{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "46f4c7ad",
   "metadata": {},
   "source": [
    "# SwinIR 도트 업스케일 학습 — 한 파일로 따라가기\n",
    "학습 코드 4개(`swinir_finetune/data.py`, `swinir_finetune/learning.py`, `swinir_point/outline.py`, `swinir_point/data.py`)를 그대로 옮겨 붙이고, 각 단계의 중간 결과를 그림과 print로 확인합니다. 마지막에는 실제 10,000스텝 대신 **40스텝만** 짧게 학습해 손실이 내려가고 결과가 바뀌는 것을 눈으로 봅니다.\n",
    "\n",
    "실행 환경: 커널 `Python (ComfyUI venv · maple)` · GPU 1장 · 프로젝트 루트 `~/prj/maple/6_upscale`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b52979f",
   "metadata": {},
   "source": [
    "## 0. 준비 — 경로·라이브러리·한글 글꼴, 데이터 개수 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0c00bfb0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:36.667181Z",
     "iopub.status.busy": "2026-09-15T12:54:36.667013Z",
     "iopub.status.idle": "2026-09-15T12:54:38.180920Z",
     "shell.execute_reply": "2026-09-15T12:54:38.180403Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/son/prj/ComfyUI/.venv/lib/python3.13/site-packages/torch/cuda/__init__.py:65: FutureWarning: The pynvml package is deprecated. Please install nvidia-ml-py instead. If you did not install pynvml directly, please report this to the maintainers of the package that installed pynvml for you.\n",
      "  import pynvml  # type: ignore[import]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch 2.10.0+cu128 | GPU NVIDIA RTX PRO 6000 Blackwell Workstation Edition\n",
      "학습 쌍 장수: {'test': 274, 'train': 2246, 'val': 262}\n"
     ]
    }
   ],
   "source": [
    "import sys, json, time, hashlib\n",
    "from pathlib import Path\n",
    "from functools import lru_cache\n",
    "from collections import defaultdict\n",
    "import numpy as np, torch\n",
    "from PIL import Image\n",
    "import matplotlib; import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "ROOT = Path.home()/'prj/maple/6_upscale'; sys.path.insert(0, str(ROOT))\n",
    "font_manager.fontManager.addfont('/usr/share/fonts/truetype/nanum/NanumSquareRoundB.ttf'); plt.rcParams['font.family'] = 'NanumSquareRound'; plt.rcParams['axes.unicode_minus'] = False\n",
    "DATA = ROOT/'data/swinir_finetune_v1'                                    # 검증된 학습 쌍 캐시(HR 192·LR 96·마스크·투명 원본)\n",
    "WEIGHTS = Path('/home/son/data_ssd/public/models/maple_upscale/pretrained/weights/001_classicalSR_DF2K_s64w8_SwinIR-M_x2.pth')\n",
    "summary = json.loads((DATA/'summary.json').read_text())\n",
    "print('torch', torch.__version__, '| GPU', torch.cuda.get_device_name(0))\n",
    "print('학습 쌍 장수:', summary['split_counts'])\n",
    "\n",
    "def show(images, titles, scale=1, size=2.6, cmap=None):\n",
    "    # 이미지 여러 장을 한 줄에 놓는다. 도트가 보이게 보간 없이(nearest) 그린다.\n",
    "    fig, axes = plt.subplots(1, len(images), figsize=(size*len(images), size+0.5))\n",
    "    for ax, im, t in zip(np.atleast_1d(axes), images, titles):\n",
    "        ax.imshow(im, interpolation='nearest', cmap=cmap); ax.set_title(t, fontsize=10); ax.axis('off')\n",
    "    plt.tight_layout(); plt.show()\n",
    "\n",
    "def to_img(t):\n",
    "    # 3×H×W [0,1] 텐서 → H×W×3 uint8\n",
    "    return t.detach().clamp(0, 1).permute(1, 2, 0).mul(255).round().byte().cpu().numpy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e337c314",
   "metadata": {},
   "source": [
    "## 1. 데이터 읽기 — `swinir_finetune/data.py` 그대로\n",
    "학습용은 train·val만 열 수 있고, 파일 해시가 목록과 다르면 멈춥니다(test·옛 도트가 섞이는 사고 방지)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1c480278",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:38.182868Z",
     "iopub.status.busy": "2026-09-15T12:54:38.182547Z",
     "iopub.status.idle": "2026-09-15T12:54:38.274545Z",
     "shell.execute_reply": "2026-09-15T12:54:38.273961Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train 2246 장 / val 262 장 · 캐릭터 수 train 400 val 50\n",
      "test를 열면 → 학습 데이터는 scale=2/3/4, split=train/val만 허용합니다.\n",
      "한 항목의 텐서 모양: {'lr': (3, 96, 96), 'hr': (3, 192, 192), 'mask': (1, 192, 192)} | 값 범위 0~1, 이름: 쿠보\n"
     ]
    }
   ],
   "source": [
    "def digest(path):\n",
    "    # 파일 바이트를 기준으로 캐시와 원본의 변경을 확인합니다.\n",
    "    return hashlib.sha256(Path(path).read_bytes()).hexdigest()\n",
    "\n",
    "\n",
    "def manifest_rows(scale, split, directory=DATA):\n",
    "    # 학습용 경로는 train과 val만 열고 최종 시험 및 옛 도트는 차단합니다.\n",
    "    if scale not in (2, 3, 4) or split not in (\"train\", \"val\"):\n",
    "        raise ValueError(\"학습 데이터는 scale=2/3/4, split=train/val만 허용합니다.\")\n",
    "    directory = Path(directory)\n",
    "    report = json.loads((directory / \"summary.json\").read_text())\n",
    "    manifest = directory / \"manifest.jsonl\"\n",
    "    assert report[\"status\"] == \"PASS\" and digest(manifest) == report[\"manifest_sha256\"]\n",
    "    assert report[\"split_family_overlaps\"] == report[\"crop_split_overlaps\"] == 0\n",
    "    return [row for line in manifest.read_text().splitlines()\n",
    "            if (row := json.loads(line))[\"split\"] == split]\n",
    "\n",
    "\n",
    "class Patches(torch.utils.data.Dataset):\n",
    "    # 동일한 HR에서 만든 세 배율의 LR을 모델별로 선택합니다.\n",
    "    def __init__(self, scale, split=\"train\", directory=DATA):\n",
    "        self.scale, self.split, self.directory = scale, split, Path(directory)\n",
    "        self.rows = manifest_rows(scale, split, directory)\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.rows)\n",
    "\n",
    "    @lru_cache(maxsize=256)\n",
    "    def __getitem__(self, index):\n",
    "        # PNG 해시와 크기를 확인한 뒤 RGB 및 전경 마스크를 [0,1]로 반환합니다.\n",
    "        row = self.rows[index]\n",
    "        result = {\"index\": index}\n",
    "        for key, stored in ((\"lr\", f\"lr_x{self.scale}\"), (\"hr\", \"hr\"), (\"mask\", \"mask\")):\n",
    "            path = self.directory / row[\"files\"][stored]\n",
    "            assert digest(path) == row[\"sha256\"][stored], f\"캐시가 변경됐습니다: {path}\"\n",
    "            with Image.open(path) as image:\n",
    "                raw = np.array(image.convert(\"L\" if key == \"mask\" else \"RGB\"), copy=True)\n",
    "            tensor = torch.from_numpy(raw).float().div_(255)\n",
    "            result[key] = tensor.unsqueeze(0) if key == \"mask\" else tensor.permute(2, 0, 1)\n",
    "        assert result[\"hr\"].shape == (3, 192, 192) and result[\"mask\"].shape == (1, 192, 192)\n",
    "        assert result[\"lr\"].shape == (3, 192 // self.scale, 192 // self.scale)\n",
    "        return result\n",
    "\n",
    "train, val = Patches(2, 'train'), Patches(2, 'val')\n",
    "print('train', len(train), '장 / val', len(val), '장 · 캐릭터 수 train', len({r['family'] for r in train.rows}), 'val', len({r['family'] for r in val.rows}))\n",
    "try:\n",
    "    Patches(2, 'test')\n",
    "except ValueError as e:\n",
    "    print('test를 열면 →', e)\n",
    "item = train[0]\n",
    "print('한 항목의 텐서 모양:', {k: tuple(v.shape) for k, v in item.items() if k != 'index'}, '| 값 범위 0~1, 이름:', train.rows[0]['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0b04af6e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:38.276369Z",
     "iopub.status.busy": "2026-09-15T12:54:38.276192Z",
     "iopub.status.idle": "2026-09-15T12:54:38.751447Z",
     "shell.execute_reply": "2026-09-15T12:54:38.750789Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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t36ewsBDbt2/H559/DgA4cOCAKKJ0rntw9tFHH2H48OF44YUX8Mknn+Dhhx/GggULPI6vLy0txciRI1FeXo6ZM2eib9++mDx5Mvbs2YNHH30Us2bN8jhmG5B7pJzrLJQhXZ6MGjUKPXr0QL9+/dCvXz8cOHAAAwYM8FoDYDAYqjwEhOpeeno6Fi5ciE2bNuHvf/87PvroI8ybNw9vvPEG/v73v7tsL0kSPvroIwwcOBBZWVnYvHkzrFYrevbsia5du9a4Ni0iIgL3338/7rvvPod9Llu2DAMHDsSNN96IlStXYtOmTXj66adxxx13uNTwlJaWwmAwoGPHjujUqRPi4uLQpUsXXH755ejTpw82btzodbjt/fffjwkTJiA0NBSxsbEwmUz44YcfPG4/fvx4JCQkICgoCEOGDMFdd93lkKTExcVh/vz5iIiIgF6vx4MPPihu5AFg4cKFMBqNCAgIQI8ePTBixAi3SVj37t3x0Ucf4emnn8b111+PX3/9FaWlpW7vk4KDg33qEfRHrBHwwYYNG1zGz8+aNcvh986dO4uT+t69ezF58mQMGjSo2vt87rnn8Oyzz2LEiBEoKirCpEmTMHfuXJw9e9Zl2wULFuD48eNuM/T169ejsLAQnTp1wrJly3D//ff7fAx9+/bFu+++iyeeeAKHDx9G79698dJLL7lt8T9w4ADuvfderF+/3uOwAcVHH33k8zG4c+DAAZduP0AuAn3sscfw1FNPAYC4CAcGBkKSJMyZM6dG+6W6M378eAQFBcFms+HSpUsYP348pk2b5nbbFStW4B//+IcYtuZutqvKvPbaa2jfvj0A+aLTtm1bVFRUOAxzA+QC9JkzZ4rvf5cuXXDvvfdWeX+KAQMGICAgQNx8p6amugzxA+SL1pQpU/DQQw9h0aJFCA0NRWpqKvbu3Yv4+HgAcsvbokWL8Prrr+Pdd9/F4cOHMX36dOj1etx9990AgJCQEHz00Ufo2rUrpk6dinvuuUfso2vXrujSpQuefvppPPXUU7DZbJg/fz5yc3PFhTQvLw8pKSl44403MGzYMOzZswfTpk1Dp06dcP311zscc15entvxuocPH8af/vQn3H333fjpp5+QkJCApUuX4oMPPgAAl3Or1quvvioaQZRW1l27duGRRx7B/Pnz8dxzz7k859ChQ4iOjsZf//pXEVNu0KZPn45Lly55LQZPTEzEVVddhaCgIAwaNAi7d+/GF1984fXG59ixY/jmm29ckoVdu3YhKCjIoddFERMT41NvCNUPSZKQnJyM9evXY8uWLejRowe2bNmCKVOmYN++fW4/a4cPH8aECRPQvn17pKamipoQQK4JAuQx/zURGhrq8B25dOkSrrvuOkRFRWHLli3o06cPAIjP6j//+U8MHjwYb731FqZMmQJAPg94K7AdMmQI2rVr5/Hxb7/9Fk888QQOHTqE8vJylJaWOjTUOOvRo4fL79peVueGPL1e79Do8dZbb+H111/H2bNnIUkSCgsLXXrpALk+aMmSJXjjjTfw0ksvoVevXjhz5oyoEdIqKyurUv2UP2GPQB3o378/evbsKS501REaGoqUlBQcPnwYZ86cQWpqKrKzs8X4X8W6devwzjvv4H//+x9CQkIcHtu5cyf++te/4tNPP8Unn3yCf//73z6NcdS69dZbkZmZiZycHGzbtg2tWrVyOQar1YpJkyZh8eLFtVJsNHPmTHTt2tXjf9OmTcPSpUvRtWtX/OUvfxHPe/jhhx2mYWvXrh2OHz8Om82G8vJyvPXWWzU+NqobGzZsQG5uLgoKCnDhwgX079/fbUs5IPcOXHHFFTXan/ZCFR0dDb1e7zbJro19af3yyy/Izc0VQ3+8fV/efvtthISEYODAgejduzfOnz+PO++8U9xsl5WVYdasWbj11lsREhKCK664AgsWLHBpsV+wYAFuvvlml6ENOp1OjG2//PLLMWTIEHTs2BE33nijwz7mzZuHa6+9FsHBwRg6dCiSk5Pd9gooBcxaa9aswahRo/DAAw/gueeew8cff4yBAwdi8ODByMrKqvTvde+992LXrl0OQy2io6OxfPlycWM2Z84ch6Ske/fuuHDhAt5++238/PPP2LhxI95//31cd911uOaaaxAfH48WLVp43Kder8dPP/2EXr164bfffkPv3r2RmZmJ2NhYsU3r1q0RHh4ufm/bti3Gjh2Lfv364YorrkDXrl0RFxeHZ555BpMnT8aIESNc9lNRUeEyfIEazsWLF2Gz2fDjjz+K80P37t2xY8cOj9Njtm/fHitWrEBGRoZDEqBlMBhcau0UOp0O+fn5DvUl2dnZXj8X4eHhWLJkiUMSoAgJCcHTTz+N3bt3w2g0+vK2Acj1Qj179nT7WHl5OUwmE55//nmcP38eubm5Vb6WSpLk82d9z549WLBgATZs2CBmZ3Q33ejatWvRt29fHDx4EJmZmfi///s/BAQEoFWrVsjNzXU5F2VnZ6NNmzZVOm5/wR6BOvLEE0/gkUcewYwZM2rtZP/55587JBd79+7F/fffj02bNrmdqeepp57C2rVrRfa9YcMGTJkyBePHj6/2MX322WcOdQ82mw0mkwm33347pk+fXq3XdObuJiM5ORmRkZGi0JGaL71ejwULFiA2NhZWq1XMQKPlqVCturxdqGp7X4B8wX744YeRkpIipgp0FhMT4zKcLyEhQfQI6PV6l5Y3g8HgMF3mm2++ib1792Ljxo3Yu3cvEhIS8OWXX4obm44dO4px0Iphw4aJZN/TPv73v/+5HG9sbKxLC3dUVBS2b9+Ozp07AwACAgLw1FNPYdSoUV5bILWvCQArV65ESkqK221CQ0MdekNDQ0Px7bff4p133sFrr72GVq1aYdWqVQ69iM438s4iIyMxYsQI3HHHHW6ThpUrVzqcc3/44QcUFRUhICAAQUFBLsMnW7Ro4fI6eXl5DskFNayYmBi8+uqrAByL3iMiIvDnP/8ZgHzjrj1PhIWFic/Vvn378NJLL2H37t2QJEnclD7wwAP405/+5HafvXv3RlxcnENPfWBgIG6//XaPx6nT6TB8+HCv70Xp7fTFxYsX0aZNG5d6JEV2djYCAwNx8803O8S8cR6KefDgQXEOqMyBAwcwcuRIh/OOdn9ZWVmYNWsWdDod1qxZ4zI6IDQ0FN27d8eePXtw5ZVXiviOHTuqlBz5E/YI1JHrr78eYWFhVW6BV5jNZnz55ZcoKytDYWEhnnzySYf58y9cuIDJkyfj7bffxsCBA92+RkZGBvr37y9+j4uLw65du3xOAoqLi7Fs2TLk5OQAkGcpWbRokZhTGQAef/xxxMTE4B//+Ee13ieRN+5uwrt27YrffvvN7faRkZEuxezuxqBrL1S5ubm4ePGi2xtTb/uqqfvvvx/r1q3DiRMnfNq+uLgY3333nagDGjJkiEsBq8ViETOR5eTkYOXKlUhPT0dQUBCuvPJKvPXWW3j22Wc97kOpy+nVq5dP+9AKDw9HeHi4w0X75ptvdrkB2LVrFx577DExJnnu3LkO5yl37rzzTuzbt8/tf3379nWZ679du3Z45pln8O677+KVV15xuVnIzMysdJrjOXPm4Mcff3T72MSJEx0SroCAAERERCAsLMxtDdXVV1/tsoDYoUOHPLYUU8Ox2WxiSI2zuLg4t4l7Xl4e4uPjMXHiROzduxcHDhzA/v37kZqaihdeeMEl2Va0bdsW69atQ0ZGhvjviy++wOjRo2v1PXkTHR3tcSFOQP4ulZeXiwVSf/nlF4+NF4rly5djy5YtqKiowI4dO7By5UqYTCafjqd37974/vvvceLECVRUVGDt2rUO9QP5+fl49NFHsXXrVrdDhAHgvvvuw9y5c3H06FGUlZXhyy+/RHp6useEzN+xR6ASer3ebaYcExODmJgYAPIF0N1FZcmSJS5jjt2JiYlxuTkvLS3F/Pnzcfvtt0On02HcuHEOBcqff/45jhw5gpkzZzo8LyoqCidOnHA7JtWb8PBwl26ziooKbN++HX/729+Qn5+Pnj17YuXKlaK1sKSkBP/5z39gs9lc/kYrVqyodPag2nLy5EmMHj3aZVxgixYt3HbJr1ixotqzOVHdKyoqwr/+9S8xtZyzmTNn4tlnn0W/fv3QvXt37Nu3DxkZGZg7dy6MRiNmz56N3bt3o3///vj000+Rnp6Oxx57TDxfp9PhL3/5C15//XWEhIRg3rx5mDZtmtsEOSEhAcOGDcPEiRNx3XXX4cyZM1i+fDkefvhhjy1ovoqJicFdd92FRYsWuV0VXFkT4KqrrhIXvwkTJohW5FmzZmHIkCEYOXIkxo0bh4MHDyIpKUnMDNaqVSuXce1jxoxxqElYt24dunXrhv79++Ps2bO4++678dBDD4m/xYMPPogJEyZgwIABuPrqq5GZmYmXX34Za9eudfuejEYjdu7c6XFYFyAX3losFhQVFSEsLEysSVJdns6xEyZMwM8//+y25f/8+fPIysoS53B3lCmX3T1fuUnRWrdunUPRuVZhYSGmTp3q0MOTmZnZJOZtJ1VgYCBuvPFGl/ivv/6K9u3bu7Tk9+7dG3feeSe2b9/u842wN6Wlpejfv79YWLQyKSkpCA8PxyOPPOLT9i1atMCePXscCocDAgKwatUqPPDAAzh16hSuvPJKzJ0716GBxDnZN5lMWLBgASZOnIi4uDi8/fbbuPzyywHI9yjO5/WoqCgxycCgQYPwyCOPYOjQoSgpKcH48eNx3333ieGKgwYNqrT+8qGHHkJ2djauueYa5ObmolevXlizZo1PvZB+SSJqApKSkqQXXnihoQ+D6sDs2bOlsLAwKSIiQoqIiJBiYmKkG2+8Ufr111/FNp07dxY/V1RUSK+88orUrVs3KSoqShowYIC0bNky8fiyZcukzp07S9HR0dKMGTOkl156SVq0aJF4vFevXlJqaqrUqVMnqVWrVtL06dOlnJwc8fiUKVOkzMxM8fvnn38uDRo0SIqKipK6desm/fWvf5VKS0td3sd7770ntWjRQrwP5b+0tDRJkiRpyJAhUnZ2tsNzzpw5I61atcrt32X9+vWS0WiUoqOjpTZt2kgPPPCAVFhY6LDNjh07pKFDh0oRERFS7969peXLl3v9Wzv7z3/+I/Xt21eKjIyUOnbsKD399NNSeXm5y3H06dNHioiIkK688krps88+8/h6S5cule655x63j5WXl0vLly+XLrvsMumuu+6SRo0a5fD/2Jtly5ZJbdu2lfr27evy3+DBg6W9e/e6PKdv375u45IkSV26dJEOHz7sdZ+jR4+Wvv7662o/X2vz5s3S6NGjHWI33nijx9enhmOz2SQAUllZmc/Pyc3Nldq0aSOtXbtWqqioEPGDBw9Kffr0kT788MNqHcuZM2ekQYMGVeu5DeW5556TnnvuuYY+DKoCnSTVwQBYolq2YMECREdH4+GHH27oQyEiD/Lz8zFw4ED8+OOPooexoqICK1aswMsvv4w+ffrg5ZdfFnUGf/vb3zBw4EA8+eSTXocHPf/88wgKCqpSjVC/fv2wevVqt6/buXNnbN261euUoNdffz2efvppUZOhFRcXh+3bt4uV3yuTkZGB+fPnixVk9+3bhxkzZmDPnj0sGG6ERowY4XFq14CAALefnZ9//hkLFy7E3r17xf/TmJgYJCYmihoDf6DMklTT2ZKo/nBoEDUJypSgRNR4RUVF4cUXX8QXX3whhi2eP38eO3fuxIcffuhwU37bbbdh0qRJSE9Px8aNG70mAj179kRSUpLHNQymTZuG+fPnO8RGjRrlcchX+/btK51BZOTIkQ7DpLQ6depUaY2BlnOR6caNG/HGG28wCWiktGPSfTVw4ECsXr26Do6maXG3mBc1buwRICIiqkPFxcViLRYiosaEiQARERERkR/i9KFERERERH6IiQARERERkR9iIkBERERE5Ic4axARERG54OwvRE2XryXA7BEgIiIiIvJDTASIiIiIiPwQEwEiIiIiIj/ERICIiIiIyA8xESAiIiIi8kNMBIiIiIiI/BATASIiIiIiP8REgIiIiIjIDzERICIiIiLyQ0wEiIiIiIj8EBMBIiIiIiI/xESAiIiIiMgPMREgIiIiIvJDTASIiIiIiPwQEwEiIiIiIj/ERICIiIiIyA8xESAiIiIi8kNMBIiIiIiI/BATASIiIiIiP8REgIiIiIjIDzERICIiIiLyQ0wEiIiIiIj8EBMBIiIiIiI/xESAiIiIiMgPMREgIiIiIvJDTASIiIiIiPwQEwEiIiIiIj/ERICIiIiIyA8xESAiIiIi8kNMBIiIiIiI/BATASIiIiIiP8REgIiIiIjIDzERICIiIiLyQ0wEiIiIiIj8EBMBIiIiIiI/xESAiIiIiMgPMREgIiIiIvJDTASIiIiIiPwQEwEiIiIiIj/ERICIiIiIyA8xESAiIiIi8kNBDX0ARERUP06ePAkAaNmypYiFhYU11OEQEVEDY48AEREREZEfYo+AH9LpdA6/S5LUQEdCRHXt22+/FT/v3LkTAGCz2UTsoYceAgBER0fX74EREVGDYyLgZ3Q6nbjxN5vNLjEiIiJqXpyv8c4NguS/ODSIiIiIqJly19DHxj9SsEeAiKgZ+/nnn8XPo0ePBgCsXr1axAoKCgBwaBARkT9iIuCHlCFByr9ERERE5H+YCPgZSZKg0+lgNBpFIsAuQqLma9q0aeLnm266CQCQkJAgYu3bt6/3YyIiosaBNQJ+ymAwNPQhEBERUR1zVxjMYmFSMBEgIiIiIvJDHBrkp9gjQOQfQkJCxM+RkZEAHFcTDghgexARkb/iFYCIiIiIyA+xR4CIqBnTTgbA1n8iItLiVYGIiIiIyA8xESAiIiIi8kMcGkRE1IxpC4MVwcHBDXAkRETU2LBHgIiIiIjID7FHgIioGbJarQCAd955R8TKysoAAFu2bBGxfv36AQBuuOEGEWNRMRGRf+DZnoiIiIjID7FHwE84LyeekZHh8ph2mkEiIiJqurxd05XHnO8NyP8wEfADOp0OSUlJAACTyQSLxQKz2eywurDBYIBOp2MyQNRMfPjhhwCAbdu2iVj79u0BAMeOHROxl19+GQAwdOhQEYuJiamPQySiOuLrtVySJCYDfo6JgJ9ISUlx+NdoNMJsNjfkIRERERFRA2Ii4AecWwZ0Oh0MBoNIBNgLQNQ8VFRUiJ/j4uIAAJdffrmIrV+/3uExQO0J0D6XiIj8AxMBIiIiombEebiPuwZBIoCJgF9w94W3WCxuH2fvABERUdNW2bVc+ziTAv/GRKCZUwqFTSYTAIhCYQAOxcLK75xBiKjpysvLEz+/8cYbANQCYUAdEqTdTllToFOnTiL24IMP1ulxElHdqer1mzMI+TcmAn4gJSVFFAkrWCxMRERE5N+YCDRz7loGWCxM1DxFR0eLn++55x4AwA8//CBiO3bsAODY+n/11VcDACZPnlwPR0hERI0JEwEiIiKiZsLdEB8WC5MnTAT8AIuFiYiI/AeLhclXTASaORYLE/mP0tIy8fOKFSsBAK1atRSxjvYhQVarVcSUYmHtegN33313nR4nEdUdFgtTVTAR8AMsFiYiIiIiZzqJTb9+R6fTwWQyIT09HQBb/4nqktL6/vHHH4vY7bffDgCIiIio9usWFhWLn8+cOQMA+HrzF2rsrBwryC8QsU8++QQA0MXQTcSMg40AgPDwcBFTjis4OFjEbr5lPACgQ8eOIhbWIrTax6/4+uuvxc/l5eUAgBtuuEHEAgICarwPqh62EDdN1b2m8/938+Lr54A9AkRERETNBIuFqSqYCNSz+ijM9eULrvQG+Lq9oq57D1ijQEREzUl9FOZWty7AF3WdNLBGoWExEahHOp1OfODNZrPD77Xx2gopK9On51g0BYPV2Q9Qezfs2gSgtv82RA1JGRKUlZUlYnfddRcA4L777hMxZTiMdjiOO5s3bwYA7Nv1vYiVXLwAAIgOVb+frYMCAQBtotTnPnP/nwAAfXr3FrEA+/6KbDb19UpKAAA2W7mIrXrnNQBARYA6HOjqkfIxjxs3zusxK06fPi1+TktLAwCcO3dOxJTvfP/+/UWsXbt2Pr02UWPkfB2TJKnWbnjr6xpZV70Jdfm3Id8xEahnSoGu2WyG0WisUQ+Bp5v/OcnJPj0/deFCh999SQyyMje7PYaajkk0GuVxymazmUXMRERERPWAxcL1zDnbNZlMYhpPZWYfX/6X6HQ6h5v/DLPZYbhPdWgTg4wq3oyPSZjjczKg/RskJSXBYrG4HDs/ltRc5ObmAgDee+89Efv+e7k1f//+/SI2YMAAAMCsWbNEbNSoUQCAHdu3i9ixn+Wfy8suiZjlyBEAwAlNi3tZmTyVqFShHotSeBulKVK+3H7+GXH1VSKmC2sBwLEgOTRE7jnIzcsTsd37DgIABo+6RcSU3gFt6//KlfJUpmvXrhUx5Tt+6623itjIkSMBANdff73LMVP9Y+tszVV2Lavq37gxXRur+/nw9h74mas9vn5WeIYlIiIiqgOV3dhKkuTzDVtjSgKAqh2P8j6ZBDQ+HBpUz7yNtVN6ByobLqT0BlTWC2CtYg2AdkhR6sKFVeoV2LwmtdJhQsrjSUlJAOTFzarSC0JERNTU+FJbV1lBcWO9RlZW6Msb/8aPQ4MaEeVL4Wm4kLjR9pIEeLr5r2pdsMGgr3IyoNAOE6psGBA/fuSPlGE7GRkZIvbuu+8CAH799VcRU4pmbxttFDHL4d8BAHv3q9uV2wt9y8rU4t6SEvm7VVqqfgeLi+Ui4MIydQXiMvt3sG3rWBG7947bAAAdO7VVn1tSCsBxqE6wvSD56x0/iVhFWGsAwJavtmj2WwQAmDp1qogpBdMdOnQANU68Uat7ld0oN6VrpK81g/xc1Q+uI9AEubt51vYSKDUB7pKAmiQAbm/2zUBa+hCRdFSFtneArf9EREREjRN7BBo5dzMDaYfwuEsAqnrzX2mLhCYB8WZMwhzxM1v/iapG6SX4dP0GEfvPG4sBADePGCBiO3fvAQCUlKiFvKWl8nfr0iXtsEL534ICdWXhKHvr+5333itiN954IwCgRYsWIvbfFe8BAPq2U1cbLg+UXzswMFDE9uz9DQDw4cZvROxcTg4AYNCgK0XszTffBAC0b98e1HSw5bb+NPfrIz9L9Y89AkRERERNQH0sNuppf85qc/9MABo/JgKNnFIbIGVluqwPUJPegNo+0YxJmON2GJCiubd2EBER1Ya6qg2o75tyJgFNAxOBZsTXJMBkMiEhIcHlsTVr1rjEnIuU0zXFjVqpSYmYo7n5T0o0wWg0ImGOb4ubEfk7ZUXh9m3biNjNo4YBAH47uE/EbPbCYGU4EAAUFChFeurrSfYFBNp26yZit//5zwAAfWysiJkz5aF/3TTbTb39DgDAh6mLRazP5XEAgIsX1SFJ4SFy4XCrCHW40Ii+g+TH2nUVsVi93vntElE98zQLobsYG+/8BxOBRs7X3oDKkgC9fRYik8Hg9oYfgENy4Gkbb6+flGhyPCaLBWtS5UXKeGIhIiIialyYCPgBvdPNv9lN0a/VahVDewA5KVCeo53NyFuvgNFodHh9i9UKg8VSO2+CqJmrqJBb8Hdn7hSxAEmesrOgsEjEysvlKUKLi10Lgyvs2wPAdbdOBADc99DDIhZi73XIsRf0AuoKwD///LOIDRkyFAAQFKNOH6qzz0xaVmYTsTb23gvThDEidvTIYQDA3j3qyudnz2YDALp0vgxE5F19NppVtn5BTV+bw4MaP64sTEREROTnnJMC3sT7ByYCTZzV6m1YkFX0BpjNZpjNZlgsFhgMBujdjNm1Wq3iv6SkJLd1BL5QegYAuVfAUtXVzIiIiKjecQiv/+HQoEZKW6Dry2xBjuTH9QajSAK0N+cAoNfrYbEP27G4Gb5jsVhEMlDVegFATga0Q5CSEk2sEyDy4mz2OQBAwdnjInYp9ywAoKJcHY5TWioPIbLZ1HYcqaIQANCua2cRm/7nWQDU4UAAsGvXLgDA4cOHRax1a3kl4DZt1CLlHTu+BwC07RgnYtmnDgIAIqPU9QaKS+WhSJGRkSLWKU5+zolTZ0Xsf2vlc8jceY87v20ismss18faHNLD4UGNHxOBJsx9PuAYNJvNLq3/7lr6TSa50NddT4FCO5WppzoBLedkgIiIiIgaDyYCzYraEwDIq/tarVbo9Xq3MwIpscTERKSlpQFQEwLAsVdA+zxAnhHIFwZOG0jkE6VYWLL/q41p2WzKVKFqYXAF5B6BIddeL2KH/pBb8L/IyhKx0aNHAwAyM9VCXqV3wGCfWQxQVwDOzbsoYtYL8s+hJfkilpebBwAICFB7JwLtP3eOjRGxspISl/dBRI0fe/KbP9YIEBEREZEgSRITAD/BRKDZ8Fw3kJycjDVr1lQ61t9kMiE9PR3p6em1fXBERERE1MhwaJCf0BYEOxcHV158TER1TWl9C3QYZiMPAwrQ1NopDwfo1OE25aiwx9QNjx2Ti461hXpHjhwBoK5ODAAtWsjFv9rzgDI0qMxWJmLBQfLqwYEoV4/P/tLadQ7CQuTi5OAAFggSETV2TASaPN9u4r0lAkRERETkf5gINENWizxTT0pKChITEx0e0xYGK48pv7uTkpLi8/ShaRmOMwQlxhs9bElEzkJDQwAAv/yhTu2Zn3ceAGC1F+UCwAWrXKwrSWqrvjJF6I7t34lY/LgJAIBgzfShSiNA27bqisGnTp0C4Dhj2LFjxwAAY8eNE7GXnv0cALC3vFjELhZcAgAEaFYgLs2XGyd0pWovwdVXhLh7y0RE1MCYCBARERGRwLn//QcTgUZO131ItZ9rsk8j6twLoEwRqowJVn5PT093mD60qsek9BwoawfMSUmp9rETERERUd3SSZwfqknS6XRi1WBAHsLj7n9lQkKCw/CgtLQ0tzf77pKA9PR0n4cFuWs94EeLyHfK9+X8+RwRq7DHiorUYTbz578AANi+bbuIffbZZwCAiMgIEdv2nTxM6Ny5cyKmzPdfXq4W/JaXy4XGISHq8J2hQ+Vkf+DAgSKmHJetQn3uK/98BQCw+csvROwfL8wHAFxzzTUiFh0lrzwcFhbm8r6p8WKrcOPi7ppaF9deX/+/+3o81DB8/RywR6CJ8nXZ7jVr1jgkA0rvgPamv6ZJgCIpKQmA56SEiIiIiBoPJgJNnPbm2xMlGQDUoUGehgEpawhUJQnQ6XRISkoSx8AkgKjqlMS+TZvWXre73f5dzty1S8SOH5eLe0eNGiVi1wyXW+TfX7VKxJSehYJ8dXXgjh07AgBiY6NFbNCgQS77VY4rOztbxMyZ8jHcddddIjZ50kSvx09E1ePrKr81WQ24Ji367A1omrigGBEREVEzUp2b8qo8xznRYBLQdLFHoAnTDg9KSkqqUSsAERERNW7O13lfhwkTecJEwA90794S8UZ5BqH0NHn4jh5ARnqa25+V52RlXaj0tbXDgpiEENW90aNHA3As5F22bBkAoG+/fiK2IV0eEtQtukLEpEi5IPh8cKCIleQeBQAcOnlAxL6Ni7Pv6zqX/a9YsUL8rBQd33HHHdV4J0RUV6pzPfY1qdC+NpOQpo+JQBOnfCGVG3Ln1gKdTgcpK9PleRaruiKxu5WGTSYTexiIiIiImjEmAn7AYrW63OxbNYmA1WJxSAwAwGj0viqwdkgSewOI6o8yzae2QDf5yScBAO8tXyliZy0HAQCTbhohYhesufJrXFCnKD1x9gwAoKxC/Q5/9pm8inCfPmoPQ4V92tB169aJ2KRJkwAAHTp0qO7bIaIqUq6/ynXXuSW/JtdjDjXyP0wEiIiIiMgrFgg3T0wEmgkli1eGBykxIiIian60w3e1w4SJqoKJQDOmnBC8rTHgSbL9Oc4nFW3Cobw2Ew6i+jdy5Ejx87Ah8krApw+YRazP5V0BAAU5atF/SXExACAwPFzE2rVrBwCwXlTXFjh9Wh5KuOBv/ydiR87mAnBcgXjGjBk1eg9EVLtq43rsruWfvQHNFxOBZkS5SXdXHOzMuSbAuYbA3WJjVquVX34iIiKiZoKJQDPkfJPv8JibGYKUwmGrm8e09AYDAHAVYaJGQJm6EwDiOsir/v7pliki1qJFGADg1KlTIhZRWAgAKLL3DACA0r4vaWL6uFYAgMLiUhH76tAhAMB9iXNEjEXCRA2rPmb343W+eePKwkRERETkE44MaF7YI9CM6HQ6ZGVudvuYu54At9t56U0w+PgaREREVPfYWk81xUSgmbFYLDDYh/BoY+5YnW769QaDuNl3lxDMSUnjugFEjcTWrVvFzwElFwEAeflqwe+JU6cBAIX24UCA2pJXWFQkYsp3OV+zXX5pCQDgp/2H1ecGypeLLl261M4bIKImhT0BzRMTgWZCp9Nh85pUAL63/uv1egC+1wg47w9gawQRERFRU8VEgKokJSUFa1IXImFOckMfCpFfKi6WW+u3ff2liI288goAgNW+crBWYGCg+os9cQ/RxPLtvQNRoeq0oJI90W/bMkrEOrcPBQD8+N0WEbtp7FgAQIvQ0Kq/ESKqkfpuiONaBc0Ti4WJiIiIiPwQewSaOCUzV4YFVcZqtUKv14t/RdxpWJBBr4fFahX/AkBSoklsuyZ1odg/hwcRERHVj4a+5iprFlHzwETATyh1AEoSoI0pSYDeYBA/Kzf/7oqGLVYrjHV+xETkzpdfykOCtn6jDtEJLM4B4Li2gHKzYLPZRKyiogIAUKwpDC4ukYca2TTPLbCvKaC92NsqJJf9fvmFfCwTJ06o9vshIqKGw0SgCdNepOckJ8OgaeGvKm/ThrqTnpHhcBwN3UJBRERERFXDGgEiIiKiJqCxNLo1luOgmmOPQBO3MDERAJBhNle5VV/LoDcg3ug64Md5rQEXRiAlPb3a+yWiqtm39xcAQKlVHd7z8effAwAuaIb8hIbIswAFBamn+TJbGQAgMlidIahPp07ydoFqu1CgTZ4FSDusqKhAHlZUlFMgYr/88jMADg0iImqqmAg0cclpaQDkhMBdMuC2MFhTMAzIhcHxRiMyzOYq7786zyEiIiKihsdEoAnTVu5nmM3iZl6bDBgMBpjNZhjtrf1WqxVmsxkGTWGw8jyDXg8r7EXFkH9W/lVi7nod2EVIVH9m3nUXAGD9mv+K2OCOnQEAu0+eFrGYVi0BAK3s/wJA9qmzAABDbLSIlZfIqxGXl6mt/wH280pAoFpAnJNXCgDQRUSI2D333luTt0JEVdRYavI4a1DzwUSgmdDrHZMBQC4A1rspINbr9bBaLGIoUIbZDF/qjJWEgIiIiIiaPhYLExERERH5IfYI+CGj0QhLDcf2K70OjaGLkqipUub1B4Dt330HANjxww4RCwqQ22qGXX2NiA0eMhQAEBoWKmIB5fK8/1d1UE/pB4rloT4lxUUiNmFIGwDApePnRexgsTz8JyQwUD0w+9e6uKJMhC4WyEOIbkmYLmIdO3So5B0SUXPDYUHNCxOBRqiyL5mnm2+DXo8MsxmpRnkIz5gMddafDPu8/0ajEVarFZsXGmBJl2MWvcHrsB+lLKAGyxQQERGRB5U1qvHmm+oKE4FGRqfTQcrKxJzkZACAyWRCeno6UhcudNzGftJQ/tXpdEiMj4deD8wxy3fsWakGAED3Oerrr5FnG8WYZAsAeTsDb/CJGoQ1N0/8/J+3FgEAunVUv5D9+/QFAGz53woRU1YAvmWSScS2rFkFALiyb6yIzezcAgBQWKjuIztHvpk4k6+e+oMDXW9AyiR5H2U29THlPiU6JqbS9+XJmbPZLrGAAHWEaqz9tUNCgqu9D6Kmxpeede3kIMq/7JGn2sBEoBGak5wMk0m+yKenpyMpKQkWqxUpKSkAgDWpC32aOaD7HHm2oKxUo0MMkHsPjAY5UfC2VgALhImIiIiaJxYLExERETVy7AGgusAegUZI6Q1QWOzz/SusTr97ovQEKD0D2pg8NKh6MszmGp2QfBnryBMe+YPvv98mfr6yfy8AQPvYcBE7dUZeF+D8uXMiFhBg//7o1Hac0AD5+xKj+WrtOSIXC0dGtxaxjrHyqsBB+er6AFkF8nMDoD652L6isAS1mFkKlofrTP/THb69OY1t2+RC6Iz/rVb3a8kCAOTl5orY5X0HAQD+/vIiEYvUrFtARA2nJnUKvlzTWQfRMJgINCI6nQ6b16QCgDrHf0YG0tPTER8fL4byzElJ8/qlEsXCyRbo7c9RzEnXw2w2I3OhAZZ0eZhQitXg8hqAXCRc2wXCSg2EOJ7kZPG+ACA9IwOm+PhGs2gKERFRXanKda6p3ij7+h61dRBUf5gINALKB1+bBKSlpQEAzPZpOtPS0pBhllvxK/tSKcXCWsrrGI1GGAyGBi0WVgqhk5KSkJSUhJSUFIdkgKi52/jZRgDA4V++F7Eru3cBALzz/geaLeWW+dgOPUXk6muGAwCKi0pFbKu9mDj7XLGI7bogPzc0TG3Vv6GHPEVoQMUlzT7kaUi1pxV7PTIkqMGQFvJ24eFhlbw7WV7eRfHz66/Kkx3cMnyAiBni5GlQf/pe/Rsc2v8zAODSpUIRY48ANUdVbejiDTLVFSYCDUzbCwCoScCcFDkRSEpUhwmZ4uPFc5xPIkombYo3ih6BOWa59V+v18Ngv9FWfnfoEbDUTyag0+kQb1Rv+J2HPBERERFR/WGxMBEREVE9qc6wV3fPaQq9BBzi2/ixR6ABVdYboGXQ62EwGl3i7ihDgzYvlFvfh2gKgx2Lhas+NKi6hcLKe9UOA7KYzaImQH19CzLM3msgiJqSwiJ5dd4Nn64XsTN/7AQADO7eWcS+yPwNACBFtxexod3llYCPnSsQsbNnzwIArrl2uIg9XybfELRuFyli9w6UT+9Bweqc/FlH5SFBZy6p2wUEyEOMJElzU2H/Me9ivgiNu00uEo6NjfX0VgEAFy7IPZJpby4WsZuGyesh/Lp3n4j17dEDAHAiRx0GdNdfkgAAbdqoBc5EzUlTvbZVJ+ng8KemgYlAA3FXGKwkAdovj06nQ1KiyeckAJCTBkC+2bdYrS7rCOj1eugBn9YRqCnn+ofNa9ZgTEKCeHzzmjWiHkLRVE+UREREnni7tmlvgpv6NbC6jYXUMJgI1CPtB91k0MNiNiMxMVHcCHubDUjZFpBvqn2ZVUfbI6Dc7Fdl+tCazhjkrscjOSVFTGWakpZesx0QNVIXL6ot+O+9+SgAoPDYDhFrFTkEAPDtXrWQN+kfckHtu8uWiljOAfk540ZcK2KffvoJACAx8UERC7WvDhxWoRYQ7/yjBABQUlomYld3jwUAtChQ93swXz4vBWoGirYItZ+rtKcYp1VNtZReAAB46/V/AgBG9O0qYn/88QcAYNv+IyJ2y3XXy8ccsVfErrtejgXwpoCaidqcNrMpzKrT1JMYf8REoJ7odDpkrTE6TOc5J0G+EVaGAtXWFyjJIN/kj0nWw2K1Qq+5o1d6BHyZPrQmPCUBABMAIiIiosaAxcJEREREtczfFtFib0DTxB6BeqDT6XAh03G1YHNGBhITgTHJ3gtjla7A1KREn/enFAtbrBZRf6AUBott0qywWCovFtZDDyvUbv94o7HSYUnu6h+0vQHKc5vTCZD8T1FREQDHGps/Dh0CALz7ztsidnOvXwEAw8eqw3H+ueobAMD/LVEX14uMkFcUnjBpsoilbM8AALRrpX5Jtx6Q59r/30dr1YOxv/Q3hy6IUPt2LQEAwUEtROxotjxc6GKROlyorFy+DJRrxgEphcPhEVEi9vEH7wMAevXpJ2LX2Nc0WLH0LREbaR8StHefWhh87KJ8gBNumy5ihUWFys5ErLRUHdpE1JRVdlPs7frXGBfUrGxYkq/vt7G9L2IiUGecvzBzEjKQuiYe5owMEZPn9jdX6/Wd6wTkOfqNsFrlBAAATEYDAM+FwMqU/maL1Ws9gPKYcr9jMOjdfqndLYymJACAYxJARETUnNTH9U17Q17f11N3jXj+1uvRHDERqAXuPuTaL0dC95ZIt1iBBLkXAJCTgO4JVZuKUykqTkxMRIZ9pWBl34mmeBjFzbzvMwwBgMEIpJutDi3/ZqvnBCXeoEeaxeqwfwAeawIAJgHUtCmf3a+++krE9tlbvM+cOSNigUHyKfXk4WMi9spXcmJ+zbUtRWzqg3KPwWUd27rsK0Kzku6lYrkFP8BmU4/lUg4A4L+p/xSxMb3l124ZEaoei33gZ0WF6/euTLPdb2fl1YjPX1KnCi0qlacZlWxqC31crNyzsCrtdRFbtezfAICk+2eK2O7du+XXPaMWTP9zifx+P3h/lXoQJfa/m+YcEhwS4nKsRI1RZfP6+zpDUG3tuz5VZf9MAho/JgI14C0rd/7wmwx6pFusSE9WItWbj18r3mhAUpI873ZKSgr0Br2YOrSqTEa5sFhhhOepRS1Wx5v+MQlzKi0MbugTFxERERE5YiJARERE5ANvNW4cJuPIn95rU8ZEoBq8jY9XOBfWrMm6UO0CoOoUDCsMBj3SM8xi8TCv2+odewUAQK/XO/QKWKxAUlISUjTDfpTj8lYYTNSUHTlyBADw+++/i9iAAQMAAGVlauFtXl4uAKA8RC3QHX3HHADAAw/NFbHu3Tp53Feb1q3Ez517DwQA/Lz/gBprJz9e0qWDiNmKswEAwYFhInbafiz6MHUV4ZCgQABAaKC6v4Gd5Occv6i+D1u5PHTofE6OiLXsLK8OXKZZgfhq+99g7151LYC9J+T9vrJELSC22coBANu+3SRixlbyfkuK1JWFt3+3BQAwfvwUEQsI4M0ENTxfxsc7X+OV36tzQ9wYC4Z9xQSgaWEiUAvcfWGdC3lr+0udkpKCpKQkWMzei43TM6pXjOyNxWx2GJIEVK0mQHuSSBgzBvEmk8vjTfUESEREzZ+7G3znQt6msABYbfP0fiu7pvvj36qxYCJQRZ4yfu3vgOsJoSYfcHlGIAPS7TMOpWdkiCRAiRk91Af40hOgpbyGtmdAWZDMarXCoLfv36gWJKdnZDhsb/aSnGinUrVa5CLK5OR0kQyYDHosXGhgMkCNilIkHB4eLmLnzp0DALRv317EOnWSW/rLy9WpQntecQUA770AAHD+nPwd+nGnugJx1q/y9KLBce1ELCQ4GABQdv64iHXp1gaA40W4Y8to+bmBmuZ/O+1X61KBXBAcXKEuK1Non8YzJEgt3j11RF4d+OqRY0Rsx08/yY9lZ6v77S73YuRdVFv6/7fibwCAWy77VsTCW7QGABwoKRaxFf98HAAwYvRYEWsZoxZPEzUE52u4u98B1wbAmlzDmtP1z9f3wmSgYTARqAHnLz1Q+19eZU5+7VCczWvWIC0tDekZGTAalLUA9DB4WxCgEhaL52lG3W5vv9nfvGYNxiQkuNz8pyYluk2SLmSakJ6iriwcbzJi4UIDkpPVWHKypTpvgYiIiIiqgIkAERERkQ/czeNf263YTbk3wFNvCTVeTARqgS81Ar5+GTydUJKSkkQxrtIbYLBaYTXLLflmVHdpsqozAGJIEiD3CgAQaxsAco9BvNHgcsJUhgMBgMHo2oOhrLOgTrNK1PAKCuQ58bVFsSNHjgQADB06VMT++EMePhMdHS1iw4ZeBQD45ysLRaykRF4foLREnaffvP9/AICs38+J2CNT7wQABNlKRMzy9TcAgFYVanHvmTz5dQI0Z3RbqVygGxCgDvlxd+NiKytXHhSxyAp5aJNaZgxIBXkAgENmdTXk62+9FQBw4eJFEduxbTsA4OE7bxexaMhF1rNvVNcvOF0uD3G6avglETtxXj6f7dyunl9uGjfR/j44ZIAaD19qBHxNEJrbzXJdJUhUN5gIVIPzF72ymQPcPdeTxCTHMf1pKRYxDCfN/m96RgZMej28LgdcR5RaAIP9X21C4E6Sffli5X0nJ1uwcKHjgmfdE8yibkBZeXnzQverFxMREdU354a9ymYKdPdcf1PdWRIBJhH1SSf56ye0BjwVCXmKaX+PN7nevGekyzfVzkkAICcC8UbHuEmvh95eBKy0sOvdFAUbjEBKihnxBr3D41aLxWV7JaZtsbdYrS4FyM7Ti1qtVlg8JCQGzbZpFiuy1hhdxv+nW6wOJ9ALmSaRDCjGJFv99kRKjcPJkycBAGPGqIWySo9AbGysiCk9AVdeqSa7323/AACwdc9/RezSJbnFPTZKLT7uZ5SLZ3/ZqraQXxnUHQDQvaXakt4lVv6+lZaUi1hImPz42Yt5Inb2mNyz0LtHVxGzlcsrFAcGq0XA5fZi3XxNwW+ZfSXjUE2h8al8uVfkXIG6AvF5+786zXZhpXJPxdEC9ft/zVD5vf30oxq7bPzdAIC+HdWpUa9tJ69K/J/N6vSrT70lr+DcoW39N3z4O96MqTxNCuIpxoYs73wZKcHPX834+tljj0AN+XJCUGILFxrFjbS2ONddAqCVaHRsQVfuu61WxwRAr5djipQU94OF3CUNbhMJNzf4zmsN6PV6hxt+IiIiImoamAgQERER+ciXkQDaGFFjxkSgGty1/le22qC2NwCAmOrT07SdaSnyEJo1ifLYeXejbyorETDFG71vUEucVx/2uJ3BAIBTg1LTo6wPoKwnAAD//ve/AQBdunQRscmT5RVxP9u4TsR+P7IRADBkUGcRKy6Wh/XYQtTzxtmzcsFv9wp1XYIpV3YDAEiB6jCgcvv5JQLBIqZMxR8REiViPS6XS32lIHXYTmCI/Tmac1RghDxPf1ALdTiOdEkenqQ9k8WGys8tKlWHFQXYtyvMU4ckBenk4uTgYHU4UzeDvI9cy0n1mM/Lw4C6DlAvQ+eOyW+kKF89Zo4OoMbA3TXe3b2A8zZEjR0TgRqq6Zfdl7n/67Mm2Ln2wB3n4UFVEW+0Ov0un0Cz1qhJi8XMoUZERNQ4cex6zTFRajxYLFxPlBNHqtzAj0R7S39aWjrMBteZgrz1BFSmNobse0sEANeiYXm/3necZrG6LCg2Jx3IWmMUCYjzYwBPGNS4FeSrK+P+8MN3AIBvv/lSxHSnNwEAbuqpPicQcgv/EZ362f5su9y63j9APR9c2aMtACBAbfyHu6+DErt4UecSq7Qgz17oW5STI2LF9p+Ly9WeiOxQucegwKZOW1phf+3ioiIRK7UXGheUqs/VG+RehCGd1HPEvjPyv12C1ePb+7v82rNSVovYdfHjPB579rkL4ufAQPm9t9THqu+NN2w1wr9fzfDaVX387NUci4UbmEs34WaTw+9pafJdbmKiyeFnQB0WBKg39Q0wU6hb6d5u9is5yHijHi2HpIupQq0WC5Buht5gwJwEZaYg+TWU2YSIiIiIqG4wESAiIiKqITZe1Rx7AuofhwbVEucPr/OiWRlmx6E2mxPjAcg9A9phQnPS4XHdgKr2CtRkiJC7oUHpVis2Z2YBlsrXMNauMiwfi3owCXMqXza4Kh9LdycOfqypLpw8cUb8/MGHywAAP/zwoYiFRMjDe4LD1LUAdPYVcTuFR4jYyNZhAID9P6tDW/ZJwwAA8aNHitjZrz4DAPTurH75g4Lt0xNrjktZdPdSoRotvCT/HBgYAG/KS+Ui5bJ8dX2AC/Y1BUKuUY9lUuIDAIADO78TsYsF8vts26a1iO35VV4XICRULSrOPi2/3sEjWSKWdVxeheCG+Iki1qvfAPn12rYUsR+/3wYAsNlXOwaAYHst8e+7N4vY4VPy8X+8cauItWrZSLpSmyjelHnH60ztqsrnzd3fnp9XRxwaVE+UD57zjb92DL3VanW5iR+TZl9BVzM0SBkTvzkzy3HbId1hslgA+zj6uhom5G6hMUAdDqQcl8VqhcWeKKSnq2P6TSZ1+JM2rjymxBJNchIUHy//mzAn2esHtrIv9+bURABq8pGSVnmiQkREVB1MAGqHt2s7/8b1h4lANWg/vEoC4EvxrF5zBy8v/mXFmLQMZDgVxc5JGCNuquONRiQlJSElJQWJbo7FuYbAapVXFAaANDerCldVutWKpKQk+ReLWSQByk19UlISDMZ4cdwKk8mEeJN6xMp7itcsjjYnOVkkA1rOJ4d4o+fMJynR5NL7QFTbNm2SpwBduuwJEYtuK0+Z2f4KdZrMEptcIFtcpLbCBwbJp9mTOpuIvbrrKADgxiFJIja9by8AQMdIderMTYe6AgCsF06IWMeOreR9XCpVD7CF3Pq+z3JEhC6LigEAhLdWvz82e+t/ULBafVxYLBf6qnsFTtoLiGeMVb/T33z+KQDg4iW1t+O2mXMAAC8/97iIzbj7fgDAWc1KxZe1lYuee3XvKmLm3+SGhZAW6mXorUVPAwDyradELCpU/pt2aNNKxPpfIZ/Tel6mHvO5C3LRdmmZWqRMVFt4Y1q3+PdtOEwEqkhZE0DhaRpNuRfAe9O9t/n33cWV4Tp6zdAhdzFPKwprn+OcHHjqDXBmsViQkpICQzWTC3c37WtSFzrc/Hu78Vck2YdTeVqHgYiIiIi8YyJARERE5AFbq+sG/66NAxOBKnC3QrAnlfUGKDLSNdNkWsxIS0tDRoYZGRlyy7kp03XojPa1jU6rB+v1QFKi63McGNysOGwwwmKxVrp+wBx7oa/FXjCckZGArMzNDtsox59lNLo8NzV1oUMsOTkFCxeqwyNSk0xIz8iAM6UHQMGeAKprynAgAFj5waMAgPZXqAWrtnJ5SFCpTfMkSR4SFBYW5vJ6gUGai16ZXFw74dphIvRk8pMAgKuuUmMRYfKQn6xDR0Ws0F6gW66Z4z8gQB7KEx2gHl9hiTx0qejURc3xyY/rAtShS0VF8tz9BefU71SBfehQfp4aeydtpfxYobqOwJhRcjHxvr0HRWzrpi8AAG3bxojYnn2/AwDat1PPXSePyKsMn9mlFh+P7BMLAAgLaydiXTp0BAAEaxZTyL0kFwb/fkqtp+p6+WAAQHSkWpRNVFO8WaXmjomAj6qSBFSZ/abaYrW63ARr92e236Sb07zfrNcqp+FLBoPe5Sbc09+kOn8ri9UCU3y8y4rLnm78LVbHv0VKmpknbiIiqjFeS5oOzhhUfUwEKqGdFahOkgCoN8wWi8VrS7exBkW/1aV9zxlmM1JTUzFmTILjNh56ETzF3Vlj7ylImJOM1CSDTy3+zkkAewmoNpw8KU8R+kbqXBHr3EdufS+zeZ+K09vFSDP7JXQV8uvs/3WviJ05I0+n2alzRxE7ffQQACAqMlZ9nVL5uQGa8t7sHLnVPyBA3X/r6CgATjczOvtzytXtgu0rBcdqejGUSU2tBeqUosOvvQYA8OGaT0Vsz/798svq1L/L71lyK33rdleK2KUC+fhKYsNFLDJCXqm4U9jlItY2Vj6+NvpoESsukbtcLhSr3+8j5+Xi6YOHzonYDZOHAAAiIlx7Y4iqggkA+RMmAj6qqyQAcL1hNuj1SF2TKh5TWuR9KeZNz1CLcU3xboYAeVHZsKCaUGZBSklJUWchqgElCeDNPxEREVH1eG/eIiIiIiKiZok9Al7odDokJtXdcJy0FAs221v+AcBiNsPgpsg4LS0NJh+Kj9MzzEhKUnsBUlLMVe4VcGbS65GWlgYAoiVfe4wWq1W08msXFMvIMLtt/de24CvbOxcMW6wWGPSuf3ftUCD2BFBtkirUoQCr3n8HABDaUv2MVVREuzzHV8pooVxrsYh1bX0VAOD86eMi1r21XEDcKU4tlP3tS7lg+fK4OPUF7esSFBWp6whERsnjjkpK1ALiFhHyvPthYeoKv8qQB4di4Zwc+d/z50Wsg329ActBtQj4sg5tAAAtNaOffvnlVwDAmHh1BeIv18t1TjePGyViOeflwUbXXnuViO3bJ792sWYYRnaYPAwoIqyFiB08KRdKF5Sp6xdU2MdZtWkdJWKH/9gFAMi7WCBiMdGRIKoKDgsif8NEoBFRCoVrunCw2VzHN8l6QG/fhUHvWjysxFGLh+G8/oBzMbEiKdEInU7HkzkREZGfkCSJBcPVxETAg7ruDXC7kJhVTgIWrkl1qRvQ1gfIqxK7Pj3eoHdYTCzew82yJ3qDwWudgNW+qnBqairS7AXDFr3ebS+GHu7zAHfbaq1JXYiEOclISoRLr4Cnm39nSjIAsHWHfHM+R/20fv39+wCArn3U1mSpwuUpPlM+iyUlJSJWUS5/Lk8cUVfQHTpMnv6yTDMtaJC9gDcyUm3BLyiSHw8NVmO6XHlqzZAK9ZQeGhtg35frSruSpnI5JFJ+n8Wak4pShpxzTu0luPkmuXdxUJhmes5i+bVbtFGn9owskV+7tFSdZjTcPh1pcKB6fMH2v8vwa4eL2KavPgIAdGvfXsTK7Ks1x4ar/z9axcg9NHkluSJmzfsFAPDskw+K2MuLlwEAQkPU4yPyhNeLpk30eDIhqBImAg3M08rC7h6vbHSQ3mCAqf4nFqoxg14Po33NAbOblYcBIN5odOgViDdqV3d2TV6SEuXH2TtARERE5B6LhYmIiIioWWDjX9WwR6Ax8TSext2mHoYH1QWlUDktLc3j1J/OPRsGqxVmp8XIPG3rq3hjzQqfiTzRFgvbbHKhbICmoFaCa1ezcq1xd9HRdk0rj5fb1CWIS4rlwuHWXduqT7LZhwsdPixC0fYxScGh6uuF2o+1uFg9vk7t29iPU1VR4Xk8k8MhuxlGFxkiFxif0gwVLCyXj7/VwJ4iFttKLtbNz8sTsXaXyUXPhZfU4t7oWHlYT1GRGguxD23S62NFrNhepFxWoRZC9+lscDm+oEB58FJRmVqAHRMtv9+Dh7aJ2LfffgsAuGlMJautExH5KfYI1DOr1erxRtgUHw+90YCM9HQR83XGoPqiHLtxYRKMC5Ng1QOJSYku25kNepe4xWJxG/NUHW2xWtwO+3Fm0BvczjIEONYLEBERUfPHXgHfsUegHrltHa/BIl7aXoH67CGwWCxiTD/g+T24i7uLpaamitoAZapSovqkvWhUSHJxammpGruYp7Tma1rmQ5V/1ek5AwPlx22a1v/ikiIAQFGxWrRbcuq0vN/OndTXs0/zefTQIRHrrpyhNblsUKBSfKy2mgfbpxQNClJXG/amRajaBlRWJr9ekGZl4Qp7a35FqboPqz02eMpYEdu9Y4e8f00RcGxXudD3t73qqslhIfJxHfjlFxG7ZrRcJJz5U6aIFV6Sp/4stqkt/bEh8mrE5W4qtlsEq9OMXiqVn3tZe3X14rX/fRsAcO3wa0WMKw8TEanYI0BERERE5IfYI+AjeUiPa1wZtaP3MnzH/Th5+d/0jAwYNFODGu0/Oz/H3ctrN6lJb4DBoK4FoExTWllPhTK9aVJSElJSUhweM8XHw2gwiHURtHHnWGJioseZgmoL1xYgIiLyL1xbwDdMBCqh3JB7utFW4r5O8+n8Oqmp6poBFvsNsd5gEENkTHq9wxoCztIzHG+iq7KSsDIvvznD7HUfYnurFWlpaUhMdBzn7/y7t7inbZX3a6iv8U1EGpFR6tz4XToNAAAcO6omreXl8hAU7TVF+TkwUB3GEiJGCWmTTvnnwkL1ydH2oTQXci6IWEmRPIRIr/kOtO/dyb4v9fVO51yUn1umrqCbfVoeNtNZM7ynbRu944ECCAiwFwaXq0OXbGUV9s00Bc72n8Py80Xsqw8/BAC01pwrCovltRFCgl2H7ZSWqesIKEOXbJo1DQ7u2w8AOPX9ThELiQhyOWZ36btkjxZrioWV8VMREZpViX/fBwAouFQoYhwaRESkYiLggZJJmhKrXqhblXvZOXPmuI1rC4Q9JRbpGWYkJak3/mkZVofEIN7gPYlw7gUAKu8JUJKB2qYkAHLPStWSAV8KiomIiLxhzzH5IyYCDayyGYEqa6k3m+2z+Bj1sFgsMMWr22dkWLwuMKb0CFgsVpEAeBsapLdPB8pWe2putK3EM2+fCwD4W8p36uN6uQVdB9cVass1U4/aG/UdiFWuA9RW7rBc+TvUq7iViAWGyK3qMT06qPuNlo8rUPPcS8VyAW+4PlTECnPk6Tt/O6lO49mmbUsAQItQ9ZhFQ3uFWh5WnCMXLgcEaLs77K8RFSVCufZzwsnfDohYgE5+HYf+D2XaUocueWULNXbRfsMVHqgpto62t+ZrekAkyK9XAbU34WKx3CtSbFP/4IH26V7LNb0OpSXy67hbXZmIiFgsTERERETkl9gj4IW20MSUqK+T6TmdW/yru2SA2WyFwWBARobvw2SUoUG+Muj1sKD6C4LVNl+HBFX1fRIRkX/i8CDyN0wEKqGcEJR6gbq8B1aG6vgqKTEeKWmOs/A4v4S319TeIPs6W5BBrwf0elgq+UPUZrJQkxoA5T2a4g3qEA2e5MmLG2+8AQBQWrpKxJ5PkYvcbQHnRCxAmbK/so+TfTRMQaFaoBtRIA/5KS5Ri12D7BueOa8WEFdk58gvoS34LZWLcHd/c1rECuwr9upbqMOArOdOAgACA9W1BSrsw5jy80tErNwmD5spK1CLj5XhPdrRPa0i5GFCxeVqYXCFm+9Skf09lWmKhd3N3KFESqFZqyBYfs6hE8fUfdiOysekeW65pAzVUju1lV0UF6t/52BJfk9PPaHWYv3r3+8DACIj1PUGiLR4rWg+tPdw5B4TAR9pewfiTbW30q/2xttcjfvdeM2NvvPNuUGvhzmjbqfm9ESpJ2ho2kQoKVEurGaLDxERVYbXiuaDU4l6ppP4Ka8yfpiaPn7sqSpOnz4LAFj1/nsiVlpa4mFr9yRNm3aAzb6ar+ZUUuHjR1I5/QQFqq3htgrJ4TEAkJQXdPO6Dqcw+y++ntfc9QJoKY9W5ztWIaZk1ZavuRYae6N9G0oBdIVmdtNH/iIXg4eHs0egMrzWqXjNaPr87fPs62eWxcJERERERH6IQ4OqgS0DRERE/sPfWpPJf3BoEBEREbngzS9R08WhQURERERE5BETASIiIiIiP8REgIiIiIjIDzERICIiIiLyQ0wEiIiIiIj8EBMBIiIiIiI/xESAiIiIiMgPMREgIiIiIvJDTASIiIiIiPwQEwEiIiIiIj/ERICIiIiIyA8xESAiIiIi8kNMBIiIiIiI/BATASIiIiIiP8REgIiIiIjIDzERICIiIiLyQ0wEiIiIiIj8EBMBIiIiIiI/xESAiIiIiMgPMREgIiIiIvJDTASIiIiIiPwQEwEiIiIiIj/ERICIiIiIyA8xESAiIiIi8kNMBIiIiIiI/BATASIiIiIiP8REgIiIiIjIDzERICIiIiLyQ0wEiIiIiIj8EBMBIiIiIiI/xESAiIiIiMgPMREgIiIiIvJDTASIiIiIiPwQEwEiIiIiIj/ERICIiIiIyA8xESAiIiIi8kNMBIiIiIiI/BATASIiIiIiP8REgIiIiIjIDzERICIiIiLyQ0wEiIiIiIj8EBMBIiIiIiI/xESAiIiIiMgPMREgIiIiIvJDQQ19AERERNT4SJLU0IdARHWMPQJERERERH6IiQARERERkR9iIkBERERE5IeYCBARERER+SEmAkREREREfoiJABERERGRH2IiQERERETkh5gIEBERERH5ISYCRERERER+6P8BDt4gbd+8sjUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 780x310 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TU4P33nsPS5cuDfpmbIqePXvC4/Fg8ODBUhZqcVhZWYl58+b5aKa33HILtm7dihtuuAHdunVDYmIi/vKXvzR7DlY2bNjgE5LjzxNPPGEbf2vl/vvvR8+ePQMWRFYyMjLQo0ePoA+sUaNGIS0tTf5+xx13oEePHlJxsVrHGhsbUVNTExDmc9ZZZ+F3v/sdxo0bh+rqakRHR+Oss86yjfMNxYcffmirPEyfPt3n9+jo6ICYW6/XG6C0TJ8+HQMHDvRZ2Fupr69HcXExunTpAkCEGz3yyCMA0GQok8ny5cttY9F3795t601Zu3YtrrzySgwYMAB//etfwzrH0cqWLVswZ84cny8+q6v8tddew4IFC/Dpp5+if//+cLvd8p7ahefYhevMnz8fX331FTp27Ij7778ft99+O9566y0AYsFsWgQ3bdqEa665Bvn5+TjzzDOxbdu2VvHINTQ04Pvvv8ezzz4bkBcEiC8tTdNQUVGB5ORkKd+wYQN69eoFQCjnZ511Fq6++mp89tln6Ny5M26++Wbcc889cDgccDgceOmllzBhwgQ8/fTTyM/Px7333osJEyYAEM+fLVu2oLGxURobdF2Hx+ORz6Bff/0VjY2NmDhxIpYsWYJevXrhgQcewDXXXBMw54qKCtTX19sutquqqvDNN9/gwIEDuO2227Bu3TqZQOmf9+DPW2+9hbvuugt5eXkYMWIEsrOzMWXKFOTm5vooMSZ1dXU444wzMGXKFFxzzTXYtm0bJk2ahDfeeAMvvvgi9u/fHzRmGxAeKf88i59++ilkbsmZZ56JnTt3IiEhAQAQHx+P3NzckInMLper2SEg5NBTUFCAWbNm4ZNPPsGUKVOQmpoqrfqbN2/G2Wef7TNe13W8/fbbmDFjBoYMGYLCwkJomoZTTz0VdXV1KCsrw913393i+SQlJeGWW27xMQDquo5///vfePjhh3Hrrbfi//7v/7Bq1SpcffXVyM/PxxNPPIHu3bvL8XV1dRg8eDBqamrksyEqKgoxMTGIjo7Gzp07fUIC/bnlllvk6/j4eGRnZ2Pp0qVB95k4cSImT54MQBgDpkyZgnfffRcjRowAAPTq1QszZ86U13fbbbf5eA2sHrSBAwfi9NNPx4oVKwI89QMGDMBbb72Ft99+G+eccw5+/PFHJCYm2no4YmNjw/IIRiLtQhGYOHFiwB+uqqrK5wNnxq8CIgSnX79++OSTT8Ky8Nhx9dVX4+6778YLL7yATp064c0338Qnn3yCiRMn2o6fOnUqJkyYEGDZ+etf/4ozzzwTy5cvt01cDcXkyZNxzjnnYPz48TjzzDOxbt06/OlPfwqqmX/00UcoKCho0r21adOmJisIJCUlNSuLvra2FjfddBNOP/30gG0ulwv3338/AAQk9t5444248cYbfY5TWlqKPXv2BFg7gxHsWvzl48aNwwMPPICbb74ZycnJqKysxIIFC/D3v/9djhk+fLjPQq5Lly7Izc3Fo48+irq6OlRVVSEqKgo9e/YMmfip67q0OJSXl2P37t0oLy8PcEdaWblyJbZs2YKXXnoJt99+u8/fuUePHrjllluQnp4e+mYcpZjPgIaGBlRWVmLixIm4/PLLbce+/PLL+POf/yyVUrsk/KZ48sknZc7BrFmz0LVrV58Fsckbb7yBa665Rj6L+vbti5tuuqnZ5zMZOXIkoqKi5Ht37ty5AZ5HQHxpXXLJJbj99tsxe/ZsxMfHY+7cuVi9ejWysrIACMvb7Nmz8fTTT+PFF1/Epk2bcOWVV8LpdOKGG24AAMTFxeGtt95Cv379cNlll/l8Fvv164e+ffvi4Ycfxu9//3s0NDRg5syZKCsrk8/j/fv3Iy8vD8888wxOOukk/PDDD7j88svRs2dPnHPOOT5z3r9/Pzp27BhwLZs2bcJVV12FG264Ad9//z0mT56M+fPny7hr/4WVlSeeeAILFy7EJ598Io0Wy5cvx5133omZM2dixowZAfts2LABHTt2xAMPPCBlGzduRGFhIa688kpUVlaGDE/MycnBySefjJiYGIwaNQorV67Ep59+iqVLlwbdZ+vWrfjiiy8ClIXly5fLxZY/qampYXlDyOFB13VMnz4dH3zwARYtWoSBAwdi0aJFuOSSS7BmzRrb99qmTZtw4YUXIiMjA3PnzsWYMWPktvXr1wOANCK1lPj4eJ/PSGVlJc4++2ykpKRg0aJFGDp0KADI9+rf//53nHDCCXjuuedwySWXABDPgVAJtqNHj0a3bt2Cbv/yyy/x4IMPYsOGDfB6vairq5MLfTv8F+wDBw708bKasfsmTqfTZ+3w3HPP4emnn0ZxcTF0XUdVVVWAlw4Q64mnnnoKzzzzDB577DEMHjwYu3fvtjXY1dfXNyt/KpJoF4rAf//734AvA39Ns0+fPtJ6snr1akyaNAmjRo1q8TlnzJiBP/7xjzj99NNRXV2Niy++GPfcc4+ttfbRRx/Ftm3bbL0PH3zwAaqqqtCzZ0+88MILPppzUwwbNgwvvvgiHnzwQWzatAlDhgzBY489ZmvxX7duHW666SZ88MEHQeNzTUzLZjCuu+46fPvtt2HN8cILL8ScOXPQoUMHPPbYY+jevTsqKytlAvddd91lu9/HH3+MO++8Ew6HA7quY9++fejSpQvi4+PhdDqbTKIycblcOPXUU+FwOKS13/xSdTgcePnll+XYsWPH4vzzz8egQYMwdOhQrF27FjfeeCPGjh0b9PizZ8/Gn/70JwDiYWla9EwKCwsDQicGDx6MjIwMaVlJTk5G165dccwxxwSNI968eTMuv/xyvPzyy3j33XcxZcoUvPLKK/LYaWlpIRdERzvWZ4Cmafj73/+OiRMn2sbPb968Gccee+xBnc/6RdWxY0c4nU4UFxf7WNHMcx1//PEHdS4rq1atQr9+/VBXV4cBAwaEDJN7/vnncf/99+O4446Dw+HANddcg2uvvVYutuvr63H99dfL0MNjjz0Wjz76KB5//HGpCADi+XXeeefJ0AbznA6HA2+++SbuuusuHHPMMdIyN3bsWJ9z3HvvvXKBc+KJJ2L69OlYuHBhgCJgftat5Ofn47777sPMmTMxZcoUNDY24rHHHsMJJ5yATz/9NCA00p+bbroJd911l4+hqGPHjj7P4mnTpqFPnz7y9wEDBqC0tBTPP/88TjvtNGzfvh2vvvoqFixYIJVG/8+5FafTie+//x75+fn4+eefMWTIEMyYMcPHM9O5c2ckJibK37t27YoJEyYgNjYW9fX1qK2tRUNDA4YNG4ZPP/0UaWlpAZ6kxsbGJkMMyeHjwIEDaGhowHfffSeNVAMGDMCSJUuCfqdmZGTg5ZdfDmkAcrlcQf/ODocD5eXlPtEIe/bsCWngTExMxFNPPYXTTjstYFtcXBwefvhh3HTTTc0qq+vxeILmq3m9XmRnZ2PBggU499xzpafxiy++CPv4VsNZU/zwww949NFH8cUXX8jntJ3n4c0338T06dNx9tlnY8WKFejatSsAoFOnTigrKws45549e6SXn/jSLhSB5jJixAgMGjQIr7/+uq2LOhzi4+ORl5eHvLw8KXvwwQdlop3Je++9h3/961/47rvvZOy5ybJly/DAAw9g0aJFSE5OxllnnYWePXviwgsvDHseF1xwgU8Owdq1awPmoGkaLr74YsyZM6fZ8fV2WBfP4TJ//nz89NNPiIqKQocOHZCeno4+ffpg7dq1ctEQFxcn79F5550nH26mO9W0kJiEUw4yPz9fvv75558xceLEkCFcM2fOxJ133oktW7agT58+TVaacTgctlZMk3vvvTfgAdZUeUYzntxk/fr1OO+88zBz5kyMHz8eY8eOxZQpU3DVVVcFlFslYiH26KOPIi0tDZqmyQo0Vlo7zyLUF9WhyOmIi4vDHXfcgby8PFkq0J/U1FT861//8pFNnjxZegScTmeA5c3lcvmUy3z22WexevVqfPjhh1i9ejUmT56Mzz77TOZc9OjRQ8ZBm5x00knyGRTsHG+//XbAfNPS0gIs3CkpKfjmm2/kQj0qKgq///3vceaZZ4a0QFqPCQCvvPKKz7PaSnx8vI9iEB8fjy+//BL/+te/8OSTT6JTp05YuHChz2LNfyHvT3JyMk4//XT89re/tVUaXnnlFbnwAIClS5eiurpahlv4e3UTEhICjrN//36f8EvStqSmpuKJJ54A4Jv0npSUhOuuuw4ApPHHpEOHDvJ9tWbNGjz22GNYuXIldF1HVFQUOnXqhFtvvRVXXXWV7TmHDBmCXr16+RgQo6OjccUVVwSdp8PhsFUCrDSnwtqBAwfQpUuXoB76PXv2IDo6Guedd56PLBT+4Zjr16/3UdZDsW7dOpxxxhk+zx3r+TZu3Ijrr78eDocD+fn5AUpYfHw8BgwYgB9++MHHiLNkyRJkZmaGNYeIQ29jzjrrLH3x4sUB8ilTpugvvviiruu6vmnTJr1v374+2xctWqQPGzZMb2xsbPIcM2bM0GfMmNHkuOHDh+tr1qyRv69atUrPyMjQf/jhB9vxY8eO1VetWiV/37Ztmz569GjbOdldgx1///vf9fvvv1/+Xl9fr48dO1b/wx/+0OS+zWHHjh36yJEj9WHDhgX8Hzp0qN6nTx+9tra2WcdsaGjQ6+vrA+Q1NTX6f/7znwB5ZWWlnpOTE/bx161bpw8YMKDJce+//77tPL744gv99NNPD5B7PB7d5XLpAwYMCPjfp08f/a233rI9zwcffKCfffbZ+pAhQ/TBgwfrgwcP1q+++mr9l19+8Rl36aWX6u+8846PzOv16g8++KC+cuVKvbCwUD/rrLOavK6jlWDPgNTUVH3fvn26ruu69VE1YcKEgPtpUlBQoF988cU+sqlTp/p8/gHopaWl8ndN0/QOHTrIz611Po899ph+1113hXUdTT1n+vbtq2/atEn+XlZWpnfu3Fnftm1bWMevrq7WMzIydE3TdF3X9UcffVTPzc31GfPRRx/pZ555pq7rul5SUqKffPLJ+v79++X2zz77TL/mmmuCnmPnzp16jx495L3IycnRn3/+eZ8xzz33nH7dddfZ7t+1a1e9uLg45HV89913+gknnCB/f/fdd/WSkpKQ+4Ti2muv1RcsWNDi/YNx9tln61988YXttn79+ulbtmxp1vEaGhp8fl+yZIl+6qmntnh+5NBQX1+vB1saNTQ06EVFRQHysrIyvVu3bvrrr7/u83deu3atPmTIED0/P79Fc9m0aZPes2fPFu3bWni9Xr1Lly76okWLdF3X9R9//FE/5phj9ClTpsgx1vs1Y8YMPTU1Vf/88891r9erf/vtt3rnzp319evX67qu64sXLw74vrPKVq5cqffp00fftm2b7vV69YKCAj0lJUWuB1euXKkXFBSEnPM//vEP/ayzztI3b96s19XV6Z9++qnetWtXfffu3Qd3M45SjkiPAACcc8456NChAz744ANcdNFFzd7f7XZj3759OOecc1BfX4+//OUv6N69O4YNGwZAZOpPmjQJzz//PI477jjbY/i7env16tWsKhA1NTV49dVXMWnSJHTq1AmLFy/G7NmzZfY7ANx3331ITU3Fn//852ZfYyh69OgRsgpGjx49UF5eHuCiPOuss3x6BVg5cOAA/vGPf2DKlCk+8k8//RQLFy6UjcdMi8ppp50mSxm2JjfffDOWLl0aEK+bmZlpW8Zvy5Yt6Natm2241B//+EesXr06IFzru+++w+9+9zu8/fbbMkTN6/XitddeQ1ZWFjZu3CitgnZu5aioKGnhZC1xX6qrq/GPf/xDlpbz55prrsEf//hHDB8+HAMGDMCaNWtQVFSEe+65B5mZmZg6dSpWrlyJESNG4P3330dBQYFPsp7D4cDvfvc7PP3004iLi8O9996Lyy+/3NYjMHnyZJx00km46KKLcPbZZ2P37t1YsGAB7rjjjrBzXIKRmpqKKVOmYPbs2bZhcosXL0Z8fDxOPvlklJeX46677sKFF14orcjXX389Ro8ejTPOOAPnnnsu1q9fj9zcXFmwoFOnTgFx7ePGjfPJSXjvvffQv39/jBgxAsXFxbjhhhtw++23y3tx22234cILL8TIkSNxyimnYMWKFfjb3/6GN9980/aaMjMzsWzZsqC5VoBIvPV4PKiurkaHDh18enC0BP+8DpMLL7xQJg/6U1JSgo0bN/p47vzRjUpwdvtv3749IEfpvffew+233257rKqqKlx22WU+Hh5rmBY5MoiOjrYNNV27di0yMjICLPlDhgzBtddei2+++aZVmkbW1dVhxIgRst9RU+Tl5SExMRF33nlnWOMTEhLwww8/+ITBRUVFYeHChbj11luxc+dOHH/88bjnnnt8+vv4W/uzs7Px6KOP4qKLLkKvXr3w/PPP45hjjgEgvIT+z/WUlBS51hg1ahTuvPNOnHjiiaitrcXEiRNx8803S8/9qFGjmgwLv/3227Fnzx6ceuqpKCsrw+DBg5Gfnx+WFzIiaWtNZNKkSfqKFSsC5L/73e/0t99+W9d1XS8uLtZPPPHEgDHffPONvmTJkibPMXv2bH3OnDk+sm+//VY/44wz9LS0NN3pdOpXXXWVvnfvXrl94cKFelRUlJ6UlOTzPyMjI8CyEw7FxcX66NGjfWSVlZX6DTfcoHfv3l1PTk7WTzjhBB9rQ01NjZ6cnKwnJCQEzCOYlTpc9u3bpw8dOlQ/7rjjAv6PHDlSHzp0qF5XV9esY9pZRH/++We9a9euPp4TXdf1uro6/fHHH9fHjBlje6x33nlH79u3b1j/Bw0apJeXl8t9u3Xr5mN5bYrFixcHnUcwK+/s2bODWoqPPfZYfe3atWGfP9I9AlOnTtU7dOgg39upqan62LFjfe5hnz595OvGxkb98ccf1/v376+npKToI0eO1F944QW5/YUXXtD79Omjd+zYUb/66qv1xx57TJ89e7bcPnjwYH3u3Ll6z5499U6dOulXXnml9Dzouq5fcsklPs+kjz/+WB81apSekpKi9+/fX3/ggQdsPxsvvfSS7Wd13rx5uq7r+ujRo/U9e/b47LN792594cKFtvflgw8+0DMzM/WOHTvqXbp00W+99Va9qqrKZ8ySJUv0E088UU9KStKHDBnSbMv4v//9b33YsGF6cnKy3qNHD/3hhx/WvV5vwDyGDh2qJyUl6ccff7z+0UcfBT3e/Pnz9RtvvNF2m9fr1RcsWKD37t1bnzJlin7mmWeG/Tl54YUX9K5du9p6ME844QR99erVAfsMGzbMVq7rgd4ZO4J5qsLd34rdZ3zs2LFBj0/ajoaGBh2ArVc5GGVlZXqXLl30N9980yciYP369frQoUP1N954o0Vz2b17tz5q1KgW7dtWhBuBQdoPba4IkLZhzZo1rf6ACaUI+H/hNzQ06LNnz9ZPO+20Vp2Drut6RkaG/uuvv4Y9/osvvtBPPvlk220PP/yw/sgjjwTIlyxZovfv399noeH1evXXXntN79WrV7OUqKVLl+qTJk0Kezwh7ZUDBw7o/fv391F4vF6v/uKLL+pDhgzRL7vsMn3jxo26ruv6W2+9pQ8dOlS/6qqrAgwF/syYMUP/y1/+0qy5DBs2LOhxe/fu3eRC/uyzz9YLCwttt/Xs2VPfvHlz2HPxVwRWr16tjxw5MqzQVnL4GTNmjN6zZ0/b/8HeOz/88IN+5ZVX6sOGDdOHDx+uDx8+XB8zZswhCVtrz1AROPI4YkODyMHRpUsXbN++PWTjk9mzZ9uW7AqGXWjFsccei+effx733nuvrBceFRUFXddx0kkn+fRlaC1OP/10nHPOObZJnvHx8Vi5cqVPgnD//v1RXV1t2004OjpaJpBZOeWUUzBnzhzccccdsgtzY2MjRo4cicLCwpDNWfw5+eST8c4774Q9npD2SkpKCv7617/i008/lYUcSkpKsGzZMrzxxhuyjjgAXHrppbj44otRUFCADz/80GebP4MGDUJubi4WLlxou/3yyy+XdclNzjzzzKAhXxkZGU1WEDnjjDN8wqSs9OzZ0ydZuCn8k0w//PBDPPPMM6wa1E6xhueGy3HHHYfXXnvtEMzmyMKumRdp3zh0u9USIS1g165dcDgczapYQAghRzs1NTWyRDQhhLQnqAgQQgghhBASgdiXWyCEEEIIIYQc1VARIIQQQgghJAKhIkAIIYQQQkgEwqpBhBBCCAmA1V8IOXIJNwWYHgFCCCGEEEIiECoChBBCCCGERCBUBAghhBBCCIlAqAgQQgghhBASgVARIIQQQgghJAKhIkAIIYQQQkgEQkWAEEIIIYSQCISKACGEEEIIIREIFQFCCCGEEEIiECoChBBCCCGERCBUBAghhBBCCIlAqAgQQgghhBASgVARIIQQQgghJAKhIkAIIYQQQkgEQkWAEEIIIYSQCISKACGEEEIIIREIFQFCCCGEEEIiECoChBBCCCGERCBUBAghhBBCCIlAqAgQQgghhBASgVARIIQQQgghJAKhIkAIIYQQQkgEQkWAEEIIIYSQCISKACGEEEIIIREIFQFCCCGEEEIiECoChBBCCCGERCBUBAghhBBCCIlAqAgQQgghhBASgVARIIQQQgghJAKhIkAIIYQQQkgEQkWAEEIIIYSQCISKACGEEEIIIREIFQFCCCGEEEIiECoChBBCCCGERCBUBAghhBBCCIlAqAgQQgghhBASgVARIIQQQgghJAKhIkAIIYQQQkgEEtPWEyCEENK+2Ll7DwCg0etVQocDABAbo742unXtfFjnRQghpHWhR4AQQgghhJAIhIoAIYQQQgghEQhDg0hQHEYoQFPoun6IZ0JI+2DLlq3y9X/fexMAUF9fbxlhfGYsn50bb74VANAxJfmQz68llJVpAICFL82Xssq9vwAAotAoZd76OgDALiNsCAAuvOYeAMDY8edJWXhPDUJIeyTc7/Nw1wek/UNF4CA52hbL1uspXTE36Di32+2zz5FyfYQQQgghRODQuYJrNi1ZLI+bNq/dL5YdDoe8Hqcr03aM5nH7/G5e45FwfYQ0h8ZGZQ3/8otFAICV3/xXyiacORwAkBCjnge1B0oAAOvW/iRlq/ekAABy/zRHyjokxB2CGYfPgQMH5OuFr7wEAPjNqQOlbPCgHsYrdQ9QLq5t94Y1UjTrXx8DAO7960tS1qd3z9adLGkzaPW152izmrf0u/tIub5IJdy/Kz0CzaQ5i+XMTLHd7XajcG5Ou7acq7lpSqh5AsaZ12y9RqvCQwghhBxttOS7W9f1dr9YPpg1yZFwfaRpmCxMCCGEEBKEg10st1fa89zI4YMegWYQUVZzm+uy4n+NpscD4MOFHB3s2rVLvnav/AEAcP///VENqDW2W9/uDSKhtn//vlLkmfsKAODLxZ9L2bnnnYe2pKysTL6uaxAXMPiE06SscedaAIBuSf2NTuwKAOjUd7CUnTHqBwDAO2++JmV33XN/q8+XkLaC32ehMe8PPQNHLvQIHAxhLJat4UPmYvlo+8CYIVCEEEIIIeTIgR6Bw8SR6BXw5BUEyDRNQ+asnDaYDSGHF2uycFxcvHhRVyll+xevBAB4axqkLLZ3FwBAUg/VcfeEYcI7sMz9nZS1tUfAaoyIiokGAHg3b5GykncXAwDqKuukTO+UCgDIyDpGypxpQraxuObQTZaQIxxazUl7horAQXK0LpY9eQVwupw+Ms2jwel0wj193hF/fYQQQgghkQ5DgwghhBBCCIlA6BE4CCLNau50OX2uDwBcOcwPIEc/DiN8pvYHlRdUu2Y9AKDRq9z9JUvWAQC6jD/Gsm8sACDG+NnecEQJe1DDjhIpi44S4U5J6QlStu+XnQCAvYm1al/jvjDkgRBCjkyoCLQyXCwTQgghhJAjASoChBASLl6VQBwVJx6fMfHxSranCgBQsUmVHnXEHSHW8ijrPI3XFku/I1p4DvQGrxrGbxBCCDmiYY4AIYQQQgghEQgVAUIIIYQQQiIQOnaJL000SSMkUvDpKKqLkKCoxjq7geq1EUpjhtFYaU8JtVFR0eqXRpEY7K0us4wIMdd2dB2EEEIODioCLYGLZUIIIYQQcoRDRYAAENZPh8MBvXRFW0+FkHZBWlqa+sXwCOzdvU2KEqxWdT/iYtWjNSFWlA2tqqqSss8++wwA8P33qtt4XFwcAGD48BFSNmrUqIC5mOMOhu7dMwJkmzcpA0f3aHFtesAoX9qTl4MQQkjzYY4AIYQQQkiEQUWeAFQEmoVpNW9NHA5HyP+EEEIIaRsOxfewrush/xNyOGFoUBthPlwyM1WzsZycbACAx6MFjLPCBwUhh56OHTsGyEpK9snXvY3PpvXTmGD0FvjvlyulbDUOAAA271X194sWfwkA6NGjk5TpugjH+fbbpVJWW1sjztW7t5QNHDgQADD5islSltFNhPrExIT3SI+KCrQBNVj7Azj8fkLlCHu9alxFTYWxsUtY5yUkkgn3u9tuHA2D5FBBReAwkD56mnw9d+4s+XrevAJkZWXB5XICAAoKiuQ2U0HIzc0NOJ71gdAelAK32930IEIIIYQQ0q6gInAIGT1vHgAgKysL2dlZPttMJcDtdsNuHR1qcW0qB5qmBVgJWksx0DQNTjhb5ViEHOnoht3fW98QsC0hWiUNf7htMwDgi8Z6KevlGgoA6IwSKYuLrwYA7N69W8rqjWPHWzoVm2zYsEG+3rZdJCy/+vKrUuYa6AIAnHjSiVJ23XXXAQAyMgITg600NgoLv27xbdRXGfOPVdemN4rt9Q3q2sorhEeA1kpCDi3W73Z+3khrQkWAEEIIIeQIwd/gR8WAHAxUBA6CUFbzAXl5PmFAAOB22/cf0DTNVh4M01vgcrmQlSU8DZpHA5yBD4SD8RBoHg1Ol9Pnd0IIIYS0H6gYkIOBisBBYrdY9lcCrAqAu0gs4p0uJ4qKVE5As85pKA4ejwculwgJ8ECcI9OVCatuYj4QmqsQZM7KgXv6PKCJ3mnMDyCRQFysUbu/Y6qU1W3YCwD4eNPPUvZlrPi89chwSdmGdVsAALu2WsKAokWH4vo6FWZjRubUVNcEyKxf7PGJInSoc7fOUrZ101YAwMqlKkn51YUidCj7imwpm3rTVAC+4UKDjxWhSzt2rZKyjjtqxenrGqUsyiESjEv2lUpZg0PM3xELQkg7wfy+p0JAwoGKwEFgt1g2lQB/67/H0/rdiDVNkwtxp1Os/p0up4/l3kw6DifB2FoelY3FCCGEEEKObqgINJNgi+UBeXkAEFIJaDIEqDmRN34RSeaxnU6n9FB4PB44NfHaWqbUzkvgcDh8ftc8tPQTYjJ+wgUAgE9fflzKUjaKUqKLGlU5zYSOohzoT6uVl6B4VzEAIBbKbN5YLyztjiqloDc2CFmtozbg/FZFvrHWGFelxplegow+ytJ/YI8oW/ryvJel7O233wYAjP3NWCnbuEl4LIZ1Udb/4V2PAQB4LfVD670imdlaPpTfIIS0X8JJMPb/7ieRBxuKEUIIIYQE4WgIsbFrVkYFgAC05xwUptXcmhNg9QZYw4GCegOCikO7B0xLv51nwAwTcrlcwisApzqP0z5cKCsrK+yHXXOTmwkhhBDS9lAZIP5QEThIRs+b12ROQHOUgKYUAP9xUiEApFJgPZ+PMmA9p0UhMPMMMl2ZcDMkiJAAnEaS8IdffCdlvQeI8JmE2HQp275V1Pjfu3evlDU0iJAaR5RStB3VZptedY56I/G2QVe9CszXukN9WZvJxEm1SWpn4zjRCaruf4IzQexbpvbVy8Xrl154ScqSk8SzYciEIWp+xk91NKCy1kgg5sKBEEKOGqgIHATpo6c1OydALuCDlB31lzelGPgcT4Oth8BUBnzOEeSwpjch6PnoDSCEEEIIOSqgInAQNDsxWFMLfbP0Z1MLa6vFP5RSoEELqQyYC3xN0+RxzLlmZWUF7RHAhT8hgNu9HACQ4RooZfFJIjF4x/adUlZcLBKDTS8AAETVilSsGocqC5qYlggA8NZbEo0hLPjxDaqzsN4grO9VtVVSVgthma/QK6QsuSIZAOCwJPfCOExUkkoF21+2HwDQJa2LGlcvkpgbG9W+VfXiHF/89KuUDUoTno/kHhZPhMHREENNCCGRCJOFCSGEEEIIiUDoEWgmDocjoGOwP8G8AQCUtT5cQ7s1BcDