ek3+fj2x7z/wU/wB1Rs26V8fIQoeogm0swUFrDtCePxEK+ikMxmCQaDTGWyaP0RAVnFMqyf34gOtu5gaiaCLeL7OUDNGuuEFT+OaeOTZNLpNOlMAtnn5fVX3kS0XfbWNsgl00xPZ5BlkXL5mLE2JJfJUigU6fV69HsdXMdmfr7IwfER/oCKGgrSGw0QRJv+oEtIDRMNxfF5/YTDpwxhy7SYmpolXzhDszPE45F4tvaIUCRGuVwhHA6TTWXo1NvgCoiCF9N0yaTz5KfzvPfeD2g1jjncW+PzT35CIhnn9u1P2NzcpFqu0Gm2uHbtGpl8jqu3bpFbXOT8tQvoxpjS0SHXrjzHyy99lf/lT/8107lZEokUtVqdwvwCwUgU07bY3HrGxDaZO7uMNjHxeH1MTJv1pw949vguQb+X2ew0XrxMLIu19XVc4MyZs3TaHWzbZDQcMTtbwLZ+RYbQd/7Pv/r22fNLvP7F3+Dd93/Iq699DSUQY+XMOSrlColYFEf00KmVOdrbxdQn5HMzpKenEYFisYji9yEIDoFAhF6nw+Mn9xGlU6yiEgwheT0YpoQx0vErHiaTMbVKg16vzc7+Dh5RQBQF+r0+yysryEqIwaCPa5k06zX6/Tb94YjZ+SWazQ4LhSL7e1tkp3MkUtOY9oTszCw3b91ia2ODdDpDfv4M2XQaa6Lx+Z1P6Pa7XLh0hWZrSDyWJv1z1Mf21jo+WaZSrhKPxpFEldRUmlK1wnQuT61xfNo85vNjTjSK8zNsrW8QCCoUC0t02nUioSDF5TPsbmyQjEYxDYPRUEPTxzS7XUTHollvcPX6TWqtNo1WHVeA1YurCEqIwplVWq0mjjHC9UpEYhF2drcIRtNk83OEYgkanS7lky2iAZmLF5fZP95FkByebeyRnp5DG44RJhbj/hDbdZH8QQzLxZ0Y+EURHBHJp1CYKSJ7fYz6beaXL/JrX/4Knfoxi4tLHO0foXg9dButU1OFazPsdzE0jXg0BDik0hk67dOjaSwWJxSKMD2dPzVbBBTanTauK6AbExRFJuwPUSttUirtceXqc5imyFGpzPLSWeKJLI1qmV67hT0xCUXjZDJJ4rE4AhKHO3tkonFsj8TVay8wGWscHmzyyUfv4FhjwtEY7VYb27J5+uQzvJKX69df496nH7K9v8vBcYlCLsedT2/TbzSoHB3RqB0SDgV5/fWvY7su7737LqFEAa/io9vv8tKtl5EkL35FRZH9gENzOObs6mX8okhpbwNFDSOIpzDRWCJLMHxatoVjk4wn2N/bBnuCbQsoisxY1/iNL7759z/W+uQAh4dHPH3yBFwHAdjc3OCT25+QyWSwXRgNBwz6XSKRCIFQlMtXb+D3yacJlFIJXdfZ2dnh6rVrlMuH2I4Foo/i3Fn8vgg+UeG1177ExQsXOTrYZ9DvIkkiokfgpVsvsby8jGk53HjhJh6vH0MfYxkTLMvG71cozC2QSKfQRiMSkTDVkyMO9nZIxKPUalXS6ST56Wl2ttYJR8JoY51AIMT+/g4HB7uoIRWP5OXp2mMW5udwHRufV0Ib9Tlz5gyLC4unaRDbIj2VZKxrhEIhpqbT6PqYwmwB2z5V9/Z2d4nFUwyHQ7LpWWRfEEH0cu/252SiYcrHhzx89IhgKMzU1AxzC0v4/ArhaBxVDZBJp0gmE0SicWKZAv2Bzu9983e4fuMSD588xid6MbQxHp9CKJYgHI9hOxa/9Ztf4cxKkZ3tDZ6sPUOSPNy9c5tgJE6z1UNVAgTVIJo+QZT8jEybSCqD6/GeArlskFzod7oY4xGOZeOVPNgTC3NiMOz3CKkK7XqNxcUlZmfniIVDeETI5/Ko6mmY3BiPqVWqxGMJkokkwWCQjc1NivPz7B3s0+v2UP0yi0tnSSTj9Hpt6rUamtZnY/0ZoiCRm85TqdSxJhaDbpdGrcbq+Yvoxpif/RAhqkgAACAASURBVPg97nz+OcORTiwWRVUVnnvhOTRdx7Ft7n1+mzff+ALDoXnaRq2GOD6pkcnPIsoBJrbI1Wsvc+3qS3zh9S/z+LN7LM/P02lXKRSmMSfw+OE6f/qn/xN//F/+V1QaDV586XV6/T6DXpdIKMjOxhZewYep6Xz0/vuoso90Is7R0QFej4c3vvhFXn3tTRRVJRgK0Gk1cB2L4aBHvVZlMrFQA2GmczkM0wDPL95z/tI356Ptg28fHh5QKZe4efMmJ6USB3s7HO7uILgOtm0xGhtEQyGKxbnTdH8kga4NOTw8IBwKEQ6HyE7lSCQSBKMBhkMNWVZPhZp8kUg0xnCo4RgaR4cH6GMdUfDQ6bTIzRSp1RrMLyxSLM5RrlTY290kEFCxLIdkOksilaTV7HBydIwEuNaEXq+Fi0MsGkcfDzHGQ97/yY85s7TA7u4uudlZtOGAJ48eoI000pks7XaLWCTMSekIbdin3Wpy7sJFDg73CfhVEokUG5tPaXfahMMx6tU6XllgPIb8VA7XNXFsh0JxASUYYn5+hdGoR7lc5syZczTLJUZjg9/81h+gqEEG/R6mbbG/s8/0VJ6pbJanj+/j852uQ1BULpxd4C++86957+23eeULX2Xtzj329/ZJpjLEUzmUQJyHn39Gvb5HpVajMLPE7uYauusSiKfRdAHTchlrY/rDEZKiYjgOSiRMYWGRiT5m1Okgih5UQcDURkw0DWybQEBh1OtiCzamPgJdx7Edls+cxe/1MR71mZufYzTS0DQNj3SKiRn2BwQDAQx9TLfdQfH7cRCwbZdUMoWAwFxxHk0f4ro2oWCUoabhuBKzc/N4vR62N3ZR/X6mpjPs7G3jVWQCIYXHD+9z+dJlprI5JmOdmWIObzCKoU2olQ7pthosnTnPwVEJbyjOK69/iWgii1eSSSezZFJTtDpjwrEYM9NZ7n/yERcvnOe4vEu5fMI//qP/mn5/wurFeXTTQ6/fw+MLI4gWIT8IlsXHH3zAfHGedqvJxsYakUiIdr1JJBCgfLxLNJGmVi0hSXBUKlGcnUMbjEglU9y7d4+r169hWg6LZxfZ3FkHD3zz6/9pQeiXDue/+Q/vfHvlzBXef/c/sDB/lZlCgaODIzyuS6fZxBiP+ZN//i/44fe/j6lphAJBwsEw3XaL5TNL7O3vUyjM0qhWePb0IV5vBNMweP8n36NQXOTcyiVkn4/vfe8vOSqfcPXaK+RmF9CMEYtnVnn24A7LZ84QjUR49myDwmwBXJN6tUw8EkF0RTbX1lh/9ozpXI6goqKNNFzBwfW42A4UCvMk02n2Dw7o90+r5I6PD1EVH6FAEDUYwnYEFpfO8PDJXVbOnSUaixOOxqk3W0xlUtQrNcBDcWGJQb/Fwe4Wo96IpbOreEQJVZW5c+djPKLExuZjPKJDJpnlvfe+R7tVpdGoc+3WV7hw5QZPHt/nR3/3tzx5eBe/BKl4mrn5M8gSfPjD7+KTVb7267/NBx+9zYP7t2m06iiBGDdvfoWDzQ0UJYhXUal3hwjeAGcXFxEmGtncHGNzzLA/wBeJY3j8iIKKhYth2QheL5Y9QXQNvF6TbreN3e9Ar4mg9YmpAUKKF58s85Wv/xahSIhJv0OveUwkHObqlWukUmkCgQDDwQDTNNje3SQ/O0csHse2DMyxxszcApVqFcM0MG2Ldq/N4vJFEqkpVMVHr1Xm4cNPWF65TKvX5vylqyhqiM3NLY4O9mg2qxTmVxkMe7TbDQJBFWNikEnnycaSdFtdFDVIs1Hm8YPP8PojnDt7nj//d/8GRfZQa3dxRIkvfOmr/OW//795+PlHWAOD8tEBmxsPufnKq6w9/RxzUKO0t8X5S1dpdYa4op8nW2sclk/o9S063SG9QYsvvPFVKkcb7O7voo8NZmdnOamcMLuwwjf+0R/yyU9/RL9aplwqEVQDpDN59nd3GI0GFIrzOIbJwtwihjZmfq7I7u4Olj3h6HgH0zSYm5vnN974FY61L77yBuFYhlg0iWVY3PnsLqIrceH8Jc4snSWoBth8tkYoqJJMxIhFQqw/eYgoiMiyj067xZPHj1hfe0q7VacwO4/s9SF5IBJOUa008Ag+lhbPcOnadXKFAmPDZGI7LJ1dxjIN5ucKZLNpFMV3unvq9cjn8+C6nBwdYE0mvPDc82iazngywev3Mze/gNfnQ/CIbG7vcPf+Q9RQ5HQQXYdYPMpY0+h0O1iWQywep1avAy6bW1u0u31a7Ta6oZHJpLFtG59PZmdnk929DRRFoDiXI6AGyGQzaOMRqqoQjUT4b/75f0uv3WPtySMERyCohCkfrFOvVdjZWOOd//jX5KcyXLl8mb3dbTqtGtGAQjAQQPJITGcypJMJ3nzlS7iuFzWeYGSbtLtVZCVIo9WhVD7B75cpzOS5+8mHHO7s8vTBPSpH2wSjCZKpDLblEI7GMQwd27WZTMZgT/Bi4vMr/M9/+r/yxS9/GVmWuXT1OrnpKfyyl5mZaYLhABPLQpJEUtEoHlEiGosjeb30h0MKCwsoikqhUKBYLDIcDmk0GmxuPOOkXEINBtB0A9mvnjZy7+4RjZ4C0irlY4IBP9pIo9ls8eDBPfqjAclUAq9XxDZNpqenaDbrKAGFdCpFrVollUgTDMW4fuMGTx7do16vosh+Dne2ef+9t1H8fl559TV8PolCYYYf/fDvWFqYx+NYfOnN15nOpDm3uspJ6Qiv5KFWqXPr1pvE4lMgeLn1ypt0Bm1WL66Qm5lnanqKG9dvYJk69z//jC984au88vobGKaJV/EzNZPn8PiEaCSGrutIIkRjCXw+mezUNPFYnFKpTDAYxCt5ODw8wDQnpFOJU9OJAOfPXeDw8OgXzt8vHc5zly5jugbnz1+nfPCEZDDI17/8FdrNHsXiWXySn+2nd5lMRkxweLq+gUcUcTwCtz/7BJ8Xaiclcvkcb7z5RZSQwtAwSCZmmBgWOAaP7n3KaNhHEASePH2A7PMQ8gfZWnuEJEtUmg1OajX6gx6b64+JJzLkC2fx+YMYE43iykUiqdPqPEVV6Q07jPUxtuXQbTVxTBPXsVg8u0IoEqXX6xEKRjHGI+LxOM+/+BLtVoNq+ZBc+rST5PqNl5mYfUxzxMbGDslkAm04wugPCCph8rNnyU7PYepjwpEIks+LY7s8ffqUu4+2aLZ6/Pjdv2XY69Hv6qTyS4wNjdawz59+58/ILZyl1xvj9arsHWzyN//XdzgpHfCf/e4f0m336ZRLbO7tIMsKS2cusHjxBqncHNmZOc5feR7BI6AN+3zywUd0+210UcIbCOG6Mpdf/DpXL91C7w7p9qt4vAJ+vxdLH2HpA7weF6/osr+/R/34EAkPX/8Hf4ggevEKIkG/RK9TxtU71BrHXLv+MqnEFIN+n6O9PWYLBZRgAMnjQ/YFePfttzja3SERjiJ5BBqVKuFwlLMrl1CCUZRQElfvsbvxmH63h+zxk03P0mhWuXzlCp99+gEeScTBRlEVrl97Dr8sIGCgawN2draZyqQY9eosr5xHNzWOT9Ypzi+ghJP0m8dUDtdRAkHOrF7DxuL48IB4PMri2Us8f/OL6DjoeJlfukwmleLs8gKC3890cQXb1CkWZ/ErKl/60u9i2j629h6jT4Zsbx0y6NZYWjrLqDPig5+9x1Dv4fcHMbU+zx7dIZ7M4AuoROJh4lN5mq0q9UaFo3KN8xcuIvn82I6NKFq4jouiBAGJdGae5HSReCb3qw3n9s4G0ZBM+XATNRzm0uVTenmxOIdt26fScOs0xuVXQgRjcVL5PBPTxHZFrlx7gcLCMsnMFJ1uj067RTgcQfRIIDr0Bj36wz7j8QhVjTKTLzAa9nExaTQqnL9ynUgsQbVaw+tTEH1+goEAsuzDtm0ymSkymQzDYZ+Z/AyapjE9lcMwTLTRGI9HxHEcfD4ZgVOgtIiIo+vsb20RVBQMXSeTmUKSZFqNFlgOP/j+33B0cMDM/AqmIzBbyFNrVhmNxtimRSwWRxA8CK6JMWzx9g+/x+H+NoLgclwtc+Hyc/zDb/4T/vKvv4s+GdHs6xzVTzh78SITwc97775Nr9fi2rUXKCytMn/+PLdvf8zm5jrLqyucVKrc/+wjkpEEH737EZJp8Vd/8b/T6bXo99qMRxqtag2/z0N2Zh5JDqKbIqOxSzgQplGt4pNEht02eHyIHh/JVIpXXn2TW69/jX6zwjv/8a/xeyXm5paol2qnp5lomPLJCWNNYzKZMNY0et0eqWSC4aDH9HQW09Q5Pj7AxqbXqTPud1C8EhPDQlGiKIp62uZmaDTbDRqNOq1OjY3NBywtLnHjhTd5vP6ETm9IudokHI/SaHdZPneR9NQ0nUGPcqWEXwmwem6V6akUK2eWGI01fH4v9XqTM2cv4Doe/MFTJ1quUODc5UscHJ/6l2fnini9ElPZNE8efMazJ/eIhlRWlpexjTH6aIyiqByXD3n/w/dQ/SpHu4dY4xGG1icejaMoQaanpthY3zi9zzsVbNtCn0zITqXY2XpG5fiQWqXCK6++QTCapFwus39wgGGYeDxegsEQ/cGAg6NDQpEIjuvg9auIcoDV8xeZjI3T7PMv+P3Sb84e4rcPNp/yyftvc/3Fl9jaOcAjuLRaLSLhCOFQCL9PRQmE8AeCZKamsVyHw4N9gqEwkseL5PVSbzQwJwai148+MWi16qih8M+7Ovu4rs3qpedRfRK2OeLkeB8Hh6mZIqWTE6KxGBPTJJOZYqxplI5KBAMqAiD5fHz44fssn11F13WGwwGObaMbOl6vlwsXLoJHJBAK0W+3cG2Lk4N9ZnMZMtlpBmMLj+QhFo5w99PbPPfCi7iYCDjoto8Xnn+eH3z/u2SyOWamc+zsrPPc88+zvr7D5uYTJK+EJPvY2trE41Po9zosFed594dv8cFPf0zpeI9gNIHlGmysb3BSqqIEQ8RSWTTNxBi0sCydbrtLdmqaiWUTSybZ3nrKr331t9l8toXsEXFdm6cP76GPh/h9PmSfj0g0ymxhnoODPbxeBVVS6HdrlA7WiUZCmLYfXBvRnhBVZKLBAEogiOqRMYcarUqZRr2KZRl43MkptzcWxeP1YZkTJI9AMp7GNg3MiYZpWbiug6YN0A2DevkYyzRIJ5PEYgmef/FlJtbpjtmn+DAcm3L5mHa9x2LxLMtnz7J3tEu9XSUWm8JxRUJhBdkfQg2G8KsqvV6HbrfNa6+9zs7WM6rlY7TRgOxUHq/Px8TUiUUTjHWLXKHAaDQgFIkiemVM26bXb+FXAnS6HURBYtRv4vdLhCMxVCXAvc/eodtrkZnO02x1WV5ZpVPvEoskKZ3sImLTaHZRlCBat4tP8pDL5xlrLWzXRfTKVE6OONjZpTg7g6IGmdjgVYIEg0FMc4IoigiiSDgaZ2NzHa9XwiMJeL1+YrEYil/i+GCHtYcPsPUJv/8Pf+vv/83513/2b2lWyjz3wsukklnmZmfp9TosLCxw/sIFev3Bz9myJrLPh2HoHB0eoPoVPIIHXTcQBIjGY8wWi/i8XsaGgSjJjHSDg+NjvD6ZZDLFbHGW+cUC21trGPqIVCoDiHgEgVa9ij4aYuhj/LLMuZVlgoEAc/MLpOJxgopCo1EnFAnjunD58lWi0Tgej8TTtae02g0mE40nT+4RCMoIkktv2GNrd5vjkxKW5RBSVK5evMhLL75C6WSfZrONM9GoV0oIokhmKo9uaMiyh2dPH9Lvd5i4HmzRjyP6mS4sMNBttE6LrWePsKwxflXFHwyjDdsc7h7hmA6WYXDh4nUWVi/yD775O0iiF1kNk5qaplKvUzop8ejxQ4bdLn/x539OUFHYXV/j0vnryKKDYJvEIzECfj+hgI94JMREG+LqE/LpKf7FH/9LlmaWqZ+UmOg1GLfx2hOG/T6GbrD54B6TvsmwUsPQNGRFBseg064zHo8Ih8LEwmESsRiGYTA7O0O/16FerSAgMuj3GA4GZHN5FlbPI/p8qCEFwxwTDAcwzTHTuTTdXpdoPEEoEuLytZtcvnSDt37wfY4rR8wVzzAaDlgoFnFtD41anYBfIZ1MYRgT9NEQ13HY3drEsSxC4QiyEqBSKyH7fYiShGGOqNZq+Pw+LNvEtE0KxVmy2QzaWCccDrC18RRB8pzyo1SFWq2K1+fiOHDt6vNEojG8ogyCxPmVVaonB2h6j2gsTnY6g9fj8qUvvkl+Jke/W0fy+PjGN36PQb9PJjtFMBIjGI5RnFsioEbwyV663Q5bO9tYjoPtOJiWhSh5GBs6Xr/M+XMrbD57xPH+DkFV4ezimV/tzfnDt37w7WG7xZnVc2xu7zHqdul3TzkuoWgSVQnw5NGn9AZ9VDWIiEA8GkOWvQQDCr12g9LRPrMzOU6OjjDHBoP+ADUYIpuZIZvJsLu3xws3XuTTj3/Cp598TDyexrQ8XLh4mcePHiEKEA4ECcgqfq+fdrNJq9mg1WrQ7bWoNcoIooiLi0cUaLWaKGqQTqvD1uP7+BSZl954kwf3H3Lj+ZsooTCix2H36JDZhQKpZAJFCXH/zm0SyWnOriyytv4MRIF6+YjJcMytL3yJQqbID//2r0F0qHfaDIYa4USeXGEJw9B4tr7OG2++STwS5/nnb9Fp9UgmUogO6PqIc9dvkU4n2Xpyh8/vf8jhxuf85K3vMn/hFk/vP0TTDFzbRFVklEgIc2Jx4/mbOJbLjUuX+fDH7+CVZERnwj/9o99na3MLEPD7PIzqxwyqh+idGqNxH8nSGI90vvrbv4eh98gXily+fpPi3ByWruOTPMheL17Jx9Ubt1i+eINR54RBq0U2NY1pmuRyMwiugGuP6fV6xOJptJHOdGaGSCTI2LEwDAOP10Mmm2Zna5v9nR1Uv8xb3/8eV69cxjAdookM+rDJ3v425y9eJpnIcu/Ox4yHffae3OOlm69Tr1U4PikTjkY5PNjn4rUX8YkSju1w5swyyWSGdqfF4e422qBHMBJh6dxFKrUj8jMFvF4/165c5d69z1BkmVAwhDFxWDm/TCQUYzY/S7VaQtcHOKKPF1+4xebaU/TRgE6nwcq587z79t/Q63dJZedIZGdRgwFkJhwdbRMIRtjZ3uH8uVUqJ0f41CA+WWYyMZmYAr2hjleROT4pc/7CKh4BPJKIpuuowRDjiUU8maHdaVIql5CDIa4+9waWI1BvlvlHv/kbf/83pzEZo+kaln2qoHV7HSTJgzEx6PY6PFtfYzweoyoKsViUeDyO41jsbG2zu7WFqiiEQxHGozHdTp/2/8vZm/bIklhnek9sGZGR+75WVda+3X3rbqq72RTFXSRFabSLkmwPMBZgf7MNQ4YB/gZ/8BgejEcwBh6NZiSSIkfcl+4mu/v27b5917q1V+VSuW+Re0RkZvhD8eOQgPgHEolEvnFOnHPe92l3SSaSxKOxy1QFv5fV5UU+eP89RBQyiSzxSIJIOEy5dMHLL72EORnT6/VQFBfJeOISGx+LYJompmWztLyKomqX8ZamRW55DY8vSDKVwRcIguNw+HyPz/zWb3FRKDDoXdK0//qv/3cEVKZTh063wfHpIYpL4+nT55RLFXS3F0VUuHXjGsdHx1xclPB4NPr9LrIs4w9FCfo0jp9/yOn+Y1QmvPWdr3NyuAfOlEDQx/HZMcgCn/nC7zLuNDjde4ptT/G4vWxcuUd69QrPH7+POxRgIlg4Hg+f/PLv88prn6HRKPPgvTfpD1r86O2fgCrz+//dvySzvsWDp3sE4gn+6n/4H8Gesba6jdcX55XXPk0qlcQX9JNOp4iE/JimTTKRYiGT4sXeI8zxkFA4xOr6GrIs02l3KJyfkcutYVlzfN4AusdDo14jEAjgINHpXFbdQX+Iz+vj+d4BPo+fZDJNNJpA0XSa7S4+f4BMJsO169coVy7AsZmaffb299DcbuqNCu++8ybDwRh/IIQ1E/FHk4x6XfpGl7E5JZPJ4lFEnKnF8uICtmUxMW1kWcWjexmPTCbDCYlYnOvXblKt1LEsC6NvoHt0avU6Ho+XlZWVX/h9TayZjabrKC6N3NIqlUqD2RREUWFzc5v/8u2/4+KiyNryCswthkad3OIio/EYWXEhSSKJVPoyAlTTuHvzNo1aFVkS8Hl1Bj2DmWWj626KpTLNVgcciVRyAU3TSCYSxGMxgv4g7WYbo93hopQnk0lweLD3S/X3K8WpuFxIssTRyREIAvVGnXTm8sk6Z8a9l+7w+usfJ5GMUW9ckpUNw+DKlV1s20JVVeZzB5essrGxxcdf/wQSAqdHh5jjIbIIjWqZcMDP9Ss3WFpc5mD/ANs0ceaXuAfN5SIcCrOSy5GIxzE6bdrtJqqmEQhFmDvgAM1mC6/HR7VSI5XKsra+werKKgGfn1I+T7tWxe/R2VxdZzAY8s7P38My5yCIvPX2j1B1jdJFhffefZ8bN26yvLiMqsl88xv/gS987jOMJgb+sB9PwEOt0SAaT9FsNWjUy6SSSXJLS8TCAdbXVnjv3Z8hSvC//K//M5JLwpyJ6KLDqNclnVkgk1rg2p1X+aM//1cIcwu3L8h0NicUi/P8YJ8f/PCfEASYT4dY9pA//MuvEltI84MffZ+j0yPe/tmb3Lp+hb/5N/8n/U6dnmGwvr3Dzo3bHJ8c89M3f4rP7+f06IC11XVeunuParlIvVxgOOjgdmss5pYIhAIM+gbMZoiii+ziMoWLMhPTpFIp0+l0GA4npNNZUvEkn/7kb9EfDJnPHeyJzXgwxLbnaG4fN2/fJbeyzHzucPXaTQBCPo36xQkbm1vogSCCKFKvFXFmczTVy87uDbavXOeicMZ8atPtGgwHI/aePubs9IREPMJkPKDf7zG156ytbhIKhknGE+TP8jhTAdueIooihWIBRxCIJeIgwWg0RFVcpDJpev0+Xp8PRwCfP8R8JpBOL+D1+Emns8xnU3JL63i9UTTFjVsRkZwZKytrTGybmQPZ3BJzHJ4+f0blogTzOZVymedPn9Bu1mnV6wQDAbqdHku5VWYz6DTb5M/zBP0BCqdnjAYj3JpO3+hiGE0ODvYYmcNfqr9f2db+zX/6j1+bWlOs6YzBeMJCNku9VsGlqfzmpz6L6MDek8eMLRO3x83x8SFer5dbt26zt/+cw8MD3G4PPr+PntGlXK5x/72f48wsovEUrWYdo9tmeSlHIBxlNOrT6rTQNBXHmWFbJl5dp9lo4PcF0BSVo+N9Wt02u1eu4PYEmM1tHGfGcDgmkciyt7fHaDzEmU4ZdFpoHp3NjU1+/KMfEY6EqNWbDPsG4XCEaDSGKAqY9oSuYXB19xb9QRej20YURW7evsbDB29R745ptKogivRHfSbWFGsqIcsisqywsX2VzOIym1u7jCcT/MEgL997CXMy5Nvf/DrRZIaf/OC7ROIpbtx7BVXVePz4MbWLC7a3thiMLDBthPmMcvGUaukcXQ8w7HVAUXHcAe6/+y5Bj5uA180r9+7w+OF9GvUKPp/ObDrDF46geL1EAl5cikQ6m+X8/IwrV64hCRI//9mb+LwaOLCysk7X6NBstfD5giwt5Hjv3TeJRuOsb+4STUR4/OgDXC4FENFVF8PeZRRlfzjEER1GgxGDbpNbt+9Qqdao16rUKiWWl9aoNtvkVpapV0uUzo+JZdeQXTri3OL5o/ss59YwrRlLC1mmAjz88D6xVBZN05jbFsFAhMXFRYZGh0I+z8SyyCzkWFzIMB72LxGQkkLXMJBEiWg8jizLaJrGxJrQ6bZZXMghihKK4qJer11uCQQJl+JCd+sE/QEMw+D07JQ7t18mHElxeHzG9tYORufy1C67sIBlTQiGo/i8OqenZySTSU5PTlBVN75AFJemYk9nGEaHXG4ZWZbZubJDtVyi02nw2uuvU69W0FwukokUF6ULTGtMd9BHlESWlrL88Zd+55/f1mYzC+i6l3g8hSgoaKqHVrPL8vIaP/zBj2i3u0RjMYrFArO5TSAQQNM03n7vHToDg9sv32Nta4uTs1OarQb21MKjq3jcLm7evMVs7qB7fExnc548/YBC8dIxfn5+RrvTYTQccnx8SMDnx61qGIaB4pIv+RqSyJWrV7i6vUmpcIbi0ljfusKNa1e5OD9hao7QNBVN9zCfz7l37y7Pnj9nNnf4/Ge/QLl8QenilHK1iMvlwZ7NsGYmn//85zAnYwL+AOOJwLXrt9navsnte79B0xjgC0cuY0E0lVG/SzIWo93ucvXaXar1Lv5IArcnwHv37/Nv/vX/RS6bodep8LFPfZY//Zf/PaJLxxcMMu016FXOGVgSM8tC0Vy06hX6rRZeT4QvfeVPmU9FAsEInd6Ez/72l1hYXqXWMchXa9iSyM2X7xGKJVjf2iUQirJ7/SalixKFYpHDw0MkwaFwcsKH99+j3ahxUSogygqG0aVQyCPLMjPb5vzsDM2tIMoSoXCEer1JIhbm8GgPhDmzqUUw4KXX6yBJEA4H0FSFSb/HO2+/CfM5M9tCcKYoqhvZ5cbnCRILReh32+zsXGNlbZvz8yIBnw/TMplNbfKnh3zr63+L7AviC4Yonh8z7nd4+fVPkltZ4+nTZwyMDrIIpjWh024yHA0oFs4ZDXvkz05QVRW3W2fuSEzMy2RASZYQRRFFcdGo1/HqHpq1OuFgiMFggOPMabdbmOYYw2ij+8KUGzVcuoJpTy5PEN0ajXoDfyiE1+fl5OgYa2KytbGFpMgEwjEWc+t87DdeJxQOkltZwiXJtFtN8vlT5nOTSvkU3e3holhkOBjSaLQYjSeXPBoHdq5dp1ir/3qV89s/eutryVSaXq+HOR7x5NEHxOMJ1jd36LY7TEYDus0WzWadj738GqORzcnZcyzLYm1jBwSJvYNn2OaIoC/M1tYqhWKeazfusbf3nLkw56W7dzE6ba7dfZmN3V2OC+fcuXePeqNJNBzBHPZo4B7bswAAIABJREFU1y548fQ5sXCCybTP40cfoioKHz38gFAsRTgYIJxIcfjsCQdPPyLg9bG4uICkKDQqRVxuN412h0g0Qafd5q3vfZNxv8fVK9fIpLN897vf5Y2P/9YlU1JxMZvBztVb3H/7+zTaNfKFU4xuD3coSLXewOePoAgyv/WJT/D44QPajTIP3/85vkAAl6ziIHD44hnJaIiOMeDaretUO12YmRy+2GNoDBl1mgR0N+vXX8I0TTrVAp/6zU9ycnTO7vYNNEliZNvMBYfJqE+vf5nCJysSM2fO6uo2a2u7zB2FYvGU05N9Bv0eSwsZfMEQwXCYnd1tnjx+zEuvvcHqzjUOXhyhiDKxVIobt+7S6w2oVysEvCqNRoN6rcDp2T5u3Us6maTV7BIJhui2a3S7HV79xGdQ3CqtdpdBs443ECaVzKJICtF4DMmlMpuZWOYYaS7hceuIksLP3/4ZbkkgGokTS+YIBmNU86doXg9ru7dQ9EsqumNbxOIJWu0W49GA05NDdnevoGqXmLzhsI/iclFrtkmk0giyjOKSefToIdOpyXA4xK2qOJbJwOiiiDIzHCQJWvUKxcIZOHN8Xi/hSJS5I7C6vMbp6TGLS0vk8yVcLpWd3R0e3n8TeWbRLJcYjMekFnLo3iBP954wtm1kWcOcjHCpOhsbOzz44B3e//DnzGcm5WIBazrFEwhRKl3QqNcucRpuL16Pn15vwHBi8ODBfW5eu8kffP5z//zKmUgmMe0JrVYDv09nfX2VUCjI2ekRsgTj8RCX7iObzdFuNpmaQxx7jjUcUjo9pVzIE4uE8Xg9hGNR3G43oXDk8j1BFhBEh/z5OTfuvIxpj9l78ZT5zKJ8kWfU7zC1+1SrBZKJNGvrW9y+e4dAKMnm1hVcLplet8358Smnxycc7u/TbrVIp1Loukan2aRSKl3apQSZo6NjSqUCJycHRDNZFlc3aLS6PH12wGuvfZLtnV1W15fZvbJDPn+OLEs4goDu9bGzs0Uo7OH8dI9kJMsnXn2DZuOc++++i2F0iCcSjC2b4WRCPn8EzhzHcXjxYg+PrlGrtzDaLb719/+ZRqXCbHaZVNconnL9yhZrq8uMBl0uSnnCAS/nxy8oX5QvhT4TCAcjZJJp0ukF5s4Mo91kYBi06i3CkQiddodet4M0s5hYU9weL3PArfsQBZFhv8eo3yXo82CZFoPBgP39PTLpNKFQEHMywbQmKKrGysYmejCEouosZhdZzuUol6tkFhYRZAFVd+Px+1A0F/ZkDHMLhym6V6feanB0dEShkMdxHPq9Pmenp3zq059iOncwjC6CMGdkGAiCgGnNqDeaDIcmiBL+QBDVJWONh7h1D6IgMXcczvNnyLLC2LQwTZvZfI5p28ysEePJmGg8QWZhEY/XiyQrjCcmo7FJJpvF43FTqZQxTYtYLEUyk8WyLURnRv5on+9+6x9oNVtUymV8XjfNZplvfP0/0G01OTo8JJPOsLS0zOuvvQE49IwhXk+ARqNOr9cnGo7x5MlD6s0SOzdf4sa917Bx4fZG2Ny9iap5iUazaKqXk9NDDg6fUSjm+dirb+DWg6xs7PxS/f1KcRZLJfb3D9E9HsoXRWzLptVuo8gCV65sM5mM6Y8mbG5eRRZEWvUy9UqVVDJDOpHkyvY2zB1arTbdXp8XBwckEgnG4wmLiwssLS4yGY1xe3wM+h3eeuvHXJTyeDw66+vrBAI6ouQwF2RWNrZ5cXTA9u5VcsvrxJMLBEJRup3uZbpbMEgynUKUZfwBH/nCOQsLWcKxBKPhCF2/PKBeWMziDcXILq3icrn5iz//S8bjMQ8fPkB1i/z1//Y/sb27xkWlRK83JhFfYDIa8/zpE7xuHUWW2Xuxh+JSCAT8JFJJFE3DEwiAKLD/4imdbhdBkFEUlfGwT75wwbWdK1y5cpV4IslKLneZp2PbvHj2hOdPHiFJMrVGk4WlHMGQj7PzYxRZZntzB3M4ZtwfIOFgDQaMe32Y2lSKeY4PDvDoHqLhMK16lXa7i9frQVZEnjx5hu72YFsmB3tPGRgdwsEQk/EIZz7Hmc9IJhKMhgOy2UvnULFUBlFmKbdKNrvAfDZne/cKU2fO3v4zWu02sqIgyRIL2SyDQR/LGtPptlleXkZRFFSXSjAYZGlpidWVZczJhEqlTDwWR3QcLspnZDJJypUClmUADoqi4gv6yV8U0D1u5nMIh2OomsbccRAkicFghDHos7G5jeMIFIt5RNmFILuYzx38gQCWPUVz+xBFmcFoRLPZoNNqsby8TDq7gD0XaBt9Pnr0iE63hay6WFvfQBAFgpEQ3V6HQDjI3Vc/weuf/BxNY4jo0mnUG/zt//fvmQOzqUMoGGN39yb5wiFHJw9wuWQSqUXyhTLXbtzBnjp0u33y+TNcLoXheMwUB8ElE0lEcakeIrEEDx8++vXEORpbJJIZQqEoAhKhUJSX7r3CzJ7R63TQFDfJZIaNtW3ee+dd6rULAsEQ12+9RHZxiUqlwuHBAYlUkkAwgNfrIxKOoGka8XgKARHdo6P7fZwcvkCYT7m6ewXDGLCyvk0wHGZi20QTGRxZ5f6jBzx58oROd8AMlU999issLeeY2DbeYABRlgnFogzGI4KhIL1Bn8XcCo1Gi8WFHJY5pVZrcvXaHfyBMG5V5/HDDxkNewyGA+r15iX9LJGmXm+ye/UGa6s7fPTwGX5vELceYobJu/ff4bXXP0+lUceaOwxMk62dbQr5MzZW11haXGZ7+xrZzCLz6ZxXXvoY+weHdIwBm1du4XHrjIZD0ssbtNst5tMx127fY3XzCkvrW4Ricd544zUURaZnGKiygtsl0arkUQUFvx6gVa8y6DVoVi7QVDeyrDAajlnKZpnZJpLg0Dd6vHTvN9jd2qXf7dDrNnC5RCLhMMwdJElCwEHX3cSiiUvymeOQTadxHIFBf0in2cbj9aO69cvJ7tzBo+m0Wk3K9SqqrjEYDmjWaxjtLqFQCN2jo6oqgniZ+SMIIp/93BdothqMBn0CwRAT69KPWy0XabcaKKqEMezT7hmIsoKsuJBdKsdHJwyHA/r9AYIkYU5sNM1No9lElFwEQlFUl44oiEztKZZtY0/nxOJJTs/OcIkKO9u7JJNparUassvD6toWqu4lsbDM7Vff4OmL54ynNrKmkVnMEU+lEd1e+uMxw9GIWrXKj3/4A5KZOLIi0ag1sKdjTk9P6fdGbKxtMJlMCPoCaKpGo1KlVq4wMnqMel32D57Q6rdILObIrq4xkwT2XuzhkkWatfKvJ850JoOmurDtKYnYJWtQc6mcn53TarVpdzpEo1G+8Q/fYDm3zHg8IRAIYk0dnj/b46JUZHFxidzyCprbTbvdptVqI+IwtWxKpQtOz864qFzQ7/fIZDJMpzOqlRrdTpcHH3xEIpVlLkrY8xm693K4gyBxcVFlbF5CZnv9Pnfv3iMSj7K0vES9WccYGDx7/pR8scjW1gaOc4kpXMou0h8MEQURczLhYP8FU2vMoDdk0BuTSeU4PMoTCscYTyyOT/Ksr20T8IcIRxOICnz5K19m98oNQpEon/vCFzk5OWY2m/Laa69yfHJKLBwkmUrzxS//Hl2jj2mOkSSJ3/39P2Zje4fjowMCoRCZ3CqWbROPxfBHYgiqhqJeHkoX8sdUykVwZni9blSXROn8lHu373Lj6qXVbmZbWJMh4UiExaVltrav4vd6+OD+Ozz64D43rl9DcakcHBxw5/ZtdrZ3yKSSaKqLrtFB0zQajQbLuRzFQh6P7iEUDHJ+dEyr2UIUJRrNBt1u5zJeYzqj94s98cyyyC4u4tJURqMRqqLSqjdotTpsbm4znowoFQuUShfs7GzRbjUoX5RIJBOomp/1jV2++NtfplauITDFpWkk05nLwZjRx7Rs8oUCvV4fl1tjbFrcvHWbcDRKbzAAQUDVAyiKzsnpGZWLC376ox/S7fQYj0aEwyH8fh+RaIxGtUbh/IzZ1EIQJRzh0lq2ur1LvTskkogzsSzmgsNCbomLSpVWp401HhEK+jl89hEHB8/x+bzIskz5osTFxSken8ra6jbN+hC/L8SbP/kBjz58HwHILS2SPzm+xD2qEvbUxheK4vGHuahWKeTPqFXLiL9Cgb9SnNbIoFot0mq3yGSXGXTafO/b30CRRTxeH+lsmrPzQ8zZANOySaWWMS2L06NDgh4vztTGo3sYdMf4dA8Bb4ClTJbJoMuw3aDTNljf3OTg4AXRpWUcRSXgD5BOxGjUSoSDYdbWdni+/5T9w2eEwnHaxhDdrTHqN/jww7f56U9/xI2bdyidnnN4cMCTx0+wJhP6/R690ZDl5Rzvv/8OE3NKwOuj27w8Ci8U8oRiUUKRMJPhgMHAYGg0EUSHttGkWs/T6dSQZYFEMs5gOELXVazxDHti8u/+7f9BNrnA/pMnyI5NpVhifesav//Hf8b3vvW3dLsNcjtXuffaq5d5QR43c8HFD77/T1SqRcLxBK1WG8PosHvrHrKs0Ov1mI4MvJJDo1RkMZ3Amdusr61Qr1f59G9/iaW1Fez5DK8ngCLrCJJMMrOAonnJLq5RKRdwieBRFXyBKB2jjc/jxpmCJOucnJ7SqJaZ2TaWbRGPx7GsKclkktF4gq576Pe6PHn8CFmVafdaNJsN/B4/Hm8AxSVidDuIgkN/1Gc8niDLCtlslnQyQSKVxhMIU6ldYNkT1jd2adYqFM/2Wd9YJZbK4GAzsQe8ONy7DPwyB0RiKeyZcnlSqPswRiPcHg8zYI7M4to6oVgCczYnEo1SrZRZWFymdHpKKp7g+HCfeDRMNBql06rzzs/fpNVqYoyHNGoXdFtljo+e4UxtzksFXnrtdbrDERIiggDVizxHzx9TODnAGhp89vOfp3xRZ2yLNJstJAnc7gA+f5RUKkY8msatu3n3/o/YP3iOIrswBx38PjeZ1WWen5ziUhUE2YU1FfDoARq1BuPRCE31osoSzUadbG71l+rvV05r//5b/+Vrg0GPQCDA+fERZ8f7LGSzrK+sUinmKZ6fsby8zHRqMp5NODw5YnExSzK5SLlcIBTxYHQMkqkssiAzMQwWs0s8e75PKOgjs7hArVzg4OAZIhKq6KJcLBOPJ1lZ3+T+Oz+kWqtjzed4giEiiST1VpV8/oDJeMTO7i2u37jBBx9+SL1SRpEc6s0u937jDTRPANM0qVWLRJJpllc2mJojmF0eZn/slZeplIuY1pBqo0QsFqFWq/E7X/4SY3PM93/4A+LxOL3+iEAghD2d0SgWCfpDKC43/kCQjz78OW63ht8T4bWX3+A73/zPTKwJ3W6fGzvXefjeu5jmgMXsBt/53n/i+u07BP1BXC4Vjy9Avdlha2ubZ08fUy6ccO/2XRaTSf7f/+ff8unPfBFEF7rXj+xyEQmH6LSaWOYEVXWxsbnJ3IFEKst4ZCBKMEdEERUESWA6n7GwskXxLE82nWE8HCFLMgvZDIpbw+1yUa+UKZcucOs6Y8vm6OQEj+7h5PiEq9eu8PjJYzwencWFJVyqhixLFAsFNFXHcWbcunMXUZBo1Bt0O11SiQRTcUaxXKNerbGQXsSaOlSqFXRdx7ZsvB4vHq/G/sEL7LmD2x9g6gh0ez3y+TOkucBCNsuzjz7k5PSATr8Dqszy8jK6W+G9d3/GaNBj0O9y8GKP8sUB/UGfbDKLMwej36FQLOD1h0ik0uQLZWamRf78nGAkTrfV4vT0mHKtyv7+3uX6qtMiGg5jTUzO8wU+85nPk1za4of/+Lc4kkwomcbrD7O6vkk8kWY4HlGvt8ikF/jLP/8Lnj97gSi40HxeLNui3jbYvXmbttHFEWD77qsMp3NqF+cUzo6xpg7ZVBrDMJg7Mn/1p3/wz09CeP/Ji681Wk0EUeHq9g6qqtLr9S/bGFUlnkgQi8cYjMeMTZNMZpFgMIrfHyYUDlAqnZJMphmPbDKpJK1KEU1VUVwuipUC1WaL5dwiXn8Ary+IJAownyOJMBr16Rp91ja3UVU3vX6fbrfDHEglEoiOQzAUpviLwcn62gbFUvFyQqd7KRYKrCwvIUoO8cwSuaVVjl7sYY76eLwePvjgAZIs0+0Z2NMZudwKiuRCVXWePttjYWmZ3mBAJBq7RDmEw/h0N5Y9w5pNabcaNKp1bt99mdlMIJ1K06oVGFgzXv/4pwj5grz10x8TCIfo9wZ4fDovvfJx9l88p1qrMBqPyS3k6BltcKYMhgPWVjfZe/IMt6oytsa4vR68gQCKohAJh5mM+qytriHJMobRR5Lly7vimYnjQCyxQNAfZDIZ0Om2kDQ/0VAEAYfBcMjYHOMIIqJLplEpY5sTxpMJHq+fhVwOURSIRC7hQZIsMZ6MSCQSzOcgCiKKIiFLEsPBmMxCitJFiU67iQBYlknP6JBdWkWUVdaWcxwd7DM0J0SjMVwuBcERkCWJuSMgSTIto092aQ3LHNHqNJiMJ/zmxz9JuVHn2fPH+EI+ZsIcR5IZGz1+8pMf4VI1skvLl/ZBvxdV0/m9P/gzrly9yuNHD0lnszTbXcKxJA4iO1ev0W7ULoOzJQVVvTRdJBYWWVhawpqM0BQXyysrCBK/MNYrnB6dMRn1sOYOZ2dHeD1BJFHk/PwEyxwxGo4IhUJ84+t/T6fTwXEE3KEA8WiEfCnP6toKjz96AI5Is9Oh3W7jTG2mto0/GMYaj5naM4LhGP/qj//rlLFf2dae5YtEYgky2SylapWRZePSdCKRONnMIoVCgUcffUiz1QBR5vqNOzQbPdyajiRfvif6fH6uXt2l0ajw0cMHvP32T+l0mqysr+LxeXjn/vu4XB5C0SjJVJrxZIhlDrkonHDl2h0cR6Q/GKIqCpPxkI+/8Zuoqg9V1ShXCmiKiMic3atX6Bh9LooFTo8OGPS6+Lxemu0mz1+84Pz8nN2d7Uv0gyLj0XU21jf44he/TDKZ4cXeAaqiUSpV+OxnvgAO9I0mC5kE+dMj3LKE40C5WkGSJMzxgO3tqwiiTnphEdOe8O677xCNJ3H7wjhIpOIpBmOTdqtOyB9j79k+7VYNSYJAwE+n08Zot5gMB8iKQq3RQpJVNrd3qTYvcMQpmtuF7JLJFwpIgsDjx48wzQnpTIZ2t8N0ZmFOxvh8fgKBMBPTxrJn9PoDsgsL6D4vY9vG+MUgJp3NUCoV6ff7RMMhNtbXiUQjOAgMhkNe7O0xmYwRRAGv10MoFMLlUjEti+FwyGQyIZPJYPQHNJp1TNMkk00zGBp0u20ajTa5XI6u0aFUKRCNhplYFpZlI/7iM31eP6pLZzoT0b2XYJ9m7QK/z0O3NyK9sMzy5i6buzdAcqMoXl48e8LvfuUrmNMZjqKyce0Wc0lka+cOxmjK0fk5BydHTCYmV6/dYDqFRCJDyzA4OD6lNxojuzXGExNF1YjEE7Q6XSr1OomFRWqtFqZpIQgOHzx4n6cfvofgctMd9FjKxPnkJ99galuIzGm1akRjIeqNGo7jsLKyjOKSCYdSdI0BXreXJx89gtkMx3FwzAmCbTKbzhAlBUEQmU7n7OzsAsIv1d+vFGcoHMYlyzx59D6TUYfi+RGi6BCORuh1GsxHXcKhCB63m5XlJU5Oj6i36vT6HSrFArFgGrcnBIKIKMlcu30H1avR6TUwbVhbWScZCSMKU8zJkGfPL90g3V6TUvGc+XyOW3MT8HopnB1RLp2w/+gB5yd7DIZjrl+/g1/zUioccnx8RiwWRhCmuFQXH3v1dRQROu0eqVSGGzduYAwNfCGdWrNMMBxgOBrQbbc4OT7g7ksvY83h2vWrFPMHFM+ekUxmiCY2UeQ5xXIZVddwzC6Hzx5gT2doXg+DQY+NlVUG3S7BYBhxNiN/fsbe80cMhx10yY0sSbhdGnavRatUQZV9qIqPcCiMPexyuv+MdDyFizn+oA9JU9navUsgmqM/tKgWC2iKhKq5mU1t3C6FybCPNR7jdfsYjkdIsszx8Qt6/S5T5qAoGN0OtXqRQvGE6dRGVTW6vR6aqpNO5wjHF3BEhfNiHqPTZDgYoKoqgVCQQCDIZGQR0v1MJ0PMyQDLnrO8vIZpjhlPZngUD+nFNLLbSyiUZdQ1iEdC5PN5JM3Py6+8wWxi0mi30HQfjgP21KScLxDQdQZGi4k5pNMs43P7mFoOkuzg0nW8/jBzUUPRfHjcGp/43B+xuHyNQaPDo7d/TLNcwJmajCcGD9/5CR+99y7ZeJyzwz1GwxGVegVJnvP+T76BMTIQPGGS2VXEXxyr26MRQY8Xa2LS7/e4KFXot7tokkw0Fmf91g1ioRDybManP/sv6Pf6NNuXVrHhsEOj3UbUZDyxAHooQTKVo1Y6xrZMBGdOr91Ed3tAkpgh4db9yIKMgIDDnPHUpj8aM+x2f6n+fmVb+3ff+tbXXrx4xmjYIx6L4NZUBsMRLtVN/vQEXfeg+jz89K03qdaqtNotvB4vnWYHXXfTaDSQZZV6tc7RiwNu3brHzJFR3X6G4z6bWxvkz4/oDQaMLIe7d1/Go3s5PDpkdWWdKQJG18Dr82GaY5YWc1SbPb7yO7+H7HLhOPDe229izWxMW2RxMUs4HGAwHjMYjfB5VabMSaSyjPoDHj78gFaryWTiEAgEGP1iD+ZWdRaXcqTTWYqFPKenR5duHEckGIzz8P7b3Lhxi2wmzeH+Po4kc+XmPc7yeZaWlvjgwQNM08QfDGBaJl6PH2s0oNtuMnNA93j48KOP8Pl96B4PqVSCgM+LpirsP3+C1+sju7TKxDQxxxMi0Si1Ro3MQo6V5WW6rcujatXlxuPRGQyHnJwcE4vHEEWJVCqB5vZQrdWJhgJYlnW5pqjXMMcT0uk01UqVVDrFbD5nOpthmybVSpl0NoPXH2AyHOP1+FlZXWU+c7BtG5ciE/B7saZTBFEmFAoxGQ94+vQRuu8yn9UfDlGrt5FFmYDfQ3phEbfPjySKtOp13nnrTbIry8iixMwyefb8GaVSCZ/fw3g6JRSLcXp2iuDysLKyxdLiIqdneSajAZPRGBGB8XBI2B9gak+QhCmF/BmVWp3F3DIeb5BgKIQkilRqFfrDAbF0lpfvfYyQ389bb/2ItY0dIrEkulvn4Nn7uFQXMxxMe4IgckmE+6M/5NGjD2h120QyaXz+EEa7w/buDqVqnVKxyMbWNs1GnVq9ys61O6ytrbH36CHdZhOP10uhWGQ4GiFLElPbBkHA5w+iKAqxSIR2q00wFEBxKViWSbfTIeD381df/cN/fltbLpTZXN1kMZsjFIzj9QaIxmMgiqiazs7uDSRFYTjosbaydBmXOZ3+gjoWJRAI4fP5sCdD0skoj589RfP52LxyBU1XKF0U6Bgt7PkUQZzSbNWpVKtYto01n+Lz+7Bsm/H40hnRaDRZWcoxGgw4Oznm+ZOHCC4ZQXKjqBLPnj/HpXrQ3H5W17coVxqsrW0y7Bk823tCNBYns7DC5tZVXJqXYDBIoVDArXkonOepVWvU63VarTaJRJpQJEo0HiTkD6LKMkeHJ4BIdmEZVfezvrGJbds0mk28Xh8+f5hOq4U9GRCJhNm9fp3xpM90Puf1j3+cre1dtnevMp+aVC/Oef7kEalkhlu37yII8OLFPqOJScfo0Wk38Qe8nJ+fcHJyQn84RHW7abXbmKZJOBZmzhyjd/nULxZLhMIhBsMuk4lJwB8F5sycOYdHRyiqTK1eozcY4HF7mE5tBsM+lYsLjK7B9uY2g96QVqODbU+ZTCZomka700aQZGSXymA0pFYrY5kTxpMxiu6mP7ToGH18AR/94QhJkZEVmUq1QqdzaSAYDoccnxwzHo+ZTCYk0nHKtTLpdIrRcMhLv/EGC8ubRJMZ3v7ZO+iai9Pjw0sy99zh1Y+9yuHeR7x48ZSD431kRcSZ2YxHE7Z3r7J/dMz+yTG634eiezg4OSESjvDi2Qtyy+ssr6yj6x4azQaSICGJMrncMrFEhlA4wZ07r1JvGMwFhZ0bd4gmcywvLxFNJTk8P+O0mGfqOBRKJabTGYuL62ztXOMHP/wx7WaTRrWAIMxQNR3mDlNzgkfXkEURx5kzn9m02y3iiTg+n5d2s44ogNvtJpVO/XqVM18sfe3f//u/YXdni1qzidfnZ2JNmeMwHHTpGAZzyU0qkeDZ4yeEAzFeuvc6lYtzPvXpLxAKR/nOP32buT3mo48+YHE9h6JK7O8/B2A8MRmPhmRyK3z04F0WUguM+iNyuQXCwSBrOzcYDka88vJLPHnykMHAYGd9l1vXb1KtN5BcMtV6lVu3X6XevuDe3XuYY5NGo4mmuRl0W5zlzzk5PsS0DFZWN2gbE3r9GvVamzde/xS9nsGD+z/BnIwYDsZ4fX5G4zFuTcclajx+fJ+oP8ZFrYwvGEHXXcwcB8uaMhuOqRQLJMJBSsUzeoZBMOijV7sAWcEfDjMy6rh9EXavXkPRVCzb4vT4hEQ8ydr6JqFYlOf7L7BNmxs3b3H9+g1q9TqiY+IIIobRQ1NdzOdwUTknEAqiunUSySzlchW3rqFp3ksWyNTCHs8IhrwUSyckUkv4A2H8AR9do4XmVgkGozQbdTRVwuN20TX6bG7uUKtcAHPcbhXLnABg2RO6vQ6ICqsbuwT9AQ6eP0URYGF9i8fPHvAnf/Tf8PD993jy6OfEIhFC8Rgn5wXcmpuffP97hEJBvvhHf0qrY4Ag4Q+FefzsMc1mm0Agxur6Nv/4zb8jEolSvijSqJYYTi28kRhGf4AkChy/eIZgDUjkFjHGl5DlmT1nPnWoNep0uy0k2eHoaI/RZEgwGiFfKKBqCofHecw5jCyTVrOJR9fxh2PoviDF4mUO83w65+23fszYaDHsGpQKFR69/w6pzDKtbht7OsOyQdc9HB/s4Qn5aBld/N4gm7t3qbZbtDptrt28R8jnpVQ4w5lNCYYjpLILtJsNPG43r3/8DRJX8ltAAAAgAElEQVSxCPt7j3AEuH37NlPb5qu/84X/auWUf1Xl/PDhA67fvMOVKzdpd9ro/jA/+/k7pNMeMrkVhv0Rvf4Q0NjdvUMiHqd4dkQmneZnP/sp4XCE3NIyo1EXl+4lm13h8OAZbk0mFI6xtLJGvdVhMpqwvb4DjsL2xhXyZ/ucly9Q3BHcqouLQoFIKIjbrZBZzNEfj6k3KiwsZpnNBBAgEU3S6zbp99oEQ15mU4tOu0W5doZpivg9aYx2F1ly6E0d7r7yEt6Ah/fvv4fX42fY7zNzdK7dvo6oyfi8YYxmh2DQS7fZJZtZpmu0Cfl9tPLnjBoNet0Bfq+f4OISx6dHxGIRNta3KRbO8fg82LaJORfwqQqGYVAoFIgnoixkFxn0mpiDNo7sIZVN0qw1KBVPwLHwehQGbYFhr080kqRqTXHJIn6fn1a9cQn9CYeYz6ZIkoDb62Y+nzHq91BFgU53QDASIxQMYpoWw8GIWCiCLMoM+n1kSWZqTRBFFx5dIhgMM+pc/naIU4KRMNVak1A4jMcXwKW7CUd9/NPf/0f6RpN4PIHq9bKxfZ0X+484Kx5jT2ecnp8xlWWmjsOHxQIz5gzGc975yU+4/+7P2blyBdGlYJljAsE4qWwOcQ6OZeISLKq9JkbfYDt6h06nCzPoGX3E2RQkkF1u/uRP/pJ/93//a2RVA1nh8OAJxnDM3Rs3KBxLRFNZXC6NZvOCVqeOEg4xmJhIkwmyKGEMOhijCbbj0DMaTKdjjo4PUUUJfziKM59hj3ogaTRbVSrlApLgIhjP0jU62FMbe2xx0TnDceakEzEc22I2nVI6OWTmwNLaNo4wR1FE5o6D6MwYdBo8fO8tvAEfogChQACPW+Pw6a95vhcKBfizr/4ZgiNwcniCZU5ZXl5me3uLw8MDuoZx6aGzbSSXytyBVrtFJBpkPB7QH/QolUrUah3C4TSj0QRrMifgixP0Bzk5POb11z6B0TGYWlNcymVwlTCbo6ka49GQdDLFeDTEcRw6nQ7tdocHD+5jmkN+8uPv4w94CAY9XFzkefz0Aw6ODzg+OUUQZGZzyK2s8errbxAIxYjFkiRTcXTdjW1N+Po3/oGv/sWf86Wv/B6ax4vH46FrdLBMC83tQRBh0BswGl2i2xTFxXQ6p1QqMh4O8Xo9bGxusrCYI5tdYDAc0Ov38QVCNBpNjG6XcCSGg/ML6K6bavmCft/g2fMn9PodXC6FZqNBr9slnUrjkhWMdgdRkgh4vdimicvlwpraeH0BwuE4breH/mCEput0DOPye3daWOMhiiJjT2eoqk6lUqVWq2GaNjji5RpoYuJSZIJBP6lEHMGZ0aiWCQSCBIMBNLebbtdAVV2kkgli0Sgej4dv/uPXyZcKiIoLR5Tw6F7SqQW++73v4PV5eeWVV+n1+6iqm2A4RsfoI6sa8XSaRx9+wOpyDlGAs7NzwtEo5tRmPBnzwQfvEY5EyedLzOciaxtXKJyfI4kifp+HUDBAKBwkHE7i1gK0W310PcCnPvMFEB2s2ZTda9eZ2DNkl0Yqs0AwkqDZ7WMhkc4uMDFN+v0+E3PCxJwwm04Jh0KX5IC5g6q5sSyb6dTB6A0JBIKsrm5w8OIFLkXBsmx8vgC9Xp9AIIwsqwyHYyx7yve+9x08Hh/BUITZTGB1dZOl5Q1kUaVRa9Ao53FJDqIwxbYGjId9lnM53JqGz+uF+ezXE2ev1+Kfvv1NJqMhtmWjyCK2OWJ/7ylnp6dEIyEcARYWFy+pVyJkc4s8fPyQWr3K2fkp0USUXG6dr/7Zf4tpjtnc3MHojDh89pxKsUi9XCUWiSEKEpZpXv7JbBOPprOwlKVwUcDo95g7EInEAYdgyE+rVWM6tWi12uztPSedSTGaDBEEma2dq3gCAbyBEP5gnHZ3iM8fvgxKVhRajTKnZ0f0h32sOQiKG0Vz4w8EKOQLeN1uphMTRZGZO3MikRBTe4yDQ6PVQtMuA6QzmQydTofT01NS6TQ+n49Gq023Z5BKpZnNZkRjcWzbwqUo+Dw6lfIFLpfM5uY2iWQGr8+L6tLZ3NhCFmVGgzFut4fW/8/Zm/1Ynt7nfZ/ffvZ9r33pquq9Z6Zn5ww5JBWJFgVJNCInso1YTiJFQZCbwFASw4GQuwS5sIEYyF3uDCMOrM0SKZHD4ZDTnF6me7qru6pr6dqrzjl19u23b7k4E9+RgPQvHJzn937f7/s8n6fXx/d9fG/amTl9j0zjBSGW46IbFooaZaQbnJwco0/G+K5DIp0lmc6SKxSJRiIU83lsyyJfrJBMZYlGIoShjyyLnJ0d82rvJbPVPIlUClmZYlsikQQnR0fgezz98gs6l0103WD95m2y5QqG49NqXPL40QP00ZjQD+n1eniuTa83xDBhZf0WrgD7x68QJRlRlJAVjXg8xdiwEBWVFy+f0xt1SGRzjHSHcnGBtZVrCKFHJpshn8/RH3QRxSkFUBQltrZeoKgqg9EIzzcJRZlsqUY0laVQqdEfTYgm0uSqc4jRNJ12C8e1cQOfiWlO//KhyIP7D3j5cpdEKkc6k6E6O4ft+KxvXOP1N+6STKRwPR/fD0mkMgiBgCxpRGIpLuqXrK5u8PY7HzIzv0y2WGV28QpO6CNrGgQBrm3hWxYxCWRBRJVVRsMx2UyOVrPN0sIilqEj8Iu7Un6pOOOJJKl0mlbnkvnFGU7PjtjZ2+bho0esra8TjyeYmamiqCKZbBpJEdCtMcVqhUg8RijAzOwsrmvSap/z/MWXhDgIoo9nW1SKRRKxKJZl47g+siIzHA0YjYe0e1129/ZwXRtBFEils1+dQj6tVoN4PIaiyKRTBRYWVkgmC9y59R7JVI5yqTQ9bVyX3b1DJobJW2+/TSaT5fHjL8gXstQbF8zM1NjZ3aPe7uD4AfPz8xwfHiIC3dYl/f6A4WiavH+x9YxsPk+pXEYURRqNJvWLOpZpksvlyOfzzMzMUqlUyOUKCKKI509Pez/wgADbNBGDaZV9iIISTeIFAeViDULYev4cVVZIxRNTA36lTLc9ZdVYjo1lWZimia7riKJIEPhoiky31yOZSpHLF+j0eiwuLeF4LpHoFI2ZSSeRZHnq4y0VMc0Jhj5mPBkytzhHMpOm0+uSSCVJJJKUSxXefOMt2q0O2WyaZCJJIV8kk82hRhOIika31aRULFIqllhaWGa2Nossy5TLZWzLplSu0On1WF67gqxpnFzUGesGajROICvcfO11QlHADwICQSaZzGJbNsPedCFVK5eJxyJIsjStaLd0Ts4POTzZYzRus7P7nF6vTSSawPVCgjBEURRsy0E3DHK5ArpucnZ6gut7iKoCkoioxJlfXEUUZXKZLIqsUCgWqNZm8EMR0/bY3HrJoNdnfn6JTK5ApTJDr9Nh9coasXiSfLFACHieRy5fQI1GGJs6hjXixfZT6s1zspkkiXiURCTDm69/QK26QiKa5RsffJO7r91lcW6R0A+4df3G302cE8NBUqP4hGxufcmDxz9HUmQ++Po3mJlbpFybYev5EwhddL2PKAbUG2ckUtMvvKxoTMY6tmPy8NF91tev4Tg2rqcjSSGiGJLOpNA0jWyhiBaLUpmrocUi5ApFSpUSY33Eef2M/mBAoVjm8rJBt9chDEOSySxzczVMU+fGzdvMzC4Ti8R5vvmMk+MDBHyuXb1GpVLkxx//kNPjIzLJJK7nUSgUyecL2LZFIZtlpjaD5/toqsrh/j4nh0fIikY6lUNTI/Q6XVQtgijJVCpVlhaXuXHjOvl8nmKxSDqdxrYtBqMxluOAKDK7ME8kHieRiHF2eooxGSMQIgoihWKN6swy62tXScZznJ0eE4tFSCSjyLLAWDfY2npBt9PCNg3G4wnPN58Sj0amzh5jQiGXQR/2mZubw7CcaW28JDDUh1PcyrDDyfE+ghgyGA+xPRvPs3j+/Cmb288pVCp85zd/i+PmJY1WneOTQ0zLoNfrMrewRCQaw7ZdYvEEqqJxcnCIIssEQUAyEUNVZMajCa12h62tbXzfY7ZWQ9Pg4PAltdkZHDdgbnmRUJaIZ3MIikogiuwdHhFPZgiRMXWXVCpJt3NOq33B1Y1bjDod9nanmJs33/kAT5B48513MU0TQ9dp1y8JQ4jH0wihyNHuHr3LJoauM+r18PQxoTVl/DqOje04BKEAcpza3DKztTk0RcG1TTr9Hp/du0c6m2VuYYlud0Cz3iQMBGLRBKOxjkhAIqYRSyYQZQHTHDGZDBgMOpjmGFEMUWSZ4XBELJKgUpmnVlsiFk+TzU1hZIl4nJ/8+BMSsQRnJ6cMen16nfYv1N8v3db+33/ygz9eWVpGHw7YfbXL2rVbzC6usn5lncdfPCZ0HQzD4OrqKi82n9Lv9ajOzuM6IYV8Gd+1qJZLeI5DoZgjVyqys/OS9bV1mpct4skUN2/dZmdvj9rKVeYWZtnd3WaoT8iXSzQv6kiChuuaiBKMBjqDwYBRr4M9GTMzt0AYhpjWCFWKcHkxhVjZ+oSNGzeJpTM8fvQ5sWiCXK7IzMwshm4w7A14/c7bhB4Ucnka9TMsy8ZyXKq1OVrNFqvLSwhylDCAk70XrF69geV5vPb6G+iGzWA0RlElXu3uokoyI2tCNJXlxYtNFlY28ByLZ4/u0e02SKQylMpVjvZ2uHX7LpIaJ5PLsrP1nIP9V5RLeQhDVEXCcTxsHwRZYXFhieZlnVwhy61bbxK4NqlMDst22H75lGw+zY3X3qJ+cka7eUFEk5DUGL1ul6OjV/iOj6TIJFNZMpkczUaTl9svWFq/zvzSOnfeeJtnL55jOTqtRoPA978ChKdodzrs7jzn9vU7fH7vZ5jGkNdefxMPkUASefniERfnl1y/fYuQKcnu+u13uLa+zl//2b8h8GyG/RGOZaA7AV4QECIQTRc42nsOnkc8kWFu5QrXb96m1W1guTYfvv9tXm59QafXQYvE8b1wSmDUdV5tP8eyHFLpIsZwgOZL/Nbv/h4f//VfMBr3cAURy/YZ9vsgiMRjMXwBNEVDk5UpgDqVRFMVJuMe3X4b0/F47xvfwhhOSMXiHB7sY7kGhfk5tGgcJwgJnRAhcDEMi/FwSCKWIKZqbD57giDL9DoX9DpNCpV5vvfb3+PBzz8nEY0Ri8XpXjbots958eIeg14HfawTjceoVeeZqc3Q6w/43e/9HWrn777xDsl4FkmIcO3qbWKRKIuzNT75+IcQuFy/fo3bt28zHA6ZTCaoqko2m52yayWRqCpjTMbMzs2j6ybpVIJsLks0Huf1u2+gRaM8fvIEVZM5P37FsyePGXx1QvrhdJQzLQvP9Qhcj3KhSCQSY2l+EVyf0LZZXV1jfX0Dx3E4Pj7htTtvMByO8R2fWrnGTG0BRVGIRDTa7RaRSIRqtYbnuui6jq5P6889z0E3JrRal8iyxGg8pNdtoOtDVEXFtRw2VtY5enXAaDBEEgRCQUKLRun02yBKjHWTarVGsVik0+6wt7eHZ3sECNMxMx6jPxrieDaWZWI7LrFoFH0yRkDC9wOisQSmaSJLAs1mC98HSVYYDnsoiophmGQyGZaXruBYLr7rgACeF2CbNtl0ilK+wuriNRRJmv5WhHR7PaKJBGvXbmFZNpl0mvOTY/qXlxxu7yJKCqvr61i2SaNxRiyaYHZ+gcODbQLHwhgO6LYvefLkMaqqEYoK69eucnBwwNbzZ5wfHYBt8pPv/w39dh99OMExJ4z6nWnA3phgTgYYgxbpdIrJZEypmEGVoX5xihgKzFSrPH32kNF4iO3aTPQRsiIw0Uds3LxDqTpLIpFGUSLUqvMIoc3u9iZ337gLgoYSTeMJEnIkTrmyQLM5QJZUAt8nlUwiyzKSKFA/P6PVaqFFIqSyWXa2tpD//4Z2a4IgCrQ6lximju86DLp1ZEEiE48RUyRGl01GzTOiEnzw7ltokkQ2lSCiwsXJPvhTA8xkNCQWT6JGYsQSKSKxGIl8kTfffZ/zg5fs77ykWPo7dqXIYogkBpycvKKQT1M/P0EIXc7OTsik0zx58iUvX77k008/5dq1axSLRRqNBlEtQrVUQpEEQt/j2vVrzC0uYlsWzWYTLwjoDUfolslgOKRZrxNRIBGPMJlMpn5Qw/oqs+iRSaVoXtRxbYc7r99FkVUiSoRirkAmncNzPZrNJrXaDIoaQVZULMukfnFBJBabphWGA5KpJIlEgtFowvnFBbZtEwQ+qhrBNAxiUQ1BEJhbXEA3DDzHRBRFFpdWkL6CN/U6Xfq9PslkClXV6PZaTIwhkqQSCgLd/oAQ8IOAYqFEoVBAUVWGoxGRWATHtZhMRnj+VKyN+jnnJ0d4noeoqCRSaQhD2pcXIEChVCUeT5JOJTk/P2N7extd13nrrXfptHv87NMfk81mmZ2bQ9dNvvj8PqHnk88WicdjaFoE3w9oty8plEsUCkUMa8z2yy85ONjCc8e41ogr61eZGDanZ6dIUsjszAySJPN08xlfe/89DH3C0dErSqUyISKd3pCnz57RbDYwDR1BCHn88AHDyZBsaY7/5Lv/GW/c/YhoJIPj+QiSxNnZKZtPv2A0cigUaoz7Y7aevUAfdlFEEVVWuGxfIEcieH6I73tMJmPGkwnFygy25eCYDqvLV8gXKliOxcnRK44ODgkCkWS6RKE8g4/A+tUbbGzc4PbtOwT+dOlSq9ZYWlxiNBqjyAqu4xB4PpLvY5tj+r1LPM9GkARcx8KwTaKROHFNxnMmHOx/SeNsB6Pb4GT3GZJn8fDePeLRKKZuUD8/xhgPMCZD2q0GjmuzfGWNVrcPokyuUCKdK5DO5Tk52COqKQS/uHX+l4vz9PSQn3/+U2QFLi5OEMSQe/d+TqVa5cr6NaLxFLIsUyqV6Pf7wLRqfmlpia3nT3EdCyQ4OjlidXWJy0aDYqHM2voNBEmmWp1BEARGowEX9TNOz04xbItkPEG/0yKhRSlkssS0CIqi4DgOtuth2g6r61d57e47jEbT4G08kWB2Zp7HX35JbabGcNhjOOxxenGOaU5F5rou/X6faCRONBLFti0cx6GQLxL6AZl0lmpthmKxQjKVIZcrsLq2QTKTRVYUBsMe3V6HiT5mYhrs7e3T6TY5O3vF9vZzep0O8Wya00YDLwzZuH6N0USn3+tA4DLsd7g4P0KUAhKpOFokQjwWZX6uRiqdxjAtbNumVqvQuqwTi8ZYXbtK87KDYUzY399FkkFRZI6Pj4hoGlFVYaJPGAyGKJLC8vwSvuPQbp1jGiau67O0tEw8HuH0aH/aO1Isocgiujni5d42oQzN1iVjwySXK1AuFmg0Tun2uixducHu4RHNTgslMs2Pfv7zz3Ftl3Tyq31BvkgynUWKxDg4P+ODb32HtWuvI8sRNEVlNNGZX1pB0jQWlleYm1/iypUN2s02qViUUb9N4+wCQzdJJhOkMyUUNYrteIiixNLyKtubW5SyeczxmHbzksPjY7REjtXVdbY2N/HCkMXFZVQlQi6b5vPPPqHbbnD/3n1s22Yw6BEGIZoW58rqGvgBrmHgGRNC10MIXGQpwLYNIpEIqhhOax3SeYyJgSIExLSQ0DX48P13WV9ZBMcmm8qwsLCMqsbYWLuJadiEfohhmLh+SLvbozYzh27axJJJZFnk8OAVveEIP/R5/vzxL9TfL71z/vsffPzHH77/AZok0h/0WF69wvWbtwh8AVWL0un2iWoytmmSSqfwg4BILI5hWDTr5ySSEY7PzpA0lZ2dbRLRKLdu30W3PJ48fUTgh1xeNhHFkFKlSiQWp1qd4eL0BImQYbtHPJpAksFxHSQlQnVhnuODV4iigBZPoWoau3vbtJodCvkCEU0hFKZvR7Issbi8Sq/To1Qq8eWTJwSBTzqVRpJkRFHAcRyCIMRxLIrlGq4X4DouyWSKUqmCqMZo1k+Jp1K4volhGIQIVGuzpFIpdra/gNAmlshhGAYLa6sMRpOpBW3/JYqqEYtHqV+cMexeTt8XZ6axpvn5ZS6OD2hcnBFJpCgWS8zMztNq1jk7O2Dj2h1CQaFUzrG3vUUkqk7dPoMhgiBCGAIugqwhiyKrC8sszC2yt79Np9dgZmYe1wu5bF2iqCK+a9NpXJLJVgiCEMM0ufPGXZKZPIlUmrn5RTRF5fBgWuwqijLVmTWOjl/heCal6hwTy0FWVFQCkvEEg+GAdDZLgMjylQ18y0VRo/zwR3/Dq5dfEDhDbr33Ee1eF90wKNZqSKLA7vYWlj7AdU2E0COfrxKLJdHNMY4joagK8Vh8Sl8YG+SzRToXp2iKiCDJaBGNbKHM2DCwbQNJ0xjrJsVCnm63Sa95jqrKJFI5wsAlqmmoWoRUskAylkDvd3HMMYoocf3aTWxzTC6fwg0C4sk0YuizceMO77/7LezJgNP9V8RiEgvzS5Ryszz4+U9IZjIsrt8gGk8QicZ54+77HOwfkE6lSCTTrF27wWiis7i0TL15xkTXabc7eLbL0tIiumlwUT/hv/+v/8u/fZ7zJ4/u//HF+RHPN7/kt377H5IrFHnw4B47O9u0Wy3SyQSjyYDrd27jBD6iLHK4v8N4YrKxvsLO1jNcQiRNJZetIvguw36bRw8ekkxlgRBBCFlZuUq300IIfLqdS7KZDMVSjbPTU9RolE5viO04FEs5zk+OGfU7RDSVh/fuMbEsfC+g02nh2DbWxKZaytPvjHj37ff49POfUZ6pcvDqJeNhDwGBQrFKJBLFNi1EUSSRSpDO5uhenjMxbFavrFPIZdnZ3uT0+BXFSglFk8lmc1yc15mbnWPn5TaXlxdks3kmpjtNHahxSqUKxmRaZZ9Kp9jZfs7a63e5cvUW6UyauZUVCKFSqUw5piOdxcUVcsUy3csWmiTgBz5Dw0CU4rz99jt8/PH3Mc0xhcoMQTDNHM7N1/BDj1q1xmQ0ACFEi6QY6UO+fPhj9MGAQrXG8atdvvmtb/Hw/hNCG5rNNmo0yrWrN+j1ewR+gDHx0E2TRDLNF48e4Jg662u3KRZrPN18yGWngem6dIYmrheQikd468NfwTR0mpdtZueXcP2QxmWTerPOZDigXMiTyZdIlxf46Y9+QFRVyWQLJFJlJt0eigwzM8tIkowWS7G4vIJuGoiyRrlawTAs9MmYfKFIqTJD67LDsNslFBQmpkW/38ZwHAx/GiGTJA3XdnAsi1QsRjpdIJsvc/RqG1mRsRyb8bCPGAasLcyx+fAzSvk00XiCu6+/DYHP7Zs36XbaFPNZREFgdWWDF8++RBV8zk++JCrLrK5dR1QjvPvOh3zx5AkX9X2GY5PlhVVefPGYeCSCFHqMh31W1q6y+eIhL7afosgi+D6uOaDTbnB2cooQhqzfuMnvfPfvgMY83t/nsl4nkUjy4x//NTsvX2CZJololNWlRdLJOPnCLGEoAwLj8YTuV44VURLJZDMEgYdlmqiKhDmZcHJySCaVIpnOoH01rurjERFZwzJtCtnitLptMqFYnnJmy8UimqLSaDR4/uI5fhgy1nUy+TRaVKNSq7C4tIwoK+QzeXZebBP6IbVqlWG3zfbmYxoX51TKNdbXb+B5DocH+yDCZDKh1+0Rj0bptJrkcmlMy+DLp09odTtEY1EMY4zv2ezt75JKx/ny6SO6nQbj/gAhFEjFk6iyRrFcZjzsUy0XGA97bD1/weLSMulYkpnKLLXqHK4Tctloc3RwRP2iQSKV5vyizu1bN/l7v/Fdmt0ep+d1lpfXCHD567/5K2q1OXw/QNYi0+eZWIT9V/vTa0MYYuoW+khHkSXq9TqDkU0kkad92aLXbfP02VMQJa5ev8G1a9dQFYFet4Nr2/S6HSKagmHYtC9bKLKCKIgcHO6x/fIJZ2cHDIcGgpgkQGY4HFI/OwVZQ42n+d7v/OfMzM7hey6qJOAEHqKqYtgu/YHOR9/4FslkBtfxcC2Lxskr+p06lu0gKHGCUMZ3LU6PXvHo/ueEns/J0RHtywayLGMaFudn59TmlxHUKC4QSSRwAx9D15mMJxCCbdt4jsOgfcmo3yabyTAeWciSjGtZ2OYESfQx9CHjyZBrN24QCtNrmESAo/fYfPxzDnZeUitN76ZSGHDn5i0++ujbbKy/xt23P0DREgx0g9nFVd546x1EWUS3xoiSRDZf4vnOFro1pNu+wNaH9NpNKtUSihZl48ZtZFnDtgw0VaHX7zAc9H+h/n6ptzYRTWNZBq5vMhh3aPdbFAolouUoQRCiaRoffPQtvnj0OSIinuMhSyrLy8uk4yo/bTax/JD5TAYQiCUSRC2TdCaNJMscnZ0gCAGVYo2oqjEYjlhZ2eC8fkGv36U6P48oNzFMmzffeY/d/R1u5soYEx1RCEjEYlSqM6iqguuGxMspeud1JpMhv/Kr32Vv/xXRiMbe/j4fvP91ZEEh/Iq04Ac+tuNguw5x4oSeR+A7pDNJjo4PuLg4Z2VlBVmWOD05ZKffJZ0rkM2kyWQy+F7A0vwqvmcTjcTpjyZkbZMAePhgm2QsTqGQY/3KKsc7e7x+7TU+/Yu/IJREDFNnPDGo1OYpFgo4ps6f/Om/J5ZM4bg+C8srdHsdDo5fkS+XSWcWcFwfUZRwbBdVlrH0Ma5t0+52mZld4PnWJkcnxyiyzOz8BourK9z/2cdIYsCDBw/QYhkal20IA05Pjxn0h2gRFdM0AIFBt4djWpSKFbqdDqNxn939XTwUKtVlLts94nGVN996h2G7QVRWUFWN09PTaWWCaZNKxnn9jbfwXJ9Bb8DENPjL7/8VoSjhuD7uaDDt/cRHVOO88eZb1I92efDgp5imhShJxOJx+qMRXuAw0sdgWlN+rRjiBC6SIDDWdQjBNQ0iqkzvsk8YgiLKqIqEbZnENI137q6xn5Y5OjlEluNYpo4qC0wmI9wwwBfg6rVr7L3cIRbRONjb4r/4x/+Ii1YfWVM4PTrk2vUsjuWSyVQoF33hVB0AACAASURBVOfZPzmlUJllc3uL1qDH0DAJfZVoKkUqm8NVQuqnrxiZNr1Bn2g8RrvVRdPiBL6EoiaxrD5zszPs7b3ki8e/2Fv7S8XZ6zcYjidksnmWV2/gOA7lcpnDgwNcP8D1Ar549BkPfv4zHFen3x8wM7/AwsISX9z/KaViGSuA0Vjn6tVZ2ucezdY2liti2eeIIly/fhM/kDg93EFRIly2GxyeHpAvZknmChi6SzGfoz8Y4QYCpWIV06oDPolskna7S7VW5bXX3uL8tM69nY8hNDk6O8ZDYm5+kZUr17myvMqjzx8Qeh6iEE5B2dlppjMejVE/P8d1HQb9Hv1Bn7n5BUJkev0hluWwurpGiIgf+IwnBmsbt7hx9Q5Pn9yn0zknCKHfazOzMM/C7CLVcplBb4iue/iuw3/4D3+BIAnIisJSbe2r/GWb3ZdbyIJPplImkUpwfHLOZavJeGwiyQKSKGCaNmEoTPOI21ssz89iT0YkYjH6honjDZldWMCxPfrtOuVajUK1iqaJyKLK17/1bd7/+q/wL//3/wPXHiPHNErlKql0gocPPyeeSJHLpDAtB9cXkCNJEtEihYGJEIlg2RaurzMeevTHBpl8lfs/+wQEGAwHBEFAEARMLIeB0UEUQgLPIxRCLhrn2K4LooCAj+eauIJPubDC/qt9nv38EwRJwnWn1Ryn52e0Oi0imoykKiCouK7P8ckrBDEgCMC1XQREAtsksBVwbQhB0CASjRLTYpwfH7H/cgukgHKxwEW9zsLcMraj4+FRmqkiR+DF9gtWF5dwx2OSiRydbo+Ly3Nq1VmiikoylmDQH6ApCp/8+G/I12r0hy16rUtawy6//Q9+l/tPdghlkRc7L4ilitQWr5Ev1hhYFrYbsLSySFRJ8GrvkMnI5dr1t/kf/+h/4A/+8L/izfff/4X6+6VjrRqNUp4to8QjpDMF0pkMnU6L0aiHiI/vWHQ6Hd55/2soWpxCqUI+X2Dz6SMePniI6QgIUpyIkqDX7nJ6fIKAiGnbDDtNoqpKKltgd+cppu0hSgLIEjOLy5ycXSBLEYr5As+ffc7u9hOy8SSNxgWea3C495JJv0v94oj93X12tp/z/NkjMukYvidQyOcZjwbMLy8RS6ZR1ShLi8s4to0aTWDoQ/TxgGy+Qrm6wOz8CqoSwTV0UukUxdoMZ6f7IMDq6joLy9cxLQ9JlllZWSKWjDIaDhCZLp1qMzPoE5033/mAb3z07ekYZ+sUsgly2RSFYh5Ri5LMZXFdly8e3Of41UuGoy4Ly0tkiyWkmIphT3j44D7xTJzecEK3NyAWj6CpKp5tMe50KKZTiAScnB9hGmP2dzepVvNIio/t+9Sbh3x+72NESWUwHnPj9mtYjsXx8Q6BAP2xgRsK7B+e4vsCu9svsAPwJQ1flClVl1lcvcnCwjKT3oAgFBFkBdOcsPPyKfXLM0x9QKNxjheEzC6vgxzDtHwm+pjecMRgNMF1PfAFRC1JIldBlDUIIQhD+p0W9z/7EZYxwfYC1EQSKRLBcn20SBxPkNEtG88PSCbTeNaEiWURyBKKLBLYDnLgYXbaaNhkEhrxWGQam/NcqpUKpVKJ4aCLpkjMlMq89+57FNJZJv0u5mSEImmMhwaLK1fJFItUqmWeP3uCPRziuCG//vd/h83Nh3j6kMePfoJuDBAVhYOLcyaeiRyLM3Yl5peW+ezeJ5yfHdBsXhBLxGkPJwhanLWrNzne3+XV9lM6jXN67SY4E/7g9/8JhjHgcH/zF+rvly6EHmw+/+P9gz08PyD0BRAExobJ7MwsmhbFMGxEUaJ1ecl4NGZ2dpbRcIRh2RRyWebnFwgRmanN0un2ODnYI51KEUuk6NRPKeQLrKxt8Pm9T1hYXKLXbaPFosSSaVrNJsZoTFRT2H25Sb/Xw3VCbMem1WwwHg0hhEx2agFDCDk5PkEURSQtQr5cY6gbNNsdTMNgplzl83s/w3EdYvEYB3tbLK0sU51dYmPjOpoYcHR2TLE2MyXJj4aM+n0y+QKhY2NaNmtrKxj6GF0fcXZ6jqoqyLJPo3nBeDKiP+gRT2Q4Oz5i2Ovgezbbm8/wApHecEyj0UCUJYaDIYP+kGwmg+/5BEio6QyV+TkazSaWabJx7Qa245JMJen3ul+1ekewJgZCCK7vcnJ+RqvTxjRsTk/PsW2X+bk5hv02lm2CJOP6HkdndX7040+QCMkViqixKPFUiuFgyHd+7ds8eHCP1bU7RCIRDGuErIiMhgbdThNRgFJ1hstOG0EUsByH4XBAv91BEMALoN5oYjsWEh79iY4WiaFIKpPRGFlWqc1d4erGNUbDIa7tYNkTEBQsw0GWNVC0ac8KIo7nI8sqIQKO7SFLCtFonNGoh+15xGIRFCHEGvfRFJHZmRqjyQBZi1KuzCDJIqIgkM/myecLIAYMhwNmZ2dx7On/8uHDB1QqZZrNy+lGXtKYDLt0WlP7nyCIvPv+r7K7s80Pvv+ndLttOt0OpcoMN+++w5vvvke/08b1AhzL5XBvj8t6E9c1sb2A/d09EvEoE11nPBpxcrA3tV06DrIkcHT8iqUr62RyOc7Ozvln/+0f/O23tS92d//4xYtNrl+7TjKWBs/FMQyeP3vCqN/FMnV6/T5h6JPN5ej1hszOzpPI5tl58QxFkjg/O2EwHJHIFBh2m3iei2FbxFSZq2tr/Pz+fUaTIccnh0hiiOsGzC4s0Tg/Z9g8JZlM4fkqv//f/Hf88Id/iW+7vH77daqVMoIYMJ5YDAcTcvk0s7UKG+tXODnexzTGrK4ss/n0Ob5rf9V4HaPb75NPx2k3T3n6/EvUWAxVkzk52cOVZNRojJfPnzHpdYgmsszMzvGzH/0lqUSUZvOMYi6HPhozOzPLSX1aXSAIMvPzS6wsrVM/3icdV7myssD58SkbG9dZ2LiBokVQNJl644xIJMrc/AKxeIrf+70/5OHDL9GicT7+yad0mi1E32ft6g0sx6VQLNJsNAn9gHg0ydWrt9ENB8uxUSIaI93ijbe/TuiL5DMFqrkqi7Uan37yKV/7zt/nvNWk1WoRhgK1pTVCSeb0/IjD4yNmFxb40z//M0IBjo4PubxscFmvk4pnePfN9zjcf0l30McKQtREnLmFZXw3IKJE8REYmR6V+WUW19Y5qddxfA85FIlEY4BASIgqK1jmmL3dLVzHmBIAZZV4toQYSWO5PpKqots2bhAgyhKO7eDbAeViBVlSGA46BGHI4lyVUb/NuN9irlrh9u27vP3G6whCSCSeJFcs0+t2KRUK5FJJPMfGtCckU2lSqRSlQp7ziwaCJHJ8coyiqfQHQ8qlCvd++mM822Z56Qq9/oRm/QA19HE9uHL7Pb75q7/OxA54ddLgs08/YXF1mXq3z86LTXzH470PfoXjV3sgRJibnWfQ72NYDpV8ASeAgIDQM4lpCtWZWU7qQxw0qgvr/P4/+O7fgb53eIgkCEwmY0aDAYcHh8iSwpW1dbwgIF8sosWjOIFPdW6WQIBoIsllo44ky5ydnRGNxlG0KII8/YqPJ2NUTUWNxjk+Of2K1F6hkK9SLtXQdZNBf0rOq8zMkC2W+O5v/Kekkjkcx2R9ZY2NK1c4Pz6i22pgGxOWFubZfPoFT754wIPPP8OxTXL5NHsHu9x5/Q1SiRT5fIGLRoM333ybam2Waq3G+++/S/vynEcPfkqz38eaDPjhn/+/LFZKJDSN6xsbEASIoshoPGY4GXN6dka3O2Ri2Kxv3KBYnuX2a3dJJjP0BwO6nUsGgy5Pnz1hYupo8QTjfoeoptBoNkil0+QKOaLxCJGowr/+v/4Vl906jVaDUAgICdEiEXZ3dymVS9i2SwjIskK2UKQzGJBIJZEkGA37LCytcO3WDSzHIBYVGI27/Pmf/j/Mz5Q4OX5Fo9VBkERUVWVu6Qqm631lAcwjiDKSouEFAj4S8WQKURJpNuucnx9yeLCHJEq8cfct3nv/QxzTIq5FkEPwXYekJjFoN9jbeoEShMh+QESesoJcx4JgGk3D95EFgfFogh+CrMXxQhHPdZCEgDBwCQMXQg9RCAg8C0F0cRwL17EJA59iOk0yGiOqqpRKVVa+MsHo4zHDfo90KkXghawsLZFJpxGEkCBwqZ+cMh5NsJyQAIXA9ZkMxriWjWNaZFIpxpMhCwsLSNK0z7NWnSUqiyCq5IsFtp495OToAN9x+Bf//J/z/jvv8v0//wtUQcT3IarGaJ/XKaQKZFIFVC3NZXvC//q//St2dvao1OZZXrlGqVBFH+nEI4n/+AGzbfsX6u+X5zkHPeZmZolHYly2mmzcuMHs0iqDscGdN95iMDZYW18nBKLRGB9+46NpNcD8HFokRiDIzMzNY3sei8sruL5LQEi5WiNbKHPz9bt4CAiSQiKRJV8oo0Vi3Ln1GuVykcWVFVZWV5hMhvzr//NfkkmnKJdLNOr1/+i6qVZLuJ5HNhVnbXWF3/jN7zEzv4zp+CQzOQJZpNE458H9+yQTMS4uTqb3huNDJEkjDANePH+KFomgyDKrCwvsbb8kDAS2trbZ33vF0uoGuul8td31iCdSxCNJTFvnyZPH+F5At9tiMhng+x6Hx8fIkRhvvfc+/WGfTz/5ITs7W5RKRYrlMktLS5jGmO3tp/SHPXKlAqeNc0zHQolphJLARx99RDKRYDIZoagqnu9zdHqGrCosLC8wGA5wHIfFpSt8/KMfsL+3hWGMuLw8xbCGjPUuL55/iUCIH4Qoqkaj0aDf6xOJxBAlmW63j6JEEEQFLZokEo2jqBojvcuf/fm/I5PL4rgWhq5zfHDMoNfG+aqYuFKpYE4G9JoXSJ6NGnqElomqyKiyOI0Cmia25RDVYizMLxGJJJDEKCEilmmjjwf4nsNkOEAiQMbD1keIQgCBx7B/iWmM8H2HmWqVTqtB4LhElCgT3cSybb588gX6ZEIqk6Y8U5lepXwXx7a4ODvma+99DV0fU8jlKRcqDAaD6fUjHqeQKyD4Pr5jMDtTYjwecHZ2Shj4pGJpxrrBg3ufYukdHj18wMH+Hv/u3/4bev0+ETXK4twCc9UZPBe+881vU8gVUUSFRCKDFk/z8Sc/5YMPv45pmLz/tQ94+623aDVb9Ds9REFAlUWOzy5+of5+6Vj76MmTP7ZsD9OaMkcRxSnRulFHkSQ6/R7iV0FSy5yS4/TxhP3Dl9x+7U2y2TKty0viyRRvv/MOP/irP2FpbYPX3/qAWDSKqEWJp9Js72wxv7DCafOMRDpDRIlx8Ooloe/z4PN7HB++xHV0CGCmNs/Z2QmGMaY2U0ZWNCKpAsfbj1FUje7A4OaN23Q6XTLZDJ/f+ynGZEAylqHdOqHbueDd97/Jsxdf8od/+EcMhgNWNjYIXBc1EkcWZWRRplydY+3qTTzfnzaXpdKcnRwjqTKu7VMtVPnyxQNmZuYoZEv0B22icY0wCJidnUPQ4jh+SKdVx3YcDFMnnc+TK1UIHIdPf/xDCF0mjkeATKFcwbGmp40my3TaXfqD3lf5zQm6PiGdz6JFZVqtJhf1Olev3SJXqtCsn5LPpNAnOqVyjaHtkZ9dYGH56lcUCdBNm/OzU8Qw5NqN2/R6QxzbJQwCorEYXuDi+9Pez8B3aLUvqJYW6PcbeKFPJlXk8uKEyXjEnTtv0u53WV7foD8y0CIxHMsGfMrlMtFYhG63j+d4pFJpsukk+/t7IAj4AXi+j6rKpJNxDMMgomhoqgj+tPtlaekKtmUQOsZ0apBkNFGkWkzjWTaZZJbAt4jHk/SbxyCCq8hYQYBpTDAGbYIgpNO8YG39FjtHW+D77G7uUJqvTYkOskqtvMT87Ayj1jk728+5OD/DsW1y2Sxb21v8s//5f8LxQ9q9Ph9889c4PjzgstngtNGiVJkhGo0wHvW4dettJEGeNrWPJpiuS7ff5fT0kHI5R/PsFVsvX3DZvODazVsc7u8QSglC12b99Xf5p7/10d9+rH2+9ZJOt0utVuPo5BgxDDg9PqCQy+BYJrl0in63Rbd9ye7LrelXUB9TLpbY3HyG5/vkC0X2Xj7nr/7k3+CHEr2BRegK/Ownn/D5vc8oFaeE8ZPDA3qdPsVsjtPjV2y/2OKy1SOR/KqA9s5d5pdWeLm7xXd/4++xfnWNVruNbrpsrF7B90PsiU4mFqHVqHPrxk0CxyOTSpPPF3nv3a+RSRaZDEb89ff/hq9/+GsMBmMy6TKl4gK93gBZlml3OoSEKIqEqsCXT+6z/+olL148I5EpsrxyHVXT2Nt9SrNxjqkPeHWwhWlNuLg4IZUrcLC3y+bD+wh+QKvTp1CoAT5iGNDvDrm4bKA7DoXqPJ7vMNK7tNtNLMuCUCRA5KLZ4rzepNPr4wYhuVKFo7NDjk4OePD4AaVKEUmGRw8+4/bt93B8hbNmk5f1Orfe/Qbf+c1/hChLRKIRbNtFi8ZJJKeh6yBUKOSr5LIl0qkchWyBAAHLsmm1LxmMJ1RmFrhz9y6KGsWYTJBCD02LUa3UCAlxrAm9bodEIgZAIjUN5o/HI7qdDrIImiIhhQG2peO7NrIkElFlovEI2XwGwzJRFImFhVk0VSEIPJKJBJ5tY05GaBGNeDxOLpMmm4rx67/6PbKZDP3+KbFIBFFUcbFxA5PT4wNkQSCTyaJFNFRVBUnk2bMvyKRTTIZdCEwmI5NqaYZssoAkRvna177N6eEBihDjH//D3ycVyxB4LvF0GimqYgsBJh6l+WUK1SqNeh0nVLioN9jZfIw+6OLZE2Znq3RaTVzXotdrI6kCY2PAzt4mlj/GDyxef/M9emMLNREjkU7T716Co/9C/f1ScXpIlCs1IpEIqVSKdrtFu3lBPpclDEPOT44xRmNcx2Zxfp6QEM9z6ff6KIpMr98jlcnxztt3+fLhp9x952t87Ru/wovNTVxrQiyi8eknP8GxXNqtFqETIIUhiZiC57pMxgaSpHLtxi38AE7OzxiOe5zVT+j3e/R6AwIxxrMXW2y8/g7XX3uTZr2BYxrU6w2Gwwmh4xOLJni++RwBmUKxwsJ8mWIuz2effcxlu8nh8TG27VIszlEsTnGJo5HO/t4WiiyhGwbZXBbbh2yxxsa161zUT8ili0iSiq4bSGIUH4WtvR1a7faUo9psYNk2r919k36/T6lQJCqpqJLEP/m9f8rG9dvkS2UGgw6pVILZ2TmSqSyW7VEoFqnUZoinU0iKQm8wIJnO0ez0SGRy1Ftdnr3Yotm8wDB9avNL5CtVXM+l1+3z6P5jTl7tMBwO8RHwgpBQkAhCsE2bTCpLsVDi2tXrnJycEY0kkBUN23WozsyzeuUaP39wn0y2iCzIPH70EEVSkBSVs7MLDGNC/eKcIPC+sg5qhILAZDTGMgzEMECVBNrNCwLHRgh9RMEnDF0EAlR56vWVpCk+0rZt4lqE+doM+nhEKp3Adj1WNzbwPA/LmJBNZSnnC8TjKkEQMDszQ2c0RonFCQOfIPCZW1xgc3MTPwyJJpIMxyPyhTKtTpuJMWBpdhZ7PMbXdd69c4dvvf8u2XQK1wkZjUwM25uGI6Iq/8u/+CO+ePgzQs/i5f4eE9Mglojx/ocfUp2t4TgWoevTvjzDcXTanQ62YxLiEYkqxOMqndGAsWlg2yatbo+TeoOhqZMt57HNIRfH/x9nb/okyWGf6T1ZlZl139XVXX1WT1/TMz33BczgPgmANwlKFClRx1KkdyVLq9CupY39gNjY2JUdlsOyFV5b8urYlU2KpsRDPAAQxwCYwQCYAWamp6fvu6rrvrOOvNMfmhH+YjGC+iPezF9kvu/zLP+j+fuZZ+0P377xkmnbrK3cJxAIEo9H0QwT3XGRGhk7FJaGIgyNHC7xp+eOsri8QimfwzANjhyZRTcccgdZOu0qgdEpNrY2WL31Fnq3/dN9ooZuwMRomlQ8Ra14QKW0R2ZiCr2n45U9HOT28fu8dDoKkaiXu4sfcmRqmkq1QSjop5jd5PRDj6A0W9SKOcLxGAflQ0VELBQCR6TdrTCQTvPpF7/C22++TKOqgVvlykOP4w1FWF29Tb5QpFLI0u22GBoZwnLcWC4BzXGhWwKxgQirG/tcvHSJu4u3SSYy+H0iwVCQk6fOs7e/T0spIYeinHv4KSzHprC3QqnV4FPPf5HdzT0ODnbo1Rvc/vAWhXKBaHKU06cv0VG6zM8vkMvlabYb5A/26XYV6vUKlXIRl+Ag+X2IkotKJUcut47gtumbLkqVAtnsLgICXtmPorSRZRei6Ef2B/AHw+jm4eYTBFrlHeq1yuFmUe2jWjr9ngUCtDp1fP4whf0s9UaZZCrDXjZHKOSj21VQ9T6BYJhOu4Hf52EgmcJxQGkreL0eVKWN7HaDqaMqLdLJJHvbm6SHBzFMg57aJxYIUsodILsEZASS8TQPnDvHvdu3aDYruH0SA+lhhECE+dMXKR3kOTszy80PXqGQK/Dx577I5tYGa/c/5NkXfomT5y5z44P3GBwexjABvcf+QYHB4WFG5xY4ceFhGq0W4UgYb2wMtyRy+uRpbt/8kL29dW4vvk/PVjFcNnsHB5w6c5Gl7V2i0RCmaqK2VXqdJv1+l/TkNLfe+wm62mF0fB4JkXxhh6tvvkwwkaZSaxBLJBkcSKD3uzz8/IsYuoTRblIo7JGZm0Y1NDS3B5dWRWlV+De/+zs//1nrCQTwhqKIkhdBMIkOpIkkhkin0xRze3QaLbRuG1PTCIcjdLqH49TZmQnq5Swbq4sUDvaIRQbwh9L4JAe/JDE5fRpbsBFcNsmhNGOjwwB4ZR9TmVmSsSFOnjyLZcHM1HHa1TzvvvNjIpEIkuNiInOMpz7+Ih6vh6DowrAsvJLMsZNnMUQP5VoNtaciIlAsHeCNyFy88CDdeouf/MN3CAbDHBRWMDWD3N4Or736Pdq1Gu16Hk1rkkgk2NzJ4fGHEQQPsuSmWs6yuXeAZSm8e+Mqmilgmh36/R6NRpOBdJxQIkQiNUYwGsWxu6j9FoFYCscGy9TRjR7hkB8TA0Pt4zIsJiZnOHHiLKJp8dp3v0Vpbwev6GVkZJp4PEStUmYoNY4guvFJAvXCPqbpMHPiAVy+OJpp4fOFCfgi9Nsq3V6fZrVBPBhB6XRoNvuUKjVUQ8Xn8yO5QGm3SKSSJAcG6Pf7BGQfipKn3SgjWgG6rQ6tXp9kapRCYQe/X0TX+3SUBp1Wi3x2E63bxu/3I8oy6Boj8Riz8ycREIlGUwxPneLClSco18qcv/AQatdBdHsZGR0jnhjC63JQNZOJqWPk9nfZ3NxAlGVC8TiWKNDW+5hAtVrh5JlzBOKDOLYPra/x6qs/oFHM43W5iSYzxFMZzp09w8a9G7z5yrdpdBRMs0+p1SSemqBV2mF37QPyxX02d7eoNVV0S8RymxSqRfq2gWG7ODJ9nEtXHqXW7SJYNqFwgla1gewJ8MxzXyYzdwyDLqYjEhkYJpZKUqgVkb0+IqkRhjNTHJkco1erUN7bx+UYmFqD0sEKmm0g+zzIHheGKFPL7yCF44QikX80fz8znAgCxVKReCKOWxDwB4KcPneeza0tmvUmmYlxvF4vfp/3cN3eanN8/jjvvXsNXyDC2FgGr+hmJjOCofdpNlU6XZVCpYgvGKfT6QEmmcwUbsdhZjLDytI9eorCe9evIXtkRkdHmMhMEQ7HuXjpEhcuPozk9nHz+nVKxX0KtcqhEqBaJl/KI/o8CJLM+tYmSqdF4WAfTTNZ3tjmzKUHOSjlcQQHR3BQDY03336TeDKG4VgEo8OI3gTlpoLgEZE8AqGwj1q1TjSW5IHzDxCLRHn/3bfx+8Aw+uiazulTp7j2zjV0TUdXe9imQblSxbQExjMzoNuUSjmGhtOMjE+xvbuPKEtIsoSAzb27d9nb3SEU8DM2miYc8GN063RaJkfnz4EbmrUWtuVDdId55MrHODZzima5jSRKqKqK7PGQmZxiamoG3G7evXmTRrOJIIDXI4Nto6sqgu0wkZlleHiMaqVGtVKm0ajg93jwyB6CwQBdpfdT87VIs9Wl3zfQNJtAMM7Zc5c4dvwkiXicUCCIqXdpN4s0azlym6uEIwFMyyA9OMCxhQWiyRSBSBSX7EXy+ul0+1SrFZKDaaLhII16Db/fTy6Xw+f30+n08Hi8dDsdukqLainPO29f5b3rr7O7s0lscJjpkxcYnjuN2uuT21qjV6/QLFfR+gbx2BDB8ABKz0aUo+T2tijVmrR6Dl3V4fzJs5QLW7z+2nfpdzU211YPqQ/pUcr5PNurK3SqZUYGh8juZA8RJ5KM0tylWtql02oiuz1Yus39pfuIHh99yw3+KJWOgTcYIxQMEvHJtPJ7dKr7WGYXySPT6ijsbm8iCeahdc0lIXmD/7Rwyl4ffVXF45WJRWNIkgfHcajV6oDA6uoaycQAe3tZdM1gd2eXfO6AodFJJo+eIpwcQVV1/s8//09ovR7jo1NEojFGx9J84Rd/lf39fYbTKbJ7+2R3dzBUlTMnT5AZH8PUVNwuN/Vmg0ajSzQ+yOtX36Te6nP+3CX6nTaa3qNruThz/grLS2tIHj/+cJyN3T1ckptAyMex+UOu7IMPPYTlgpbSpN0x8AdjnDhxjpGRSeKxAWxB5OOf+gUWTl0iPTbJA1cu01U75PNZZFkilhjg1t1bbOd2Ef0BeqbA0PAoSkeh1WqR3dtD7fUPWTOdDqJbZnr2GJkjR7F0i62tNcqVCscWziLJPhyg1+uxtrpCuVzkyGSGZrPB3t4u9UaNeuWAhfkznD59iWIxz0A8hc/nxbRsGs0mm+truN0uAr4QnbZCs9lic2ePzc1tIrE4QyMjBEMhHGw0tYfe66K2W+i6iuz1YVkW7XYDQ+sgCga60gVTwDEtxobS+L1eCoUClu0mFIrR7aikh8YJBiPEonEGBwbwim7mZo5wdC5Dp1UBvUOtWqLVqLG9MAPcIwAAIABJREFUfp/vfufvGBoeZWt/n3g6jVvyEAmFCQT8xJKDiI6FZRk8+NBlemqfTrd3SNqXPLgcF1qng9KoYhoqUjBCDxeLa+sUKxVikRDdnka5kOPWzZukRyZRdYe+prK7n2N6dp7RsQm215eZnVvg9KXHSA2O882/+XMyw3OcOHqeWm0PVdcxdBulrZDb3cMjCHTrNdr1JrbhEI1E0dQuN955k167g2mY+D3gcZn02zUES8fQVVxuF1/41PNYWo+pyUk+/enP8NnP/yKbix8R9gcRBJknnvgYpqEzNTGCbZp0lD6zc/9E+l5fNThz7jy7e3sIjptOq8WdD2/hAry+AE8/+zyNRgefN4AsSfi9HiS3wyOPP8vCwmnyBwWOnThJW+ni2Bbddh3B1LC1Q+9jPBqnUarg9zhMjGeYGJvg7p17rK+uE48lED0yr7z6ClMz84yMTTE6kSE+mEKU3Xz00U0iiSHOXHiIZGoUvydIs95id+fQTnbm3Fmq9ToDQ6OcvXiRxcUPWbz9LtGwn9TACHOzC0QjSYL+CKV8FdNwuL+8xP3lJXRdZ3tnj4/u3AUc4vEouqXT09rghkAkwszcSTy+IO12m2w2e4hU0Q1KxQqSKDMwkMKyHDqdLrZlMTI8wfj4JN1ul6PHjhKORilXyiQTMdKDA+zu7OAWRdweL6Zb5MTpi+AY3Hr3Lay+hqkb3L93C8fRWd9cwcLEdixEt0y30yGZTDEwmMa2/j81vOh202o1sAyDwXicyw9cwtZUAgGZO7ffJxUP4ugKgtHh8cc/xr/9w5eQBAvJMYgFQgR8ASxNZzA1QCTs59j8DKXCAe9cfYN2rUavVaPb7pDPVzixcIrM+CjhYBAXDo1ClsFYlNx+9hB32u3g83qw+31qlTIv/uIvo3U72JbJ+x/cRFVVbNvB7w+iqzZG38TRDdrVGpLLTXJskvDAIJcffoi7N6/z7k++f4j71LqEQgEeeOgxJqfn6fa7tJQ221vrrC/fpVzIc/vmTSSXiGVaOIafg9wO7U6d6ZlzPPjQUwyPjtHp9RkZHSM9MkJP0yhWioQiYUrlAprZpVarcPr0BY4vnKHTr7K3s07IJ+PoXbxo9Go5/vP/+t+zu3aH8sE+83PH+Nf/+g+RLIFyoXr4n1f2Eg0FWF+791MHbY+djZ1/NH8/e2x95/5LzUaT5bu3ODm/QK+vUq0WCYdCrK6tMzAwjOSS8QX87OzuYBh9ioV9BuIp3nvrDdq1KrVqCZdwKE1tdlrIgkW/UcdxuzC7PZLxQT547w2SiRHcggdZEhFc4JJ8dDSd9EiaUyfOsrq5SSgewh8KsbOzxgcfXGfmxFlqzTZ+WWZ/Z5Od3Q0sUycWjtJotTAtm/MXrhAbGuT/+J//I83SPrqmMjV7nFqlwDtvv4XX56VQOPRVVutVXLZKr9fFstxMZDIE/X4W790hFI/SaSpYmo7LNsG2aDXquAUB07QxDBPZIyF5vCQHBmm3O7RbCvVaDa3b4vj8GWwbdva2WF9fIpfdJxgKIweDFPNFigdZJEkmnEoTS4/xwAOP8O71lynsbxLyRWi06rgByxZIDU+CS6TX7eP3+nEsi1Onz9Lr6zRqpUM2jmNRq5Tpaypej0y9VKZ4UCA5kKBc2cUjuwj5JJRGGVvv8uCVz+B2Sdx45yeU9rcBN3Nzx9Esk9zeJpbRo63UaNQruLEwewq23eeBK0+SmZjj7KkzlCol6nUFSXAjWRqC7WDZNsFolHPnL6B2OlTzOabnj3L20kN8+ParpIbH6XS7uIWfipMliWq9hU/2Eg2G6HW6iG6R9dW7BLwiSrtFu9mg36zh84gIgk7uYI9StYyqa9QbbUbHpmkUCmg9jUQiRq/bYXVpiZ7Swef1YzsG+9ltJo9M4PHLLN2/w8joBFcefowb73+AbprYbhvDAq8MpqMTiftIjYxz4fLDLC0uMjWzwNzRBUaGBllduotbsAnHBjh1/Cj5nT3CPi//9S//jFI5Dx4P5y+cp1LcQZZMyrUKtikiIWJpJv/qt/7Zz9+t/Z3f/1cvLd29hT8UIBQKc/r0aYqlPI1Gi6c+9im++c1v0m1XcYk2vV6DdrOBqTu4HJvMkUkKxSLhaJxgNI5bDpCOxAgH/cSSCR68+ABLyxtkxtIUKjVmFo7zyc99mdt3rlPMZ/EGIzSULnPTM/zlX/4ZltNHade5c2+FvWyO+NAomzu7OI7Fh7dvEk3GKNbKzB4/Rb1RYGf9DvMnz2KbKjfeu8Gpi5dJJYegr7Kzu09PaTI2maGHi6bSQ1d7JFKDBGMJXJLMQT5HMByjWumja1367TZSMIQ/EMHvC/HQgw+R29ljauY4odgAHU2lp3VoqX38vhDdjookybTaTVpKn621JZS+Qk/pcHT2KMmBUdITR3BcEtOzx1ldXcYTj6CoHeqlIrtLS/S6PSzTxjZtQoEow8PD1Gp12oqCNxjj3IOPUqlU6dZKZA/yhFNpQvE0lmCh9lQSwTBaRyUzMc0zTz/F2tKHDKVTRBNJnn78KXxeN6NjEzz51Gfx+wRe/vH3EATwBHxMz84xNDRAIb+JCwNZFoknkyycOU2nVSMcDNPvaQQDhw8tryyycn+RmelZZJfIxOQsg0OjCLbNzNEFwgE/jXqV4clJVNPk1ns/5nf+zb/nP//RvyMUCNDsqBw99QBPP/85IoEIpgXTk0co7W5zdHqamalJ9ra3cASJRx5/iuc+/QXW1pf5xGd+Bd1RWdveJj06TbfTxWj3cDxh3I7FYDjO4OgRfuO3fp8337yGCxu3V2YwPcTm5jKF+gGK1qOr6SytLNPt99EMg6HxaRZOn2NxdZOHnvkYLaVDq91he/U+HtFFR9c5e/48r7z+MhNzE9S6XUbTM8T9cXJbK+QONpmYmieWGCa3uUM5t8366kf4ojF+4+u/x40338GxTAIBD7/39X9COP/dH/+Hl6KROCPDGerlArZtcvfuIvHEALVmmyOTU5RLB+zldun0FKLhGN22SiQap1w9XJh4vIc1rsnxCSSXm25HodVq4Ag+FhZOI7thafk2R0+f5s6tO/z4+/83aq9DzxY5yB+wu7VFNBpG7XdxuQUM06bZaKD2NRzHhaZpWI6N1+dDaSs89sTTNFtNVF0lEoqg9dropptHHn4cyXG499FHPPjkc8huh62tdbq6xcT0HMlYlFK1QqOjMHV0lp7aRbQdJsbG2d1ewyW4OHr+MqFQFLWv0mu3sG0bzbTZ3t3B5/eys7N1qIF33MgeP5YjEI5GSSSS6N0OhqEjiW50XWfx/iqW48IUZSr1FqOZMZrdNs1WA8s0CXq8RCNJTh47y9bKFoFAgI2VdSxBwERAt2wqlQr10gGS24XkDXDmwiXGxucoFXZo1vLMjk/x8IOX+eDd67z/zutIgobjWHg8XmJBL/vb24SCUSLRBKbW4uZH73FkZpZEahTRMrj+zo8Q5SDheByXfEhiyExNk93dxWWLZEbHWLqzyMzMLIVSCbDo9xUqlRKOZVKrlg/H3G6RrfVlbHS6mk44LLK2sYRuu4n4A6gaeP1B9nf3yO5sUs5u4ZNdtEpFAqKD5BI4euoCSx/dZCiVpFgssbFzQCQ+wPLiIrdu3cATjGC7/ah9nW5b4Uu/8hWGUknye7v4w2FefvVVEGzMrkY0GWFyZpxqo0YgkUDpd1G6Goqi4jgiliOgdzQ+9gtfpdXVcDuH2Mx6o0W9UuXYwmncopt+r0W+nEfRepiIzI/NkYgM8MDFh5k+ukCuVOb8+QusrK0iym76fYXpYycZnZhj8/YyghvaqsK/+e3f+vl/pVhmn1g0hK5qpIeGMHSdp554ila9QavVRvJ6UMw+k7Nn+PWv/gELZy5jSRahSIxLD1zh9JnzVOsNMHXeffNVigf7VIs5JMekb8ucuXCFW7c+wqV1ee2V1wkEQqTSY4SiAyQHhun0OuimScAfZDwzSbvdwSVJRBJJpuaO0VctTNNG8vrpajrj4xl2Nzfp9foMDo+jtBoUS0Uunr+Iqplcfes6iB5a7Rb37t9HN0yCoSBen5e+piIIAmfOniWRSGDaFoXiLqXKPrJHQHAJJKJxFhfv0mjUuXt/CZccIntQ4dz5B7h44Qputx8HkVqzTd8wcUsStm2jGwYerw+P30ckGmNldZ3HHnuSSDR5eE7Xqty5v0hbURBFCY/sodHp0lAON5FuSSKeSPL7//FP+NSXfwPB60ftd1DqRXpKA1l20aiXuP3BdfK5DerlfcxencV7H3L71lUMtcMv/dKvMTExh4DFgxcvsrV+n8zYGMFAmLGJcf6fb32DaCxMX+vjj0YplIuEIyFOnVhAcGz8Xi+lYpFWo8WLX/hFZudPcPr8ZTrNBgGfH9kXJDGQwjR7tDs1XLJNpZZnenqCWmkHrV+kmN9CcBncvvk+Pn+Q/P4u5WqNSq2BV/aQiAYxuk1kDLrlAxq5Hdr5LLmNFd699h6SW2JlcQm3282lBy8T9MkkEhFEyU/5oMj03BzPfOJFgtEEnb5OrlCn1W6xsnwfy9DwyiI4OprW5+7dRXpqn0AwQL/fQfLIh2Av2Ut6NIPbLaKqFp/5zOeplmv0mi0wTAzN5NxDzzA8Mc1bV1+jr+tYghsHkWK5RbHRYr+ukK/1OX76HD/40fdxeyTiqRRTM0fZXlriG//pT1EaTcYnMkg+3z+av5/55vzG33/7JRDY291leCDFyMgYxWIJw7QYGpnAFwgQCPgJhiL0+x1effkH2KZGMBjlyPQM5UqVqZljLByb5eYHNxjPTDE0nOLmrfd5+JEnuX//PtmdTdyih1azxmc+9yXurd6lVq9hmBaTU9OMj40TjcV55/o14oMp4kMj5Aol6u0ukdgAhtbDsG3GJyfxe3wU97epNw5Nw51ajQvnL+L1BSnXmjz1xJNsbm2yu7WGaerEh9J89he/zBtvvEajWsIfCmOYJtn9XSSXG0NTEUUZwS3iD8ZYu3cXtaugqX0EUWRgaIxytYKAw907H6J0FER/kGQqjWnZHOSydFoNJNFNX1GYO36cZlPBMCwuX3mYd67foNmuYugqhqEiYONywCW4eeSJ52g0qyzfu81gKoluW5TaLW7f/Yh4IkZ6aBDJLeCTwNS6+DwijqFSq5SJB0TKe1kkjx+wCUSiJFNJ1jZWGUiPEIuE2NteJhqJc/zkOcIDSdYW74Egk0il8fgDKN0WHm+Yeu0Ay9DxiF60bo9oLIllWtTbfZqdDkq9SjAaZWAsQz63Qz6fJxCO4DguPB4f4WCUkeE4a/fvEE+keOLZT9JvKxw/dZZ3fvIa3VoDrz+CZRv4vSIBn0QkHMIr+1iYP4bSaCBIXmbnT1Aq5kmNjGE5Au+89RbNwg7uYIKLjzzLQbFMs9NldWWFfr1Es9nG1CxqlRw2ApF4jJH0MM1qHq/fz/TMHI8/8ggfvPcWbreAKEhIkg+/P8Tc0QVarTqmpvHKD/6eg+wGbl8EpdXD5/GSmZph5f4SzUoBtz+AbligC0imB9NuE4p4cbugVS+QKxyAx0s8NURHUem0+zz71AsYjsCRqXGajTL/7a/9/9P3fuabs5Qv01O6ZDLjNOot7t1dJOj3HZKyIxG6nR4+KUxub4Nv/s3/xuSREYZSowyPjpHL5TAMk431+7zxxpvYgsQLn/kca9v79AyL73/7v9Kul3n+45/kV/6b3yO7t82f/un/xMb2FrYApXIOSTy0MW9sbTJzfIGLlx+m1Wlz+uwFRsdG+dKXfhlBAAeHTrdHtdZgcDBNrVxkaDCNbcGNa+9RrZTodxu8+951BNmDLNqIskSt3WVpZYV2q4rHK+P1+g5rYcPjJGIDpIczBIJRQATHhVIvI2Lhdgm4JZlSvYLkdbG0fBel28Yf9OLxhTh6bAHLcTAMHbXXo1wogSDQbLWRfF5M0+IHP/wR1VoFtd9BwCAeifDUI08xMz2LpvY5ONijrymE4wG8IQ+dboulm2/Rb5XQewq2YeJYDkqjgii68XtkTK1DRHahtboMD43x1NMvMDN7mkzmCOVqnuOnjjMwOM6du3exbBtNN0gNDpHNZTENh0gogmXblMp53B4PDz/2NMt371ItHjAYjTEQG0CwRa5dfYfU0AhHjy0QioQYn55ifW2JXHaPk6fOk5mYZmxyjmee+zSqZvLqKy9TLdVQO108iBh9lft3V5k6Ms3swml+9Td/E4/Xg88r88hjj+FyuZmdn2dvP4tu2oiyH0u3aLUaSLKMZbt44dOfxR+KUaxW6ZkgeEO4EFBqJbqtGoWdLcxeF5dbwu12UTrIsrO9hccjoiotHN3AsSza9QJ2V6FTq6JpOplMhhtXf0KlXOLezWv0miVE0cWnPv9ljp25hOCSee0H36F6sItb8uFxS+iagNXVcYw+peIuV99+hf39Da698SrDoxNMzx5D6ZhkMvMkE+Osbh3QbDf4zrf/llrhn7hK+dZ3fvxSKj3OsRNnCfrDuF02r7/+CoPpMR595HHeeuvHJBMBmorKAw89i+QLY7odPnrvdZKpOKJX4vVX/wG9XwdH54PbtylWS3h8Xrqai5ZqoOk695fvMn78JEpPwbEsWvUmx4/O4/P50Y0uTaVBo6OwtZ9F77botfuEA15u3riJaek/LXYH6fd1Njf28Ac8DMSGuHT+QaI+P8NHjlE4yLKyus7IaIblzTXmTpzn3KUrOI7D5uY6ti2QmZwiHIzQbnUYGR5FEEB0LJpNhWZfQ5Z9uGUvtuBieGSESrmApvbx+HyoxuGIXLB0svvbKEoDwXbAceHxeDEdm2qtwsrKfQyjQ/5gG59fJiZHGAwlSPj93P/wGkemTvDLX/katWaeTr+LIwcIJsaQQ2H84QDgxmVbJIIBwl6ZuYUFhoZGiIdiHDt+gpBXJhDwEE1EaLc7pNND+D1eXLYLwZFJJpP0LB23W8TBzfr6FrVKhaUPbuD3y4xOTfPwY89Qr1SpV8ucPHaGjZV1RkbSdE2b6ZMXGBgaoHKwRyoWo1Bq8tizn2VvewtP4HCd1GrVye7vcvXlf0C0Tf75H7zEr3/tD/jGf/lr2uUG1VKep596juvvXMVxS9y+fYuA14Vga9TrZeZmxlldWWZvew1ZEml3e7ikEJ/7xBd59+pVBEFnY2uXX//dP+Tdqz9hbW0ZHJOe0iQWjpIZn6XVqqH0GwTDA2TGxshubxMNhdGUJp1qDaOn8okXPsX7b1/DUts8fPkyswsnOD6/QDObp9su0zFMgpEwz3/mF7hx/XVy2W0M2+LI8QVaHQV/PEmrmGd86jRe3URp7RHx+YgkB+iLIt7oAEOpGB/deJdkUKZbybG3ukgk7CcUjnDq3CVqfYd/+eu//PN/EPrLb/zdS/u5PMdPnuLgIIdjmYTDUfz+MInEIONjad565zUee+xjtNo67U6bVruK2+UikR7DdHs5eeY8c1OTXL/2Dlceew5Ntzlz9gIXLl5he28f0e2gKApDE+Pk8zm6nTbTR6aIReIMDAywvrGKZuqHdie3yMjQKO1mg3KpwdGj81imSaPZJBAIIokeHNMkFPTSrLepV+tMZSaZnD3OncU7dDo9jkzNki3m+cIXv8R3v/8DCsUimqoSjSZot+t0FPVwiW+q6IbB3sY64xNTJAZHQBDodHv4A35CwSDNWh2v7ME0TKZnpun1Ds8809DwezxkJibJZfPouobHI9Fo1AgF/Di2QCQcQ7AtREfF1FpU8rtcefAB3JLJ9u4yO/kqgiTi9YZIDY4QicVZ/PA6ftnDYCxKp1agXS8zf+YsjUoRwTKJRFJcvHCOxcXbqFqPQrFMPBZHabcJBUMMpgZQOm0iAzFy+7sMJAeJRg9LJD5BplotIgU82IJAvV4hEU8wOz2HbTu0Ox1sFximgTfgZWPxI7p9BdWEc2fO0uo2abXLLG8uUVMUQsEQU5lZnn36BT68c5vle6tsry9h6yZuX4DNvS0k0YXsEelqDRzJTb2t4AuEufDAY/zo+9/F7/fjD4bwBcIovS7HZo6ztnKbtpLD65XIFipEYlEquSySJCGKEqZpomsmpqOjWRpzsyd55JGHWFpaxLJtBtMTLJy9xJGZaZaXP6RazZKIp1hdWUHT+0TDYfLZIr12HtETRO932d7eotro4xZlNENFDIDhaMQHR7A6bTyeMJbSRu9X0JQeLslFz9YZy8xx78YHRLxBjHaDB86eZ2drHVtw6Fsuzl96kIuXH+WJc8d//nBu7udf2trdxhfw01damIZOLBE5JKE5NvVaFdV08PgDzM3PcefOLZqNGtFogvhAivOXHiR/sM+br79MajDN0PA0S/dXkEWZXrePauh4PSKpoWFEUeD6W6/j98n4vT5OnDhNNrvL7v42gUiYZruD4JIYHppEVVs89NDTZIs5stk9AsEg7WYLl0s4xDK2qvj8EQYH07SbdRyXhWX12c9mkbw+soUsq2vruFxu4skkiYEBjkzPsrm9QmZiFpfgoljaRe1qZMaPcOHCBV59+R/QbQdREkkODGBoOo1qFbXXZ2hwkE+88AKbG+uYgK3rSJJEPJ7EJXqxrMMTSnQJJOJxopE4s9PTKK0akmRz7PhRdnc2kWQPq/fvsL66xLOf+SKFfJbCQZ5mvY7kslGVNm5BQna78Xld1BslUukR3r/2JpFQkBdf/DUq+X32s3sEggFiySGwHaanpnC7BGzbwjRMEokId+/cQhS9nDhxnkary8RAGkPrMjI5gewLIbkc8rn9Q0WEZSIHA0wemeD+RzfI5fZR2x0UTWN8ao7b71+l3mywvbnCyNgwg6OTKK02tumiUKiztHQTW9OIxbwIopdgNIY/7qdYqmK5BAS3gCcUx+cPIbtdWI5IKZ9F9vroqTqCWyaZGuXtqz/G0hW0vspgKk2zXqVUruEVXXg8HhxBZnw8w2QmQ754QCAUxtB1lu7fRel1ENxubJebZDpNNrfN+++8jCQ5fP23f49quUG7XqaQ3/spNlXjsWc+QSQcYXN9A28ggqGqyLKLtlJkdHSESHSAzds3MQ3wYCG5LUaGxhgcG2A3u4HLgOeffIF/+Vu/yw///m+ZyGToaT0MWyMzs8CN999DlCS+8NyTP384f+v3fvclj89LW2li6z1EUWB7f5VoROLe0m1KpTKXHn6Wt6+9RamcY+WnPJWAT8bnk8nub/P+tZ8QC/sJRaN4/RFqlQo+WaJWbzJ37CiOYxJNpKge7GKaKoOpJGpfxesJkUyEKZYLRBJxLNuFzxciNTDO7t46Xl+crf1NbMMgGoui/VQua5oWutHHsgQMwyQejfDGGz+gXiui9LpUGy08fpl2u00kGqVcqdFQFHTdot4s4PNGcQkuavUDAt4gUzPHuX3rAxrVHC1NJ55IUMgXqJaqjI+M4HYJBP1+fvLyK/g8Mo8++zEc26ZeqSDLPoKhKIauIjg24WCQcCBAvVZkemqMer3CiRNneOaZT3Jkah6lWyYgxxlLzyNFAwiOgV+WKWSzlHK7/NKv/DNOnLyAZlhoZh8Lk3a9QSLsQ3KJPPbEp/jh975FMhEnlz9geGKKgUQSTe2T3dvHsizcbheLt28eWsaPnmB9K4tb9HL33bcJhwIIcpCzFx5j+d4t7i/dRZBkBtOD5KtVCrks2fsfEYlGcCyJ0xcewu0PkV2/S69v8C+++jXufLjE/Ikz1AoHiALI/hDxRIDFu7dp9xXcwSRD6RTlVplT5y4zOXeUvfV9JqcX6HXatMq77OzvEA1FsGyHYqGI7bi4cPFpdnZu47JNHrnyHA4ipdwG8dQwRreDJPsIx9MMDaW5du0NkqkBfIEIilJD6TTxBX0gijhWh0IpT69VIybD+Mg4wcEhTBVkl0WxsEun3+Fjn/kylbaJyyXS6fYxLQUcA7XT4qErV5ifP8bNW7cxqiUyk3O4TA2vJDIwMIQ/JpMvbqNWOvhkP9fefpv9zXukx8c4df40r199nVR6gnqtwsREhs8/99TP/0FI1VUKuV269SrHzzxAu6/TaaqEfIOcPH6azJEjrKzdpVfZp7CzTSo9jiR7KJZK7G+u8/7V13j00cfJ5qscmz8FHh+ZmRncskQiHuSjd1/HMg1Ke1vsbW4yNzdPt6fS7/SJhUO8e/0q5eoBzWaLYDiMSwRFqdDv9NhYu4nTVfF6vcRTI/SVFg4Gmq0h+cI4boGu3me3mMd0DBTdJjkywUgmg9rpYBsG2Z1dXJZJu1Ric+XuYdWqlkcXDGy8WJbKztZdbn94DW8owGhmmpnZYwT8IWSPn0B0CJctEfb4efGXv8KLv/412m0VKRokOjaBIMHu2iIuR2NgcAiXpZMMysyMjJGMpLhw4WEymaO0212i0RgROY4ke+jbOkOBQUTN5mBnC7/XSyQ2SCQyxEfX36W8s0J2Y4OIL0KluMuTz/4SK2vLvPXaj8HlZX72KCJuVFXF5ZZQez363Rb1aondlUU++9kvcPnyM9RKewwPJTl2+RKm00HTRPo9nXJ2mRuv/RBUg3xxm1sfXsNl26SHB0kfGUeMDKAJbm6+d507777D4PgMLgwCAT9qv0Vh8z7NRh1DgFA0QGRkik9+5V8ghn1Ui1vsVA6Yv3iFD959gzf/4Ttogkm5vIvWbaJZ4Jg1SpUcFx/9OJ/5ytcxcNjeWSISyyB40gyOjJNODaEqPZx+C0cQGR09QjwQpdNWCMdiFAslSoUVkCXwBdAFCd0CxRDQHZOT589z6dlP4wQCfPuv/pTlzUXwJbCEGILbw/3bt1CVCvH0KEdnZvHjZeboSRJDgxyZmuPO6j6xSATbH6FR2adUzqH0FZZ3btNoK6D7cVt9RE2hVS3y/Oe+RL3XRwz6sPwGqmbQ6+vMzl38R/P3s4vv/jDjmWl0w0KwLZ584gn8gTClcpXN7R36fZXzF6/QbPbodlQcQ6erKBi4GBo9wjMvfA5FFThz6XEqjT69Roux0UkiWV47AAAgAElEQVTC8WFaSpuB1CDZ3AHtVhtd7yJJIpVKm9TgGH1DRbMFpqZOMH/0NJZh0+u2EVwOlm2AYBMIeAlHYhiGjSB68AXDTM5OYbltVFtD0bpkCzkEW8bvjzIwOM7kzAJtpQsuN5ZpYBg64WiE0bHxQ2q4WwTHIRqJUKzU2d0/YHx6jkqthdKocu+jm9SLB3gFi/rOMnanyub2Ju2Owt/+zZ+zvPIRm6v3MfpttG6baMiHadoMDw3RazdpNxskB5NcefQygaCP/d0t8tl98tl9ysUCIb+PC2dPU9jfxCe5aFUrxCNhTF3lW3/9Z6wt3qTbKOIyOjRKWQTBTSQcwLJsEsk4YZ/AzvoS3VaVerlM8SCL22Xj9YgE/F7qjQYWPrq9Lo12jYFUgng4gEuUePTRJ5nJZHj1h99FkLxY2ESiAY7MHyMzf5RcYZ9mp0MqlWJudo5Wo0LI72F7a5VavcQf/8n/yOTENNndHF7Zz/FjJ/F4PeQL+3S6TWxEhkfHScSGKRbr9M0ebp9w2DZq9+h2NILBBN2+jGpDrrBOqVQhnMpw5877tFoVXI7Oqz/6Hnc/uE4gFKRSquB2SYSDUZrVEst3b2CqbdyiG0kO4ghuZK8PzbTo9HscO3aBj7/waT54/x2Wl25iqk08ngCqbqLrFtFIAssQyO1sU9jb5pXvfJOb116jXa9TL5cQbPi7b32bo1OzRIMJdNWi3eoiy17iA6P4/HFc7gDPPf9pIrGhw2bc6AimoLFf2OD/+sZfIcsi2YM8o5OThOKxfzR/P/Os/d4r1146dfI0xWKBja11AuEo/mCC0bEJ4vEYPU1j+uhJTl14kHajhssxcHm8SC6bZqvF6uoKmtolHA0RDQe48+5VbKePINvEEkncokBf03HbAs3SPrWGQiieQjMddosFTl+6zO7uPvVam35fZ3R8nGqlBoKDorQxDFA6CpVak2QySalWp9XRicfTOLYMlsxjVx5n6dabeHxu2t06+/ubiIKI2lGIhIN4vD50WyAaTlIrHOA4AhMjI5TzB5y7+CCxSIzNrS38wRBqu4Gj9QlIEolwBFWp06gcEIoHmTo+i252qFdy2H0DpVJCEtyk02nC4SiRgBefCCdPnuTXvv5VXr/6GrVahV6zzfjICPVymfXVZRKpQVbW1vCHAmzu7pCZnicSSbC1sUxmZo6Zo0cZnkhTa1dRLZVTZy+wubaI6IgcHOTJ7aywdPcmHp+H+TMXUbUehqpwf2kRXBIj49PobYWD7UV0Q+HEsbP87V/8KTpgW34K++vU6zW++Kv/HEGGltZj7MgMG5vLiIJJPDmI0uywnT0gFh+mp6gszM4ye2SKr3/td/jYE5d54+UfEvBLrG7eZ2NvlWq9Qbawx6UHn6bV77K2dYdyq86xIwuMp+folit4XRampoCjk0gN4bZ1Npbu0KyWcWwTX0DG7QJRcOi3Gti6Ci43hltiYHSEoZEUGxv38HrcxCJReloPy/ZgWSaWBbhEDMug1z9geekDpsbHePH5F/nql77Gd773dwTCCfLZIvVChYgvhG1bfOrFX8EjHbKah9IJqgd7DKSGaXe7LH7wHrVKlYjXS6dZw++V6Zg65eIBQ+khfF4Pix++z2//d/+WH732Ot5wkn//R/8LM9NHeevtN3nwkRe5d2+JEwsXePLi3M9/1vYUhWqpTLulILhFdrMH+AJhZI8ftyTTV/vcvX2Lg/wBzWadTqdFZnqa+OAIFy4/xNjkJPlSnt2tDX7yox/z/HOfpJjN0qkc0O136fV7yLLM9NQ0QV8UWZZptquUayUct4fsQQ7TUQlFfTz2xFOEY2ni8QE67S4DySEC/jCmfnjrdzsdRElCEqFezhL0CEyOpChmd0mnRugrXdyGhtBXkBybeMBPq1Khq3R57Iln8HgCuAQXkXCYXDaLVxRZW77HyvIiosvGMlQk96HKfHhkjK/82m/y2S98mSNHj3HmwgUuPnSFnXwJTVVJJdMMp0cYGz/C5MwcgYBMS2liuwRqSpe/+Ku/Jrd/wFRmima7zdrmBtncAdFYknA0zlNPP8P8mQssnHuQK489iz8UIxKNUC8Vye3vsXp/CbdgMzoySDAUYX9/g0Q8STQWRhC9uL1+jszN44mEmJyZwbQdQpEwwxMZrjz+NG++/SYDqRHiqWmefP7znD5/CccF8yePUiyXmJk7hWO62d7ZJ5ocwut2sb+6RLvexu+PsLW5QVdt44368QZlHEvn2ltv8N1v/S0u283G8jqYNsePLRCPx5mankPT+vQ0i1a/h+wJMZyeoJTLcbCzhdCHJx58HNEGQ9NoNms4lsijT32exFAay+5gOW4MW0C3BEYmp8jMziGLNrFUAtU02C8V6dtwZO40J049gGXpBH0+NKWDJIhg2YguF51WA7fjopSrI7n97O7t0m236HXauLGIh0PEgiG0RoVGqch7V1/n/LkzfO/H3+OJJx+jUi0zMDiAY/XxyDai28TnFTEMlbOnL5DJTLG3vcfbb7xFLJJgaW2Vsalx/vhP/gOl+h5Xr/0E3VJ55+1XkNwaf/+tv/invTn/yzf+7qVIfJBTZy6Ty65iO+ah5UpycXBQYGB4lNsfvI+h9vHIXgSXi2opT0d16Hc64Fg4tklXNfjq13+X//1/+CNEj4kQcKP1dEyzj2n06Xcstv5fzt7zW7L8KtN8TsQJc8J7e72/N73PrMrKMqpSGVVJIFMIGZAYumkkhGBJiMXqnpmCGYnGdjNqhBA09OAkZEq+VL5UJl2lz5v2+htxI+KG9+b4+XD1cdBa4i+ID7H22Xu/v3e/z8ZtWt0+wWiUarPO6NQUW+vLiIJEJBwHw2Bz9S7FUgF3IIjocNJsNQlFRvD5IvRUnWRqknqtgKDJeBwCgtph9e4iHo8TQTB/QpjuYtF0PMFR9hx7EItdJOLzUs6u4Q9ECARC6GqPem0bi2ki2lyEwjGUXhuvL4yhWTmw5xC63OPC2RdRlA5b2xneOnsGr9vNoCcTDUUJ+SMoA4VGvY6pyXQ6Pbq9Pr12i0G7iVPyYrU6adcr2JwOqtUi8UQKyRemWq9y485txlMjlPIZXnjuWeb2HKaUy9Fs1LBaBU6dOonX7UbTdSSXn2K+gCBKpEemsYgCVpvJ/OEHkWwOquUihfwWNtHK5laW4fF5RsYmsNvstBo1nn32WQTByj0n7yebz7G6doeby3eJpWI0mhU0DZxuP5srd5E7LaySD9Eq4LLacdodREJBTEPjPR94P3/zpS/i8tgp16qcPPUQ21sFZo6dZN+hE7z+0nM4rSbh+AjVcgWbYYAsMzO5n0/8xie5cesqXbmHhp2gJ0AkmmBtI4tNctPqKUg2DY/DxS8+/R9IjU5y+o3niUzPUGzW2S4WcDvsGLJMp9fFanMzN7+LarVIp9EAQ8fpsGGYA5yqC2/AwcTQMN/9+tfpKg0EwUm3L+AU7ASsAioWDp04xuXzr9PVZFRV5vvf+jqGaaA7JTQ01G6fbrlE0GVBMxXsviTb2QIfeO97OfvWj7EYMrvvuwdRsmBg8Edf+APCEQ/bxQKIIZKJcfbMzvH+dz30s6u1r5w590yr3WJ4KMmFy+cYnZjE5/azXSjQ6/ZQNBPJ6UKS3AwNDbO6uoquazz+1M9x/doVOt0O7W4Pt89LeijNrUsXCMUSKKaDfreHqbmYnzmEyyMRDfnJ5jfYd2A/9Uaffr/HoN/D6/HT7ytsZTJUKyUkjw9fMEI+X0SSXIxPTOPxeIhFwoyk0yzfuYrf7UbQVOrVKkcOH6NeLfGORx7G7/czNjpGt9NifHyKe+87weryDa5fvkijUmPfviPYRTuCoaNpKumJGSanZ8nmcoyMTzA9PkStVGJ+Zpprl8+S28owM7eA1eHkHY+9C13VqWwXsVus+NwenA4b6XSCzOYadpuDkD9Is16j0WwSiCRRdYFOvcJAURBtNq5eu8Lw+BgW0YpmUXDYHCxeu8zs7Cz33vMOGrUSzWaD+fk5qtUy165fIbO5xtjEJFtbGabm5hn0+vT7HQrbRT7+65/m1ZdeYn1lmWqlTCaTJV8o8fSHPsr3vvcdisUCd+/eZmJyit379tNstrl9YxEBHbfHg4mBw+XA4wsxMTHD8q0bGLrJ2OQ8xe0ycl9BVVS2M2sISpszb76MS5Kw2xyk0sMMZJlcLkNVFYhE41w8/SYWm41ev0+73USXZTwOB4mIl1xuiVdfexGrzYFF9KLpOjfv3iWZHkYzTDSlj6Br9Bo1bt+8yvBQmq7c426+hMXhwmoV0RUFq8XC7NwsqqGzeGMR0zAxTBO320Wr3cLqEHHioNGpUNwqEA2EqHRbtHsan/ncMxw5dJSzb76OPxDihZd/RMQXoKe0WLxxF6fdTq3ZpiX3mFiY48t//0/cvHadfG4DzWLlc//H5/nhs9+hXa/xC7/wPlYyyywXbnLj+nkWr12lUMwTiyfJruWwOr34fBKFrRU++fFf/tnHWmxWBEEju7lEcnQKry9KNBJnz+597Nt3CFM3iSeHsVps3Lx5G10zUXTzJ3/8TmxlcmgMQXDw2mtvIHklFNVEUeyAxN69hzhx4j4qzQaRSBKrCOtry8zPLLAwM43f78cwDHq9LqqmgmDBG4hiCjbSQ+NYrU42N5bY2lhl5cZVzr78HDZ1QKO4jdLtMZQeJhIfIpZIE08kyeW2yOezlMvb3Fw8w9/8P59n49YVJJuJqgwwVJmJ4SE2VpawizaOnbgPp92KMujh8Yc58+brtBpVKuU86+urhOIpas0OnXabfqdLr9XC55Rw2W047BYGcpd8fgufx0233WZtZQW308X45CyTsws7bBBVoZDfJpEcIZGKcXf5BtVamUAgSLvTJRQMUS1vs3jpLF6v5ydpCDqqLhBPjDAyOkm+UGJ4YhrTIpDdWsYApuf28fJLL1AsVXYS9KwORNFBOpXmzTNvsefAfmRdYyObwRvwc3t5GcECdqcdWVFoNetkNzaw2910Oj0ymxnGxmf5iy9+mZUbt9i75xCSy0k8kUDTDZrNNt12h7W1VfyeKCePPcB4Kkm/Xd8JeR70CCUSJEZG6XVbSJIDLNDstrh47Swv/vhFuqqChhVNt9CSdWKpERwuD+3uALfXw8zcITSrlbZW4Z+/8Q+UZQFDlDAFEU0Hi82JZsKlyxep1baxWvSdjCWXi1On7sMmigSDMQa9JlbDpN1osJXdwBAcmIJIrV7n3IW3cfl8GFbYd/AIbWUbrxRmYmQSh9PHnr0HcQfdtOQu33n+B5SadSLpBJous7Sxxn/9sz9FlxU+99nfweKTCAaj2C0uCptNnnri4/zar34Ou8XFwtwuLCbUtov/Zvn91M75d1979hm7w0Ems8XDj74HXdOxGDq5XAG73cGVq5cwLHa2trLMTE2QK+bRBcAAn9dHNBbD5XZhs3l46l3v5drl0yi6TmJ4lF27D3Pz9ttcvPQKM3P7aVbLlKsVorEk/b7MxsYqFqsN0Wr/yVdk56h5oBkoms7+Pfvo1BsU82sIho7SbeF1O1HkNnPTs4SCQebmF8hvV/B6JFZXVwkGA6ytrBKJRmi3m1itFiSnl2ajQTQaoVrcplzIMOg2EK0miqxQymUI+AOMjk2AYhIIRmi22qTSIxw9fpzV1duoSo/rN64jD3ZCxYKBHSBuo9nCLrnQFI2F+d0M+n3cLglV1zGtNlySm9z6Mqn0MJMzc2S31gnGQrzjkUeIRIdxiBK6JnPt0mm2t9ZRDQudThtF1+j1BzhcPhxOP5gijz7+FOVSiVs3LpEcGmZscpqllTXW1zZoVGvIg/4OaHcgI/n9TM1M0+n18Ho95PNbRKJhErEwFosV1TBIplNUanWK5R2IkhWTRqlCZnODTrNKYniCTr3EQDNwugPsO3QMf2KEXq1KPDZCs9Hi+rWLyHKX2kDl7q0bxKM76Rb1ShGrzU4kHKHZqOOU/Jx44BGOP/ROOqpBtVJjdtde9h88wOraGun0EJ3eALcvynaljN3rITU6zf2PPcXi7dsIFgFdVRFMdmI2+126gy4ur4d4ehRTHbB6+zY2hwNZNRjU8jhEK3KrTb/TxukLIooia2trGLJMZuUOw/N7acsDTKuFBx98nJFkAqfkxeV2c2f1GuFoCK3Xo1cp8sj9R7l58xKJ8VmGUwneeGEHNF2VW9y8dZOgL8bT7/sYC/MHefmF51hbucPMrmN47QFmhid5/8+/82cfa//zF/7gmc18HqvLzfbmKq16CcNQKZby+Pxubt9exOnxc+jQXpaWb9HuNTEFk3QyzXY2g2S3Ui7laffqvPHWawR8cQayyeT0LnSbk25zgGA4WLx5iUKtzC9/7Lc59cA7+PZ3/18kh0St0aLTbmG12BEsIrKqoMhddKVHMbeBQ9BA7xGNhPmFp5+m3qgyOzdNo9EkEouSTqdxuyTApNVsYBgC4VCCgaJx/8PvJBAdIxAcot1oEvAFOXrgCNPjE8RjcVZX1vH5/cSHRxmdWeD0G28iuZ2EEjH2HDzIQNUobmUoZrMYusBQeoJkYoR2u4JqmPgicXyhBKceeJxKpU44EmVyZga7ZCMU9JDfyhDyefD7Pci6gtvjJhQOIysmrW6b5VuX0FSNTGaL+dkFUAXiqTiZzDoOyY1qWFF1C6nRKY4cPMC/fvXvqOXX2bXvEMvrq2xtZ/G4I8zOzWFYQHK5sFqsuNwuGvUyly9dot1soQxkBr0+SrPC1voKktfDwr4DZAsFWr0uHqcHud1gemiMbi1Pu5JB71fYqJTwBpMcPHqSrVyWuzcvU9zaRLK7GU7HabfaTI5PMOj16Codoj4f2ZUl+u0yDrudZGqSbK6IaLEiWDSK1W1iiQkef+zdKM02uVyOG4tXadWqNEpF+tUm+dwqkiuI25Vma7vAxtodLPoAm6EiYuJyOPBKbrw+L1a7nelde7h95TJqq4poMWh3etz/xNPksmscved+/uMnPsW123eothVmFvbhcLuoN2q0uwrVxhZTU2NoikE5v8bm7ZuYukGv1mB74zZuh40jC3uoF7Z45eXvIYU8vP99T/H9736bv/3SX2ExFP7la//E6Mg4T77347gcbv77H/6fVLaz2KwWNMHE7NV4+8fP8bnPffZnL84v/cu3n/EHIohWCU1REYCtXJZ8IUsmm6HdG6AoOvntbVTDxCl56A9Ujh67F11REUyDvqYQTiY4cvw+Mpsr6JpKv93DE4xSrxZZW76N0+NmZHQaTZd5/oUf4HX5aLea+LwBAj4vhmYjnkjTVzoMul3QVdwOEdNQmJrbzYl7T3Ll4gUsgsnE2CRYRHbv3YshQHZjnUJuE03vkUgkCATDBCIhHFaR11/8EXaLwdjYBHt27+bG1UvU6zVM0yBXKDB36BCtbpOVmxcwlSbegAePy8VWNoPca3Hz8jlGxsawewLohsDy0m0GgxoDQyc1MoLN5mBlaYl6vchoMslA0dF0DYvdgcNhJZ9dJxSJ4fH5cLncrK8tYwgCstzH1A28gRAeXxiwUtzOk04Pc/vmZWKpFB6fj0G7TjQWZTAwaJe30AYK+0/cj9sfYWNlncmpSa5eu0K1XmNu114OHjiCw+nk1tINur0ODqeLSDRJLDWM2moQ9PiYn9/LpUuXwNApl3JIbjcIJp//wpc5e+Yt1m9dweFxYfP5aTUr9Ht9iuUCqqniD0QRTY0bl84SiiSJpVOcPv0qoWiID374l3G5JLYzS+gIpIZnKNfK2K0WJMmNYPZJhod488evcumNl3DYYNDvMZxOYioDLJqBwxHAIjgYdBtYjT5qt4lkqtjQUeT+DkBJ09GtNgadGs1mnbnZBTrVAppu4vBFya3dxGqB3NYaN29eweWS6MsDYqkxtrJ3kWyQGhqjWsoRDYfJba6iDXoM2i0MuUfEH6LZqDOWjpNZWWFyfAhN65GemmArn2P/zH6Wbt7mK3/3Vwg2gQ9/7FPUilXK+Tzzu/axdHcFm9WOzeqgVSii9QZ85nd+62ffOfuyRrev0ZN1kkNjOJ1OGrUqouhgcmaBE/fdTzQeYXp2ll1794PNhdMTod/TMU2RsYlpIpEo9XqTu8urWCw7cZCVapmllUVUU8EqOTBNC/VqkaU7N9je2qLX6REJxnDYXNhFJx7JicfpQBKdDKdT+Dweer0ubreH0aEJshtbpFIjDKXGUGSV0aE0NxcXKVfKTM3NMjEzxamHHsLpchONxRlKpKhWi8hqi8L2JutrK5x+68e0WlW2t7OcOfM6gkUn5Hdz5+ZV5MFPzO5uH7VagVotg2kOiCXHGBmbwYKIqqqMDI/R6SmIoojNJlAsZRkoTWrlLEG/d0e4SqQ5uP8I01PTaPoOy9LucLO0tILb42F0bBRVU3C6XZiCSbffIRQN4g0FCEdjOCTXDodjawPNUBEMhUvn3+bxRz+AaJNYWV7F6w/z7vd/kLM/foFeo0wiGsBlN3E74cKFtwgnU4TiaY6fehDT4UAKBKg0W3RllVgqzcFDRzAMA4/b+xOXkcjpc2/wx1/8EruP3oM3nGBm134EEbCoHDlyCLfLh8vlYWb/YcZ2HcawS8RH4gxPJhkfnua573+L5bvXiASSjI4tUCxmcTpMZLVLyO+hV2tQ2VqlW9oCuUGrkcNhkQl5nNgxkUQrHo+f9//CR3DanAi9DhGLgVarYO33QVbAgGAkwuj4OCImPsnJkaP3YuJEHujoqsz4+DgWu4hqGtS6XQamiWKa3LxznX63TWV7i6nxJAfm57lx+Rz17QwhyYc60KkU82RWr6M2W1w9e5F+u0u3MWBjKcPS9UV2zS/wcz//bv7bn/0Rk1NjBPx+jt/3INcunKbbb9NUNbqDHhpWatslfuM3P8vc/n+bbP1TO+d/+/LfPVMqbuPzuEGRKRe2MDQF0elmYf8BtkslivlN8rkshfw2mqJht9lxOlw8/PAD3Lp7k8VrV3D7fXi8fpw2G912G0VRMS06/UEPi2jBLTkYdJo06lUMTcNqEZEHCqbViq4phMNedF3GYoLdZiUZjxEKBDh16hSVcnFn1NUGJBNJ1leWuX3rJlaHjUAwSDQWxyKYLK8s0e3J7D9wlPXlWyxev0o4HCYYDGOzOQiGI0TiMdIjY5x6+BFavT7rq2vYBCsTE5M4nV727z+MQ7SS3VwnFkmQTEwguVwoioLTKbGeyfL4E+9hIKs0G22KhRInjt2LIbfJbmQZHpsiHo9x5dJFNjeXqVVyxGKj+ANhup0mqioTT6WYmJrk9q07WESRtbVV+oM+nU6bajVPtVpEEB1MT+9m/+7DrC9v4HSKZNfXWdu8zcLug0zN7aJSqVDcvIVosyParOiaTLfVwO11k8tvYeoGhq6xtrJEr9tgJJVi8fp1QrEU2UyOtbUVPD4/5XIZnzfIysptWo065868gaH2GZg2UvFR1ldXyW5uoKsyqtwmEU8xPj7JU+96jL/8yz+hUilw6sH34/J52crl2LPnBDZnELnXp99v4LBLGFgRBZHydoFDBw8hy3VCET/NWoNOvUXI56dYLHL8vnfw+FM/x9nXX8YnyLi0AdNjY8iKSqs3QPL5cfgCaLpOdXOZkXQanz/CyZMPsLmxQa/fJV8qoKgKpmCiGSYDRcfr95NKRtjOrBLxuilsZcht3ODxh36RemWLXqfE+PguLMYAl90Ew8qZc+f42//1j/zNV/4n33n2m3j9ErJgZ/HSTU4cO8orr7xMq93j1ed+yKFj91LMZ9nYWMETidOslZFEKw8/8jBvX7nC//ZLH/h3qLWoWEwDVZZZWrpNPp/F7XVz4PBhPD4/ma0NXG4PgsWKz+MhnUqgDnqIos7zL/+IG7evE4j4adaK9OoVVpeXMMydB3HB0JEHfVRFQR/0dpBoNhv+gH9nt9QUpucW+NCHfwlVHzCQuwQDQVr1Gt12C6/Xy/r6BtnMOvF4kFI5zyuvvczG5jqGoeFySkh2B2t3VyjnS3icLuZm52k027x97i0cNidDQ1P0expDqQSSZKfbVwhEoiytbRKMxHHaHNitViYnptl74Aj9Xge7aMNmsVPeruF0OrGYBpVSAdFmwe0PkMuVsVjs+H1+otE4g4FKpdJkfHSU2akxXnnp+ywvLdLtNEkm0kguF+VKgbXVu5S282wXCjTqLcZGx7BZLFRKJZwOG1hA7rexiRYioTDJaAJT0/H7fAiobOVXiSVGCfh8XDp/jsvn3sIu+RifnsFiE+n1ujhsIm6Xm1a5iFVTya4s43ZYUXp1JmcmsbocvH31MtvlEjabg1qljcvtQ1UEWo0S6yt3SA3vpOWJNjdyVycZj5OOxUmGY+j9LmPj41y+cZWv/M2XEAyB48ceQjNlRoYmOHXyMTrdLnaridbr0a+38Hv8NNotDh25F4tNQNZVZEMnk8kRDkZ46IGHkJwSdreL1994mf/yu5+mUdpC7XeJhmK846F3EgnHCYWiCIJIr9OjXqnit9nYunuHH379Hzl/9jSqsWNC8Lq9OOwOrFY7VlFC1gBdIxL04JckBu0ug14bi9XKJz/xWRBMgmEP7/vAe4nEYjQaLcamJ/jas9/i6Q99BMXUafe7dNoD1tdL/Mf/9JvE02NE4iP80sc/ycLoEB//8Ie4dvE80fAOm1WWe1jsNj7zu5+hWMn8+zrn3//o5Wf6vRayqvD7X/jvXLn4Ng6nDavkQHTaub54nf377iEUHmF2bj/Ld+9Sr+SpNBsIFtA0DVG07zj7O31S0SF8Lhdyt4Fb8vHRj36M62+f51O//XtYRZH06Bjlag2n5CIaifHQw+/hrTdfIxlP8NjjT7F48xbvevwxDu3bx9KtG0QiYUTJhtzrER3dxa75A0T8fjIbtzC1PrrFRSGzgsvpIBgMsb6xxtLyLTY27xJLjmHFRi2fpddtILkkAkEfsUiErc11Qj4PptbnkYffy9lzz+G1uWh3GtQaDcKRBLF4Cn6jGYIAACAASURBVIddQLRKlCrbmIicvO9JKq064VictY0sR44eY3llCZtkQ+4oLF6/QnponOnZfWzeeBvJ7ccfirJVKvPQI09x5+4K27kcxVyGmzducvTEKULRFJtra2SWbjI1f5BocpaIP0jQbaPTLKEqDYqVGrFInPTYAs1KHa8k4vd4mJ2ZptkoEvCFmBjfzfDwOK++8F0cTh8eh49EPEE0NcRjT32Ut954g76soGgGLslBp90iNjSCaZrI/SYIFsrVCvlyFVHyc+rRD7C5uYRFV2Egk4imsNmc3L6+SCCY4j1Pf4xWp0upsMWl869w/vQbFLaylIpZ5hd2sXj1bRamJth94F4s6oBSpUSz3aGU32RmzwlO3PMwd65cIrexRrFcxOoJINig0SwhOUEzVFqdBreunmerWkcxBbzuELqmo7SLjESTGGqbiNuPJxhBVnU6rRaSx4tFsCAAAgaGpmK1mgx0Kz94/kWWl++ysXQHXbHiSsaIp0fwh5KceemHNLstvv7cC2wVy/z4rVdZWr3LV/7mr7EHPHR1K7/+yc/x6V/5FVZu3WTP/qOsrRVYunCe73/tH4iGYhSqVaqVGsfveQR9IKPoMnVd4fc++es/uyD0Z//wjWfkbodet0N2bY3S1joWO2iCicPlJBj0UdnaZtCss3jpPPVaFV8ojGi3EQ4FyGyu4ZKcRKPDHNh3lGYjx/Z2FkPXAB3VUCmXcoyPj3Jz8QaDvozL7SEeS+J2uug3G4go6GqfcqWE1+OmXMjT73RoNxskUkNYBCjmM8ioaEqDH3zrn3CLKqAjG1ZGhtM7CDtRpFKpEwqHaTf6jIxO0G7VaVaLP9kFh4hG4ximhmCBVrtOV1aZmJphbChOtVjnwYcfZbtYplSu0G416asyieQo2ewquewarVqFUDRGZbtAZmMNm2hF13UyG6scP3iIfCGLy+vD4XRy/o0XOXrsFM2WhZm5/WwXtrBYLSQTcRrNFrt37cYwBNbW10nHY4R8HsbGp3nv+95PMbtOdm2Zaq3CxNwebDYHiUSCSrXKoNegVNpGHahcfvs1NjY2mJiYwen0sJnJoKgDRLsdTRWxWEQcDhtr62s0SznkXpdELIbcaWNqKuFogmajhaIoSC43ol1ieHSewwfuoVgs0283kAcKo6PTBAJBBq0q9WYDp9tHYngMTJNisYghCkTTYxy790H6qs54apiLZ0/jdok8/OS7+fGLz6EM+jSbOzfDotP1E8ODQaMjEwpHKbcbYLNhCBYsNhuSy834xC6CHh+H738HbUUnXyzjCQSoV8v86NvPcvPaNdYzBXLVBqpuAqBbrCBAeihFtVJFtIp4rALHjh6jVq7y7a9+HZ83QF81WM2X2H3fo/zSRz7AV778RQSryeLVS2iqweuvv4ZTctLq97G7fYTjQyxePIdV1ug1u1QrFaqlAtMj0/zhH36Bxdu3KbVatGQD1WLlzqWdd/++bvJfPvXJn32s9QdCLCzsxudxk99YIRz0YZoG/V6Lq5fPk9/apFTOUNpeRVUaWO0m8bERWu0GomghEAxgtYDf62FycoReu87+Pfv55Cc+g8fjpVIs8dQTT/L2W6eZmxwnHPCTiCfptDu02x0uvPkyuY1VLl96m831FQaDFgG/D7tNxOOWiMUiDPotVLnHoNtn0FV48omnsDvstHtdpuYWsLt9JBIx7t65i8fjwSW58fuTSJKXXD6D6LASicWJRBJcv359J/HBVFFUmSP37FyO1KstXC4Pd++s0m522bWwgGCaKN02g05nR4gIhLEKdiqFIqt3bhNwu5C7fZSBiiQ6WF2+TSGfRddk7jt5L9FwjFq1jmBR2dxc5+qVKxS2csgDFZfkZTBQqZZLpKJhlEGPZCJFt9NmbfkON29co1GvcPTIUe659wE0TeHqtauI6Gi6zr7d+0hGU9iwMD0+iakZhMMhDh85QiAURbBamJya4fjxe5iZmqRd22GDSi4vkuSlVChi6BqyPMBhszE+MopotWIIBnv2HWRlZZ1Kfh2510eSPMSHRqlU6qjygEDQi9NuYdDvMjE1jWhz4PH7MS0WTMDrcfHD732VQwfmMXWTQUemvl1A7XeJhcMkU2lC4TAOmxXsTt79wY/w8BNP4vI5EWwChmihb4AnnmJ8/0E2S3XOX7jFn/zpXzM1tZvh4WF27z/Kn/75F1m8dheLzc7xe06SSg/R73b50Ic+zNDQMPlsDothYtVNlG6Xq2+f4wu///t0FJ1630CTAnz0P3yCjdXb/NZvfZoHn3oSwSly/fpl2o0mal+l3ayjqAoTkwtMTcyT3VzDFO0sHDqBbrXjdNv5+fd/iBP33s/K2jKhYAjRNDFVjc//j7+jVCjiNtV/s/5+anHK7Qbn33gNi6kzkPuoqspwegivQ6JTrVLM5ej2mqimhsvvZWh8hIHcIhINUSjkCfg8+N1uWo0S2cwSfrcPUbCTzxX52Ec+zuT4DOgC89PztGoFmrUig36XdDqFYBhIThtur4doPMn8rt34/H6S6RSBoB+H3crlS+dot1tYrSJHjpzi3hPvRBc8CPYAvmCSQ0fvYWRsjEIuj1UQCPgC2EU7qVQCp+QkHk8xOTGN1xug3+8yNzdDIh5DtIq4XR5cdifXr15gK5unVC5y59ZNut02G+trbBeytGs1TE1HkXUOHb0PyR0m5A+gywqFbI5GvYkk+RgdGiO7tsy9R/cTDXi4cf0KqWSKQj7P2xdeJZ9fx2YV6bTaKP0+0XCIYCDMqZMnsQmg9Hp0O31cTifLK0sEgkE8Pj+J9Cg+j0R5u4DN5mAolSYcjIEgYLHAvj1HyWWLmLqJz+PixrXL+CUXiViK8fExDFRef/0Vgn4fdruLeGqUJ9/9c4QjYTx+L9Oz0/SaNXqtOkGPhMfpQEClUNygvL2B3O8iWgzSiSgf/MUPki2WCYaiNGplzr35MpnVO1hMmXarwcTkBINBl2QsQjweYnp6glgoysTIJGNj4+iqRqvZJBQKsW//AUxRIBAOIFjhlddeRtVkZGXHKWR3OtjY3OB7Lz+PaLOgKQPUbpfqdo5+u40ouvjhSy8xs+sA7UGPja1NFE3G63Pz/e98gzs3rmIRDOw2kaNHj2KVXOQLeXxBH1ZJoj5QCKVHWF7f4PxL3yfodrO8sspAM6h1+vzzV/8Fm2hFtEAkEiISjNPM1wgFItjcHn7383/A0PwclXaHyZkZvvK3f0ujUyVX2MInSUQCARb2HUeSAljNf7v+fupY++d//dfP+CQbnVaD2bk9WEyTXrdLPpdlcnyMYr6IIcu4XAFGx6dwOSVy60u849HHkAc97KIFU1MZHZ8gHI7Razbx+d3Um0U67S7rG2vYBINoKMyZ0y+im6AJAh6vl1a9Rq1W4dDR4zz4zkcpV6ogCFTrdUqFLQq5DZySnZOn3kmlXGHXoSOcP/sWbocLp92BIAiMTszwxks/wG4VcXm8jI1NoOkm6eEYma08uxf2EAtHMU0Bt1ei3+tgGiYCFlRFR5cVGuU8MzNz5EsF5hfmWbxxnXa7Qb/bRvIG2bXvOG6fm2ajyu1r10iPTVAo5BhKD+Fwe9m17zBLV69gM7r4vE667T5r2XXuXr/Mrj0HEaxO5uaPoql97KKVWrmI3WqyZ99hDE3lzq0bmLrG0SPHqFTKtLpdhoZ2LImyZnDmjReJhsMcOnofaDrdXgeEAdvFDMFgjKnpKSS3hzu3b1EpFtB7HcKxYSxWK+VKBgSNeCzN5soKe/fupdtpcuGNF/BFo8SHRijns3TqJbxuD6pixeFy4fe7KRWKiDYLFlOhmMtw5co1HnzknWxubtCqVwgGPFw6+zouyc7RBx/iiXe/l16nz9rqMscO34fDIbF85zo9TWVl+TYur5c9e/dht9koN9uohkq31aBWLePzeylXij/JAQarAQ6rleP3vJvlc2eQ7CKq2uPS22+iKDrh+DCa1iPgD1JplJERdnZMQ6FcziM5bXR7HZxOJ7lcgeT4GLLSw+a0gc2G3etDHQwQTAu///k/5lv/9A8YWh9V1/mtz/4enWaTb/7r13B7JQamQTo5zZU3TmOzKOimwZvn3+Lm4lVcVitXLl3mxuJlVLr0dBPRGaJeb/DDr/1PYsNpZk88wEef/P93CP3UzinqPfL5LUKRGKViHmXQpVst4Xf5mJzcj9MZIZGeIpqeweVw49RlQl4fcl/F7/ZgNQ3m5uaYnZrB65QIB0ME/X4kp4TD62HX7DTddht7MM7Y3AGGhkdQ2jUWr1yk3GghOp1EwiHKpQqqKrO1sYTNBKvFic3mIegPkc/kMDQBpV4jn82SSCVwuLwIgp3XfvBtDFlmfHoXwUgSu9NLPJFifWmZoMtGPrvKlStX6fdlOq0WmUyOYCiGLxCi0+/RbtZIxOM0Biqj45Osra2BKRCOJHCHkjzx80+j6E0UrcOVxSsMj0a4+vabeP0uxmZ24/H4sChdDt/zKK1Gk62VNQprS7gMC9MLc5y/+gbjuw/T7JTB4qDbbiBaNPz+IBurd9nOF5if24U/EGYzu8Heg4cIhQM4XCKVap6tjTtEY3GCoQC9Zom11WVkuUM0EsUpSQQTCYKREJubS1hFk4OHDpDZLhMIBKhUttjeLjAyNsPo1ByhUIBCLsPK8jIf/Oiv0GxWEQxwOJ2kR3ZTafS479RDpBNpLp95EzEo0TPr9FQZDIF4JMIv/vKvEI6G8Xl8BBxuBu0W+/bPMT+3my9/6c9ZvXUDs1fj/pMnCId8GDaBs2+9SCo1zq49hwj4fWQ2VkgEYxh9mVYnh1Ny8Ni7fp6+puCVJOj36Lc6pIfHyWaWSYyG6TDgez/6Lg67iUEHzSpjiC5eP/0ShgDze2aIpQK0miUOHtiLILkx7U4sFhO7oNCXTUSnH9FpRVYaBANeBIuFjcUrfPlP/yu1Tpd6p4LkddPpy/z5H/1fHN0/R6/V5t7D9/IXf/In7N49i81mR5Fr5LJ3iSdTBCOjbORy5OttLLY4Vtz0ezq/+ZlnMNUOIb+bRHrs39c5v/jlv3wmmUpw770nWVpe4qFHHmXvoSO4fD4C0QgPPHgf9z74IGMTY1y/cZXtSoX5PXvxOdxsLq0Q8Hhw2txUqy3cHg8ej4eXXn2VX/zwL2FzRrj09kU0WaWU22bp8gXaXZVdB48zNDJGs1zAKSgo/R71eotyqYKpazg9Lm7duYqsyDjsHvqdAndu3SSZSGMxTbqdNhcuXmR2foFQNEY4kaLdbhGNROh2WlS2tzB0mBifpFatsnvPbrq9LqZh4f77H6BSKZPPZbHbrLgdOynn/lCMS+fPE08N0R/IFItFxkZGeP215ylk12lU2+zac5SOLLO2fI7J4SG2c3fwBYLsP3qcV174Bk+/6xdwO7zkc1k2iyVEtxfZYsEekLixeIZKaZl+r4fb7aPX71MqbtHvdbl25RrJeJJqpUk+l2FtfZXtXJZ6aRtd7uP1uOkNdkSe8fEJwn4/tUaT0YlJ6tUqBw8dwTQlhtILHNx7FHXQZaDJWC1W0kPDiIKdW4u3WL1zhb175pC8PuJDI6yt3MbtDtFo1Hn0sZ/j2s0rrNy6QCG7RsDnZ9/hE6xeWSScHCGSTnDr9lW+/91vYrPYUHtdFmbm+MSnPsmz3/0mifQ8w+kxrJrJ1QuvoOJiZHyc519+GZfkYdBtEkvESKSTVCsVbt69gQWB2dGD3Ll1gWtX32QkPYsoOBgbnkIeaCTjSY4d3sXzP36N9NQMXU0HtxfNCqX8GnZDptdv4HaJOHw+PvM7/5ndCwf5l7//HwRDIRQd3N4gH/zYr3Hj2kVG0km6jSqmapCMpDEGMtvLt6gWc7g9ToYnptgsbJLNr/K/vvQP/OB7L5HZyFItFvjSX/wln/2dz1Esb1IsNomn57nn5CMsXrvGzJ5DRJIjFKtNvB4f8USU2xdfYWx2GotL4tLr3+Uz/+lTP3vnDAQj2GwSgtXOw489jtUlUapXaXea2B02XnjxRTKZLC8+/z3a3TZ7Dx9FFO0YqkY6lUKWVYaGx9i9Zx8WAQSLwf4D+7l6/ToXL53GYEA2t4I8aOD2BLFYbVTKFS5fept2u45qaDgkJx6vl5HxUWZmZ9lcXyOdHMLrC5NIDbOysoxDclKu1bl85TJXr15l3/793HvyJCag6RrbxTxbW1na7Z1QL13tUy5v02512NzM0On1wGKl3+vy9vkzOOw2Uok4VpuNaq1Gp9slkU6xuZVDVTWOHT3G8NAQs1Mz+L0+XE47oigwOT3L5PgMB/YfpteRmRgZZ9DuUS1ts7ya5QfPvUJ+u040nmJh9yFaXY2V1TsEAj5azTYeT5A9e4+gqQImForlEv6gj+6gx4EDBwHYNb+bqclZQsEwsqwxO78fm+gms55jc30niNvplGg0W8hyj83NVbZyG5TKWS5dOccPn/s28XgcWVW4c2cJRdE5fuw4uuCgWm2STI8wt/8IpWKNTCbPYDDgm9/6BiPjYzhdHoqFLD25Ram0hGq0qbfKFCplLHYv/uAImqaDqbO2voJFFJmeW6CwvU2316VSrmAYYJomuWIZu8NFOpnG7XAR8IUxdDtTU7uxiBKzuw8RjCQRRBHDKtKsbZOMB1lfv4vXa2Mre4dn//UfmT5wGNFux+aw4w9HCEViWEVQ+m0ioQBofbZzGc6++SYXzp0nFI6gyhr6QMFpE9m9aw6DPuXiOq16mZmJcWrFHJML+xmdmScyPMaeIyc5dOAQcm9At9/lO889z2NPvgeXz4vb5yeeTHHo8CHOnj7NYDDg1H33Mzk5QyAYIpvdRAMEixVJctKtVzEGMg899DhWbHQb7X9f53z+jfPPlKsNjt5zH8FIgsXFq9y4eoE9u3cxGKgEQzHW19e4cPo1QtEYsgrlfAFFHtBqtRmbmCAYjuHz+Xn5hee4e+cakstNtVojkYzRbtZQlQGNWpMDJx5gbWMNh9OCrg8QRStTc7PYHE72HjlKMj3E1SsX0boy3a5KMBDBtFipl4ukhifQBZG5uVlm5+YxBQu53BaXL11E7rXpD/qMjI4RjSVQDZML598gkUjSGyhMTEzj8fkRBJN8bo1ut41kt++wMlSVcqVI3xCoVkukhiZwu92IVpFycZtmo4tDtLG4eInkcJpYPMnm0hJLa2t85Jd/lWDAz7e//s9Mjc+STg7T7nVpdzo4PR6C4STlRgebXcCiGnQaHRTNwCqKLC/fZXZ+gWq9imiz0u33cDjshCIRLKJ9hxljwpEjR3n3+57mX7/6zzRrdaLhEPncFqHojijUalRZurvM5PgkhqmhqD1kZUCj00bVDdJDI6ytbuAU7QR8bpZvXqM3GHD1+k00TWNyag+ZzWUsghWHy0Gn30cUTBJDY4RCIWqtOoLNjdPpJb+V5/A991NYX0EftJEkCafPy9L6GpHUEJV6EV020OQeYKNcr1GtlGiUShiqwkc+/qsMdINLly6SHhrFKdp4+flnGQxqjE3Okl1epdFo0253GMh92u0aDlFk36l3cvalFxB0HdMiYKgD3C6JZrmMPuhgMRQUU0AdqFw7fx5vOIRmWjFlFSsyzz//PeySg2JhjdHEJLMTe8msr/C+pz/Gj5/7HlNT03zwwx/lq3//VwQCXkZHJ/C6Anz3u9+kUi8iBcMMj85x7sx5Ot0yTreTUrPF7aVV9u/dz9ULb6HpBiNDQ0g2C3K7isvjZW5hF9/4l79nIMv877/zuz/7O+fffv3bz4gOFyNjk5w9c4ZBr0WlsEWjWqXRaBKLJ3F73ORzWWRFpT9QqFcrdDttEExEUWRlZZXido5SKc/83AKRaJhCqUC7N+DIoWPs3bOb7e0qwcQwudwGDptJr9fGFwgj+Tx4fQEGisrK8jLnzrzFeGqYe08+hCZYCIUiKP0BzV4XA5FcbgvJaefSxbeR5QHjo+N4vX58AR/j45PkCwUkyc31q+fx+wKMjE7Q6w+oN+rktjYZDPocOXyEjY0NwqEIPUVh/8H9aCa4JBc2uwtVVSiVijsH2yNj+D0u2t06jzz+BLFYnKDXgz/gZXx8gn/92j8hqBoDxcK1i2/SVxX2HjpOOJ7kzLnzTM3O4fG5yG9miMXSdPoy41OTVMtFqo0uH//VX+XI0UOcOf0WI+NTNBs1qqUiIb8fr9eNXZJYvLlIrVqk1awzMT7K1WuLPP7Ek5w+exaf182ehYO87/3v44t/+RfUalVsooNGu8HU7C727NrLqy+8iGQTyWQyDFolZE1jenY3uqmyubGBYOr0Om06rRr9gUIsnmTvweO88tJLGILA8PAkPl+QdrtNsVzAHOygJWKxGPGhITKFHOvr6wR9XtANSoU8jz/xJC63h2ajjt/lwSJoDHSN7/7g+4xPjNDvyyQiUTKbt/B5nDRbXRqNPnML+zhw5ASFUglV6eP1+XjwXe8js76O2+Wk3+/S7zRwuR18+tc+zfmzryLoKtHUEFbBwfzEJOulAg88+CijY+PcvnUFSRI5+eATOHGzuXYbq9XCb//W/02zVkCQ+9RrZX74gx+ynVnH7hSYnJlmfmaeUnGTvt5HtYq4/THWlldwuUSa3S7ZYpGxsQkC3gBbmVUOHznG8FCKjZVl/D6JrqKzdOcaAb8D2TT53d/49M9enL/3x3/yzMjICNFIhKW71ymXtgkGQ9Qq1R1lsVYhv53D4XbR6fXwuCU0VQHBxO/zUikVsduslMp5DNGGRbBRq5Ww2CyMTkwhDxReeP45wtEYXq+XdqNKv9cmlU4zNDKG1WLBgmXnt0pFAv4AQbefSDLB+PQMjUaT/4+z93yy6zyvfH9n731yzrH7dDjdjU7IiSAyE5gpkhIl+Up3RrLl8lzJ154qT6ipcenOnRpP9HjscZIcZuyyZEm0KIoSEwgmZKCBBtA5ne4+Oecc7wf445WqpL9gf1r7ed93PWv9GvUa26FNXM4BFHKBZrNKp91Go9HQ6XRpNju0Om0kSUIQBOr1KlrtQ16Jw+6k2awTT0bI51Ls23uITLaAKIoo1Ur6iFQbLeKJJLFoktD2BmaziZHhEbxeNx9/+D75bIoh/wh27xD379+j32mxtbLJ7Vs3kBRKRob3UG82ie8s0lOoUJmc9EWJffv2ksvnSadTqJUiU9MHeebFV1jb3MFhszOxZwKZQsEPfvB97BYzBqONjz98j269Cu0miFBvNEgmEnT6Mo4df5RGo43D5cFic3Hpw0vYHE50egsra8vshnfQafWk4gmGxsfRGF0sL61RyaVIJePUWl0GfWa6WjWOkRHm716jVs4wNX2IwOgwyWgIpUpFR5DodboYrXpazRZ9ZOzuhun1ujQKecbHJ5ErNQyODOEZCZDMlGlWq5RLZQq5FCazHo/Hz+rGOs1ag267w8bGEnK1BpfPh1qlJJHJ0aeLJFcwPb2XleUlfu3rv829ew/IV2roDBb6nRaIcuKpPMl0BpkI7VYFpVxEKdeRTcaIRcLo9HpS+RLtjsCrr36eK7c/JhlLkU7EabaqNBotTp9/lvDWMrl0ErPFQSIb53vf+SsEEbKFBEPDfv6vr//fXLt5hW6nyZuv/4hMLk2916XZ71GrtTly9DgbW+s0eiI6oxVBJhKPhRkdn6ZWKVPMZWm16kzMTCMTYXN1nny5gNPl5Otf+fVf/M7Z6/WIxcIsPJgjn8+hMZg5f+EFJKUOj8+PzW6nWs5TaTQxOt2cOv84zXaLaq1Bu9NFkCRqzRrlZo9/9bv/nvWNBRQKOefPPkWv0WRu7mM0Wi1KjYJodAO7w4bbPUQgMEkiGsakNyFDRjqRRBAeUqtEhYJcLkufNkuLd4kmdmi3uhw7chi/34tSqWFkZBytWsP21ipKqcWxI8fZWFuDfpduu0ahWKJUqqBQyOkD4+MTdDoPwUOFQv4h26Tbo4cMuVqDSm9mZHySZr1EvVqiWi6wdH8es8mEpFBjNNvIpzO47U5ajTbFYhlJocfuGqGNAotFj84zSGDfQbx+L8j6+P1+MvE4doOVfqvP1ZtXuT13i0I2Q7veIrS9zq3bt7F7fCTTKdYX5zl08DBDY1O4BkdRiAosOj2+gSGqjS6ZfIkHiytIKhV/9Cd/yulzj9Pp9QnurrIR3MTtHiaXL9NoNvEOjPLo2cfYe+gwcp0RQa1HpVGSKmTQOsycvnCGbreJKAocfeQUew89indoArPdhk6jIBRcJzCxn+GJGQRRgVIpRymXUGvVpIpZuqKMfLFCvd5BZ7AxObWXfC6PXKlgYGSIpaV7DI8Mo1QrcNiNOKxWzAYjXreHbqeHjC4b60u02m1kggKdzsz87RtEtjfptZo8+cQFVCoDFrOVwwf2o1aqsFhsyCU1TrubJ558knQyh8looN2V8/JLn2N4cIA//4s/43f++W+TjGySje5gUGk4ffIxgg/mWVt9wIVnXyGdznLxve/hHfaj1Csot0rML93m29//GwYG9zLqmWJoaBiffxat1k6/I2I2mbDbLfQlCY3BjsczTi5fI5cvMDS0h9jODrHtTUaGRxgdGyObTT+8g6q0+P3DP1N/P3dy/tc///43I6EQmXiEoZFpJmcPEY7EsVosiLKHDxaPnn4Sg87A6OAQc9duMugZwqzXUi1XcLncpFMZnrzwHFev36KSTWCzu7E4Bnhw9wZ6nRGb00UyGqLX7XL0yDH27z+AUi7w1hvfYWRomFwmRbVaRpIEut02giChUMn54OI7VAo5StUi46OT/PhH38FsMDM+EWD+3g0EUYYoKjh86CTheBKNRoPdamb+zhxnzj1ONp8nkYjh8npoNDvIFWqalTKBkWEqtQaiQkOh2kBvttHtdlFKMtLRHUxGK/v2HcZisRFPRPCOjCETBLLRbYrZNLvhKDKpj9bqwery88EHP6GQz6E3qhgZHyedTbG7s00stM2gx8nJM2eoVWsM+SdIhMMUcknyhTT7jp9mcGSU4OYKuxtrXTDhewAAIABJREFUVMolTp98DJ1KQzqVJp5KU6qWWbh/nZHpSQSxx/35m6xvbeAdGGJpZZU+HUrlEsVii7GJSVY35pEr5GQTER4s3qdazjF/8xZOh49TZ0+xvHCf889/AZvawMW33kAuV6JR6vj00nuko7vUm3Vcg4Mo1QaC60EMWjNqQUY1l8ZktqKxuDFpndhNZq5cepfd7Q0KuTjLty8zMxbgkcOPQE+OIHZo9gUsZhs//d7f4bCb8A8N4x8aIhmLIJcLbAfXQKbB6xvFZrGxurZIt1lGrZS4duVjAiODBFcW2N5YpVrMI8rAZtCjU2nYd+gElz98F41MRbOeZ2Mzjkanodut8PGHH2H3uBnYM8Nnv/BrZFMJirkQkqjh5u3L7DuwH5t1jN14hPHxMTa21pGrtbz82V/lsZMXuHLxAxQaJc+9/CUKpQp6vQGhLxCJRQklM8gUamqdDqIo0qg3SKcehj6cDidWpxefb4R3332XR08+wbB/lj/873+CSS3/xSenRquk3aqArMlOaIPt7U3cTgdqhRKZDARBIFcsEtvd5Mr7P4JmgeNHD6AQZZgMBsZGx1DI1Swv3KVaiJFORskXkqRzERRKOXK5CYVCzqH9BxAFJdlsnvl7d3jjRz/AYNAR3NpAp1XjcjkolvLkC1l0Og39fheP24PX48FgsFCpVNBqJE6ePE0smuHko+eZ2DOD1WFjfWcNndHA6bNn2dzaJpcrkkylyeWyDAz5mZmdJZ3JUCpVyGYzRCIRjEYTWp2efYcOo1CqyKYShLc3aTSa6PVmjCYb2VyZLn0sNisOl4v79+YwmXSMjgWwOK2UqiXqjSpWqw6P10dqd4tKPk2r2UAUBBSSjOvXr7C2ucb1uWssL92Cfh2LycyxY2cw2n0sLC2ztrSIIOujM1oIbmwzd/06xXyOL3zpyzz13EvkUjlmZvZz4tijKORKFEoRo0FHp9NiZ2cbk8mO3x9gcXmRequMQqWg3mzicDpodnqMz+yn0RZ4/X/9BUKvxeTeGd5898fYPF4MBiO3r1+mWUpj08uxm62otUYMFhsqqUe7WkMlk9Fvtmg22thdA+wkg9y4e4uBkQDDgSlefuXLDA7tYSO4w/DEKNlKnoUHD9Dq/jH/GRinkE2j12v44uc/y/yd2+SyDzuUvB4fjUab6dlZzBYbFrMZSeihUspoVHO89PwzqKQeVqMWh9VMJpFld3uDubsfMTNzhFhiE4Vaw7kLL7H36DmsngFq2RSFXJKh0VG2ttZ56/v/i0NHzmC1qtHIVawsr5EuBjl84Ai3rs3htPk4uO84vabE/N3bWOxGBFHk3vxtlGoFLpcTSZLI5ws8/uQFKrUS5XKWdrdJs9mmXE6j1OlQao1Ikoq783O43TbuPZhHlAQuXfrwl5ucf/AXf/tNlVyDSWdl0OtGLhcQBYl+t8v21n363QZalZxqsYJCaWBm3xFMNhe7u5uYbW4QNCAT0OkNBMYDbEU38Q6OoVGZEUWBWrVAqZDD7HCjMRrQqhUU0gn0KhUgZ9A/Rr3ZJZfPU8hlUMpFeigYGxqjViqxsrpIMZ/BoFHg9s+i1GhIRrdp1Sq0uy0ioQgahRq5QsXVqx9RrVaxmSz0hTayThOZTERvckCvTzoSRpC3cbn8uGwuVpfvoTWa2d0JI/RBKYkMT8wyPbUfhSSytbFAvwNmvZbw7iYo1Bx+9HF2NtYIhyM4XF5a7T527wiugUEy6TCiQUO706daLCKXKzn3xLPcnb/LnqlJXD4f6WyKar2FZ2CMa1cvsru9+ZAZ2urQrRQJ72xQaVYR5AJbWyu8/dYPUep0GPQWPvzkE4x2O9UmKAQl+WyMUxdeZnpyliuXL5FJxzDpTLgcToYmJzC6AiDIuHPr2kP+pbLL5KFjZLe3+fjtN9C7PDz21AukInEq1TJO/ygu7wAP5j5hO7yOWWGkXasg63eIxSOIcoloPES1UkKUtdFpNeyGwnhdTkSFksDEFP1+j8huELnU4d3338NoMNHr9hgdnaDdl3H19hyTew+QyeUx2VyMB8bZDe5SLRWo1PLojGYioW2GB32ceuJpvvRrv878rdssr6yiNln4vT/6MwLjY3zn23+OQmWjnskhCBIdrYxEJs+xQyfZjC3TE1Q88djTbG9scu7c4xjtVuzeQW5c/Qi73c7RM8/iHx3n7vUPsDld6G0uCsUCaqnP1tJ9LA4XPVkfp8VMuVRnfGY/rVYHSSYSWlvBYHbiGBijWM7TaxZQSkoElQ61Wo7P5yMei2K1upEkNR++8ya//tVfon2v16nT6zYoFLKUy1XcngGUSiX0Oui1BmR9kcXlNRxuLzabnWq1zNb6Kga9mXarx+DgMNOT07jsZu7cuIzfvweffwQUIsl0FovVil6vp1WtMD46TCQSolAooFHr2b/vMDa7m+D2LuVKnWq9SSyZ4aUXnyOWDDJ37xp9oc3Q5CxakxWvx87S/HV2g+tEomG2t4I4nS4sViuteoZiMY7ZoiEY2sTjGsbj9tNstojHI9y7f4titYggGKAr5+aNG2xtrFMpFGlUyjRrNcrlCgNuF6lkkvffu4hGayBXyLCytoxGa2Tv7EHsNhvpdJqZ2X10Om2USgmzyUynXaLd61IoVZjdd4TA+ARbG8ss3rmMzW6mXKuzunifbrOGXJRRKGQx2fxM7T2OyzOKTm9FozGwZ+8BvvKr/xyLbYirVy7TFVr0VSpS2SI6vQWfb4SxkSnWNpbo9mQ43cMsL91Do5Dx6LEjDLpdZOJRWq02crlAKh5HLijwOr3M7jvBocMnEeUqbE4v2USKjbVVGvUaVqudaqWKzW5memYSlUpOIZfBoDZwdP8hBlxeqsUSsg4YzTYUagMmm4tXX/sCt27fwqQ1IPZEZD1Ip5JsbgexWB+eeEwWO4GJCeLJJDq9kVQqQz6Tx6DRk84kkCtlqJRKcvE4PpedwOgQZ86c4kc/epP/8fvfYntzDZdTTyET4T/9u3/Fm6//PYcfOcnU4eO89tWvka0VUUpypsY9fPe7f8RnX/0q3W6Lv/jLP2HAO8Zj587x9pvf5/Xv/S0ySUSpURPa3mLu00sYLXaazSbrK/dpdTuo9Bpy1TI2uwWJLmsP7tKu5DGpVejVKi6+9SZqnRmt3o5SocKgNaDR6OnSp1StEomGKefTtBs1Jmb2otGoaNQrP1N/P1ecuUyMSikH/Q7D/mGUkorxsTFq1SLNeoNeB86ffwqfz4/BZEIuyYmFQ+TzGfL5FN12jbX1RTZW54nsbnH6zBPshEJE4yEEUSIQGKPX7iCX9YmGtsmkk7g9HhwuHyNDExRyRc6eO4fN4cThGeSpp19kc2Od4E6I4dEpPve5X+W5x58kHUvgdA2iMdoZHB5ma2v9YQJFq+XI4WPkUgnajSY7OyFOnj6PxWpkfX0Z6GK3OzjxyBksNidDAxOUCmUGfQM4HW7k4sNd12ajTiadZe7WdVRKJTqDgQG/n1avhd1lZ2hoFJ3WQCoex2SxUCrVUKtV6HQqRoZHqJYaHDx0mHA0xMLSHerNKhqtkt2tFZQKJS7PAHR75LNZzCYjKqUck1aiWspisVuw+nyMzB5kev8Rio0SxXoB59AogtJIs92k3WwSi0QJ7Yao1ko4PEaQ97HazCw+mCOdiJLPZijl8yiQ8aUv/hpWk567N6/QbJTY3llGUuv47ve/z+35W/REkV5fxvZmkG6vD4KCTLZEPJZidzuKz+XHbXcSGBohFUvQqteRdfsIPVApNZgtdrp9gWw2R6Ne5+bV66wur7Oxvs3i4irxZAGdRks+l0dSqri3uIBSo2U0MMGNGzfptjpo1Cru3ZvjkRNHoN+jWiyycG8eWb/Lu+++zQsvvMjevRNksknkokjAP4JBFLGqBawmA5HIJj98+01cw8MU8kXm796m3WuyubmK0WhjenIv6XSYb3/rj8kkQjTqVU6dfwL/yDiJ0A60KuyZnCEwFqCYT6E1qNl3eD/ZaolcPkcykUQmk5CLCno96CGxd98+ZvYeQqnSsnTvPgpJpNls4R8bZ2JmBoPJyP25G1QKecb27EGQ9Wm2W7+cOK16AwdmZ5DLIJGIsL6+TiIeo1zMUs6XObj/KK16g2AwSLPVYn1jk0ajRSS8jVwO8/dukUlHicaiWKx2gpvr3Ll+jVw0jE6hQOpDJpkitBum2+gyFphAqzfiGRgkkUqjECEZj9FstvD5RkinSySSWV55+Us88diLpGIF7lz9FLHX5fCxExw4dpqTp8/QatUxm40olEquXL1JLJJEo9KhURsYGBghFt9FrgClSk4mk6NSbuGwe1CrVKRSUZLpJHsmDxIJh5HRY3BwkPOPP8nuTpDV9RU8Xg8rK0to1DoGh0ZZ21hlZ3uDleUFtHo9KrUehSSxtHSPaqmCQWfl8ieX0aoV7Gwtsr2xgtViIVsoIVfq2A5G6HQFBElJnz6pdJJP33+LZi1HIhlBUkgYnVZ++ObrvPHT79AW6+itTnqCgWKxQmg3hFqrYXM7SDixTSKdpFYrc/fGx6gUKi488wLpTJ5UOsuQf5BOs83duavIFT3kKpFKq0hgbByL1UqpVEBrtHDgwDHKpQqFUhWNzoLHF6CUq3Nw7zGef/ozuG02BEFArhDJZOJotEoMej3pRBSTQQfdDlbjw/D6TmSHXDGLxeHm4PHHePTUU6wvb2KxGOjIemzsbOPy+pjdu59Oo4vQ71Er59DqNYTDYWxWC595+TX+zb/5XaqVCl63C61GxU9++vcIkpp+X4XX7UcUBN57+222lhcIb8wjk3qIcgWR2C71nsDnfuU3eHDnE+rFKrl0gWIlzbXbt1Gq1GRzefLVDuFYmkgwyI0bt6mXqywvrzI0Mk4yss0bP/oHJJWSXk/G9N4DWBxuBoZHsNnsSHIlpWqTZruPXi5gkPewWczIFQr0ViuzBw8zMjpOZCeE2WJhdeEeV69d5sjJsz9Tfz8fO//OlW/22m3KuQSi0MfnH0WrN1GrlhkbGyWTyRDb2abT7yCq9OgNDtrtDrQ6nDp9AYPJjEKpwGiyoFAquXr5EkP+EaxmNztrmw8xDnKJdr8PkpJqvUYkHEEU5dAXuDt3FUFjxqjX8+STT+MYHOfGxx+wubpMMr7D2vYGarMOp8PJ1Rs/4cqlnxINR3F73FTLZWRyDSeOHadVzRFPJjGYjOiNZsZHhrl9/Qqtdo9mV2BqzyR0Kvzw9e9iMumJJyJks3Gi8V0KuTw9UUGj06FWq6BSKUnFwxSLOXr9h5m+bDaF3qinVm9hNJmx2W3EY3GMGi3lbIIH9+bodetkEml8nj1M+kbZCW7zf3zlG6ysrDG798hDf9LlYzW4A5KC0ZljuBwOIutLNEtpauUCHUULs8+Ld3SCar1FvdZAkJRMHjxJq9emT4t+s84//a1vcu6ZV/nhH/9n6PbZjYaY3X+I559/le/+3V+zurXA4tICXcBqG8XhcLIxP0cynkCjt9FvygkHQ/REBR6Hlr5MzlPPf4FKKcqtT99g8f5d/J4hfvO3v8Ef/+n/4MxTj7MTjyHSQCfvUcikmZ2ZoVJrEI0n0Bv1xKM7FMollBYXxXKZTrtCJp3ghc+9xqFDB3nrzX9gYWGeodEAufgujUaFr33jd3A6vKyvrCD06mytJ4hEF7BYbTx6+hk+uvhTPvP8rzAxNcHrb32P//Prv8l/+G9/yJ//zz8gU2tjNsjJphP0VC0++8Uvo1eaWbn9Ke1Ol9GpWcxmJzN7JjAYtfRE+Nxnv8z1Kzd49bWXGR2bZWv9AYNeL1/7zd/hJ2/8Dcl0luGRPbTLeVRqNU63h2atwtrSPK1Klq4ox2bW8ODWJTQqAefAEJ1um1wmS61Uw2W2srx0H51eS63ZxmQ0MTYW4MLZk7/4EkK82vtmtVQim07RFQSe/8zLlIp5jHoNq0vL6HVGkqkMcrWKgcERROTkMynsVgsu7wCSJHJ3/i7IRKKxFL1en0HfEMV8hVMnThEYDfBgYYFHT50hMB4gGg2Ry2U4evgIapWaRDhIpZDl0MlzZPMFrn3wY0wmK2K/T7fderhho9PQqtUx2i0oFFqOHD6FJKnodrvM7t/Hxx++S7lUwWS10u2DwWCiXK6QTSXZMzmD3eGjmCvQa9aIRWMcOXaUSDyCXKnAOzTKmfOP/aPoDA8n5vIKTqcTncGAQiGRzWYwmkw43V7GJya5d+ca6+trVCtltBoVsWiIIyefZH31Hv4BLw6LlVq1wdj0FLlClUQ8hFarY37+NtFElFNnTiGTyxkLjPLTH/8DbruZeDyO2+PhiQtPolJIvPPjH2Ox2BkeCRDc3qZWa+OyW4nuBpEUctYW71NJ7vDiF772sBRNErl54xbrK+sPkxADgzz9zHM02y22NqJ0um0ykRhySUan06bVbCIoZdhcLrQqOflSibOPn2dz9R70W8gVBiS5xJVPPyFXKHDo6HGuXbuBDBk6vQmTzU21VkekRzweolSrYDEbEZUK+pJINhlF6Naxmc3U6k02lpfoNaukkgkEmYxyJsWhY0fRGG38xbe/xb/4rd/k8idXeOb5syzcX8JhG2Du/hxanZt7ty6ysfmAJ55+mX2HT/H7//n3UIsyqs0elUIKq0mDqFNTqLQoZvOE1++gNZrwDPp5cG+e8PY6vV6XYrWKyeIkl82Ry6WoVWq06yVSqQRrm0E0BiMjoxNUchna9TI6m5PHHn+SW5c/JJuIUCyX+MxrX+XBg/tIQp9GrUIXgcHBQcrFCt0u6DUadrZWsTscKLQmXE4n2WyGz7/43C/+ILQZDFJrtjHaXAyNjlMoZrn86SVWlpeQJAUGvZkLz73I0NAo1y5fQ6QH3TYzs7NsbW1QLpfxD40wGtjDoWMnUGsNDw1YWZuF5Qfcun2LsbEJovEYt2/folGv0arXuHHtMlvBDexOF2qVAjkdNpbuE9pco1ius7i4zPZWkK31dVLxFBvrq9jsfnbDGfqCgkw2h93poFR6yGkcGAlgd7lRqlSU8g+X7McmpkEmsrsbIp/PEw2FCQRGSSST5EsltGYTBpuLnqCkWCqwE9wgnUmDIFAsV3G5vRSLRYxGE3qjiWKxzPrGGhvLS2gVcgKjw/S6XZxOJ4M+HxaHi75MxdbWJoJKya985VfRGAzo9Wqy2QSVShGtWmJp+T6379xmYf4mJsPDZj+FQoGASKPa5o2/+d/I2w1ioSD3lx4gSBLtVp3lhUXq1RZmiw2V0OXezSssr62xtrlJsdLA7nDh8TqpNZskIilWF9dYX1lldnY/klzFuaeewWw0IKeDIOsgSlDMJGlWWlRKOV7/3rfZCK6hMro5ee5JBkYHEUQ4+uhpeoIcndaA0WBleHSSz7zyBQKBMVYW7lDIhBFVEpJGSbvfZM+eYbRKAZmsh0qpJBOPEhgdo9Pp89STF6jX6ricTjY3tlhdXubll57n0sWfoDNq+dGPX+eJ8y+zs7NNvV7hmZdeJR0Pk03GqFQrlIoFUokoOzshlKKIXFJRLVcw6u189WtfZ3h0BOEfsYyzMzNkMim0Wg30+ng9Q8gVcjqdJitLS0TCu9htVpq1KmK3zbETT9Csd+jWy0xMTjB94DBGu421lftEgqsYdFrkWiNHjp9Eq9EilwmoJYFQcAuNSonT4UKr1dHpgVKtZSQwRqFUJhyO/Uz9/fxUil6HWq3GZnchSBLpVIKjhw+iUWnQqDWoVCrCkYcxJqfdgtVsQhT7rG2tk8slmJmZQJIkdkM7zN29hdFqZie8TSi8QTafQFKITM1M0mjWMZotNOtN6PVo1GscO3YEtdHChZde41v//fdIh9YZmj7AqbPn6ff6KJRq1GotqVgKlVzC5fDzuVe/SL1eILS7yoP786ytbjA4uIeJmRkSqQwqlYZCIY8gE1hbWWV1bZ0B/xCHjhyl1W7zyIkT5AsFBvwDmMxmGo0Wq2trTE9OUCrmCW1vodeqmZycxOFw0Ot0aLc6aNU6fN4BTCYT44FZvJ5hJif2IgpK2q0+tz9+j0ajyfDYXib3HUap03Dxw4ssriyxHQmzvrtLrVGnUilSyKaZnZokuL5MvVqhXC6iVCrZWF9j7vYdTCYbSrmSbqtFt9nA7fIiynqUikV0WgPpVArfUACzb5RPf/w3pLJRNEYDFquZYilDYCLA2TPnSEYiyAFB1sPlcXH77l2cnkG67R5WswGH1YGs3kTsdDg6O0MtF0VrMGB0DrK+s82du7cIxUIMjE/i9o9SLBRwuD1UqzWOHz2EjC6i+LBE6/GnLnDw2HHcbieSrEO5mKFcrSBXKPG5XCBq2XvoUVK5Cj1BidPtxWAw8eQTTxLc3GR7a4uFhVvMTB2j1qiTLyd46umXGA64mRg/jMXsIxrZ5p23vksyHkZnMqNRK9DqjEhyI/v2nmBmzyyVcpWBgQmymSrpdJHXPv9l7DYf/oEh6vU2iUQci1WPUadHlOQkUxlUSiVmgw5Zt4deraZSLGCxuRgYGiUajdFptxBEOHz4CGqNku2dLSYn95BKpdDrjOg1D90NlUqiXq8yPj5GNpOlWCySy+UYGhr65cS5OD8H3Q79Xo8Br4dOs0mlVEWGgNvtQaWWs76xxNioH6fdQiweQlAI6A1acrkEb7zxA+LxKNVKBbVCjajQYnG4UWr1DI+M/uNOpBKtzkivJ8NitbF/dh+9do9UMsnRo0dIRkL0BTk6ix29XkcymWRiei8+/zCj41MMDgxRLhZYXVhmeWGRj957n06jjSQ89FfrrRb3798jEgsjyeXY7E6y6RhWiwmjSU+r2+He4iIDw0Osrq1hMBjwDwySSiRQizL2BAJkM2l8Xje5RIQBr4tqucTK4iJepxOXzY5JZ8Tr9rK9uYVrYAijxcb8/QcPy6FVEoHxCcanZtizZ5pMKsbC3eu88fp3MJkM9NUGjp+/wPHT53G5veyf3cvmygpumx2L0YjRYKReLSOjg0aj4dDJx5C0FlqNNiqZDI/DRbNWfRiutjpQKZSsPLhHLBKm1WrgdTsx6fRoZJCLBFF0u0wEAjhtVqqlPKlkjGg8jMVl46kXXwVRjcVswWpzYzEZcDgsWCwmEtEIoqTi/FNPs7h0l3Q8xsj4GBP7DpIqlvEO+ciXCygV8B//n3/NxsJddDojSrWe3XAMp8tHr9vn3R//mGKxiCDJmd13kAf3FxgPjBGLRPAPDPLf/st/4t78PDarjfcvfoBWo0PWlyGXiaSTcT765E3+6Ve+jts3xh/9wR9i93nxjfhpt5rkM0lq9TLFahW9Xkuz00FttFIplPmXv/V1rl++RE8m4h8N0JdEzj52nompaTKpDC++8CqNZoNet4XZZGJicoZGq4vT5SG4scWtj9+nUy9TqlRptmQEhgK8/5N3cLoH0OgtBHdDlMtxioUEofAu3gE/FpuHoQE3VoseuSQjl89gNRtp1qs0qhXodRCFn91T8vNBRt/9+2+WSvmH1YGlEnTb1FotDhw8ws7mMtHQJi+88kVarQaRSJBarcygP8ClD96iXiths7rx+gOMT8/i8fm4c/UK7UqVernOyZOPYdFqkXV7VEtZ8vk8Tzz+FLlsCYVCSbVU5PK1K9TqZbp9AZPFxbA/wMW3v4NOo2MruMDa0jK5QgGHcxC5SsuvfPkrbK+vEI5GGNwzi0wuUsoXyBXzuJwe6IPZZMKg05EuZEGCYj7DnolJbl2/itlk4fijJ3mw+ODhd3tdBvzDrNyfQ6VUYzEY8fmGGfIN0K6WGB0cJLa7TalUYHxiiiPHT/PplQ+ZGBtha20ZnU6H0Wyl1qxRbzRZvHOZRCyMwTnMzIETzO47iCRXMXfrOtHgIkKzSDwW4+lnn8dmtHPv9qcMDHjxB2ZxDoyytbaKrC/RadRxmk2UUkk6pTyHDx1g8d4tRJkc7/AYk+NTbK4G+d1/9x94/X//FZ1KnkNTk5w6ePSh11kpkS3mqLX76Cwmuj3QaNWEQtvIei0axQLtVpMDs7NYLDY0JgfB8Arh3S3m7l3H7hxB1hMIxcL84O/+ilq5jNlsI7j2gGImQS4TI5aM4RnZQ2DqEPeuXETZE4gnI4gKC4ePHGVsfJZhr49UNMqnV97H7bLy4aWPuHHzNp1WlVwlR7NWRi5X8cqrX+b1v/8BBp2K4PY2sViCZCSBTmvm/vxlhgbcZMsVnnjxs3RlSoY8NjL5AvuPncLicFItF5kZC/DJhxex2H3M7t3HtU8+QdZqsLb4gGI+i93lpd3p4Ha5AYFcJg5SlzMnXySTTCE2i9y8fpEB/xhGs4u//es/IR6L0xMlRLkKjVbLbmiLUiHJ1tYOh4+exOO1s72+zsuvfp4H92/TbJTpImNo2I/Z7mF4ZA9CT+DFp87+EjiGeh+H3YNea2B2716GR0axWe1Ewg9ZmYJMRjwaYn7uNpJcjkKtxmI18/Jnv4DDP4bGYqdYzLBw5xr3bl2FXher1cbg4BBmnZHVxUVq5RJajQpRUDB3+w4DPi/NZpOltWV0Ng8zB08gKA0cO36aY0cfoVktsbW+xIBvEJfXy6nHL/Dal7/M6vId/ux//kfWt1YQZG0e3PqY9cUHHHv0PBeefI5PPrlEq11h7s5tCrk09LtsB4O4XB5UahWT07OMT0wik8mo1+vojUa6si7XLl9CksGZ809y/sw51EoVN65d5p2f/AN352/TarVRq1XEY7usry5QLWWJhreZnp1kz/QUJrsVsd/GabPTaDTRaYzYbHaS8STf/rNvcefGddrlAp1GjVq7za994xs8/+JzxIMr9Op14qEoa+sbuAdGGRoZx253IJN1aTXKWPQqZPUMF99+g7GJcbQGHdWWgKDQ8cxLr7C6ssDUgQNM7jvAwWOP8LV/9g2ee+kVPrr0Phvrq9TrNYLr68glOdl8lmhiB5nUJl9JUyznHqaP5CIuh4tu6+Ef3mQbYDAwSzFbxWx24vAOM7t8FbWyAAAgAElEQVTvMOfPPc7o0Ag2u5ezZ19kYmYfNpcdQS7hGfDiHx0hGotz8NARNjY3uH/vDu+//x7bOzvMHNzPSnCTkelJvvaN38Jmd+P3eVlfXeaRc0/RU8jxDvgQ5BokUYdKoUelVLATXObg/kdYW1tEJck5tv8ksmafq5c/QaPRUyg0cHkGKNcqvPGTf8DmdjBx4FFkog6tUsPdW3OIghwEkW6zSmxnE51Wh905QCEfpVLpIMjVHDtxgk6/hscdoN8T+fTKJdp9BfWegKTRkc2X8XgGkJRaNje20GnUGHVayvkiGp2Wm9evoVaKlEt5ZDIZlXIVp9OBxWqGfveXm5w7ydI3A6OjzN+9Rb/fp9VqE08k6XaaWA0aer0uRpMVSSEyNjFOuVqhWqty8aOPsDg8PPPsi0R2gmytrVAtldHrjKiUGlwuL6HNTRqVApNTEyytLDG9/xByUeTDSxcJBjdx+7y0u10S0RgapQqx3+Oji++gkHXpy0CrtdDt9Wh329y6/im55A7BrVVsLheNehW50ENrtKLV27h/Zw6ny8r2dpDz5x9nc22VcDTGnulpdHo96XSaVCxCs1zgxrVPMejUqFRy1FoLg54BlIKcidnDvPXD7xJPphH6MnwuD5955XOYbVZiyTihaJhsLoNOo6Zer9Hr99HoDfQFkbvXr/Dci6/w0cUPkJQqeojIlSqUag3dZoNOo8ahvTOYTDq2Q7vs7Oxw66MPsVvsdPoyhsYn2X/0BPN35mg0q7SbJQxaFX6Pj2wyiXNomIHRSdqCiCCTIXYbZJNRLn/wFiNjQzhdDpwWC4lIiN/4Z1+jrzWh0OtJl8pM7T+MXKWl22xSq5Tpd/vkCyV8g0MMeQaZu32ZcCzHP/nqV1le2eXg0fMk0xkKqR16MgGlVke50uTyx59QzsU5e/4MV6/fxOYYJlcoUCwk2dxaJbgTZu/BfTz77MtEdxLoVGoyyR26vTrVap/Pv/Ylen0Zlz78ELGaYj24w2PPf5HzZ07zJ7//76k1a2xurCPJRYaHh3j33Z9gNGmhI6NaSXL0+Bkmxme5+un7DLqHyOTyeP0u6rU2otAlFNoim8tjsHhQSjJ6rSrra8uIcgGj0US708Rk0pFKp4nH02TSu5x9/Hn8vgDBzUUymQT7959hZGQP8ysLtHoKdEYjgiijXa9x7uw5RqdmcDmtlLM5lJIKUZSYnpnCZrWxvrZEv9enVmuhkCsxms1srm/QrJZ57aVnf3Er5fL80jfb7TorC/fx+QYIBMYplks0qyVWF+4iinLaMhGZKKDVa7l7Z47NjVUCY+P0e33i4SSiTMRmt5BMpzHoTRQLZfbu3UezWqCUT5Ir5Nh/6DgjYwHSyQS1ShmdQY9cpaFazFMqlhgZ9pPPZ4hEgoyNTiNKMDgwwfbuDolEiHwuSafTodHpceDYaeq1Gu1um8GJvWRjESrlAo1Gg/37DjA9s5d0OguigMPpYncniFKSUSkVSEUi9LtdXB4XsVgCs9GO2+2HbodoLEq5mMM/PMahg4dQCiImp4MHK8vU2y1KlQo+n59uX0aj0cbr9qLR6HA7PUSCW6wFd2i2GtTbLSLhHQqlIidOnyUZj6FRq3FYbazcu0E+FefUqTPsRiIEAtOkcwW2Qlt8evkKzXYLpUKglE/gtTt4+blXyGdyJLIZWt0+8XSMdDLCxtI96tUyHpedpZVFNCoVc1ev8tF770C3wT/5rX/B0sYa7V6PdrtDKpGgUysz4PZQLNU4dvw88XSGTq2NStWhiYLN3TBGk5NapUmtnGZwcABkMhAVnDv/JC6rmeW71+hLEvliAZvVjUqSMGnVDA4NMBIYJxLd5e6dBR4/+wTh7S20aoFqvc5j55/BN+DjJ+++zbPPPM3cxxeZPXSC0+ee4m//8s+5ff1TPCMBFEqJfC6Ny+VEpdShkCTWVhaYntzD2XNP8s5777K4cJf9M/up1qu0u02EvgjdLqV8EZ1OTy6TolTIodUb0On1VGolzHodz7/yCia7mb/9m79E6LfpyRQ4fV7qpRqXP3obp3OATldGvlggns+iUGmwO6zUqmU8djuFQpEzjz/Nwt2b3L11E7fb97Bry2wjEgqRTMZwOpzsbEfw+weRFAqWFhbIZZL8xlf+/3drf644f/TBR9/cCW4g0UGUlMgVSnrdLgIdguvLHDx0GIXOQqfXw2I1MX93Dq/LjsVqp9tsEt6JcPjwcWrNBn1kGHQmNGotaysr7GwtYTFpSWUz7Jk6QLFa5O7d20yOj7G5vYPOaCEWDTMwOMJQYJS+0EeQZNiMHtY2lnE5R9Bo5fhH/STTGQKT+zj12LOcfuxp5JKAIEkMTe1j7uO3cXo8+P0jbG5us7m5SQ8ZKo2aVqtJo14lGtrFarMx4h9hdnY/olJNuwuNahnf0CiR0CbVchaz1UuxXGN1eZFMeodIJoPRasNqt1Oq1Gh3epSqTaanp9GoNcSjcWxWGyadnlv3H+D2uNAYtGg0KgRJpI3A+fPnH1o+fRmNdJhWpYSgVFOXyYlGMzRbDTo00Gi0NNttbFYD1VIGs1bP9Pgs927dpi9rUiqVaXcqFGtVJAEkuQqj0cqwf4jNtQ0cBjNSp0ciFiWYK7Cxuky/16FTr9GulmlWC0iiQKPZZd+BE5isZlwWF6HwAzQmFxaHDblCJJ9OIRc6NHsadnbWOH3+PHq9iY3lRWr5OCfOXGB2dj/rq3NIPeg2JJr9KvP3F2i2KpgNNubuXCUZ3cVisGC1e5k9OMUHn7zPZ3/li0xOz2JWG9m7/xBb9+coNzt0ZBIDA2MoVCKVYp5eF86ffZbgxgaZ3C77Zw8TDO5y5MRxpianefvt1/G4B2g3JYqlLJlkmonAHtbX1hB7LRqNDmqdjUa7i8ftQq+QOPvU03zw8UUyyTA6BezZe5Jb89d49omnycZDqDV6ao0ikkIgWylRLOUpFvJIIihkAvtmD7AbSXLt04vYzUaUai0Ot5dKuU46mcSgVdPpdpErNIyOjmIwGhEEGUpBxpdee/UXv3Om4zvc+PAjJJmKtc1V1rbuY7B6KZbaGKxmTGYfjWKO3e11oskk+x85w+wjj7O7k8Fu8VGtJvjkk/eo1hpUamU6rQqR8DZWm5U9e/dz/InPsLObIJtJkgyHEWUy+qKMbq/N9tYa43tmGRwaRBRkZNIZWo0uW6tz5KObvPPmt6iXGyzcX8fjGUCGRKtW4o/+6/9LJBTBZHMSXLrFhRe+yOTsAdLpFPVqiW67TaNRo5pLkg6H0GktzO4/jkqj59RTn2VwapLrNy9TLxdRqFX4nB6cXgfdvkQ6lyAWCbFncg9tmciBvfuYnJqhWK2Ry6WpN2qoJIF0Ok14O4hKkmGzO1lbfYBRK1AuV1DIDXi9e/C6vDTyMd554+/ZXL2HQq1k4sBhar0uoiRisdiZOHQE/75HeeTMKyjlarRGOz25mlq3QrWaZWNhkcNHDrAVjIDYR4YCo9GAXG/h8edfJRoOMxKYot3qg85BW6FjMBBgZ3cHvcFIrdWi3GriGfAxFpigmE7hdtpRKPtsra2wuX4VucqCz+cjFYsDHQqFKOtrS6R2H7BvaprI5jp//af/hURsDUml4oVXXiKRy/PCc59j8f4d+rIiuUSJajrBVGCaRl/O08+8glZjZmQmgNog56/+8k85d/4xDh8+yd356yg1Bu4vrtAW5ZiNSiShTa1RoFIo0evUMWjMIOsQ3FrgwMlncI1MEYruYLO6mb8zh7zbQmu243TZ0ZksTOzfTzQRot+pICrVyGQdttfukEvuYrM7efmzX2FzaZmbH7/N0MAk1a4CrcmMWW7gk0sfYLa7aXWb1FstirUaFpOZmZkZtEoJrSDRavdJZNMszn+Ca2gUjdVOt9NkcnIfMlqISgm9zcFuKIxOrSCbTFCvFrFbHbiHpn6m/n5+Tcm//dfflIvSw14WdR+bw086l8FiMeF0DJJIp6k1q1TqNbQaHaFQmFatRafXwep0sh7cxu72kUgksFvN5DIZpmZmCYUjaG1u0qUKtWadUf8g7WaNSqXKg4UVTpx8DJXaxvL96xTLOaKxEIlkFJvDzL4DBzj31IvkKk1MDhN2k4n/j7P3/o7sPu80n8o5B6BQyKGBBhqpc252YBZpJiWTtmTJGtkza1tHO/Zo7fEs12Ov7dHOeoLG1oxHsoKpZImmxdwkO5Cdu4EG0MipUEDlnKvurXur5gfo7E8rnSPXP1D3nHs+5/t+3/u+z/PgwRx64+4amsWiJhaLcer4Bfr7B7lx9zqJeBqUKk6dOYcg1nE4nGwHt2jIoDNYMeiMVEsC8egWgdUlfC0tVH4G+nI4LEgo2drZpFAs0+bvwO11o9FrkGWZQHCDxYX7JMMbZBLbiLLEocNHCYe2Meg1RGIhyrUy2zsRRoYnOHL4JMomqBUNatUSQ0OD1Gp5qpU8ZkcbDz/5CYaG9nHv3g1CO1sUChkCwQ3KtRp9vT34vW3EtrYRinnERp3JE49xf2EabGY0rlZKYgm9GlZn7qBXq7h78xq+9naGTz2Br2+ISx+8AxY7xVwRb1cf4xOHCAVjaFEzODhJR88gDoeRq+/9iHpDYM/QXmxWM4sLM6TiYURRQKPS0NXio1Yq8/D5p9BqZVYWNuhoayOaiDC4b5Spu9OcPX2Gzc1VJo6epbW1G43OxPlHHmNjaYng2n3Wt1bJFdL81r/8EitLi3zjr/9fxEIRo9GOw2phZ2uD119/nSeeeZ71uZuEUxH+49d+TFUuEthcQa7XOHHuPHdu3aSJTGBjHrVKhb2tj2wqxdbqImKtjMtu4/7MFEaLEU//MJNHDuPxOHFYTSzM3sPl9hCNRDh69DiXLl9meOQwgiii1ewiR2SFklBoh0NHj5KIp9CqtNjNu88o1grY3W66OvZw7fK76FRKotEoWq2efDJGIpnhV559nu2dMEJdolCqotUZaW3bdbUolfDsY+f+GQrAhkQ8laJQyKBRQXdPH8VKhkQmRqZQJV8p7jYF9AaCW1soG02Q6oiFFDubyzjMZhrVMg6rCZPBSLVWRavVsv/AAQxaFVariYNHDyOhYGNrm31j47jcHm7fvk1/Xx/pVBxBEBkaGcXd0k53315MViPJXBa9xY7ZamNm6hYmg4bx/eO43Q5SqTS+1jaioSA/+t53QJIwG61EoymWl9eJhpM8/uRTWCw22traOLB/nMXFWfLFPIViklpNpFyuI8sK0okUuUyKzo5eVGoNHR271q2dcIjNrSB9vf0konHcTjc2qw2DwczRY2dxuPycPfsEstBg9u49yjWJ4yfOYLVaCQY2MGh0NKQmw3v3AWqKZZFqVcRp86BXm6EO4WgSq9VKbCeATgkjewZpdbpZnJ1FriuwOf2sbEVYDYVo6d3L2PgBhvr7cDpM5ItFFBoDXV170RvMCHWJSCSC1WzGYDDxu1/6PXr27AFJYnN5BZtWRzlf4vatj1hZvsP77/4Qm0ENTTWje/fx05/8AFEoU5dEqqLIp196kVI5Q0OUuHr5DSZGjmGz61jfWqDF10UgFOLkuZO8f/ktCoUE8dgOCoWI22Hj29/4BoHNZXRaG2otnDnzOEaVlatX3sZodlBvarg/c4/r16+QLhR5+oVPIggCKnWDP/7KfyCfTTI9/RFetxeVSsmD+XlqQp3OjgEi0QirGxvoTGa6OzuwOlzE4zHMZjMtHi+t3jYunLnA1lqQzbVtTp48T3vXHhKpCKFwhHv35rBYzRzYf4xULEKpUMDjdlGplbE4rOgNejo6/NSrZQLrKygaEpFIFKvFztT0XU6fPkMmlUSrN1GoCFy58gEHDhzgxo1b5ApFfG27siyLxUlkO4qyqdgFn/2c3y8Mp9Ls5He/8jL/6vf/kLbeQY6dPo/Vpmc7so0gyTQVEgqlhmZTic1mQ9Fs0tbaSrlWQWzIeNraKVaqiKKAKIqcPn0anUGPWquhnE0yfe82q6sriDKo9UbmFhbZ2g4yuGeAeGwHi82GyWJDqTbg79zDgUNn+Onrr3L77g2OHTuJ3eamkEuiUsPq2jJra8vs3bsPp9PF3MxdcqkQ1VyeYGAFjarJytI8Qq3Indv30Gi05HIZZmanSGei7JvYy52p65QqFVraOnnmuU/R2d5JKLRDS2sHLreXVl8bDpeTfLHAsRMnyOcKpJJptBoDpUqdju4BXK0t5EsVQqEQm+sraBQiDz30KOlMlgcPZkmno4BIvV5BowGFqolOr8HhdJBNRVFJFS6//yZHTp5jcv9BVAoF6oaMQaXBZrIwOTaC3eGmvXsvKr0NpdFA02BnZvYBd65eopQWOHToHH/5n76B1qDB2eLbJc/XRebu3ERRr/M/v/pX7Cwtk08nyBbSZCs5apU4Gk0NsVpErspoZAW/+Ru/xav/8BPOnjyJqtnkhU98HK/Hy93pKXR6JfncJrVKFqVSxGb18MRjz7MZCfC53/4C6VwOg96MLDapCwWymTC3rl/m4Yce4tjhM1QqaQ5MnMdidvFHf/AlejqH0dlMrIUjbGxOUa0WOHjiJPuPnWR25h4ajQ2pJvLTH32TWraOUgFqrYL29g5GhscZGpokEo3T3t1Ns9lgO7DO+ceeZGR0FEmWMeiNtLhbWZ65RTYewGJS89H1K7R3dXJv6i5anQ5RbLJncJBwKE69UiGTirMT3MTptNE/0Medu7fY3FxDFKr0drVht5m4cP5RRkYniMVDBLZ2kOoSjz/5NC/9xhfQ63RsbG5iNJpoafERT6WQZRkaIulkBKleZOHB3X9eOG1mOxazidn5OQb2jqNQSYTDUdKpJEKjgMpop1YXUMgCHo+PoYlDGMwmxEoNt7eL3j1jTB45waOPPonJZEKsi2j0WlL5LMvL02gp0+H30N3bh9vrY2Vjm1NnzxOJh/jo+rsYbHYaTTV6jZFyNsXUrctI5Spjo6Oo9Squf3iJiQMncLv8+LxuDh06jsPiYGVxlgYCDk8rLo+fVDKKRiORzUbIZRLcvvkRnR1dpBNplufuI9WrrAZWOX7ycewOB06HHaPBit3lwmy2MT8zhaLRILi1QTIZoiEJNOtNQsEwQ31D9HQP8ugTL9CQ1FgNToIri8zPTFGrN2lp60Or0eBqaWd8fJKTp86RjEdwWk3UylVOnjrHxP5T9O4Zp6nSotRqmFtYpNffyez0HB6XB40K8pkwvV2dPLh/l52NZeam7+F12rn14fuUC0U62/uolWv0DR2mWKjxh//7l9nYXKNQyiBIKsJbayhUFkYOPcdL/+plJh56Aq+/i30jI9TlOqIs0j+4D6VKj87gYPzoKV793g+RCmlo6HC77Gysb9K9/wiHTh7n7JOf4L++8gZL84tceft1BvYMki+XcJoN/OSV7/HO228hN0QqtQput5ONtRXGxiYZHT/CnWtv01Tq8NjsbC7c5+TZcxw4cga5oUOprqPWO+kdPsj42EEWH9wjEFzH5evhxz/+NgC/9tnPodNqsVk68bS0YXd1UcymaNYEypk8DqOOroG9VMsldCrYXH6A1+lFrTKj0RupiHUqQhV/ewsqpczJ8xcoCjVsDi87wRA7W/MIQgWvv4Od8Db5VIye/kEsxga1XI6nnvs4dpuTB9M3cHrcGO0uJg8dpSlVGBzax8r8Cnc+/Iih0Qky6STpeJjN1UUUDRmtUUcyn8fvc1PIpKgK0s/N3y+8c/7pX/77lxUoCQWDFPNJpu5Nsby8xOjkQUrVOnqDgXw2hcWgx2Jx0dLaTjoepZjPMrb/IIl4AqlaIRGL4HY5iMfjaDQadDodGhWUawKlikC5IpDPJOjr7yMcjpJMJXE5newdHqelrZVwNIRKrUatVhPbCaA1WFheDWA3m9FpVFQqVZweD42GjFivcu/ebbytPrytPlDAsROnuTc1jVKhwmqy0NXViUGnJR6NINZrqDQq9h86TIvbx/LSAiajia2tEOVSnnQ2QUWoA0q8Xj8atRad1kA0GmdyYpxMNrPrI3U5Ce8EUag0JGNhDDoVQ4MDKBQKHF434WiMSj6HXqdn5v40dVEgmU5z7MRJHjyYo7+7h2wqTV9vL61trVz84A3Wlh6g12kxG23YzC5sdgcapZU9vfvQa1UsLc7QkETS2TBSrYpUlWjv7ica3EaulFE2qjQbGhTKGmMjBxnbO8G9O1fwdXZw586HyPUKklCjIcl0tPUgChUq5RyCVKVSq3P2zGOUK0Ue/5UXuD11g1Qqzb/+yr/lnZ++hlAWuXHtQ0xaHT5/F0vLqyibdZZXVzGYbOh1BrbW1pFEAbPVTTFfoKmAdC7L0oNZDhw8zMzUPSSxhiCViMWjdHV1Ua2UGOobpbOrl2w2y+zcFFqNhr7uAdYW51GqVRiMZhZnZqnkw5w4/SjvvfsaCzO3sVksoAa1RsfY+CSlUpnQ1jLbwS0GBvdiMJkxGlVk00mazSaLC0skYklWl+4ztGcQpUJJILhK/8AQxUIZq83Bnj0DrK+vo9cZ2QqsUKkpqAllluZmEOs17J42mhothUKWQjKCxe7C6fIwtHcQp8PG9PRtZFlgc2sDWQEWi5Xe7n5K6QS5bJYnnn6GU4cmf/lPKd/8/rdedrnb8bX4CWyvoP6ZDNbl62L8wBHKxTxWkxmvw4m3xUelLCBVSmwGVqnWRIRKZde76HYSDm1TE+vE4zEy6RSSJCM3FAyNjOFyunhw/x4ut4vtcAitTv8zK9gellYXKJRzCIKAr7WdYiaFQmPEaLYz2NdLKhnBZndgd7oJBAKoVCA3YHh4EpVST7mSx+XtIBKJ093djcNqo1IqkkzEafW1otVpSafTDI2M8oNXfoCvtQVBELHbXVSKeaKJbawOD51dfbgcblKpJH19PaQzSU4cO8KNW9cpFAuolAoakkClUqFWKVAsZiiUCqQyabbCW3hb/Ui1GkKtjMVqpa3dj1qrZn1znc31daKhECqFgkQywf5Dh7h05SK+1hZUSgUHDx4mlc5z9cr7uD2tOJ12doJriLUKn3rx15iZv0E6WaC/dz/BjTWkioCiLqGQKhRLZWjWsJrMXL10mUwyTjAUwGrWkIjuUMoXaPH6OHT4BOn4NmqVgmQmQ7FQYmhghPGJEdYDQSLRLWjIbG5usba4zOLCElokzDYX64EQeq2WUjqBVm8kV6yRSmUZG95HUxKx2FpwOJysry8Ti4dp83fhdLjo7+nGYjKwsrKE2WLBYjLywbvvcOHhp6kJdS5fukgul0GrNaLT6ankc7soVZ0Rj81OPLTBZiiB0WzA19JCkzrlapGyIDM+doDNtTVy6QQKtQaX14+npY03X/17hFoNu8ON3eZC1VSQDK6gaCgxGKyMjA8zdX+Rnp4B4vEYLqcDo9FIi8tNJpviM5//Hf72b75Kh6+Nzt4B1AYTar2RWq3EzuYGw/tG2X/oEK+99hpupwuVsklT2SCdy9JAhcfdRntHJ06Djp3QDgaLjSfPn/nlw/l3P37tZZPNhdQUd+tllR6n04XNbKKSz6JsNNnZXKdWzLEdCmG12YlHgsQTYVpa2qhWBfr6BlEoFYQiEfqGhrE7HOTyOUaGhnj8sacw6Iz89LXv4+vqoliroFSp2bNnEAXNXciW0URPVw9KFORzaWpCBYPFzsjoBGK1zJ1719GotEhiA51OQz5fweNuQa1Ssr0dwOdqQ6yU0am1SKKEKNR4+Nwj2N1uLB43aLU0UKFWqjDojSSTMfaNj2Gx2ZmZvolGr8Pf0Uc2n2F9dRGn08z8/H1i0R0KpTJqlQarxUZPeyf3p6bo8PmplHKsrizROzCEyepmeN8o4Z04QjFDJLSJ3mzk8PEjLC4tUMoV8LX4EOsNMqkEQq3K6vo63YMT1CUZo1HH4soS40cOY9Dp2U7sEE/vkM9FefqZj3Hy8Se4fvM2h048zktf+DK2BkR2Ejz37CeIRQJ09/ZSqVaJJbcoSzUeefZTrC/eJxXeQi4X8bm8ZKJxsokA9XodqanEbHUQT+2wGdxhz/Awe/aOcumjD+jt7iYa2ECjUnPo1BEWV1dQGC1IQgW1XOPCY09RKuc5c+4h5ufuk4wGScejfPHLX+G9K+8jigLdHb3sGT9MZ0cn8dAmmxtrPPKxp5m+e5eVhWkcLhs5QYvZqGLq3mX0ai0qrRGH10tgc51nn3+BdDZHtVRGa3BQkkW6evZitlnIpEJks2mef/FzXLz4Lstzt2nv24fabCZbrVCr1YgFVhjZtx+dwUYhmyO8/gCnRsUXfuM3eerJp/nqX/4FJ46eJZpIoUfizs3rZNMpHszMkE7ukExkMTvsJDMlRJqodBqqkoxOZ8JpMzOz8ABREmnIMt0dPWytr+HzD3L67CPcunONSHQHl9PD6z/4Lg1k9FYzn3z6qV8+nDemZ1/e2tpg9v5t2js6GZs4QL5QILKzhaJRp6ezi0a9jlATMJgsdHR3EghsoDHo8fr8SKKELMsk4zEMOg0iKtKpDPl8nmopTyqRIhKOYLVZSWUyOJ0uTCYTzYZMIZ/HYtJjtzlIp3OoNCpKlRIKpRpXiw8lCm5+dBWny8XovvHdsokmqXQSnV7B9NQNkBukEnF0Wj3xeBSLxUJfXz9GvY6l5WWUKhVOl5ehkVG0KgV9vUNUyyVWV5bY3g6iN+iwu1xMHjlJs1knm4xjt1spVyrU6xJ9vQM/I3vHyOVyoFDQlOpEY2Fe+sy/YHBogpW1VYrFDOWKiFirINcFLA4byWyWeDyBUKlg1OvxtXXsPqPJSKFQwNXmpymL1Ot1Tp+5QLOhQKu2oNbZmBjfTzi4yvrqHDqtikQqx9zUFJsL97l++Qp2kx6FUoNQL/Hcxz/NzIMpBgaHyRTLqMw6lGKdr/wfX+HxJ5/m7r05jp86z876HL/60ots7WwTiu2ARovGaKFer/PBlSskEhEy8QSqepMDh/Zz6dqHGAxGiqUC+WwOVVNFpZzjy7//FUeSsnMAACAASURBVLy+Vr75t1/H43ai12k4dvJRwtFNqtUcHpcPhc7Awv1bfOazn0Oq11jbXEBWNDhw9ARtnXvQa410trfy4ZXrmCxGpIbExKGj5JIxHG4PTXZP6XhkkyOnH2V58S7KpkgqmcLucNA3OMaDB7OoFBKe9l569w5y6eJF2tpbKWdKdPf1ce7co8j1CssPbtPd5qdULiM1Gvz0rdcR5F3P6fbmGhqtAoVSy9kLDxOOblMpV3G0dtHT28eD+Tk8bZ2sLi0RDgZoa/ORzaWwu5xM7j+KXmMkGtlhcGSM9y69QaWaQ6c3sGdoFK3cYGl5gZZOP7/2/D9jCKGJikwmwfjEQZLJFHfv3sBus2Ew6slk0rz//nvUaiI6s4P+wRGKxTIKlYa2rl40eiO1WgWTUUc2HUOsFrBYDLjcTo4dO4bJZCabTjK+b5j9h05g0esxarXQkEkkErjdLdRqMrlsDovJSFt7O05PC53d/Rj0JuKRnd2Njd69GC1WsvkMbreHVreXarlEX08/J46fx+X24PF6GBvbh9ViRKGAO9cuUc7EKCRipKIhCrk0d27fRqe34nF5aQg1PE4r4xMHyGezSA0ZhUpLMh4hGo1iNlvR6czkswWqlQpOp4OJ/ZM8/uRTyA2Brt5e1DojoizT399DMh5naHgvXn877hYfTqebjs5u9o0doNmQScUj0JCoCzWy2RydHR10t3dgNZvI5PLMPpjn1R98n6pQpFqMMXXrA0r5DMViiR+88gPsbd20tvtZX5xGr66QL8QIrN+nWhcR6xVK2RKFTJYjxw/R19tJNL7N1PQUf/fNb/Hccx/nzNkLyKj47re+TWgziEKUUGvMKDUabt2+jVAtYrU4qZbr1KoyP/3HN3FYnJRyGaqFGn/4b/+Etu4OojtbiBK8/k+vo1CpkRtNVDo9tXKN6btTpNNJ5KZIq9fO4sxdRLRE43E211fxtPowOluRlDoq+RDvvf0Wp888xiOPP02+VKRQKPxs9K7AmTNnmb57C0mSEeUGgY1NwqEwBrMVm9NHTZSw2pxEEmnUBgsTB4+ikpWEolHa27vp6vIzdW8aZCU6nY1QLEd/3xAPPXSa4ZFxqrJAqZzH6/XS3tmB0WKntaOXQrWJKEl4HF6GBgcoFIocOnp8FwSe2CaVSZPNpVleWaWzp4+dcAiV1kwkHCK4sYxGo8XjbUduQKFaRaHRcPvuz+/Wqn9ROPPVIq1tfuxWByvzM0hilZ7zD1Mp5GhICvr6x1ArFXhaWskVK9yZmsbrdhLc3OLQwSPI9ToqlQqjxUwiFaPPZMBg1CPVBXLpLK0trUxPT+Pyd1Aq5UHRpCxK2Bwu7E4nTamBKIg0ZCVrK5uYLGYKmRCpRJKGWGdooA9fu4/IzjYmuw1/Zxejo2Pcn7lHNpenUKpw/NR5NlZmodkklUxgNBiZm5tmbPIASmWTdCpBOBLCYDSQTqdJJZJotVpsVjvxeIrg+iqhrQCxZBab2cHI3lEK5QoHDx3n1vWP6O5qx+FwotWpkZt1qpKIXeVmZ2edYimHVm3BoHfRlKFUKqOgiUqpxuVw0+7v4c7lS/g6/CgAt7cFnVaDJEuEQ5vksikcDgeHjh5B2ZRxuixcvfiPKGQBg0GPzd5C/+gE0XyV42cf5e83ttEiIjdFmrkgv/7ivyYaDSGUcsRDIka7gek7txno8VMtJgmuPeDV6DZuh5vRob3Y7VZGJ/fztf/+11S1WiSlCr3ZjlJtxGGz4HL4iW6vcObhXyFTDFOu5Dk6cZZcJsvCwgw+m4c3/ukfuXbjI9RKBdFwCL1Wz0ZwgYn9Jzh39gzT09eYmrqGr6ODjY0N4vEInd3dzD14QDxb4sDkAeaurqJSqenodGGxujh54hE0TdDrDewbHuLNn76KUqPG0eLfJRU63eiMVkrVGg+ffJhKXYHRbN0FYDvs/Nlf/AV6s4VUMk0ivgyKCh//xBfRalQszE2zOj/PzXtTvPrmW1QaMuliicHhcYrROLlsgdb2XvKlCrIMDoeLYi7N9793FbPdxKUP3qRaLaBRgMPlQhFQ0tbezptv/BP5SBi1xszi7DRaJWg1Jlq87Xxw8S009RLullYSpdrPzd8vLGtvLq2+rKDBvZu3cDpsuNxu7HYPkVAEvd6I0+UmFNpGodaQTKdpaWnBZDLQ4nZz4fw5bly7Qmd3L+FwlBZfGyNjk6wurrC5voFZp2XP4BAVoUYylcJqMdJoNunp7UWWZaS6hMOx2+Wz2+1YLFY2NjbRq5XkUil6OjvI5wpICiX5fA63y0mlUiES2UalUiCIIlabiY31NbY2ltFqtbS0tCLLDQ4cOUqtqaS1s49YMkNHRyeiUMXtbEGFTLPZpCaBy+3lzvXLaIxmjh87QSa+TSC4SUWo0tXdydLiPMlEApVKyfbODs0m9PYOMjZ2mPW1Rba3t+juHMRkslMq5ahWCyQTEcwWG+VylfvTs/R2tO+iLeMpvF4vff0DJNNJyrUyO8EgoUiMqlgnm05gsjkQhSpHj55Aa7DR2zfE3Vs3kZsqVpeXMJuNmHzdaBVVKtU8E8fP84NXXqHD76dYLmHzuHj6mWe4++ElAhubaJRKpGIOqZQhn41y8OhhlreCTC8uUlc1UGpVVEtlhFqJnp4eUEOtlubTL32Wt9/8Cb/60r/g/v0bXHz7bQ4fOMXhI4eJxKKodXqK5TI0ZXRaPZJCYnLyBA+dPs9f/7e/QKvX0tHZj9PppC6UcLq8OJyt2O1eFDIUE3FqYo3VQICNQITz5x9G2aizOD9PYHOTpcVF/O3teDt6MRv1FCsCNqcTtVaPy9PK8toma6trCKJIqSZSFQX0CjUWuw2n1oLNYaVQFlhde8DC0m0efeI57HYbwdA2VamGSqPkwmNPkQxHMVuMuD0eDFY7glihpaWFUrFM/94BsoUs0Z3g7pCESotKoUQQRR576ln+/jvfpZSO0TcwjFyvkUlHcHj87N9/hPnZWRKJCJVaHZOjhT/4rc/98nfOr33nxy+bjVo2Vxc4dXqX6alR6ygXy1SKRaKRECq1CoUCypXKbhNneYGzp0+TTSe4evk9RFlCo9Gg1+pIZ7Mg1ZHFKq1eN4vLS+RLBaBJILjN0RMn0On1xCJRGlIdQZRwOXfH8ny+Vnr7eklEoxSzaZQNBe3tnegNFpwOJxsbK4zsGWR7J8Dk+H7cbg/XPnwPoVylIlTwtPgoFMtotFrK1QrlmoBaZ8JgMGAxGtgKrGG3eVDRQJRkHnnyGRKpxO7/azS0uWxcvnqZlrY2iuUyOp2ecqGM0+Gk0YAzZx7CYDCSiCeJx3eIxxK0t/eg1uno7mjn5o3LyGIVSRQwWW3o9AbGxyfIpWIENzdo7+rD7W0hmojj8bi4PTWNQWfEZLKi1Rlo87oo5PMMj0ySSOXxev342/zMz8xgMRkp5jIYdGpMbh9iOcvQyCjpTIHA+hanz5yhUMhSlwW2AwH2dHWzvrFNXYJiLo9Jp+XUqRN878c/QWd2sG//JIHNNRTNBnJNQKtRUSikSMaCGHU6wrEQQrFCQ63n7q0rWI1Gujv6uH77FkeOnyRTqrAdjmK2WVEpm3g8rXT39PLe268RXJtDqTbQ0t5FZCfA+toKGpWKXL6EzeZEEiXyiTB1GV78zBcZHhvhu9/6W9wOLx2dXRTyeQwGHXqzjZbOAWbvXmff5EFUGgOlYpb5ufsEtoL4O3up1ESq5d31vUQwtPsuWjtpqBU4PW1o9EpWVmeRGyqWFh+QK2RQ6bWIDRl3Sxtnjp7AZjdSKBURGxKbW+sMDg/ja+9g3+QEczNz5NMpjBYnNruXVGSHplJFpiSQSeXw2EzkSyXa/O0IYhm9wYjeYMHsdONr7SBfLFGpS/zR7/z/W8Z+YTjfv37l5fff+QlqlQJ/xxDpQobr1z8kEt6kkE9zYPIAGoNx12YtyQQ3N3A5raSiaZ742DPcmb6N1WxmZzuEJNQYO3iQ5559lh99++9xery4PT7qDRXPv/hZbGYdH115n+DaIk1JRKFU4XB6qVTKhDbmufruayw9mOb0+U9z59J76BUCst5K/+AYd29dR6+sYzSZsNlbqdVrhKPb+Byd6Ox69h84ia+1m+3tDYZGBgkGwyAXiUbWiCajuJxubA4HZoMBk95IYGOdulCkJtfRGO3cvvwOi8sLtLT6CUcTDA2PEo0naCjBZLGQSKQIh0Io1WrKpSyz9+5htTvpHuhnfn6K6dvXOXLqBA30OJxujDY7TYWKWCTC7L0btHd18LHnPs3K2gLbwTAatR6jzUdHeye5RBSNVCK4sYDH7eOTn3yR73z9rzEgEgptcfjEQ+ybPEY4vI1GJaHTqDHrzOzdM0KukMPv9/HuG68i1UW0ajNPXfgYxw6f5I///GtI9SaLc7NMHjlB977DfOVPv8rX/ttfk4lGMBjNHD32JBOTowiiwJ7Rdj7/q5/lrR/9hGwmQxkDwe1tzBoj5XKZ7UQIhQK2dkL0jk5idXopZtNIosCnX/hN/u4b/4n1zRl0JgfHzj5NNpVEZzShVSvpbGvHYnVy/sIF6mIZSVZw9MzD6I1Wrn30LuHAKvuGD1KqFiiWBXz+HqKxLapSg9mZ+0gKSMXD3L7xEZIsUavV2Tt+iLXlB1TyWQrpHEqjGpUODkxOsBXL4PF3kUxl0OrtdPb2M3L4BB093axtbPL4s59iePw4b/7wm4RCEV78/G/zn//vP8RkNiI01CzML7Kxtoa/vR2t2cKnPv3b2M0OQpvL6DR6mjY/f/WN7/HBm/9ENLyK3qQmlStQFiSqUh0UarLZJEVBQK2382+++Ou/fEPog3d/urvWojPR2tZDKlXC39GFTm/EYDAQ2gmytblBJBIin8/R3tFOKpmhVsnz9tuvs7S0iKSoI9QrHDtxnLm5Gf7hH36IjIQoNVlf30ClUDA/dYcffeNv0CuUKDQWjK42Rg4cYXV5HpvNycTEEZzeNlR6PePjo7hbWhGkJslEnPtTt0glYmjVeoqFCjq1Ho/LRyFbRKtVsBNcYXVlgVgkgsPmZm1lE4vdTDqbp6t7iGef/RQd3V2EdnbIZTPU6zXUGiW1WgVFU43F7MRsb6F/aJK1tUWEaoH7UzcIbC5SFWo8WFqlp6+fw4cPs/hgjnA4js/fQq6YJhSJ0Nk1yNjkQTYDQcYmJihWahQKJRpyA6UCzCYToiiSy+bY2gxhNtnYt2+MZqPIxvo8UkNEqdEyNDpBW083Bm2TSjFOKrlDm8/Lo489ytT0dbo6/ISDYVLRTTLJIItzt9nZWuDB8iId/YOoNEa++Fu/x044zZPnn+Dlf/OHZJJxFGqZq9fe5drNS3zpy/8Sl9dJU6WgUinT5evg3de/RW9fO5//3Jex253UBAmzw4tQV+Pz+cmWqjQNRhQGHdlyBrfDhlTIMnPtKrlIFJfFSWB7nUgsjFBv0jcwztbaAtN3rtFUNImnM/TtO8j4/oOEgltsrgewut0sL99n6t51spkck/sPURFK1AQRX3s7Q8PDyA01q/NT6DVK5mcfMDvzAJvDQy5XRtlU47DYUTSUaFUq/G0+/K1eitkM3/vRT3a/KOhksoUM+XyRmZlZJLnBdiiKt60Ti9PLd7/7txREicGhIRqVHCqVAp1KZun+DfKFLIlEnMDqCkKhwE5ghY3VefLpJLFomFIhw3/46p9TkpvISjXzy+skMyXsNg+1YoXV+Xli8QhVsYbMP5OE8F/+5n+8vGdgBK3ewur6Gha7Db1eR3gnuGsltjkYHOonHIkgo6CrswuaMDy4l3JVwO1tRZLqlMsVSoUSPr8fsV7DZbfR1t6P2+umWirxwcW38LX4MVhdTBw+xvjEONRrZDMp+geGiUVjZAtZ/N3deF1+5mamsdgsZAsFsrksChoM9A0g1upUKnmC2wGymTRNScLqcKM36FA0lPjbOkhnMuRLWepinYE9I6i1RgJbG0iCiM/tYW7mPv72NixWK97WNqRmk7pQpq2ji1I+R6PRpN3nJxgIIKLEYndx7Mhhrn14lXIxzxNPPs3GxgLxdBK7q5VTpy6QTSeJxMJo1Ls7fQcmJ3jrjTfo6WznwysfINXrrK2vUatUGR8b5fq1y8QTURqSzOmTpzly5DhavZmr77/HpYvvIlVr9A3u4/iZh7l18xooJIq5HH5vG/HoNm6nk5defIlSuUS6UGCgt5uGWCMVSyCWq3zzb/4LM7NTHD1+lLn5B3T39mB2uAlshRjaO0ookuah048yN3MHg7bB+P7DfHjjJj985RVUKj0Gh4dTDz1BJLCE2aSn3hRRaBooGjWOnDjDxYtvYTFqsVrNZPJFRKlCJLbNxOQxZu6vsL60hL/Fi8fXTbki0N87SFOq8P1v/XdsJjMefwuXL72DUq1mYGAvUk0iGguRSKdRa3QMDA5SLFZIxneoN5ScOPsIqLTYf0Y0qJaL6PR6UrEdaMrkS0XSqSg2i4mXfvN3mJ2bIpGMMzMzi1ipoddp8Xd2s7T4gM6ebm5NzWDWK9DrDIS2g1y6+BZGkwmVWkGukKOh0O6GB1A2YWV5mYdOH0djtJEplqmINSqFFC0WLUK9DkoNGq0Rq8VBLpNGqNYo1ys0lAq8Le186dc/+cufnBazjVyuhiQriEXXScdDbKyuYbfZ8Xhb2X/oKPlsCrVGidFspFytotca2Q6FaW/v4rlf+SQKWY2vxYdOZ6TV24pSoWAnHKIqVFAqlSyvLDEyspe+fQcYmzyIy2bmxqV3efX738Lnb8dqt1CrVzFb7TSaGoKbK+w/eJCR8QkqxRwulxOb00WpWqNSq5ErJAnHtjl2/CRqjYajxx5Gb7BSqhUIRyNY7U4GB4bw+3wszM+RSMRo8bRSKZUoF/M4HDZ8Pj/lcpVKtUylkmd5aZb11SVMNg89PXvxt3XT4mnDYrWg02lYW1tlKxhEpdXxjz/+AdNTdykXizidTmrVKgaDHrvZwPTUbUxGPdN3bjHc38PN61fZf/AwVoeTnZ016qJAJLJNJhvFaXVQK1U5evAIpXyJNm8rJw4dprOjD3drJwcOnuDNn77J1Xd+yvrCIg2hRiIaYmL8MI89/itc/OBDPK1dqDU6lEoFgfUV7t+5Tiy8TqacxOHU8coPX0FQaijWJEZH9yOUqmRSBZRaK8V8jZ3wKr3d+7ly8T1ufXQFrd6IIDcQGzIzU7cIB3fo7+qklktTymRAoeeZj38CWSgTi2yRqxRo6rUUSwUczlZk9Pyff/aX/F9/8pcM9g+ztrSKw+rk2pXLfPDuG6iaMma9ifn7txno70GjUhLeSdDm66IulDgwuR+aMtFokP6BfkRZRmUwoLNYyZWKqHRq1BoVNEWm71xDIQvsHRndFeHqdSTicWL5POVymUq5zslzH0NuKGhr9TM4sAe9Ro3FoEOvVmC3WWjztRJLpvC2d5MtiGxFsvSMHKBeE2k0G6SyRZKpPNVahR+/+mNkoxWhqaAhlBDTYVZm7yFUStSlOlKjQTC0TaFcxu72oNEZqIsSoe3wz83fLwxnOhdBkGtki3l0Gh3FbJ5yMU+5VKa9o4u9I2PcuH4NQaiiVqsoFIoYjCY0RjXlap47t25y/84taMqMj08SDoXRqNVEw2F2QkFSmSQnT58kW8ijVje5d/My77/+D6ibEnv3TaI1WFjdXCYUDuB0OOnvGeTmR1fI53MsLa1g1GpIplPU5QbheJztUBCz1YFCaSKdrbATCZPKppEaaja3N0hkYhRLFdZXN0jEImQzEQr5FMVcgd7uHupSDZvNRkNu0tnRy8TEETQaA61OLz63l+6+Ptq7Orj43kVUaiWBzTVSiSgLC/O4PG5sbjebG4uY9QYG+vag1+qoVHIEAxvcv3uLVpcdp91CNhGjnE/jdtg4fuYctXqDVm8LLkcLvd0D+P2d9Pd1093ZxtXL7zA7fZ2rH7xBWW6gtlhwuu185+v/D7X4Gg6dkoOjB8ilMsTCAdq7u4gkkwyMjBCMxPjMF34Pu7uThx97hj/9868SicepK7WUaxUaGtBatWTKcc5dOIVSKVIV8/QOdnLr9ttUqwJlUSYe3ULX1BJLpDCYjTSaEqpGif/49e/gbW0HucHRYw8xOH6G//wXf8WBwWHsWh0GjRa71cp2JIzU0FGpyly9dpV/evMN3nv/IuVCikwqSqVcpiLWMTi9tHQMsB3cwqQzkc3mObj/CF2dfSibEiadHq1ayezMHSrlPL1dneg0CqbufEghvc12YJX9k4eplgV6OnoYGx5ja3sHjdHI+P79qNVaFtaXMNvtHD9+nr7+Mbo6u4nFYrz37juEt7eYm7pFLhlmY22d4PoaOr2Bgqjg9LnHOfXIM+w5cAaFSocsNzBaXfj83dSbICkU3LtzFblRo1GvYjEa+LXP/BY2kx5ZEkAhITdFJBrUAI3eCDIYtcafm79fWNZevv7Ry2urKxjUeuSmHq+vk1ZfB3WxRiQcxGTUYfPYKVRqCIKIVK9TKmTZ0z1Msy4zN3cLX2sr/o4ePB4/Bk2T9997A4fLg83qQa0xoDdaaTaV5FJJHn74cR559CkWFlYxmS2YrUa2AgE8ng56+ga4N3WTyb2DrAVWOPPIBXQWB64WF6sba9htBrKZGCqlApVai1LRZD24yt17d5GkBi88/yIer4dSOUUuk8fhduL2tFDK10glM5i1SpLZJKMTR4nEE9ybvolCBYGNVWpVgVqlSrFYpKOri96BUXQGK9noBnK1QEdLD35fF5HYNpFoCq/Xj4QCi9NJMBCChojUBJPDxdbqIseOneTIyWOEYxGOHDtNOB7B5fbQPbCX3q4uzDoddaHE1toqn/r4C5itNvxdvaw8uM/G8gKTB/ezb3QMg1bPZ3/j83zz7/+ORCZFi7+dZ3/tM2xtBbh14yM8Tjs/+fbXUcg10okQt66+y7/793/GOx/e4MC5ZwiFdjBq1Pz27/47vvy5z6DSKKgrGiRTSapyE5vbx/DYMGabi3gyRkOtoqlQoBSr/Ob/9vsElh/w2vf+JyYDbId38LjMzH54CblcwOvyYrF58be1E08lKQsCSrWS5cVFioUCL3zy81y/cQlRknD6vBTzRR46+wjrwS2SO6v4OnuxWFup12VksUQxl2ZleYW2tt0FB6nRJLKzxvDeMeSGSN/QCKBlbuouLT4/v/9Hf4LR7adWzrO8eB+91kYkGebk8cdIRyMUUlG2A2tIYg0NCmrZDMqmTFd3Dw25wbFjJylXaxQKGfQaHUJdYPbODbaXZ+kd2IPd6SGZyWF1OkjGE9RRI2t0qLRNrFYrdquNYi7KxtYKltZOnnr+izx84WmuXHwLUajQaBqQVSYaGj1//Nsv/fJl7dSdGxi0anp7eujs7GVgYJBatUo6neLChUe4c3uKFl8nhXyRSrFMvVploL+f8M4a73/wDslUlr49w+SKJSLxGA8WFzh3/mEMehP1WommLNI/0Iso1TFZzeyEt1lZWWZiYhydRk0pnyUZi2CzWcnn8+wZ3ENdkujp6cHf3vb/URJ0Og3RRAwZJctLSwTWFklnU1icHvpHhlHrjdy8+RHf//bfMn3vNq2tPkBFOBKnLjfo6eulIlZIp7M8WJzDZDVz9uHH0OsMRMIR6rLM3n2j/O6X/gC9wYzbZcOgbVKvgVVvILm1zLMPnyESWOPUQ2epCCIavRG5CZMHD6FSq8nlcuh0evr797Jv3wRtbR3cn55lbnYeoSpQKpWYmZ4mHosjN2TC0Tijk2P07R3gvasfMDS2j43lRcZHhrk/M0NrZxd79x8ils7vTm2ZnTz2wmdY29yhUKmzZ3CIG1dfR60oUy2EKKQCSHKZ6fs38La5CQa3UakMeNw+3n37bX782uto1HpUsgJZEPD39PGF3/ldtsJhlpaXKdWqKBRKJKGGSadl3+h+HkzdQtNsoFXqadRk4tsRzp2/gM3disvr57Of/Rxtvlb27N1LU6kCpRKUMopmjYtXLqLUm0CqEd1eQJIF7k3PodPq6ewbIJnavRZMTowQjmxhtllp8foIBnZIx+PcuXGVilChp3eItY353SGWphK5KYFSzd99++t897tfY3bmGggCKlHAaXRw+8Y1ctkCPd09ZKI7FLIpOnv7UGk17Ns3iiwrGBndTyFfREmTthY/+WwasVzCbrWh1xpob+8mFArT3t6GxW7f1SSiAsWuOrEhS6QSIRbm7nDk9Bky6TR3b3/E7esfolbqUDU0KKQGKoUalVb7zzs5v/3Kqy8//8KL2J1uPrj6HlarmVKxgNGgJZNJ4fV4CUUTnDt9bhfjWAd/WxdXP3oPq8POhUeeoC6Dp93HseOn2FhdRKPRIElK7A4HFUHAbLGiVCpQKpuo1Wp0Gi16vZaV5SXS2SxanR5JamKz2TDoNRSTSfaNjTI2McYPf/gKer0JQRTR68x84vlP8/BDD7G5uUK9ISM1lIhyBbVWjVir/K/27vw57vq+4/jzu989vntfWu1KWmlXWp22JVvGNsg2dgwmOCSYIxAI0BxMGZJOM6STmTQNpUObSVtytJlp00wSMk2atE2gSTgKGBsIl41sjGXJkmzdWh173+d3r+/2B+fHwEx/Cj/o8T+85vOZz3zerzfd/k4URYVarebd8+fwersY7B9icvI8V+ZnMRislMpF1Bod3f4+UskYy0sLeNraGB29hiuL85w7O87iwiwLV6b4+lceIxVbI59KcmV6jrnFaYr1Jg6bnY4uH3aXCxUq4rEQQrOO1+fHqDcgFwu8euolNCIsLi5Tq8pkcjnuu+9zVMslLGYJNCLVqsxvfv00D3/hi8STGQS5SCQUQm8ycPiGG5m7ssgnbr2dH/74x2iNDtCZiWwG6fF3M/HeBOVCkmQmSzaRxGo2IKh13HLrHZw8cZLg9ATHjt9Bi9vD2sx5Ypkiq8sraNQa6k2FulpNqVKhUinT4rKRTCdBrUYUBD5641H0C7OvFgAAEShJREFUkoXxN1+mkM2j1ztwtQ1w5PDHmZx6F6PZjtXRQjga5s03XydZrNDh6yVfyGO1GtHrdDSoo2o0KGQ2qcgF7K0d7DtwiJ0jQwSDq3zi1juZvjTJenCJpYXLDO4Ypn9gkHfPvkPfYB91RaCrfycoApHQImJdQafVUxfVoBKIrM2ipYDZ2opBrUdSw8LcCnaXi+Edw+hEgWR0g12ju9gxupvV+Rn0WjV9A0P4A4PEolECfh8Bfw+Xp6cQ1QZsFidmiwOTxYGrxcHc3CyFYhlFaSCq1SCI1CtFGkodg0HCaJSIZzJUag3UGjXrwWU0WgmtSovQqKOgIGo1PPrwHz45PzCcz5783eMDg9t49/x7aLRqtBo1slymtdXOzKVJhrZvZ2FhnnIhT3B5GYPRTHunj3LlajmWzdFOownpfJZINIFObLKytEp/33ZsLif5kozX57tahxILo9FoCIfCGA0GUqkEbZ3dOB1OREFDKpkglYxSyVz96/rkT58kn09jMZqQy0U87jY62jpR5DLTlyaQzEa6fH3E4+t0ebvJl2Q6/T6WFudodbRQKZcQUFEqFVlanKWlvQ13axetLif1eh2jwcZrr51g//69FEtF5EqVspzD6XQgNGUSiQhyusaJE7/h7rvu4fY7HuDixDnKjTrRzRCiRkM8kaDN7UGjFZGLGa4sLBCPRzEaTAwM9l+9twhaBFGFzeJErdHjcthYXpzB0d7G9KWL+Ls6WF/fJB5Lc/b0m2jUaowW8+/HuvLo9WreOX8OnV5iaeEK6cgaF86+x41HP87CwgoPPPQlVpdXcDla+OXTz7N3z35On7lAW3cvp8+fYXp6CruzDZ3BxG23Hae11cXUzCSSxUghn0FvkH5fQF1Eq9czNLIbb0cHP/3+v6AICqJKjUZvoaGRWFiaJxaPMzA0jKvNzTtn3sTuMKFINoaGdzM7e4lGo4bF7iIeWkZXraDXC9itTowONzWhycsv/RadzoSkN7K5EWTv7p0sLcwRGNyJVi0yOXWevFyms3s7HoeX+SsTdHq7QREplSr4O7tpKHV0Wg16nYlbj9+P0+zg1VO/pc3TQzi2ya7R3cQjYZRSgeGRUZyeNt448RyJaIi2ji6aosTw8A5mJi+Qz+SJRdbp8PVhtdlpbXXjdNpZXbpMNpOkKYgojTo0FbRqDaJahUanx+Xx4mprh6ZIPi8jqFWkU2kstlbu/NQ9nDnxPBaHFblS4rEvPfQHw/mBf2stVhvhSIg9u3cyfu4sTaFGXalSLFYI9AY4f36cwzd8glopRy6dRKNWSKUirK5tIqhUxJMyfX39jOzeSTgUIRxLYne2UpKrzC5Mky1ksdnNrK+uUa0WaG/rxG6y8d65cVLpKE5vD0aLEZ22SbVcppDOMDq0k8Ed25FsNs5NvEdFLlEsJGh172HXzmF+8N0nSCWiONvdhDc2CPgCdHT10R3QIFCl0VQQEBndtYvgRgi7zQbUKWRzKJUQ8/kkZouNuSvLuFxWloPLpNM5FAESyTiSZKa3u4v8+FkGhvqYn+vh9VdfIZcuks1kqGi0mM0uHPY2MsUsKlEkGQkj13LoJBgb249K0KEz2okmC1htDhqpBEajhcH+flYXrhCORHj7wln6egep1UXkUoEbjh6kWiggF3MYrCY+/6d/xje++Rjf+94/kq8UERoV2ltbsNtbMJm7qOULfP3xb2FxmHj6Fz9jcHgPFy9M85N//ws8PcOsRiJIko79B/Zjc/owaASe/u1TRNfX0RvMHDp4gOWVVUSNFgEBUaXG4+0ilojzytoa+/ePcerFZ7HYHIQTMUbHepmfu0yxUGR9I0g8EiSbTiAZJPR2PZloEJtZj9HZQod/iODkOSSDmkK1gsfXzsHDhzn12gmSqShd3X0oKFiNEmfPvIWgUtGs14inC5htFvK5HKViganVcWamz/GxW++hWhNZWp5EaCiodCKD264hvBkhkciSSiRRI6LX62gxt7G+cpmZ8+cY7OtneTnIWjiGpFVjMFgIR6Ko9Sbm53NYzQbqNQF/Ty9ev5/N9VWm3jmHWqMhn81SUeo06lVMWulq+6NSRS2KqEUtxZJMOL6B3+unoSQR0aHTGmgodZ575le0dvtJZQs0FOV98/fB85w//6/HRZoUizmiyQShcBifr4eBvm1oNBqUuoKg0hELb5BKhEkkooQiG+i0Rjp9fvR6Pblsnlwuzduvn6JWrdBoKGzfsY3gyjyFQppUOkmPL4C/qwdZrpCIrZOIrmEw2tEaDZTkMt2+ANOTE9Aos2v0WrYP72T83Qt4uvyoBDWZdIK77/kMvf5+glemSMTXiKeStLg70OokOnw+Xvrf3zI/M8VQXx+FoszC8gKxWAKrzUWlWiGdzrHvuuvQm8yMHTiEVqejUi6RyaRxuNoRROjp7efaA9dj0JvJJ9NYzEZWlhbZXF9mc3OFakPBYHIxuvsQ/m4/jUYFg17PxNk3cbS1Iss1cjmZUqFINB5DbzBxaeI9SvkM5WKBdDyKy+mgXMxSrVeQq/Cpu+8jGUswOztPvVGkKTS4+aa7ePm1l5hbnuT6I0cJbqwhV4sUMxky5SZ3330Xb5w8QTIb48dPfp++bUP09AT43re/RSwRI57LsLl6mTpVGiodG2ubrFyZIRrewOXxoNFKSKKaudnLtDhdRNY3cDlbsLW0kEgmkXN5cvEU+UyaqqDB7e/D09GFJBnJZZNoxSax0CqVWoMOXx+RWJj5ybOoBAV9SxsfP3Yn5049y/U37OeRr/0tF869SzyywfLyPHK9TqB3gPnpCcqZBKHNTW4+fjtvvf4yTo8br6+TyYsX2djcxGC1YbfaSWZz1Ou1q23rxRyiSqTF5UKuVtg7upO15SskohEa1GnxDVHLJall40gGA+62DqxmC5cujLNn7ACCVktoYwWdZKBSLmNrceN0tFAoVgiuLpPPpTBZLNisTuw2E6K6QbWqoNUYUGkE6rUGcrlEqZRDlgtoDRZKuTJ2qwONqKaQzyA0ShQbTW755D00G3X+/E/+8MjYB4bzyR/98+OReJhWbxej+w4wtmeMjfUFpmbGGdt3GFVTTWxljmZNYWhoJw5XOy53G4Gh7dTrCqG1ILlEhHQoiN1kpCcwQL5QwuNuJ5GKUa4U6ekOcH58HLNFSyye5/DhY8TiCbR6iaaiYDdZODf+BipVHZPVjl4y8tyzzxCPR0ilYgyM7OXmG2/kxRdOYTAZeeed06QLRTr7tyNZ3Qzs2IGkkyhXqtQaTdLZPL6+YXaNXouk06PRCcTTKSSdnmYDuv0BopEI5WIek06i2VTx0IOPQFNDIrzJ2uoms5cmsZn0rAY3MDrttPb4SBTLCIKBBz/7ZeKReeanx5l87yxGSU0kl+Pokdux290cPnI9r77yIplsgtnZabQagUDAx769u0mkkrS2e7j7/k+TyRRwt3l56cUX8LicDGzbwcV33qbL6+V/nv05+679CIGeYU6+fJJdew/QaBq4/8vfxCKKLE7Oc++DX+bH3/oqLl8PaNScfO01+rYPg1ZPcHERm1miJJfQ6+38wzf+iRM/+wmdnQFc3QNEgwuMDAzynW89wZM/+lfUGoFsNks0lsLs6eauTz/IwsVzpCsN3P4+rC2tXJw4T2RtFZvNQT6XAbXA7kM3cPxT9zL1+ito9SZ0NjcGk41IYoObj95IOJVkPbrC1MQFcuUSks3GyMhOQstBbjn+SXxeL+Pjp8lmEiytXCFdLBCKRFGaKjzeALfc/gCxcIQ7P/kpXj35MqJKpKoI9AZ6mZyaoqHUefP1t6jUq4g67e9XdRRYWZxj245RDt1wC9MXJ4lFQ4wdPEyxmGdpaYFd1+whl00S6BtEq9Pw6slnCG2sMzIyTDpXYHDHHhx2ByvTE1CDA7fcy8je/dTKRarVCrlcDp2kx9cVQFQkcokEpUKObCGDKKmwOZ2oqxWmzp+lLgj85cOf+/+/1hokK82mFn/PIBvrQd54/QSh9XUC3YMoQo2VlTkkvRGL1cmxW+7AZm+lXm8wf3mWePzqPsxObwdatYpaRaYo15ErCo2mQCS8ST6fIxqNcujIjbR72ukf2EY4mqKmCNQaVVrbfVcfF6xGynKRhtIkL1doqlQUy0U2Q+s8/9wz/Pcv/oMjh/Zz6uTzLK2toLOYadAgkYyRjKwzfuY0zaZAl6+HXL5Io6mwGtxgdmaGcCiIXCqilyQUBSLhKBVZJplK4+noxO1xE4sF+fVTP2UzGCSTjFMuloiEo/zVo4+h15uZuXSFakXB293H9OQZLpx9naXFRcYOHMHi9nDo+pt4+qmfEw6t8MMf/IB4KsXSyirutg56B7YztH0X0USGkZ2j7N59Dal0hvDmCqffepPbb72TNk8bUxfHKRSSvHjyNxw4eJR600C5VsWiMzB7cZLRndchygXOnD7N9pG9/OcPv8/Bm46TCIdZnLuMTi8RjkTJ5QscPnozqWSRVkcbtWKWrz7yefYfuQmdUWLmwlvoJQtff+xxvvudb5NPxcilkqDU2bdvHx85OIbHaaNQlvF2daESVUxNXaTRVDBazfj9PmrVMi0OB4ODA9x+xycIrawQT2RAY6Kve4DpC+f41S+fwmh1Ek8l2PvRI6RqMpvROOFYij1j1+FubSWVziEZLVisLXh7hhk7eIx6XUOt0iQRjTJ96SIbGxs88fdPoNQFfF09GHQGyuUasVSOdL6Cp8uHoDdQbILGaGLHjgGc7lZGrh1j3/WHkfR6VIKKwOAO5Eods9mCvcWNr7ef9eU5giuLSCYTVoeRy/OXSOfSJFMRYskIh44d56GHH2H81ecZf+UZlLpCPp/HarXSVCAcTtAXGEQStehFNRZJQtJoKdcaKJUqKHXKler75u8Dw2m3e+js6qXLH6CYz7AeXMLd0kGXd4hwKER3jx93eyv+QA+RWJRoLIwsF6jVKnR0eDlyw1FsjqtrFTQaAVRNjtx0A00RouEQ6XSKTDaLIGrQiA42N8P87q2XCMdXyeVlGqix2pzoJB2SXovBaEStk5CrVUS1BgQBX6eH247fwrvjbzM7M4HJrKNQSHF55gKbS7Oceu5X6IQqkbVFyoUUycgGhXKcZrNCMZ8lGU/S2R5AQYegMaC3OBAlE0MjuwhHE6hEFb/42Y+wWUTaPK3I5RIf+9gxhgaGmJy6RCQS4+B1+/F6vPT2DzE7PY6gqjI0tJ2e/u2cn54lGklSq6UpFuJcu+86zGYb9z3wGXr6Bugf2MaFiSlabA5Meh2vvPwCp154jtDmCkcOHaZRbfLO22egWcHt8fLFLzyGStvg/KWXuWbvMdBo0QlVZi6e5d8e/xL333s/Z87/jnx8npF9Y1QKaeyWq1u5ctksIgLzywt0dPlxOhw0almEZoK77v8sC/OzGNUVjt/2SX74g59g0hmw6QzI6SxmrcTlSxO89sKv+f53/g6lKlOoVCjXG6gkA7bWdppqHWtrKzTqVUShycylaf760W9gM1vZvftabj52nGQyi1SroW6W6OgN0NG7l2AkCOoGY2P78fr6yFWqfOULn+fF559l1zVjeLq30T+0j6ZgYGTnXnydPpRqnd+9doJKRUat13Pd9R9hamqGXDrL6soq3q4ALncnlxcukysXcHe1cWV5npXVMF5fP6uhKF/7m0e5OPMuNquddLZEoVhG0klkMnnMNg/xjTCFXBFPRw+SUUNrmwuXxwlKhWq9Su/wHmYX1+hySLSaIJvJojSaiGoVFVmmJteZmrqEUm+gajYRhSYmo5GPfvRjlMolBI3I+09zgtBsvv/yzi1btvzxfHDj+5YtW/5otsK5ZcuH1FY4t2z5kNoK55YtH1Jb4dyy5UNqK5xbtnxI/R/uSYA1ieWXuQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cv2\n", "\n", "def mask_overlay(image, mask, color=(0, 1, 0)):\n", " \"\"\"Overlay image with mask.\"\"\"\n", " mask = np.dstack((mask, mask, mask)) * np.array(color)\n", " mask = mask.astype(image.dtype)\n", " weighted_sum = cv2.addWeighted(mask, 0.5, image, 0.5, 0.)\n", " img = image.copy()\n", " ind = mask[:, :, np.argmax(color)] > 0\n", " img[ind] = weighted_sum[ind] \n", " return img\n", "\n", "def imshow_random():\n", " \"\"\"Take a random image from the dataset and overlay it with the corresponding mask.\n", " Do this to make sure the fastai transformations work properly.\"\"\"\n", " idx = random.choice(range(len(data.train_ds)))\n", " print(idx)\n", " \n", " img = data.train_ds[idx][0]\n", " img = img.data.permute(1, 2, 0).numpy()\n", " mask_img = data.train_ds[idx][1]\n", " mask_img = mask_img.data.permute(1, 2, 0).numpy()\n", " overlayed = mask_overlay(img, mask_img)\n", " print(overlayed.shape)\n", " \n", " plt.imshow(overlayed)\n", " plt.axis('off')\n", " plt.show()\n", " \n", "imshow_random()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loss function and evaluation metrics" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.993565, 0.006435])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_label_dist(num_samples=100):\n", " \"\"\"Calculate the relative number of pixels corresponding to each label.\"\"\"\n", " num_imgs = len(data.train_ds)\n", " counts = np.zeros((num_imgs, data.c))\n", " random_idxs = random.sample(range(num_imgs), num_samples)\n", " \n", " for idx in random_idxs:\n", " mask_tensor = data.train_ds[idx][1].data\n", " for c in range(data.c):\n", " counts[idx, c] = (mask_tensor == c).sum()\n", " \n", " return counts.sum(axis=0)/counts.sum()\n", " \n", "get_label_dist()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "from torch.autograd import Variable\n", "\n", "# https://www.kaggle.com/iafoss/unet34-dice-0-87\n", "# https://becominghuman.ai/investigating-focal-and-dice-loss-for-the-kaggle-2018-data-science-bowl-65fb9af4f36c\n", "def cuda(x): \n", " return x.cuda() if torch.cuda.is_available() else x\n", "\n", "def make_one_hot(labels, c=2):\n", " one_hot = cuda(torch.FloatTensor(labels.size(0), c, labels.size(2), labels.size(3)).zero_())\n", " target = one_hot.scatter_(1, labels.data, 1)\n", " target = cuda(Variable(target))\n", " return target\n", "\n", "def dice_loss(input, target):\n", " \"\"\"Soft dice loss function.\n", " https://github.com/pytorch/pytorch/issues/1249\"\"\"\n", " # Input is of shape N,C,H,W\n", " smooth = 1\n", " batch_size = input.size(0)\n", " input = F.softmax(input, dim=1)\n", " # Since we have only 2 classes transform it to N,H,W and treat as sigmoid\n", " input = input.view(batch_size, 2, -1)[:, 1, :]\n", " target = make_one_hot(target).view(batch_size, 2, -1)[:, 1, :]\n", "\n", " inter = torch.sum(input * target) + smooth\n", " union = torch.sum(input) + torch.sum(target) + smooth\n", "\n", " return -torch.log(2.0 * inter / union)\n", "\n", "class FocalLoss(nn.Module):\n", " \"\"\"Focal loss function.\"\"\"\n", " def __init__(self, gamma):\n", " super(FocalLoss, self).__init__()\n", " self.gamma = gamma\n", "\n", " def forward(self, input, target):\n", " # One-hot encode target\n", " target = target.squeeze(1)\n", " \n", " input = input.view(input.size(0),input.size(1),-1) # N,C,H,W => N,C,H*W\n", " input = input.transpose(1,2) # N,C,H*W => N,H*W,C\n", " input = input.contiguous().view(-1,input.size(2)) # N,H*W,C => N*H*W,C\n", " target = target.view(-1,1)\n", "\n", " logpt = F.log_softmax(input, dim=1)\n", " logpt = logpt.gather(1,target)\n", " logpt = logpt.view(-1)\n", " pt = Variable(logpt.data.exp())\n", "\n", " loss = -1 * (1-pt)**self.gamma * logpt\n", " return loss.mean()\n", " \n", "class MixedLoss(nn.Module):\n", " \"\"\"Combine two losses and bring them to similar scale.\"\"\"\n", " def __init__(self, alpha, gamma):\n", " super().__init__()\n", " self.alpha = alpha\n", " self.focal = FocalLoss(gamma)\n", " \n", " def forward(self, input, target):\n", " return self.alpha * self.focal(input, target) + dice_loss(input, target)\n", "\n", "loss_func = MixedLoss(10., 2.)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def dice(input, target):\n", " \"\"\"Dice metric.\"\"\"\n", " input = input.argmax(dim=1).float()\n", " target = target.squeeze(1).float()\n", " \n", " smooth = 1.\n", " numerator = 2. * (input * target).sum()\n", " denumerator = (input + target).sum()\n", " return (numerator + smooth) / (denumerator + smooth)\n", "\n", "def IoU(input, target):\n", " \"\"\"Intersection over Union (IoU) metric.\"\"\"\n", " input = input.argmax(dim=1).float()\n", " target = target.squeeze(1).float()\n", " \n", " smooth = 1.\n", " intersection = (input * target).sum()\n", " union = (input + target).sum() - intersection\n", " return (intersection + smooth) / (union + smooth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model training" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def create_unet_learner(data):\n", " \"\"\"Create a new U-Net learner.\"\"\"\n", " # Select ResNet-34 as encoder and put the whole model in FP16 precision mode\n", " return vision.unet_learner(data, \n", " vision.models.resnet34, \n", " metrics=[dice, IoU], \n", " loss_func=loss_func, \n", " wd=1e-2).to_fp16()\n", "\n", "learn = create_unet_learner(data)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] }, { "data": { "image/png": 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7F5jZejObHX5cEu14RGorIzWJZ84fTLtmGVwybjrLNmz3OiSJc8Vl5aQmB0jy0YKA0Dg1iuuAbyO8/5pzrn/48XQjxCNSay2apPL8hfsDcN2rs7SPhURVsLTCd/0TEOVEYWYdgBMBJQCJWR1bZnL3yX2Yu7qQhz/V0uQSPcWlFWT6bFY2RL9G8SDwWyDSn2GnmtlcM3vDzPaKcjwidXJ8n7aMHNSBRz9fogUEJWqCpRW+68iGKCYKMzsJKHDOzYhw2rtAZ+dcX+AT4PldfNZoM5tuZtPXr18fhWhFdu8Pv+pJ++YZXP/abIpKyr0OR+JQcWm57zqyIbo1ioOB4Wa2HHgVONLMXqx+gnNuo3OuJPzyKWBQTR/knBvjnMt3zuXn5uZGMWSRXctOT+GB0/vzw+Ygd76zwOtwJA4VJ1qNwjl3m3Oug3OuMzAK+Mw5d071c8ys+uD04UTu9BbxXH7nFlx5eFden7Gaj+av8TociTPBsgTszK6Jmd1lZsPDL681swVmNge4FrigseMR2VPXHd2NPu1zuO2teRRoWXJpQMWJOOqpinNugnPupPDzO5xz74Sf3+ac6+Wc6+ecO8I5t7Ax4hGpj5SkAA+c0Z9gWQU3vTEX57R4oDSMYGmF7xYEBM3MFqmTrnlZ3H7Cfnzx3Xoem7DU63AkToQ6sxO0RiESj845sBPD+7Xjvv8s4oN56q+Q+kvopieReGRm3DuyL4M6NeeG12Yza+Vmr0OSGFZR6Sgpr0ysUU8iiSA9JYkx5w6iddN0Lh03nVWbir0OSWKUX7dBBSUKkXprmZXG2AsGU1peycXPT9Oe21InxVW72yXYhDuRhNE1L4snzhnE9+u3c9VLM7V4oOyxqr0oEnGtJ5GEcVDXVvzl5D5MXLyBP7yzQMNmZY/4dXc70A53Ig3q9MF7sWzjdh6fsJRBHZtz6qAOXockMaLYp7vbgWoUIg3u5mN7MLBjM/7ywbcUBtVfIbUT9OnudlDLRGFmXcwsLfz8cDO71syaRTc0kdgUCBh3jejN5uJSHvj4O6/DkRhR1Zntx6an2tYo3gQqzKwr8AywN/By1KISiXG92+dwzoGdGDd5OQt+LPQ6HIkBVcNjY7npqdI5Vw6cDDzonLsBaLuba0QS2m+O6UHzzFTu+PcCKivVsS2RBX3cmV3bRFFmZmcC5wPvhY+lRCckkfiQk5nCLcfvy4wVm3lr1g9ehyM+99OopxheFPBCYAjwZ+fcMjPbG3hxN9eIJLyRAzswsGMz7lbHtuxGVdNTeqr/xhjVKiLn3DfOuWudc6+YWXMg2zn31yjHJhLzqnds/338Iq/DER8rLi0nKWCkJsVoojCzCWbW1MxaAHOAZ83s79ENTSQ+VHVsvzBlhTq2ZZeKSyvITEnCzLwO5Rdqm7pynHNbgVOAZ51zg4CjoxeWSHxRx7bsTtCn+2VD7RNFcnh/69P5uTNbRGopJzOFW8Md22MnLfM6HPEhv+5FAbVPFHcB/wGWOuemmdk+wOLohSUSf0YO6sCxPVtz94cL+fr7jV6HIz5TXFrhy5Vjofad2a875/o6564Iv/7eOXdqdEMTiS9mxv2n96NTi0yuenkW67bu8Dok8ZFgmT+3QYXad2Z3MLO3zazAzNaZ2ZtmptXORPZQ0/QUnjx3EMWl5Vzx4gxKy7UcuYTEQ9PTs8A7QDugPfBu+JiI7KFurbO5b2Q/Zq7cwv+9/43X4YhPBEsryPDhXhRQ+0SR65x71jlXHn48B+RGMS6RuHZi37ZcOnRvxk1ewVszV3sdjvhAPNQoNpjZOWaWFH6cA6g3TqQebhm2Lwfu04Lb3pqn+RUS+53ZwEWEhsauBdYAIwkt6yEidZScFOCRswbSPDOVy1+cwabtpV6HJB4KlsZ4Z7ZzbqVzbrhzLtc5l+ec+zWhyXciUg+tstJ4/JyBFGwt4fyxU9m6Q+tBJSLnHMVlsd/0VJMbGywKkQQ2oGNznjhnEAvXbuWiZ6f9tIGNJI6S8kqc8+deFFC/RFGrBUnCfRqzzOwXM7rNLM3MXjOzJWb2tZl1rkc8IjHriH3zeGjUAGau3MzocTPYEV5JVBLDz0uMx1+iqO2CNdcB3+7ivYuBzc65rsADwD31iEckpp3Qpy33juzHl0s2cPXLMymr0ByLRPHzNqgx2JltZtvMbGsNj22E5lREFJ6UdyLw9C5OGQE8H37+BnCU+XHpRJFGMnJQB/40oheffFvADa/NpkILCCaEqt3t/Nr0FDF9Oeey6/n5DwK/BXb1Oe2BVeF7lZtZIdAS2FDP+4rErHOHdKa4tIK7P1xIRkoS95zal0BAfz/Fs2Ifb4MK9Wt6isjMTgIKnHMzIp1Ww7Ff/AllZqPNbLqZTV+/fn2DxSjiV5cd1oVrj+zK6zNWa7XZBFDs8xpFNLdSOhgYbmbLgVeBI81s5+1TVwN7AZhZMpADbNr5g5xzY5xz+c65/NxcTQiXxHDDMd05pmdr7v1okSbkxblgWQz3UdSHc+4251wH51xnYBTwmXPunJ1Oewc4P/x8ZPgcNcqKEFpt9p5T+9IsM4XrXp39Uzu2xJ+EbXraFTO7y8yGh18+A7Q0syWE5mXc2tjxiPhZiyap/O30fiwpKOLPH2gBwXj1U9OTT4fHNko9xzk3AZgQfn5HteM7gNMaIwaRWDW0Wy6XDt2bpyYu47DueRzTs7XXIUkDC6pGISL1ddNxPejZtim3vDmXAm14FHd+bnpKsD4KEWk4aclJPHxmf4pLy/nN63Oo1PyKuBIsLccM0lP8+SvZn1GJyC90zcvm9yf2ZOLiDRoyG2eKw5sW+XW+sRKFSAw5+4COPw2ZnbNqi9fhSAPx88qxoEQhElOqhszmNU1j9AvT1V8RJ4KlFb6dbAdKFCIxp0WTVJ46L59tO8oZ/YJWmo0HwdIKMlP82ZENShQiMWm/tk35++n9mL1qC797ax6apxrbistUoxCRKBjWuy03HN2dt2b9wNMT1bkdy4Kl5b6dbAdKFCIx7Zoju3JCnzbc/eG3fL6owOtwpI6KS9WZLSJREggY95/Wjx5tmnLtK7NYur7I65CkDvzeme3f3hMRqZXM1GSeOm8QIx6ZxAXPTuVXfdvRqWUme7XIpFPLJrRpmk5SeD+LikrH1mAZhcEytgTL2FJcGnpeHH4ES9lSXEZmahI3H9eDZpmpHn+7xOD3GoUShUgc6NA8kyfPHcStb81jzBffU15t5nZqUoBWWakUlZSzdUd5xM/JTksmJzOFgq0lTF66kWcvHEynlk2iHX7CKy4t9+3yHaBEIRI38ju34JMbD6O8opI1hTtYsbGYFZu2s3JTMeu3lpCdnkxOZirNMlJolhl65GSk0Cx8rGlGCilJodboacs3cem46Zz82Fc8dd4gBnVq4fG3i29Bn496UqIQiTPJSQH2ahFqejqEVnX6jMGdW/D2lQdz4bNTOfOpr3ng9P6c2LdtA0cqAGUVlZRVODI16klEYs3erZrw1pUH07d9Dle9PJPHJyzVfI0o8Ps2qKBEISIRtGiSyouXHMDwfu2456OF/O7t+VRo5doGFfT5EuOgpicR2Y30lCQePKM/e7XI4NHPl1JZ6bj7lD4EAv5c6TTWFJdW7Zft3xqFEoWI7FYgYNx83L4kBwI89OliUpKNP43o7dtlsWNJLDQ9KVGISK1df3Q3SsoreeK/S0lNSuL/nbSfkkU9Bcv8vQ0qKFGIyB4wM24Z1oOS8grGTlpGWkqA3x7XQ8miHop9vl82KFGIyB4yM+44qSel5ZU8PmEpackBrj+6u9dhxaxguI8iw8fLjPs3MhHxLbNQH0VJeSUPfrKYlKQAVx7eRTWLOlCNQkTiViAQ2m2vrKKS+/6ziHmrC7n7lD40b6L1ofZELCQKzaMQkTpLChgPnN6f352wL58uXMdxD37BxMXrvQ4rpgRjYNSTEoWI1EsgYIw+tAv/uupgmmakcO4zU7nr3W+0RWstFcfAhDslChFpEL3a5fDeNYdwwUGdGTtpGb9+dBIL1271OizfKy4rJzU58NNS8H6kRCEiDSY9JYk/Du/FsxcOZkNRKSMemcRH89d4HZavBX2+FwVEMVGYWbqZTTWzOWa2wMzurOGcC8xsvZnNDj8uiVY8ItJ4juiRx0fXD6Vnu6Zc8dJMnp74vRYU3IXi0gpfrxwL0a1RlABHOuf6Af2BYWZ2YA3nveac6x9+PB3FeESkEbXKSuOVSw9kWK82/N/733Lnu99oQcEa+H0bVIhionAhVRv4poQf+ikRSSDpKUk8etZALh26N899tZzLXpj+0yJ4EuL33e0gyn0UZpZkZrOBAuBj59zXNZx2qpnNNbM3zGyvaMYjIo0vEDBuP7End43oxWcLCxg1ZgoF23Z4HZZvFCdyjQLAOVfhnOsPdAD2N7PeO53yLtDZOdcX+AR4vqbPMbPRZjbdzKavX68x2iKx6LwhnXnqvHwWryvilMe+YuXGYq9D8oVgWQJ3ZlfnnNsCTACG7XR8o3OuJPzyKWDQLq4f45zLd87l5+bmRjVWEYmeo/ZrzWuXHcj2knJOe/IrlhQU7f6iOFec4KOecs2sWfh5BnA0sHCnc6pvwjsc+DZa8YiIP/Tt0IxXRw+hohJGjZnMt2sSe65FsLTC1wsCQnRrFG2Bz81sLjCNUB/Fe2Z2l5kND59zbXjo7BzgWuCCKMYjIj7Ro002r112IMmBAGc+NYW5q7d4HZJnQp3ZCVqjcM7Ndc4NcM71dc71ds7dFT5+h3PunfDz25xzvZxz/ZxzRzjnFkb+VBGJF11ys/jnZUPISkvm7Ke+ZsaKTV6H5An1UYiIRNCxZSb/vGwIudlpnPvMVL5assHrkBpVZaVjR1llYo96EhHZnXbNMnj1sgPp0DyDC5+bxhffJc7IxljYBhWUKETEB/Ky03l19BD2yc3iknHTmbCowOuQGkXVyrEZCbyEh4hIrbVoksrLlxxAt7wsRo+bwWcL13kdUtT9vBdF4o56EhHZI82bpPLyJQeyb9tsLnthBh9/E9/JorgstJyJmp5ERPZATmYKL1x8AD3b5XDFizP4aP5ar0OKmuIY2N0OlChExIdyMlJ44eL96dMhh6tfnsn7c+NzT4uqpqdEXmZcRKTOmqanMO6i/em/VzOuenkmfxu/KO6WKY+FbVBBiUJEfCw7PYUXLzmA0/M78I/PlnD+2KlsLCrZ/YUxomrJdTU9iYjUQ3pKEveO7Mc9p/Zh6vJNnPSPL5m5crPXYTWIn5qelChEROrvjMEdeeuKg0hOMs54cjLPf7U85rdXLVaiEBFpWL3b5/De1UM5rHsuf3hnAde8MovCYJnXYdVZ1cxsNT2JiDSgnMwUxpybz2+H9eDD+Ws54aGJTF0WmwsKFpeWkxQwUpP8/avY39GJiNQgEDCuPLwrb1w+hOQkY9SYydz/n0WUVVR6HdoeKS6tIDMlCTPzOpSIlChEJGYN6Nic968dyshBHXjk8yWMfPwrlm3Y7nVYtRaMgf2yQYlCRGJcVloy947sx2NnD2T5xmJOfHgib8xY7XVYtRIL26CCEoWIxIkT+rTlo+uH0rdDDje9Pod7PlpIpc8n6BWXVvh+QUBQohCRONI2J4MXLz6Asw7oyOMTlnLtq7PYER5Z5EfBMv9vgwrg/1QmIrIHkpMC/PnXvenUIpO7P1zI2sIdjDkvnxZNUr0O7ReKSyvISvP/r2HVKEQk7pgZlx3WhUfPGsjcHwo55bFJvuzkDpZW+H7TIlCiEJE4dmLftrxy6QFs3VHOyY9N8t18C3Vmi4j4wKBOLXj7yoNokZnKWU9N4cn/LvVNJ7c6s0VEfKJTyya8fdXBHNOzNXd/uJCLn5/Gpu2lXodFsDQ2OrOVKEQkIeRkpPDY2QP504heTFqy0fOlP5xzFJep6UlExFfMjHOHdOatKw8iPSXAqDGTeeSzxZ40RZWUV+Kc/xcEBCUKEUlAvdvn8O41h3Bi33bcP/47LnxuGoXFjbsKbXGMbIMKShQikqCy01N4eFR//nxyb75auoERj37Jd+u2Ndr9q3a38/s2qBDFRGFm6WY21czmmNkCM7uzhnPSzOw1M1tiZl+bWedoxSMisjMz4+wDOvHKpQdSVFLByY9OYvyCtY3ygV3wAAALCElEQVRy76rd7RK96akEONI51w/oDwwzswN3OudiYLNzrivwAHBPFOMREalRfucWvHvNwXTNy2L0CzN48JPvot5vESu720EUE4ULKQq/TAk/di75EcDz4edvAEeZ3xdmF5G41DYng9cuG8IpA9vz4CeLufzFGRSVlEftfrGyux1EuY/CzJLMbDZQAHzsnPt6p1PaA6sAnHPlQCHQMpoxiYjsSnpKEn87rR//76SefLqwgBGPfMm3a7ZG5V7Bn2oUCdxHAeCcq3DO9Qc6APubWe+dTqmp9vCL+p6ZjTaz6WY2ff369dEIVUQECPVbXHzI3rxw8f5s3VHOiEcn8eKUFTjXsE1RanraiXNuCzABGLbTW6uBvQDMLBnIAX4xA8Y5N8Y5l++cy8/NzY1ytCIicFCXVnx43VAO3Kclv//XfK56eSaFwYYbQls16imhFwU0s1wzaxZ+ngEcDSzc6bR3gPPDz0cCn7mGTtsiInXUKiuN5y4YzK3H78v4Bes48eGJzFq5uUE+W30UIW2Bz81sLjCNUB/Fe2Z2l5kND5/zDNDSzJYANwK3RjEeEZE9FggYlx/WhX9ePgTn4LQnJjfIwoKx1PQUtV4U59xcYEANx++o9nwHcFq0YhARaSgDOzbng+uGcuubc7n7w4VMXLyBv5/ej7ym6XX6vKpEkZ7s/0ShmdkiIrVUtbDg3af0YfqKTQx7aCKffLOuTp8VLC0nIyWJQMD/MwKUKERE9oCZceb+HXnvmqG0aZrOJeOmc8e/5+/x3tyxsmkRKFGIiNRJ17ws3r7qIC46eG/GTV7B8Ee+ZNHa2q8VFSytiImObFCiEBGps7TkJO74VU+evXAwm7aXMuLRL3lr5upaXasahYhIAjmiRx4fXDuUvh2aceM/5/C7t+fttimquCw2tkEFJQoRkQaR1zSdly85gMsO3YeXv17JaU9MZtWm4l2eHywtj4m9KECJQkSkwSQnBbjthP148txBLN+4nZP+8SWfLyyo8dxYanqKjXqPiEgMOa5XG/Ztk83lL87kwuemcVj3XLq3zqJbXjZd8rLompcVU53ZShQiIlHQqWUT3r7yIP42fhFfLtnI5O83Ulpe+T/n5Hdu7lF0e0aJQkQkStJTkrj9xJ4AVFQ6Vm8uZklBEUsKili2YTunDurgcYS1o0QhItIIkgJGp5ZN6NSyCUft19rrcPaIOrNFRCQiJQoREYlIiUJERCJSohARkYiUKEREJCIlChERiUiJQkREIlKiEBGRiMy5+m0Q3tjMbD2wBSjcxSk5u3ivpuM7H4v0uhWwYU/jraVdxVzfayKdU59yqulYY5RVXcqpttdFq6x299pPZVXfcor0vv7/1e69uvz/q+3PVCfnXG6kgHfJORdzD2DMnr5X0/Gdj0V6DUz34vvU55polZNXZVWXcvK6rGrx2jdlVd9yimZZ6f/fro81xs9UrDY9vVuH92o6vvOx3b2OlrrcpzbXRKucajrWGGVV13t4WVaJ9DMV6X2VVe3eq8v/v6iXU8w1PXnFzKY75/K9jiMWqKxqT2VVOyqn2otGWcVqjcILY7wOIIaorGpPZVU7Kqfaa/CyUo1CREQiUo1CREQiSshEYWZjzazAzObX4dpBZjbPzJaY2cNmZtXeu8bMFpnZAjO7t2Gj9kY0ysrM/mhmP5jZ7PDjhIaPvHFF62cq/P5NZubMrFXDReydKP1M/cnM5oZ/nsabWbuGj7xxRamc7jOzheGyetvMmtXm8xIyUQDPAcPqeO3jwGigW/gxDMDMjgBGAH2dc72A++sfpi88RwOXVdgDzrn+4ccH9QvRF54jCuVkZnsBxwAr6xmfnzxHw5fVfc65vs65/sB7wB31DdIHnqPhy+ljoLdzri/wHXBbbT4sIROFc+4LYFP1Y2bWxcw+MrMZZjbRzPbd+Tozaws0dc5NdqHOnXHAr8NvXwH81TlXEr5HQXS/ReOIUlnFnSiW0wPAb4G46UyMRlk557ZWO7UJcVBeUSqn8c658vCpU4Ba7cWakIliF8YA1zjnBgE3AY/VcE57YHW116vDxwC6A0PN7Gsz+6+ZDY5qtN6qb1kBXB2u/o41s9jYYX7P1auczGw48INzbk60A/WBev9MmdmfzWwVcDbxUaOoSUP836tyEfBhbW6qPbMBM8sCDgJer9Y8nFbTqTUcq/rLJRloDhwIDAb+aWb7uDgbVtZAZfU48Kfw6z8BfyP0Qxs36ltOZpYJ3A4cG50I/aOBfqZwzt0O3G5mtwFXA39o4FA91VDlFP6s24Fy4KXa3FuJIiQAbAm3b/7EzJKAGeGX7xD6BVe9qtYB+DH8fDXwVjgxTDWzSkJrrqyPZuAeqHdZOefWVbvuKUJtyvGmvuXUBdgbmBP+pdABmGlm+zvn1kY59sbWEP//qnsZeJ84SxQ0UDmZ2fnAScBRtf5DtqHXBImVB9AZmF/t9VfAaeHnBvTbxXXTCNUajFC17YTw8cuBu8LPuwOrCM9TifVHFMqqbbVzbgBe9fo7+rGcdjpnOdDK6+/o17ICulU75xrgDa+/o0/LaRjwDZC7R3F4XRAeFf4rwBqgjFBN4GJCf719BMwJF+Qdu7g2H5gPLAUeqUoGQCrwYvi9mcCRXn9PH5fVC8A8YC6hv4DaNtb3iaVy2umcuEkUUfqZejN8fC6htY/ae/09fVpOSwj9ETs7/HiiNrFoZraIiESkUU8iIhKREoWIiESkRCEiIhEpUYiISERKFCIiEpEShcQFMytq5Ps9bWY9G+izKsKrns43s3d3t6KnmTUzsysb4t4itaHhsRIXzKzIOZfVgJ+X7H5ePC2qqsduZs8D3znn/hzh/M7Ae8653o0Rn4hqFBK3zCzXzN40s2nhx8Hh4/ub2VdmNiv8b4/w8QvM7HUzexcYb2aHm9kEM3sjvIb/S9XW9Z9gZvnh50XhBenmmNkUM2sdPt4l/Hqamd1Vy1rPZH5eFDDLzD41s5nhvQVGhM/5K9AlXAu5L3zuzeH7zDWzOxuwGEWUKCSuPURo34vBwKnA0+HjC4FDnXMDCK0y+pdq1wwBznfOHRl+PQC4HugJ7AMcXMN9mgBTnHP9gC+AS6vd/6Hw/Wtak+h/hNfsOYrQbHWAHcDJzrmBwBHA38KJ6lZgqQvt5XGzmR1LaM+B/YH+wCAzO3R39xOpLS0KKPHsaKBntZU2m5pZNpADPG9m3QitqplS7ZqPnXPV9wCY6pxbDWBmswmtvfPlTvcp5eeFDWcQ2mgIQkmnam+Jl9n1ZlYZ1T57BqHNZSC0Ts9fwr/0KwnVNFrXcP2x4ces8OssQonji13cT2SPKFFIPAsAQ5xzweoHzewfwOfOuZPD7f0Tqr29fafPKKn2vIKa/8+UuZ87+3Z1TiRB51x/M8shlHCuAh4mtK9CLjDIOVdmZsuB9BquN+Bu59yTe3hfkVpR05PEs/GE9iUAwMyqlmfOAX4IP78givefQqjJC2DU7k52zhUC1wI3mVkKoTgLwkniCKBT+NRtQHa1S/8DXBTerwAza29meQ30HUSUKCRuZJrZ6mqPGwn90s0Pd/B+Q2gpeIB7gbvNbBKQFMWYrgduNLOpQFugcHcXOOdmEVoZdBShTWXyzWw6odrFwvA5G4FJ4eG09znnxhNq2ppsZvOAN/jfRCJSLxoeKxIl4V3qgs45Z2ajgDOdcyN2d52I36iPQiR6BgGPhEcqbSHOtnuVxKEahYiIRKQ+ChERiUiJQkREIlKiEBGRiJQoREQkIiUKERGJSIlCREQi+v/wefX44b6x1QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Launch an LR range test to select an optimal learning rate\n", "learn.lr_find()\n", "learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Total time: 1:52:13

\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
epochtrain_lossvalid_lossdiceIoU
10.3301770.3048680.8049260.676646
20.2718860.2602950.8293300.710994
30.2420630.2380310.8443260.732464
40.2246820.2174650.8563560.750792
50.1506840.1646800.8883690.800362
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit a model following the 1-cycle policy\n", "learn.fit_one_cycle(5, slice(1e-03), pct_start=0.9)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "

" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot training vs validation losses\n", "learn.recorder.plot_losses()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# Save the model's artifacts\n", "learn.save('Unet34_256_1')" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [], "source": [ "learn.load('Unet34_256_1');" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# Unfreeze the encoder (requires more GPU)\n", "learn.unfreeze()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# Decrease the batch size after unfreezing to fit the data into GPU\n", "learn.data = get_data(bs=24)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Do the same as in feature extraction part\n", "learn.lr_find()\n", "learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Total time: 1:59:16

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epochtrain_lossvalid_lossdiceIoU
10.1373800.1390750.9049660.827307
20.1320710.1313900.9100070.835684
30.1244200.1255920.9136850.841809
40.1134600.1211330.9167090.846913
50.1114920.1206430.9172600.847836
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit_one_cycle(5, slice(1e-06, 1e-04))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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rpU491T5YJMZ5GNahaHC8Zb3koGPevWFgyPMXbz0UVLb/eI7v+ZPjeoQ896yujXx1cPK2TGav38eLP1a+xILe+KdjFkpVH9U+WARqXqcoWHz1h6FMvWGg35hCzYRYVj88ho72xkVT5m72vXf4RB7ZeQUMevw7X1lxXVJ9W9bxPU+OLwoYG/cW5ZByru6ubE5WS0YpVfE0WOA/buHsNurYOIWBbeqR6BhT+PIPZ5AU7+GJi7sDMKJjQ997Pf76Nec+95P/tYvp1ncOhCfHF3WH/W1G2QJEbDlu4hRo095jvnp/tizimdBKqSpOg0WAfceCF8J5YqwfU8t6yaTZLQ/vv94v5kNZ1nnOzLIAKYlWEOjRvHbQdZ3jHf+9tp9vYDvQidySrZ/Ij+IGSs5cWWd1aRy1z1FKVS4aLALsO5YTVOZdL+FcZOftNpqxYhetJk6n58MzXa83pltjnr60Bx/cNCjovVb1a/ied21ai5ev7ON6jS9Xlix9R3luD1ucfB2zUKra0GCB/1oJT+D0Jaz9sevWiOdPYzv7yhJiY4gRmL85dDLBm4e3RUS4sFeaa2qMWkn+K7e96clrxPsPeEfynfz8d+sdxxsOljBVSDh7j+Ywf/MBujUrWiei6yyUqj6ius6iKnL7qzwxzsOiB0f7lYlIsYvvAO49u2OJPnvljiMAHC9htxPAkwEp0ZdmHmK4YzyltPYfy2FZ5mGueX0BAL/pncaK7VY9de8NpaoPbVkE6Ng4hVGdGxW7tiJS4tJKAWjXsKZr+aX9mruWR7LKPLC+pUlv7qbPo9/4AgXA2t1WoGhaK1GDhVLViLYsAtw5ugPdmtUq8Xnxnpiw3TLtGtZkw55jfHjz6cR5ggNJ/ZoJrud599EoTqxHcDZIQg2Wl9WxbGtQPjHOQ44GC6WqDW1Z4L8WIjBPU6Qi6b9/5/oBPDO+J7WS4vymynq5BRAgooV5WQFdVzl5hdz7wVLfLK3yEh8bg4j1rwYLpaoPDRbAnA37fc9jojiTqGFKIuf3DL3/U2C31UshZkdF4ua3F/FeeiZPlXADpXCS4mOJEbFbFpoSXanqQoNFgJKuaYiWJ8Z191vhDdZU1bveW8r63ZGvnD6anc+yzEMRjXu0mjidVhOnF3vs0m2H8IiQHO8J+7O6870lfLAwM+K6KqUqLw0WAUrStZL+wKiQ73166+Ay1WPJtkNB4w6ZB0/w4aJMrn8j3Vf26uxNTJmzmcsGtHC9zrTF2znv+Tm8M39rsZ/nDBA/rit+XwwRa51JYNeXU35BIR8t2s7d7y9l6bZDfLt6d7HXVEpVbjrAHaBDI/eZSm5CDUif270J3dOCV2yXxIHjuX6bIq3acYQa9n7dGfuzKCg0eGKER6evBuCKge7BwmtTmEFy58r1zIMnij3WEyMkxcf6tn91M9uxn/n5L8yx6j3pnGKvq5SqvLRlESAlMS78QQ6rHx4TVPb5spKtuHbTICXBb8D7V8/O9svyetG/5vgdH27NR7iBe+f6EueUWLd1JzEiJMd5yMp132ypsND4TbdVSlV9GizKKClgtXVZ3X5mOwBqJ8UFDXj/5PhrfWnmYdY5xi7CjUkEbt0ayHm+d2bX2l1HXbeGjRHrvkONWYTKTVXSPcWVUpWHdkNFwUW9Q894CuePozvQtmFNxnSzkvRdN6Q1r/5kpUH/y2f+O8ue9fQs33PvF/HFfdJIivfwxs9b/I4Nt+6iwBEsvAv6bn5roeuxMTFiBYsQ3VD5he7jPnkFhXhiyje4KqVODm1ZlLOJYzsx6aLupT5fRDi/ZzNfSyA5wpZLoYFmtZN44uIe/HFUB5f3i/+r3vn97s2Gu2mf+zjHoaw81u46Sl6Bcc2NFaplsb+c81UppU4eDRZAezv9xvTbh5T5WjcNa1uuq6dDpQwJtH73Ud9eHHVqxNPakdEW4M2AlkYgZ8vi8Im8sJ+3IMMKEpe89HPQe/kh9uauLNOSlVIlp8EC+Pj3g3n3+oF0bVryNB8At49sX841KhITYbBYmnnY79jURP8exl1Hsos935luPNQsL6fiWjyhuqEueGEOfR6ZGXJgXClVeWmwAGokxDKobb1Sn3/VoJblWBt/JVlQvvNw0ZTXFy7vHfT+5y472xUWGp76ei13vrfUV+aWTh2gYUpRELmwV1rIeizaErwvOcCxnHz2H88lY19WyHOVUpWTBotykBgXvUHbkqQfyXN0/6Q59hL3uvWdxbw8ayPLMw/7yuZt2s+z321g4ZaDvrLsvAK/rqjbz2zHu9cPZHC7+r6yawe3cq3D8Zx8bgoxMO4Vo791SlU5+r9tOUiMUoZXiHyAO1J/m7GGXz9ftE+42yrsrNwCv43JrxjUkkFt6/mt80h1bNzknHY76Yuy7R+ulKqcohosRGSMiKwVkQ0iMtHl/aEiskhE8kVknMv7qSKyXUSej2Y9yyrWE8N3dw1jzSPBC/TK6vIBLenSJDX8gaX0rx82BJVl5Rb4DXg3TEkE/BcbOhf5/bTBWv9hjOEzl66uQLoPhlJVT9SChYh4gBeAsUAXYIKIdAk4bCtwNfBOiMs8AvwYrTqWpzYNakalOyo+NoYZd5xB/9Z1fWUdG6WU2/VTk4JXrM9ev9d1kPqCnk19z52ztL5fs5eCQsMP6/ZyKCv8TCpNba5U1RPNlkV/YIMxZpMxJheYCpzvPMAYk2GMWQYEfXuISB+gEfB1FOtYZTi7o77641DXY5xf5k7OQOOUk1/AD2uDkwbuOZrjutr6T+d0Zmy3xvx4z3C/8tfmbKbtn2aw41DxOaW83FoWq3ceYet+HfhWqrKKZrBoBmxzvM60y8ISkRjgn8A9UahXlfSPcdZCv3O6Nwl5TGDywoFtrCDx4hXu+2Is3XY4qOy0ZrVomJLgulaiYUoi/76iDy3r1Qh6D+D+aStC1s3JbR+Msc/MZugT34c8Z82uIyzaejDk+0qp6IpmsHCbxhNpcqBbgBnGmG3FHSQiN4hIuoik791bfFrtqq5hSiIZk87hhcusKbEbHhvre8/bIxS4JOONawew7C9nUbdGvOs1Y1125mtRL5maibG+lsVtdq4qN9NuOb3YOl8eIm16acYsxkyezUX/mlvi85RS5SOawSITaO54nQaEH/20DAJuFZEM4EngKhGZFHiQMeZlY0xfY0zfBg0alLW+VUqsYy3Ehfbue4Erx+NjY0gNlUX34BZiXablbtxzjE17j/ONvf9Eu4ahU7aHCkJgLXRsUTd4+i7omIVSVVE0g8UCoL2ItBaReGA88GkkJxpjLjfGtDDGtALuBt4wxgTNplKWP47uwK0j2nFxn+bhDwa6ySZ4pjutp1/G2THz8VDULbRml5XJ1rtPxterQm9alFTMgH7P5rVDpkUPDBaR7OKnlKpYEQULEWkrIgn28+EicruIFLu7jzEmH7gV+ApYDbxnjFkpIg+LyHn2tfqJSCZwMfCSiKwsy81UV6lJcdx9dsdic1Jd0rdoxfV2Ux9z5kPEH9nMS/GT+SnhDm7zfEQDgscEMkIkEwRICBEsnhnfE4Daye4tj1U7jvi9ft+x9epiHZdQqlKKtGXxIVAgIu2A/wCtCT3d1ccYM8MY08EY09YY85hd9pAx5lP7+QJjTJoxpoYxpp4xpqvLNV43xtwa8R1VQ27dSYH+/puiTLgHSSVn0B9YcN4PXJd7F+sK07gr7gPmJtzOG6n/ZoCsxju8VNweFIlx7r8+53a3ZmX9ukfR7Kz/G9PJ9/z1uRm+58szD/OII/X6uhLsL66UOnki3c+i0BiTLyIXApONMc+JyOJoVkxFzm2gOlBg9tojJ/LILoBvCvvwTWEfWubv4vn2S+idOY3/JcxmbWEabxaMpn2Pa0NeMz5EDinv7nqeGOHz24Ywb9N+rjujDT2b12bCK/N8x+04dMJvNTmET5x44Hiu31hJdl4BCbExEWfnVUqVTqQtizwRmQD8FvjcLivZ/qMqamJLkWyp/9++5bo30n2vt5jG1Dr/79zT/H/ck3cDOcTxaNwUrpw7Bj6/E3avCrpGJF/Q3ZrV4roz2lifGbDe40Ap9rdwnrPvWA6dHvyS/9ibQwGs2H6YGcvLvq2tUspfpN8y12DNUHrMGLNZRFoDb0WvWqok3PbJLo0W9ZKpVyeV9wuGc17uY5yX8wgxXS+AxW/BvwfBa2NhxYeQH/wlf2nf8IPrgfV0izUrdxwpdmrtqKd+ZLu9+G/nISvt+rTF233vX/9GOre8vShsXZRSJRNRsDDGrDLG3G6MeVdE6gApxpigqayqcvvw5kF+acbdNKmV5Hu+zLSFC/4Fd62B0Y/A0R3wwbXwdFf47lE4XDQwfd0ZrUtcn33HgoPO63MzuOjfc/wW7gXOlvph7R4ANu+3Bt+dCwh3Hi5+3w6lVOlEOhvqBzupX11gKTBFRJ6KbtVUOJMuOo1eLYqdlOanT8u6vHXdgKDyB8/twpiu1p7fvxvi8qWfXBcG3w63LYbLP4RmfWDWkzD5NF6Ke4ohMcspKCz5Lng/uqQaAVix/QgdH/jS9zpwm9Y8u+Vx+7vWsNlal0Fxt1XiSqnSi7QbqpYx5ghwETDFGNMHGBW9aqlIjO/fgmm3DC7ROW5LGs7r0ZQXr7RSgiTGeXjlqr7uJ8fEQPtRcNlUuGMpDP4DfWLW8Vb847R6dwTXer4glWMR1WPHoRO8Nmdz+AMJTqPuDR5ju1kBrmmtxKBzdh/OiejaSqnIRBosYkWkCXAJRQPcqgpq4NINFTiWMLpLIxqkJPCXXwcmCXao0xJG/Zm91y3ixXoTiU+tz0Nxb5KedBt8civsWFJsPf759Tq/1/PuGxny2NfnZPi99k7nHdLe2oypkUuwOJIdPvutUipykU6dfRhrcd0cY8wCEWkDrI9etVS0uKXoqJEQvLhuwf2RNRw7N29A59vuA+6DncuIX/AqLH8fFr8Jaf2g33XQ5QKIs77QR3dpxMxVu/3GIZrUSqSxyxe+19Pf+AcWb8ui0P73hMsGTs6d/pRSZRfpAPf7xpjuxpib7debjDG/iW7V1MmSEFtO+3A06Q7nPQt3roYxf4cTh2DajfBUZ5j5EBzMYOV2K9PtR44ZTD/eM8L1cnuPuncleQe0vS0Mb4qSnzfu9x0Tyb4aSqnIRTrAnSYi00Rkj4jsFpEPRSQt/JmqMvrDqPbcNboDAPVrFj87qlSSasPAm+DWBXDVp9BqCMx9Hp7pybTakxkes5gYxxYm3jQlQxx7fAP8adpy18u/OW8L4D/wvf3QCb8Ff79/ZxFX/ueXcrslpaq7SLuhpmCl97jYfn2FXTY6GpVS0fWHUVagGN6xIc3qJIU5ugxEoM0w63FkByx8nbrzX+P1+FlsLWzA2wWjeK9gmO/wKwa28G3RCjAzRBLDfcesFkeuY0/wE7n5QcfNXr8vqEwpVTqRDnA3MMZMMcbk24/XgeqVE/wUdFparWLTjJer1KYw4k/suCadW3JvZ7tpwH1x7zIv4Tb46EbYtoBaodKph+BcX5Gdp2nPlYqmSIPFPhG5QkQ89uMKYH/Ys5QKkJSUyIzCgUzIe4DROf9gasFwWDMd/jOKgd9cyDt91nL3iKLV4Eu2HQp5rTxHyyLzYGRbuiqlSifSYHEt1rTZXcBOYBxWChClSsS5B8Z6k8af86+Bu1bDOU8hhfmcvvKv/H7xuTwY+ybdk/byy6aiv0mmXN3P71rObqib3lro+nk7D2sQUao8RDobaqsx5jxjTANjTENjzAVYC/SUKpHEgD0wvv7jUEhIgX6/g5vnwjVfIu1G89u4mXxq7uCcpbdwVswCPBQwolND33l3v7/UdZ/wQN+vKVolfjgrj6O6/kKpUinLTnl3llstVLURF5DWvEOjlKIXItByEIz7D091/Ygn8i6hdlYGL8c/zeyEO+DHJ2iA1S31wcJMv26oUJ79tmg5UI+Hv6bXwzPL50aUqmbKEix0AwFVJs9O6BXyvX+lH+OFggt4qvN7XJ97JxsKm8H3j/JL0u08F/cs/WU1b/yc4Xru+H5FYx67jmRz4b/m+F4H5plSSkUm0qmzbvT/OlUqz07oRYdGNenUODXssfuyCplZ2JeZhX3JuKMjR2a/yNAlb/PrhHmsKWzOWwWjmFYwhONas8LtAAAgAElEQVQUTQF+/KLTmL1+ny+V+eKth3yrvZVSpVNsy0JEjorIEZfHUaBpcecqFcp5PZqGDRTDO1ozs/1mQ9VvR9aIRxiQ8wL35N1AHh4ejZvCLwm/5+HYKbQXK2W6iPDT//mvCv9wUSZKqdIrtmVhjEkp7n2louX3I9rxw9q9bD2Q5VeeGOchmwTeLxjO+wXD6CkbuTJ2Jpd6fuCq2Jkskq6wIgfpdK7fecvtNCNKqdIpy5iFUlGTFDBr6pHzuwJWIsQ036pzYYlpx115NzM473me81xFj9Rj8ME1MLkbf4x9n8b2cqA3ft7id72CQsO2A1lBGysppdyVZcxCqaipkeD/qzmhfwvf8yMBGWVX/vVsPDFCYtx4KCyEjd/C/Fe47ejH/N7zCd8U9uGNgtHMLewKCOt3H2XG8l2+bLYNUxK4fWR7rhjYMur3pVRVpcFCVUo1A4JFrGPK7ZFs/zxQfoElJgbaj4b2oxl63xQu93zLpZ7vGeNZwKbCxswoHMAjL2/DNOnpO2XP0Rwe+HhFscHiPz9tJjUxlosj2GtcqVORBgtVKTmDxbAO/mnIGqQkhExf7vT+xPEMerwhk/N/w9iY+Vzi+YGbPJ9xa8EnHNxZn89ie/FVYV9+KexMfpj/FR75fBWABgtVbUV1zEJExojIWhHZICITXd4fKiKLRCRfRMY5yluKyEIRWSIiK0XkpmjWU1U+iXFFv5qb9x33e+/Bc4t28Jt9r/teGABNaiXxzZ3DyCGejwuHcFneA/TN+Td35t7EhriOXOz5kbfjH2dRwk08HfcCrPwYciLbFlap6iZqLQsR8QAvYKUxzwQWiMinxphVjsO2AlcDdwecvhM43RiTIyI1gRX2uTuiVV9VuYgUrfkMnBGVmlj0a9u8bnKx12mU6r9fxyFS+KhwKDFtL+PKhRsZErOCs2LSGeVZCO//FjwJ0GY4dDoHOo6Fmg1Zv/tome+nPCzaepApczJ4dnxPv5+PUidDNLuh+gMbjDGbAERkKnA+4AsWxpgM+z2/vA3GmFzHywR01pZyCOyWKk5KiLTnTWslkk0C3xT24ZvCPnjyC9h4Uz1YM50jS6aRuv4rzGeCNB9AbIPhtJSGbDGNy+sWSuWif80FoHeL2lwzuHWF1kVVP9EMFs2AbY7XmcCASE8WkebAdKAdcI9bq0JEbgBuAGjRokXg2+oUVdK/qn/500gG/O1bAEZ1bsSOQyd49rsNfscU4KGgxel4Wg2m+w+n00m2cUPDVVyQu4TWiybxYwKsKWwO3y22Wh1Nelq5rCpAcWnblYqWaP7F7vZ/UsST2o0x24wx3bGCxW9FpJHLMS8bY/oaY/o2aKB7MVUnP/3fCD6/bUhExzZKTaRlvWSuP6M1cR7hWE7wrnoAM1ftsp8Ja0wL7tw9hseav8SWK+fx17wrOWhSYPY/4eXh8HRXmHEPbPoBCk5uJtvsvIKT+nlKQXRbFpmAc+pIGlDiMQdjzA4RWQmcAXxQTnVTVVxanWTS6kR+/I/3WAPhrSZOD3lMxv6soLKtB7LIS+nIlIKxTCkYy+aJA5D1X1sbNi16E+a/DIm1oMMYq8XRbhTE1yjx/ZTECd0VUFWAaLYsFgDtRaS1iMQD44FPIzlRRNJEJMl+XgcYDKyNWk1VpfTnX1uznl68ok9Uri8Cg9vV871uWTeZ+ZsP+B1zPCcf5yLv3IQ60PMyGP823LsJxr8Dnc6F9V/De1fBP9rAO+OtQHK8/PYAz8kvak3USirZ9rNKlYeotSyMMfkicivwFeABXjPGrBSRh4F0Y8ynItIPmAbUAX4tIn81xnQFOgP/FBGD1Z31pDFmebTqqiqnawa35qJeadRKjs6XozHwn9/2Y/b6fVz/Rjp//WwVu45k+x1TaAxrHbOhJn2xhofO7WKNm8QnW62JTudAQT5s/dlqcayZDuu+AImB5gOLjqlb+kHp7Nyi1kSz2knFHKlUdER1UZ4xZgYwI6DsIcfzBVjdU4HnzQS6R7Nuqmoo70DRvmFN1u8pWkuRGOehe1otgKBAAVYOqb9/ucb3esqcDK4c2JI2DWr6H+iJhdZnWI8xj8Ou5UWB4+v7rUfDrkWBo0mPEg2Qp28pavHomIWqCLqCW1Ur/zemE9e9ke5XlpIY+n+D7LxC4mL8e2tz8t3HDKbO30pOfiG/Pb0VNOluPUbcBwczYM0MK3DMfhJm/QNqNS8KHC1Ot4JNMb5Yscv3PCvXfYBeqWjSYKGqlVFdiibV9WxeGwjOcOuUnVcQtBVsqGAx8SOrp/S3p7fyf6NOKxh0i/U4vh/WfWkFjoWvwy8vQlKdogHytme6DpDHOBohmQdPcCQ7j9QQa0iUigZd7KaqnXn3jeT8nk15+zpr2U9x6zay8wvo08p/2tUHC7eFODoCNepBr8thwjvWAPmlb1mBYu0X8L8rrAHydyfA4rf8Bsid3V5zN+5n8KTvSl8HpUpBWxaq2mlcK5Fnxofe/9tp24ETNK/jn1KkVb3ip8buP5ZDvZoJxR4DWC2Izr+2HgX5sHVu0TjH2hnWAHmLQexqMpK3fqwLNPSdejRbu6LUyaXBQqkwnAPcAGt3FZ8r6rU5m7nn7E4l+xBPLLQeaj3GTIJdy6ygsfpzGs97mJ8SYFVhS74u7MPXBX1ZZVpijNEcUeqk0W4opUro/YXF7+f9yZIy5rsUsWZLjfgT3DKXoTlP80je5Rwlids805iR8Cd+SriDY5/cDZtnW60SpaJMWxZKAZMv7ckf/rck5PsiEOkOrJkHT5RTrSxbTSP+U3AO/yk4h3oc5kzPYs6KSWfk8jdhyav2APlYxwB58Zl4lSoNDRZKAT3smVFgJR6sXzOBCS/PY36Gtb4hLiaG3IKiWVD5BYV+u/c5XTekZIvv1uw6QqfGqTw1cx3xHuHWM9v7fY5T02YteH97Ld4vGM7n1/ak24mF9hjHdFj6DsQmWQGj87nWwHly3RLVRalQtBtKKaB1/aJB60apiXhihFev7usri/UIM24/w/c6cGtXp4JImyDAZ0t3MGbybKYv28mz367nya/X+d577afNtLv/C7/jz+5aNPX3hCRBl/Pgopfgno1w1afQ+yrYuRQ+vhmeaAuvjYXvHoON3+vGTqpMtGWhVAjOdQxxnhi6NE31dVftO5ZD3RrxfsfXSorj8Ik8skuQ6O+2dxcDMPmbdX7li7ce5OHPV/mVLXpwNAsyQqzk9sRBm2HWY+zfYecSWDMds34mzH4SmVUI4oGmPaHFIGg5GFoM1JaHipgGC6VsNw5rw+lt67u+F+exZh1l7Le2eJ344TI+umWw3zG59mK9nGLScazddZR1u4/y6x5N/cqdKUiO5+Rzob3RkVPdGvGc3bVoA6acUEFJBJr24u1tdbl/cy/+fFZzrmmxF7bMtR7zX4Gfn7eObdgFWp5eFEBSm4Ssu6reNFgoZbtvbOeQ7+UXWl1Lwzs2ZPI362nikswvzx5fyM4PHSzOnjwLgA6NUmiY4r4W4/304EV/ozoXrbH4+o9DOevpWb7POfe52VzUK41rA8ZK7p+2AoC3Fh/gmjNHQruRdkWzYcci2DIHtvwMS6fCglet9+q0toKHN4DUbVNhmzypykWDhVIROJRlbXDUtWkqAJ0apfi9X1hofAElkm6osyfPomW9ZC7o2ZSPA6ba/uWzVUHHT/pNUV7NxFgrPUnGvuN8uDCTFduPsGL7qqBg4bVx73H/grjEooAA1tTb3cuLWh5rv4Alb1vv1WxcdGzL06FBZ4jRoc7qSIOFUsV49/qBTHhlnu91bIwQI8H5oZytie/W7Ino2lv2Z9HLMQsrlP9e25/6jhXhCXHWl7VzMLw47RrWLP4ATyw07WU9Bv0eCgth3zprRbk3gKz8yDo2sbbdZWUHjyY9rPESdcrTYKFUMRqm+ncViQgJsR6/zYgAZq3b6/d637Ecvy/4UHILwrdChnXw3zLY27IoTrpjILx7s1phj/cTEwMNO1mPvtdaC0wObbUDxxxr34519iytuGRo3t/KnNvydEjrC3G638apSIOFUsVoUisxqCwhLoafNuwnKzef5Hjrf6H4WP+umb6PfkPGpHPCXn/G8l3Fvn/z8Launx/OwayifcE/Wrydpy7tGfackESgTkvr0XOCVXZ0txU0vC2PHx4HDMTEQbPe9pjH6dBigLXtrKryNFgoVQxvMHA6lJXHoaw87npvKf+2t3ytWyN8K+JEbsk3Lfq/McE5phJiwweLwK6wgkKDJ6YcB6pTGkHXC6wHwIlDsO2XouAx9zn46WlAoHE3a6aVN4DUbFDspVXlpMFCqTCem9CLNg2CM80u3nrI97yg0OpOumV4W/71w0bX69z41sISfW6o2VKhkgfO27SfgW2sPcW9A/Fe5zw7m39d3jt4h7/yklQbOpxtPQBys2B7elHwWPhfa+8OgHrtoeWgogBSu0V06qTKlQYLpcIIXBPhtetItu8v9vwCaybUgDb1+NcPG133yQ4c1wjn5/tGluj457/b4AsWyzIP+b23ZtdRzvznj35dYwWFhrZ/msFdoztw28j2lKv45KIsugD5udbKcu+g+apPYNEb1nupafaAuR1A6nfQ6bqVkAYLpcpg7sZ9nNG+AQX2tNnE2BiGtKsftPXpFa/+UuJrl7Tb6KcNRZslvZduZcbt3CSV1TuP+Mo/WbKd83s2A4pWgD/z7fryDxaBYuOheT/rMfgOa8bVnlVW4Ng6Fzb/CMvfs45Nrm+tLm852AogjU4Lu+2sij79L6BUGXy/Zi+nNavlW2MRa6/0XmR3UW3Zf5xhT/wQ9jpPjOvOPR8si/hzbz+zHc9+tyHscY9fdBoXvDDH9/qOqUv4dfemxMSIL1h4635SxcRYYxmNu8GAG6wZVwc2FXVbbZ0Laz63jo1PsQbKvavMm/WG2Ag2l1LlSoOFUmXw2pzNrNp5mBuHWrOWPDExvr/wl2UeYv7mA67nPTO+J3dMLUqJPq5PWomCRYJj33BPjPhaNgeP51LHkbOqVlLwGojl2w/To3ltskPsJV4hRKBeW+vR+0qr7PB2/xlX3z1ilXsSrCm63lXmzftDQkroa6tyocFCqRL66g9DfWk7AOZtOsB1Q9oA1qI9r/8t2Mbbv2wNOv/bu4ZRO+BLXET49q5hzF6313UFd6AkR7BoWTeZTfusVdq9HpnJ85cVbRkbmOwQ4PwX5pAx6Rwe+nhF2M+pULWawWnjrAdA1gH/4DH7KTAFVoLEJt2LBswbdbVStXvirBaIJ0G7scqB/gSVKqGOjVPo1DiFNY7tVa97I9333NtqcAsUAG0DZiS9d+MgX3mTWonM23SAB84NnacK/NdaXNS7md9q7lvfsTLZ1q8Z79qy8CZF/DbCleaVRnJda4OnTvYgfc5RyFzgniAxkMSAJ94KHLH2v75gEl/0b6jnsfbxnoTiyzzxRdeP5P2Y8AssK4uoBgsRGQM8A3iAV40xkwLeHwpMBroD440xH9jlPYF/A6lAAfCYMeZ/0ayrUiXxz0t6cM6zPwWVH8nOC59ew+a2aC85PpYXr+wT9tzlmYd9zy8f0NI19ce+Y7mu594wtI0v6WGVlpBibfTU9kzrdX4ObF8EBzZazwty7X/zoCCnqKwg15qd5VaWewyy9jvOsY9znmPK8WcnMQEBzBlM4oMDnFuZJw7qtIJ+vyu/ermIWrAQEQ/wAjAayAQWiMinxhhnG3srcDVwd8DpWcBVxpj1ItIUWCgiXxljDqFUJVAzwf1/nZSEOGq4LOQrb4mObqjUpDjGdG3Mlyv9V4M3SnUfBD6Wnc/B4+6BpDSMMczffID+reuGXANyUsQm2NNvB0X3cwrygwNIvh1wQgUYt/ddz8mzA5jz/VzIPhJc5gx0TXpW3WAB9Ac2GGM2AYjIVOB8wBcsjDEZ9nt+odoYs87xfIeI7AEaABosVKXgNhYAcFpaLXYcCt6De+2jY+j4wJfl9vk3DWvL63MzaFE3GU+M8OiF3YKCxY/3jABg9r0jOHwij3Ofs1pCR7Pz/WZIldVXK3dx01uLeOzCblw+oGW5XbfS8sTaYyDBCzVPZdHMNdwMcCbmz7TLSkRE+gPxQNCyWBG5QUTSRSR9796SLXhSqizc0oB41UkODiQJEST/K4nGtRLJmHQOs+61AoJb0kJv66N53WS6OZIJHs3JZ8fhbL9jy9ItlXnQCo5vz9tKTn4Bl70yL2hRoKr6ohks3NqjJZrQLSJNgDeBa4wJ7ig0xrxsjOlrjOnboIHmm1Enj9uCuSlX9wMgKd7DU5f08JXXr1kUPFrWS45anR6/6LSIjjuanRdUdvhEcFmkvF1Pq3YeYe2uo8zduJ/7Plpe6uupyimawSITaO54nQbsCHFsEBFJBaYDDxhj5oU7XqmKMK5Pmu/5UEcq8RqOMY15dtqO2feO4NNbh0StLqHSknhNv30IDVISOJpdtLr8yoFWt9GM5TtL/bk1E4paTWL/jbhyxxF2Hg7ujlNVVzSDxQKgvYi0FpF4YDzwaSQn2sdPA94wxrwfxToqVWoZk87hyYuLWhDO1kaKI1jEeqz/zZrXTXadylpenIPu53YP3ku7a9NaDGxTjyxH9ltvnZdsLX23UZ6dF8sTIxhH54Fz0aGq+qIWLIwx+cCtwFfAauA9Y8xKEXlYRM4DEJF+IpIJXAy8JCIr7dMvAYYCV4vIEvtRhoT8Sp1c3v0t+rSsc1I/99Wr+gLw+xHtXN9PjvP45a26apDVsvho8fZSf+YD9uK+gkLD+3ZOKsCvBaOqvqjO8TPGzABmBJQ95Hi+AKt7KvC8t4C3olk3paLJm37Dc5Knko7q0qjYTZd2HD7B7iM5vtdxnvL9e/HNeVt8z50JDFXVpzuvK1VGA1rX9UvzAUVTa7uVdEvTKJu9fp/f6+Z1rQH3s7o0itpnGmPYbKcjUVWXpvtQqozevX5g0DS/9o1S+PDm0+meVrmChZu2DWoQ54khN7+QtbuOcloJ6lzclFvv+Mxb87bw4CcrmXbL6fRq4d8tl51X4LfAUFVe2rJQqoxiYsR1Km2flnXKvZunrHo2r+17fuNQK/lhjYRYjufm88jnq/j18z+xae+xiK93KCv0lNszOzUEYKmdmmRxwCD6s9+up9ODX7JmV8m7qzL2HeflWe47EhpjOO0vX/Hst+tLfF0VWuX6TVZKRdWjF3TzPZ+z0eqSSorz8MPavb7xhgMBqUDeS9/G/dOsdRO5+YU8+PEK9h61xj28LYt7x3QM+qzp9nRcbx6rhz/3z6b71EwrUcO9JUjNvnrnEVpNnM7wJ3/gbzPWcCgrOG1JbkEhR7PzfddX5UO7oZSqRpx7ia/Ybv1F/0vAnhu5AftceL/Me6TVJvPQCd6ct4U3520hY9I5vg2UmtYK3kY2N7+QfcdyOKtrI9buPkqTWok88PFy/npeN7+W2LLMw+w5mk3DlMSQ9Z744TKmLtgWVL5533F6tfBfMX9MZ2FFhbYslKpGkuNjefDcLgA0TnX/cv77V2tdy+/9cJlf187MVbvJzrMCS6IjZXpbR0D6dMkOnrN39Nt5OJu35m1l1rq9LNxy0O/ad7y7hKXbgtd6PPnVWj5dusM1UABc9krwdrVlWY2uQtOWhVLVzO+GtCY1MZYx3RoDMKJjA75fW5Rbze1L282SbQepZ6cySYjz8KvTGjNj+S6/cZrArieAa15fEFT286b9vk2ZnJ7/vvitY0/kFVBYaIhxtFSciw5V+dGWhVLV0MV9m5OSaM1WGtK+dHnVPDExPGIHg3hPDPF2kDiWk0/t5NKtVD9czIB5KDe8me73WoNFdGiwUKqaS44PnrraauJ0Hvi4+GSAufmFvhlOdZLjfavWMw+e4BV7JXlJ9Xj4a1+iw0ddWiVuvlntv+Pf/0J0WVW0qp4rS4OFUtXc1gNZruVvzXPfFtbrxR+Lpq52aZpKoWOxSe8WpU9z4k0T8upPm0t1/oeLilKOFBaWKNF1meXkF3DEJavv3I37GPT4d3y+zD2X6gcLM+n76Dcnvb4locFCqWquY6MUAFrUTWZYh9Kn+l+1o2i9hNu6k0jlF5hy+9L8788Z5XKdSHV84Eu6/+XroHLvz8a7P3qg+6ctZ9+xHLLzK28XmgYLpaq583s2Ze7EM5l17wh6OBbtQVGOq0issnNBdWmS6vr+wgdGRXSddbuPsvdYTvgDHYxxr+faXUdLdJ1o8U4xDiXHnq68ZX8WL/24kf8rwdqTk0WDhVLVnIjQtLa1TiIpIPXGOc/Ojvg63rGPN37XP+i9Pi3rULdGPJ/eOjjsda57I50V2w8HlQ9pV9/v9bMTevlSipxwfBk7czeGmnIbDc6AFRi8OjW2AmhqYvETUMc+M5vHv1jD/9K3VbouKQ0WSimfOE/RN21iXAxr7L/Mz+vRlNgYYVyfNL9V4E6t61vrK7wB587RHXzvTbmmHyJC9zT/lstHt5zueq3f/Tc9qKxL01RfvcBaz3HXWdZnnMgt4N35W2k1cTo1itnyNpqcyRJzAhY2er/2m7gsXnwv3T2gnewutHB0nYVSysc52O1dcAcwuksjnp3Qy/fau4eF0+vX9GfhloO+XQKdmzE5U7Vv/NuvOJqdx4zlu+jVvDbNaiex/ZD7TKGmtRJ9+4WP7NSQl2dt4t3rB1IzIZb2jVJ8LZDs/ELfVq7HcvI5o339oAy70XbmP3/0Pc/KtRIkGmPIyS+koND6WToTLx7PyadGQmzIdCdb9rtPPKgo2rJQSvmEGpiOCdiXY9GDo33bxXo1SEnwLfSDgGDhuK4nRqidHM9lA1ogIr5Acc3gVn7pSAAecbRiBrSpx6a//YpeLerQ3h6UT4i1WjE5AWMC3vr2b123mLuNnv32mMuM5bvo9OCXrNttJWfMtYPFrHV76frnr5j8Tej8Vc6fX2WgwUIp5ZMS4gsqcA+nujXiaVwrdC4n8N+HPDDYuGleJ5k7Rrb3K6ud7J/3KSYgmHm7pG55e5Ff+Y/r9tpZfyOflfXmvC2s3BE8VlIaz9hpUf7z0yagKGmiN+/WVa/NB2DyN6Ez46aEGd842SpXbZRSFeqWEe2omRhL5sETvPFz0a53ob5y371+IDkhpns680V5F+y5uXZwa16bs5mc/EL6tfJvCTSvG9zH7/8ZVstijcusp+R4D8dyIksqaIzhQbtrrbidBiN1+EQe36/dw6KAtOx7jkY+y+vxL9Zw47C2Za5LedGWhVLKJzHOww1D2/p2+vNKclnlDTCobT2Gd2zo+l6kO8oOaV8PgG7NUv2Cysw/Di02Ey1YiRFD2Xs0h8VbD9Fq4vSwdfhx3d6wx5TE7PX7uGZKcA4sKOqiCtShUU1uD2hZVSYaLJRSQX47qJVvKux5PZqWarFe4MynUM7s1Ij594/kjPYN/IKFd1ziwXO78NmtQ1zPdUtVAnD16a38WhsLtxxwPc7rr59FlloklDkbrMH0SHZGDLUyfcbtZ5BWJ7glZYzx7QkSaNuBLB78eAUb9kR/PYl2QymlgtSpEc+qh8dw+ESeby1DSdWvmUDvFrWpEzDu4Mbbgoh32Vnwd0NahzwvcEvWTo1TePnKvrSol8zbv2whr8CatHrjm4tIL2ZRoHPa645DJ3zrTiL1zerdgLU5Uzj//sF9h79YTwzndm/C8Zx8v+D1zvyt3D9tBa9c1ZeezWvTICXB994Z//gewLe/SDRpsFBKhVTaQOH10S3hF+E5lXQ/7sD6GQMt6iUD+AIFwL5iVoRvDZiievqk73hmfE/O79ksojo4u7lKsuLdKyE2hq/+MBSwutWuGdzat9NfXkEh6+2ZVNe/Ya09iXZQCEW7oZRSlUpCMYPhgZx/ZQN0bVaUauS1qyPLfDtt8fagsqcDtmTdsv84rzm6jzbsOcolL/0cNNYRKlY8Ma57yNXrn946hFb1/acMe2eSZeUUEBswA+yHtf5Zdk8WbVkopSqVBQ+MIr+g5H+hPzehFyM7Fw22n9mpEc9N6MVt7wYn7/tkyXbumLqEc7s3oWfz4LGVjP1Z5BcUEmt3i10zZQGb9h3nN73TqJUcx9mTZ1NQaJi/eb7fed3TanEsO59Njm4tsPYPORGwz8aZnRry2tX9XO+lZoLVwjqWm48nYPrviu2HGd6xoV/XWahV9eUpqi0LERkjImtFZIOITHR5f6iILBKRfBEZF/DelyJySEQ+j2YdlVKVS2piXNBsrEgMalsvaHbU2V2LFgnmFxTy5rwt5OYXcsfUJQB8vmxnyG1YX5uzmVveXkiridPJPGgtHPSmHw/V3fTejYPYfSTb9T3nVGLAt72tG2/L4nhOPgUBgdO7Z/rcjUUr1MuSLThSUQsWIuIBXgDGAl2ACSIS+NPZClwNvONyiSeAK6NVP6XUqWHRg6N58Yo+1K+ZEPSec1HeZ8t28ODHK7h/2nJGdCz6cvXuEf76Nf5/5W87cIIZy3cBRSuvw+3vnRjn4XiInfokYC5xw5Tg+np581sdy8mndcCqdm8ak/YNU+zr4jqLqrxFs2XRH9hgjNlkjMkFpgLnOw8wxmQYY5YBhYEnG2O+BSpHfmGlVKVVt0a8X5oRJxHhsgEtAPjj/5YC8P7CTLo1C57imlYnmdUPj/G9fnPelqBjzn3up2IHywFOC7j2yE5FXWMf3jzI9zzUtF8oallc+/oC7p8WnIfLGEO+HcDevX5gUCCKhmgGi2aAM51ipl1WbkTkBhFJF5H0vXvLd1GNUurUUM+lS8stVUlsjIRcfOjU99FvXMu9U3wfu7Ab3dNq0TjV+ozbHAvt2tmtAQhuaTjVsMcsDoXYkzwnv5A8uyusJClNyiKawcLtDso1Qbsx5mVjTF9jTN8GDaLfZ6eUqnpaB8w0AmuKbaBY+0u3RgQBw423BdM9rbY9w8mawuv8Mo90KnK4JIJ7j+b4WhZxLmtToiGan5IJNHe8TgPcN6BVSqkoadugpt/rxsjv1jQAAAwXSURBVKmJrn+1er90I0l6GOjDm08P+px/XtKT289sR+fG7jsHFqdGiGBxbvcmAKzfc5SDdqsjNubkBItoTp1dALQXkdbAdmA8cFkUP08ppYIEpl3fdSTbt5NdSmIsR7OtZIPe9Qz3n9OZifbeGJFyWxvSrHYSd57VMaj87785jeZ1k4u9XmpicAskY9I5LMg4wOfLdnLt60WbQ1X5bihjTD5wK/AVsBp4zxizUkQeFpHzAESkn4hkAhcDL4nISu/5IjIbeB8YKSKZInJ2tOqqlDp1dW0a/Jf9k1+tBeA3vdN8Zd41FeP7tyjxZ7jNxArl0n4tOL1t/WKPiY+NcZ0+HLjtLRTVO9qi+inGmBnGmA7GmLbGmMfssoeMMZ/azxcYY9KMMTWMMfWMMV0d555hjGlgjEmyj/kqmnVVSp2a3AaSj9itCedCuVB/oYdaCf7kxT18z8Pt7VEa39w5zPf89yOsVOVuA/Ah9qsqd5ruQylVbfQIyAq7NLNovwm3vv9RnRvSuYn7mMNvepfr5M4gzpZFDzuDb22XAfKW9YIH8KNB030opaqNpQGpvpvWTvKlMnemR5997wjmbtzHpf1acCgr1/Va3haLW7qQ8jK4XT3mbNjvyx1VrwTdXeVNWxZKqWpj0kWn+b3u07KO63HN6yZzaT9r7MKZCffpS3v4HTf//pG8e/3Acq5lkbd+N4D0B0bRoVFK+IOjTIOFUqraCNyQ6foz2oQ9xzvTqX7NBC7sleb3XsOUxIgW8pWWiAQNnkeywVI0aDeUUuqU9+HNp5ObXxg0iB0fG8M3dw4jryAo45CPiPDqVX3p1KTi/7oHfEkNTzYNFkqpU563u6mw0HDvmI5s2H2MG4dZM4zaNaxZ3KkAjOrSKKr1K4mezWvz3ZqTv6eFBgulVLUREyPcMrxdma7x8pV9KnSg2ZsK5J6zOzKgdd2T9rkaLJRSqgTO6uqe4fZk+fOvu9C0dhI3Dm1z0hbkgQYLpZSqUurVTGDi2E4n/XN1NpRSSqmwNFgopZQKS4OFUkqpsDRYKKWUCkuDhVJKqbA0WCillApLg4VSSqmwNFgopZQKS7x70VZ1IrIX2FKGS9QH9pVTdSqbU/XeTtX7Ar23qqoq3ltLY0yDcAedMsGirEQk3Rjjvn9iFXeq3tupel+g91ZVncr3pt1QSimlwtJgoZRSKiwNFkVerugKRNGpem+n6n2B3ltVdcrem45ZKKWUCktbFkoppcKq9sFCRMaIyFoR2SAiEyu6PpEQkddEZI+IrHCU1RWRmSKy3v63jl0uIvKsfX/LRKS345zf2sevF5HfVsS9BBKR5iLyvYisFpGVInKHXV7l709EEkVkvogste/tr3Z5axH5xa7n/0Qk3i5PsF9vsN9v5bjWfXb5WhE5u2LuyJ+IeERksYh8br8+Ve4rQ0SWi8gSEUm3y6r872OJGWOq7QPwABuBNkA8sBToUtH1iqDeQ4HewApH2T+AifbzicDf7ee/Ar4ABBgI/GKX1wU22f/WsZ/XqQT31gTobT9PAdYBXU6F+7PrWNN+Hgf8Ytf5PWC8Xf4icLP9/BbgRfv5eOB/9vMu9u9qAtDa/h32VIL/dncC7wCf269PlfvKAOoHlFX538eSPqp7y6I/sMEYs8kYkwtMBc6v4DqFZYyZBRwIKD4f+K/9/L/ABY7yN4xlHlBbRJoAZwMzjTEHjDEHgZnAmOjXvnjGmJ3GmEX286PAaqAZp8D92XU8Zr+Msx8GOBP4wC4PvDfvPX8AjBQRscunGmNyjDGbgQ1Yv8sVRkTSgHOAV+3XwilwX8Wo8r+PJVXdg0UzYJvjdaZdVhU1MsbsBOsLF2hol4e6x0p/73b3RC+sv8BPifuzu2qWAHuwvjA2AoeMMfn2Ic56+u7Bfv8wUI/KeW+TgXuBQvt1PU6N+wIroH8tIgtF5Aa77JT4fSyJ6r4Ht7iUnWrTw0LdY6W+dxGpCXwI/MEYc8T6w9P9UJeySnt/xpgCoKeI1AamAZ3dDrP/rRL3JiLnAnuMMQtFZLi32OXQKnVfDoONMTtEpCEwU0TWFHNsVbu3iFX3lkUm0NzxOg3YUUF1KavddnMX+989dnmoe6y09y4icViB4m1jzEd28SlzfwDGmEPAD1j92rVFxPuHm7Oevnuw36+F1f1Y2e5tMHCeiGRgdeWeidXSqOr3BYAxZof97x6sAN+fU+z3MRLVPVgsANrbszbisQbbPq3gOpXWp4B3hsVvgU8c5VfZszQGAoftZvNXwFkiUseeyXGWXVah7L7r/wCrjTFPOd6q8vcnIg3sFgUikgSMwhqT+R4YZx8WeG/eex4HfGes0dJPgfH2rKLWQHtg/sm5i2DGmPuMMWnGmFZY/w99Z4y5nCp+XwAiUkNEUrzPsX6PVnAK/D6WWEWPsFf0A2v2wjqsvuP7K7o+Edb5XWAnkIf1F8vvsPp8vwXW2//WtY8V4AX7/pYDfR3XuRZrEHEDcE1F35ddpyFYzfNlwBL78atT4f6A7sBi+95WAA/Z5W2wvhQ3AO8DCXZ5ov16g/1+G8e17rfveS0wtqLvzVGv4RTNhqry92Xfw1L7sdL7HXEq/D6W9KEruJVSSoVV3buhlFJKRUCDhVJKqbA0WCillApLg4VSSqmwNFgopZQKS4OFqlJEpMDO/rlURBaJyOlhjq8tIrdEcN0fROSU3Du5tETkdREZF/5IVR1osFBVzQljTE9jTA/gPuDxMMfXxspyWik5VjgrValpsFBVWSpwEKxcUiLyrd3aWC4i3uzBk4C2dmvkCfvYe+1jlorIJMf1LhZrv4l1InKGfaxHRJ4QkQX2/gQ32uVNRGSWfd0V3uOd7H0Q/m5fc76ItLPLXxeRp0Tke+DvYu2N8LF9/Xki0t1xT1Psui4Tkd/Y5WeJyM/2vb5v59FCRCaJyCr72Cftsovt+i0VkVlh7klE5Hn7GtMpSo6nVLVPJKiqniSxsrYmYu19caZdng1caKykg/WBeSLyKdZeA92MMT0BRGQsVjrpAcaYLBGp67h2rDGmv4j8CvgzVjqO32GlbOgnIgnAHBH5GrgI+MoY85iIeIDkEPU9Yl/zKqx8Sefa5R2AUcaYAhF5DlhsjLlARM4E3gD+v737ebGqjOM4/v6sGgZhkBgiXEwQ2SBOTBpKBIO/qIUraaERVLRSUMhAAtGhINq4aJMrxZGJGCiwxFAUHCgYpqFJhkmkfyAXOYMw6ogNw7fF873MQe/xBBJym89rcy7n3uee73Mu93zP8zzwPYPA8Tz2QMa+Nvt2LNvek/QJ8LGkr4A9QH9ERKusCDAMvBURf1b21fXpVeBlYAB4DrgBnPlXv4r97zlZWKe5X7nwvw6MStpIKbPwhaQhSpnsdZQL3sN2ASMRsQgQEdXngrSKFv4GvJCv3wReqczd91BqFv0KnFEpevhDRMzUxDtW2X5Z2f9dlAq0UEqcvJ3xjEt6VlJPxrqv1SAibqtUeN1AucBDeWjXJLBASZinc1TwYzabAM5K+rbSv7o+DQFjGddNSeM1fbJVyMnCOlZETOaddi+lflQvsDkillQqoHa1aSbqS0M/yO0yK/8NAYci4pGib5mYdgNfSzoREaPtwqx5fe+hmNq1axerKA/ReadNPFuAnZQEcxDYERH7JW3NOGckDdb1KUdUrv9jbXnNwjqWpH7Ko3HnKXfHf2Wi2A705cfuUB7P2nIF+FBSd35HdRqqncvAgRxBIGm9SiXSvjzeKUqV3E017fdWtpM1n/kZeDe/fxswFxELGevBSn/XAr8Ab1TWP7ozpjVAT0RcBD6iTGMh6cWImIqIYWCOUia7bZ8yjn25pvE8sL3h3Ngq4pGFdZrWmgWUO+T3c97/G+CCpGlKpdo/ACJiXtKEpOvApYg4knfX05L+Bi4CRx9zvNOUKalrKvM+tyhrHtuAI5KWgLvAezXtn5E0Rbkxe2Q0kD4FRiTNAouslL7+HDiZsS8Dn0XEOUkfAGO53gBlDeMOcF5SV56Xw/neCUkv5b6rlOqpszV9+p6yBvQ7pRLzT485L7bKuOqs2X8kp8Jei4i5px2L2ZPyNJSZmTXyyMLMzBp5ZGFmZo2cLMzMrJGThZmZNXKyMDOzRk4WZmbWyMnCzMwa/QNQXlMhge0bkgAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Illustration of 1-cycle policy\n", "learn.recorder.plot_lr()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "learn.save('Unet34_256_2')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/lib/python3.7/site-packages/torch/serialization.py:250: UserWarning: Couldn't retrieve source code for container of type MixedLoss. It won't be checked for correctness upon loading.\n", " \"type \" + obj.__name__ + \". It won't be checked \"\n", "/opt/anaconda3/lib/python3.7/site-packages/torch/serialization.py:250: UserWarning: Couldn't retrieve source code for container of type FocalLoss. It won't be checked for correctness upon loading.\n", " \"type \" + obj.__name__ + \". It won't be checked \"\n" ] } ], "source": [ "# Export the inference learner\n", "learn.export('Unet34_256.pkl')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model evaluation" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "learn.load('Unet34_256_2');" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "outputs, targets = learn.get_preds(vision.DatasetType.Valid)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 6657/6657 [00:06<00:00, 1053.44it/s]\n" ] } ], "source": [ "def count_true_ships(targets):\n", " \"\"\"Get the distribution of true number of ships.\"\"\"\n", " ship_counts = []\n", " for idx, target in enumerate(tqdm(targets)):\n", " masks = multi_rle_encode(target.permute(1,2,0))\n", " ship_counts.append(len(masks))\n", " return np.array(ship_counts)\n", "\n", "true_ship_counts = count_true_ships(targets)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 6657/6657 [00:19<00:00, 341.18it/s]\n" ] } ], "source": [ "def count_pred_ships(outputs):\n", " \"\"\"Get the distribution of predicted number of ships.\"\"\"\n", " ship_counts = []\n", " for idx, output in enumerate(tqdm(outputs)):\n", " probs = F.softmax(output, dim=0)\n", " mask_tensor = probs.argmax(dim=0)\n", " mask_tensor = mask_tensor.unsqueeze(2)\n", " masks = multi_rle_encode(mask_tensor)\n", " ship_counts.append(len(masks))\n", " return np.array(ship_counts)\n", "\n", "pred_ship_counts = count_pred_ships(outputs)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def compare_similar_dists(a, b, column_names):\n", " \"\"\"Bar-plot both distributions on the same scale.\"\"\"\n", " stacked = np.vstack([a, b]).flatten()\n", " _min, _max = stacked.min(), stacked.max()\n", " a_sr = pd.Series(a).value_counts().sort_index()\n", " b_sr = pd.Series(b).value_counts().sort_index()\n", " df = pd.DataFrame(0, columns=column_names, index=range(_min, _max+1))\n", " for i in df.index:\n", " if i in a_sr.index:\n", " df.loc[i, column_names[0]] = a_sr.loc[i]\n", " if i in b_sr.index:\n", " df.loc[i, column_names[1]] = b_sr.loc[i]\n", " df.plot.bar()\n", " \n", "compare_similar_dists(true_ship_counts, pred_ship_counts, ['true', 'pred'])" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def imshow_valid_random():\n", " \"\"\"Take a random image from the validation set and compare its mask to the predicted one.\"\"\"\n", " idx = random.choice(range(len(data.valid_ds)))\n", " \n", " fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(12, 4))\n", " img = learn.data.valid_ds[idx][0]\n", " mask = learn.data.valid_ds[idx][1]\n", " img.show(ax=ax1)\n", " ax1.set_title('image')\n", " mask.show(ax=ax2)\n", " ax2.set_title('mask')\n", " learn.predict(learn.data.valid_ds[idx][0])[0].show(ax=ax3)\n", " ax3.set_title('pred_mask')\n", " \n", " plt.axis('off')\n", " plt.show()\n", " \n", "imshow_valid_random()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model testing" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Do not use learn.get_preds(vision.DatasetType.Test)\n", "# First \"OSError: [Errno 12] Cannot allocate memory\"\n", "# Second exceeds CPU memory if processing the entire dataset\n", "# Thus create own iterator that encodes each image on the fly without keeping big tensors in memory" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 15606/15606 [29:04<00:00, 8.95it/s]\n" ] } ], "source": [ "def get_test_masks():\n", " \"\"\"For each image in the test set, predict its mask and encode it. \n", " Operates on target resolution of 768x768. \n", " Returns the list of run length encodings.\"\"\"\n", " pred_masks = []\n", " for x, y in tqdm(learn.data.test_ds):\n", " _, _, output = learn.predict(x)\n", " # 768/256 = factor of 3\n", " upsampler = torch.nn.Upsample(scale_factor=3, mode='bilinear', align_corners=False)\n", " upsampled = upsampler(output.unsqueeze(0)).squeeze(0)\n", " probs = F.softmax(upsampled, dim=0)\n", " mask_tensor = probs.argmax(dim=0)\n", " mask_tensor = mask_tensor.unsqueeze(2)\n", " masks = multi_rle_encode(mask_tensor)\n", " pred_masks.append(masks)\n", " return pred_masks\n", "\n", "test_masks = get_test_masks()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VfbLjfc8F9lTVd5L8OLAZeDHNO4rfVVXfblnnMuAPqmp/t+5H1jp8VdaBqvpUktcCPw3sAbZW1Q871Hom8As0l+ceAu4Grm37uKTFcMycFE1yOXAJsI3munZornnfAGyrqivH9HV+sap+t+XYy4A30wTAC4Ffqao/Guy7pape3OHr/hpwIc2T6P8EzgVuBs4HdlTVf2xZZ/YlowF+FvgMQFWt69DTn1fVmsHym2ge6x8ArwQ+3uV7nmQ38ILBVVFbge/SfAzEKwbbX92yzreBvwW+ClwLXF9VB9v2MavWf6P5fp8AfAs4Cfgfg55SVa+f5+7DdS4D/hHwWeDngduA+2gC/per6uYj6U+PP0kmgfcC/w94O/BRmoOgrwAbq+rWlnVOADbRHLh+gCbnXg38BbBl+OCxk6o6Jm6Db8gTRmxfCtw9xq9zb4exdwAnDZZXALtoQh3g1o5f9w6ayz5PAL4DPGmw/ceB2zvUuQX4r8B5wMsH//7lYPnlHXu6dWh5JzAxWD4RuKNjrT3DPc7ad1uXnmimAl9JcznsQeBPaN7ncHLHnm4f/Hs88HVgyWA9Hb/ndwzd9wTg5sHyGUfwc3AKcCXNL+43B7c9g21PHsfP+GN5A54GfIjmA/2eSvMZT3cA1wFPf6z7G9HvjR3H/znNgdklwH7g4sH2VwCf71DnOuA3gA8CnwZ+C3gZzZPF1Uf6eI6lOfQHgWeM2P70wb7Wktw+x+0O4LQOpZbU4Jmyqu6hCc8Lk/wmoz/uYD6HquqBqvou8NWq+s6g7vfo9vgmgS8B7wC+Xc3R4feq6rNV9dmOPR2X5ClJnkpzxHpw0NPf0kwrdHFnkl8cLH95cCRDkrOA1lMbzZevB6vqk1V1Kc3PxAdppqf2dezpuMG0y8k0QXzKYPsTgSd0rHV4evKJg3pU1b1HUOc6mqP786rqqVX1VJpXWPcB13esNackN3Yc/6Qkv57k6sHU1PC+D3Yo9Xs002z7gZuA7wEXAX8K/OeOPa0dWj4lyUcGv8fXJGn9e5zkxXPczqF55d3FE6rqxqq6luZn9QaahU8DP9ahzllV9TaaV8XPAd5SVf8L+DfACzr29JBjaQ79XwKfTnI3zQ8DNEdAz6J5adLFacA/oPklGRbgf3eo87UkL6yq2wCq6m+S/EOal1nP69jT/UlOGAT6OQ81lJxCh0CvqgeB9yW5fvDv1zny/8dTaJ4cAlSSp1XV15KcRPcnrDcC70/yqzQfLvT5JPtp/i/f2KHOw75uNfPcU8DUYG6+i4/QHAkvoXkCvD7JPuAlNFN7bf0OzcdGf4HmKOrdAEkm6P4RFyuq6t3DG6rqa8C7k/xSl0JJ5pryC92D6ndpzgv8d+CXkrwGeG1V/YDm+9XWaVX1gUF/vzz0WD+Q5NKOPb2L5tUZNEezf0kz9fVq4MPAq1rW2UkzXTbqZ/rJHXv6fpJX0vzuVJJXVdUfJnk58EDHWlRVJdleg8P2wfqRz4M/1i95Zr0MOY7mh+c1NB8h8BIGL3U71vkI8DNz7LumQ51lwNPm2PfSjj09cY7tpwLPexTfs4toTjqO8//hBGDlEd73ZJojjHNofrm73v+sMT+WZwDPGCw/efBzteYI6jxncN+zH2U/n6Q5CjttaNtpwOXApzrWeoDm3MlNI27f61jrtlnr7wA+RzNtckuHOl8eWv4Ps/Z1nca7ZZ7+ukzj3QmsmmPf/o49vYDmXfM3AmcD76c5P7Mb+OkOdX6HwXTurO3PBP7sSH++jpmTotKPgiRPobkCaD3wE4PNX6d5FXJlVc1+VTlfrTuBX6iqu0fs219Vy0fcba5ae4DnVPMK8PC219M8+ZxUVWe2rLMFeE/NOqmX5Fk0j+/iDj3NAIenN98MPLMGgZXk9qp6fss6F9M8mTzi47oPH2G37Wlwn2fTHCg8qivf5rjqbS/w0BF7V8fSHLrUe1V1X1VdXlVnV9XfG9yeXVWX034K4bB3Mvfv8Fs61vo48HOzev0Y8Dbg/rZFquqK2WE+2D4NtPsrKH/nt2le8Z0EfIzm1SxJnkZzpVHbnm5o7pZXDKYTh32/S0OHL6ul+f7emWT90O53dajza8B/Aj6U5NdpToqeRPNK7d926elhdT1Cl44NSe6tqjPGVKv15bmLVeuxenxjvvz4DuCnqjmftoLm0tyrq+r9SW6tqhd1qPNCmpPsXwOW1d+9h+OLbV99zHYsnRSVei/J7XPtotsVWAv5dzQnOhe11jH6+N4EnDMcwklWVNX76X7y/2FXviU5b1DvzI61DlXVA8B3kzzsqrckna7qG2agS4trXFdgjTU8x1jrWHx84wphGN+Vb2O56m02A11aXH9Mc5LxEXPASW7uWGts4TnGWsfi4xvn5cevY9Z7NKrqEPC6JB/uUOdl1VwSyvCJaJr3NbR6B/MoBrq0iKp5s9Rc+1471745jDM8x1LrGH184wphqmpmnn2f61DnB3Ns/waP4g9Oe1JUknrCyxYlqScMdEnqCQNdknrCQJeknvj/+9zRrd3kOHcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the distribution of the number of ships in the test set\n", "# Should be consistent\n", "test_ship_counts = list(map(len, test_masks))\n", "pd.Series(test_ship_counts).value_counts(normalize=True).sort_index().plot.bar()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VnZmkpyVqPnyV19mq+lCSnwD+FnASOFRV35ig5rOBv8vgst9zwKeB90zyd5YuqV+KJnkjcCNwmMG17TC47n0PcLiqblmD53x1Vf3qKj/mJuCnGXwhPxd4XVX9bnfszqp6/gR9vAW4jsE32f8GvBC4A3gZcKyq/vUENUcvLw3wg8CHAapq1wQ1/1dV7ei2X8vg3+G3gR8Gfm+S1yjJCeD7uyuqDgFfY/AWEj/Ujf+9CWp+BfgL4DPAe4D3VtXiauuM1PwvDF6fK4EvA08E/mvXZ6rqlct8+Lh6NwGvAD4K/ChwF/Agg4D/p1V1x4X0q7WT5KlV9YWL3cd5quqSeQB/BnzbmPH1wKfX6DkfmOBj7gGe2G1vAeYYhDrAJyfs4x4Gl4VeCXwVeFI3/gTg7glr3gn8Z+ClwEu6P/93t/2SCWt+cmj7ODDTbX87cM+ENU8O9zxy7K5J+2RwSvGHGVxWuwj8AYP7Ja6asObd3Z+XA58H1nX7meQ1evg177avBO7otjdP+nnUffzVwC3AnwJf6h4nu7EnT1p3mef7wIQf9yTg3wDvBn5i5NjbJ6z5dOA/MnhDwWsYvMfUPcDtwDMmrPkdI49rgPuBpwDfMWHNnSOv1zuBu4HbgKdN+lpcaufQvwU8c8z4M7pjE0ly9xKPe4CnTVByXXWnWarqfgZBeV2StzH+bRD6OFdV36yqrwGfqaqvdvW/zuR/91ngE8Cbga/UYMX39ar6aFV9dMKalyV5SpJrGKxKF7s+/4LBKYNJ3Jvk1d32p5LMAiR5DrDq0xidqqpvVdUHq+o1DD6v3s7gNNbpCWte1p12uYpBAF/djV8BfNuENR8+7XlFV5eqeuAC6sEgvB4EXlpV11TVNQx+MnsQeO8kBZM8f4nHCxj8lDqJX2Xw9fJbwJ4kv5Xkiu7Yiyas+WsMTtWdAT4CfB24Hvgj4D9NWPOLDL6OHn7MMTjdeme3PYmfH9r+dwwWWq9gsEh6x4Q1L7kV+k5gHvgAgwvtDzFYVc0z9B1tgrqfZ/BJ96yRxxYG50NXW+/DwHNHxi4HfgP45oQ9fhy4stu+bOS7952T1ByqsZHBF/IvMcFPJCO17mcQiJ/t/nx6N/5EJl9NX83gC/Ez3b/DN7raH2VwymWSmkuucIEnTFjzZ7u+PgfcBPwh8MsMVoBvmaDe6xisyg4xWE2/uhufAf77BbxGpyY5tkLNb3af9x8Z8/j6hDXvGtl/M/DHDFbAE33O88ifIB9Y7vlWUfOfdTn0vUNjn5309ek+/s5aoq9J+6yqSyvQu7/MZQy+O/84g7cReBHdj6UXUPOdwA8scey2CeptfDjIxhx78YQ9XrHE+LXDn0gX+O9wPYNfMq7F63YlsPUCa1wFfD/wAi7gx86u1nPW6O/5TOCZ3faTu8/RHRdQ7290Nb57ij1+EPgXw/+GDH4SfSPwoQlr3gtsW+LYmQlrnmRo8dKNvRI4AXxuwpqfGtr+VyPHJjol2H3sw4uit3Wfp6cv8DVaAF4PvIHBIiFDxyY6xVpVl9YvRSVduCRPYXCl0G7gqd3w5xm859ItVfXgBDVvYBCI573ldZIfq6rfmaDmrcAHq+pDI+M7gf9QVdsmqHkAuLWGrjzrxr+Twd/9htXWHKnzCgY/SWypqqdfQJ23jAy9vaoWkzydQf8TXYlmoEuPI5Nc1WXN8+o8AXh2Vd17qfVpoEuPI0keqKrN1myz5iV3Y5GkC5Pk7qUOMdlVXdZ8DNQEA11q0dOAH2FwmeKwAP/Tms3WNNClBv0+gxvf7ho9kOQOazZb03PoktSKS+1OUUnShAx0SWqEgS5JjTDQJakRBrokNeL/AQtuDA3aUpbZAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compare with the distribution in the train set (should be similar)\n", "imgs_df['ships'].value_counts(normalize=True).sort_index().plot.bar()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(15606, 2)\n" ] }, { "data": { "text/html": [ "
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ImageIdEncodedPixels
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" ], "text/plain": [ " ImageId EncodedPixels\n", "0 00002bd58.jpg 1 2\n", "1 00015efb6.jpg 1 2\n", "2 00023d5fc.jpg 1 2\n", "3 000367c13.jpg 1 2\n", "4 0008ca6e9.jpg 1 2" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Sample submission file\n", "sample_sub_df = pd.read_csv(path/'sample_submission_v2.csv')\n", "print(sample_sub_df.shape)\n", "sample_sub_df.head()" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18085, 2)\n" ] }, { "data": { "text/html": [ "
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ImageIdEncodedPixels
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" ], "text/plain": [ " ImageId EncodedPixels\n", "0 1a9b7b4d8.jpg 652 12 1420 12 2188 13 2955 14 3723 15 4491 16...\n", "1 5df42f18d.jpg None\n", "2 5ecb2cd5c.jpg None\n", "3 7589f14ff.jpg None\n", "4 72458aa27.jpg None" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def create_submission_df(test_masks):\n", " \"\"\"Create submission dataframe.\"\"\"\n", " test_ids = list(map(lambda x: x.name, learn.data.test_dl.dataset.items))\n", " img_masks = list(zip(test_ids, test_masks))\n", " flat_img_masks = [] \n", " for img, masks in img_masks:\n", " if len(masks) > 0:\n", " for mask in masks:\n", " flat_img_masks.append([img, mask])\n", " else:\n", " flat_img_masks.append([img, None])\n", " df = pd.DataFrame(flat_img_masks, columns=['ImageId', 'EncodedPixels'])\n", " return df\n", "\n", "# Each row represents a single predicted ship segmentation\n", "sub_df = create_submission_df(test_masks)\n", "print(sub_df.shape)\n", "sub_df.head()" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "# Check whether our submission df contains all image ids from the sample df\n", "assert(sample_sub_df['ImageId'].isin(set(sub_df['ImageId'].unique())).all())" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "# Generate submission file\n", "sub_df.to_csv(path/'submission.csv', header=True, index=False)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14269 b03bfeaf2.jpg\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def imshow_test_random(sub_df):\n", " \"\"\"Take a random image from the test set and compare masks from multiple submissions.\"\"\"\n", " idx = random.choice(range(len(data.test_ds)))\n", " test_ids = list(map(lambda x: x.name, learn.data.test_dl.dataset.items))\n", " test_id = test_ids[idx]\n", " print(idx, test_id)\n", " \n", " fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(12, 4))\n", " img = Image.open(path/'test_v2'/test_id)\n", " ax1.imshow(img)\n", " ax1.set_title(\"true\")\n", " ax1.get_xaxis().set_visible(False)\n", " ax1.get_yaxis().set_visible(False)\n", " \n", " rle_1 = sub_df[sub_df['ImageId'] == test_id]['EncodedPixels']\n", " img_1 = multi_rle_decode(rle_1)\n", " ax2.imshow(img_1[:, :, 0])\n", " ax2.set_title(\"prediction\")\n", " ax2.get_xaxis().set_visible(False)\n", " ax2.get_yaxis().set_visible(False)\n", " \n", " plt.axis('off')\n", " plt.show()\n", " \n", "imshow_test_random(sub_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Binary classification" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(128810, 33287)" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# How balanced is the dataset?\n", "wo_ships_query = imgs_df['clean'] & (imgs_df['ships'] == 0)\n", "w_ships_query = imgs_df['clean'] & (imgs_df['ships'] > 0)\n", "imgs_wo_ships = set(imgs_df[wo_ships_query].index)\n", "imgs_w_ships = set(imgs_df[w_ships_query].index)\n", "\n", "len(imgs_wo_ships), len(imgs_w_ships)" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "66574" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Downsample the images without ships\n", "cl_imgs = set(random.sample(imgs_wo_ships, len(imgs_w_ships))) | imgs_w_ships\n", "\n", "# the new train + validation\n", "len(cl_imgs)" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ImageDataBunch;\n", "\n", "Train: LabelList (53260 items)\n", "x: ImageList\n", "Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256)\n", "y: CategoryList\n", "True,True,True,True,True\n", "Path: data/train_v2;\n", "\n", "Valid: LabelList (13314 items)\n", "x: ImageList\n", "Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256)\n", "y: CategoryList\n", "False,True,True,True,True\n", "Path: data/train_v2;\n", "\n", "Test: LabelList (15606 items)\n", "x: ImageList\n", "Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256),Image (3, 256, 256)\n", "y: EmptyLabelList\n", ",,,,\n", "Path: data/train_v2" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_cl_data(bs=64, img_size=(256, 256)):\n", " \"\"\"Use the fastai's amazing data block API to construct data loaders.\"\"\"\n", " tfms = vision.get_transforms(flip_vert=True, max_zoom=1., max_warp=None, max_lighting=None)\n", " return (vision.ImageList.from_folder(path/'train_v2')\n", " .filter_by_func(lambda x: str(x) in cl_imgs)\n", " .split_by_rand_pct(0.2)\n", " .label_from_func(lambda x: str(x) in imgs_w_ships)\n", " .transform(tfms, size=img_size)\n", " .add_test((path/'test_v2').ls(), tfm_y=False)\n", " .databunch(path=path, bs=bs)\n", " .normalize(vision.imagenet_stats))\n", "\n", "cl_data = get_cl_data()\n", "cl_data" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [], "source": [ "def create_cnn_learner(data):\n", " \"\"\"Create a new CNN learner.\"\"\"\n", " return vision.cnn_learner(data, vision.models.resnet34, metrics=metrics.accuracy)\n", "\n", "cl_learn = create_cnn_learner(cl_data)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The same approach as for segmentation task\n", "cl_learn.lr_find()\n", "cl_learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Total time: 40:49

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epochtrain_lossvalid_lossaccuracy
10.2376760.1398110.946598
20.1929890.1264110.952606
30.1572860.1116580.959066
40.1309490.0873800.968229
50.1308320.0894850.967027
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cl_learn.fit_one_cycle(5, slice(1e-2))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cl_learn.recorder.plot_losses()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "cl_learn.save('Resnet34_256_1')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "cl_learn.load('Resnet34_256_1');" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "cl_learn.unfreeze()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] }, { "data": { "image/png": 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\n", 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epochtrain_lossvalid_lossaccuracy
10.1155200.0879440.969731
20.1138620.0811180.970407
30.0948700.0752430.973336
40.0970150.0739030.974538
50.0837400.0655130.977017
60.0765600.0635140.978068
70.0724850.0637010.977993
80.0692600.0605800.979120
90.0767090.0585570.978669
100.0650590.0579080.979345
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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cl_learn.recorder.plot_losses()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "cl_learn.save('Resnet34_256_2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model evaluation" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [], "source": [ "cl_learn.load('Resnet34_256_2');" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [], "source": [ "cl_outputs, cl_targets = cl_learn.get_preds(vision.DatasetType.Valid)" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [], "source": [ "# Calculate predictions\n", "cl_valid_true = cl_targets.cpu().numpy()\n", "cl_valid_prob = cl_outputs.cpu().numpy()[:, 1]\n", "cl_valid_pred = cl_outputs.argmax(dim=1).cpu().numpy()" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[6476, 171],\n", " [ 61, 6606]])" ] }, "execution_count": 181, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import confusion_matrix\n", "\n", "# Calculate confusion matrix\n", "confusion_matrix(cl_valid_true, cl_valid_pred)" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True: 0\n", "Predicted: 0.99989283\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def imshow_misclassified(cl_valid_true, cl_valid_prob, i):\n", " \"\"\"Show misclassified images.\n", " i: 0-most misclassified, 1-least misclassified\"\"\"\n", " sort_idxs = np.argsort(np.abs(cl_valid_true-cl_valid_prob))[::-1]\n", " idx = sort_idxs[i]\n", " print(\"True:\", cl_valid_true[idx])\n", " print(\"Predicted:\", cl_valid_prob[idx])\n", " img = Image.open(learn.data.valid_dl.dataset.items[idx])\n", " plt.imshow(img)\n", " plt.axis(\"off\")\n", " plt.show()\n", " \n", "imshow_misclassified(cl_valid_true, cl_valid_prob, 0)" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [], "source": [ "cl_outputs, cl_targets = cl_learn.get_preds(vision.DatasetType.Test)" ] }, { "cell_type": "code", "execution_count": 219, "metadata": {}, "outputs": [], "source": [ "cl_test_pred = cl_outputs.argmax(dim=1).cpu().numpy()\n", "cl_test_pred_dict = dict(list(zip(map(lambda x: x.name, learn.data.test_dl.dataset.items), cl_test_pred)))" ] }, { "cell_type": "code", "execution_count": 223, "metadata": {}, "outputs": [], "source": [ "sub_corr_df = pd.read_csv(path/'submission.csv')" ] }, { "cell_type": "code", "execution_count": 224, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12689" ] }, "execution_count": 224, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sub_corr_df['EncodedPixels'].isnull().sum()" ] }, { "cell_type": "code", "execution_count": 226, "metadata": {}, "outputs": [], "source": [ "# For images that have ships according to U-Net but do not have according to ResNet, remove ships\n", "for i, row in sub_corr_df.iterrows():\n", " if cl_test_pred_dict[row['ImageId']] == 0:\n", " row['EncodedPixels'] = None" ] }, { "cell_type": "code", "execution_count": 227, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12810" ] }, "execution_count": 227, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sub_corr_df['EncodedPixels'].isnull().sum()" ] }, { "cell_type": "code", "execution_count": 228, "metadata": {}, "outputs": [], "source": [ "# Generate new submission file\n", "sub_corr_df.to_csv(path/'submission_corrected.csv', header=True, index=False)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "# Export the inference learner\n", "cl_learn.export('Resnet34_256.pkl')" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [], "source": [ "# Other resources:\n", "# https://towardsdatascience.com/image-segmentation-kaggle-experience-9a41cb8924f0\n", "# https://github.com/kheyer/ML-DL-Projects/tree/master/Airbus%20Ship%20Detection" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }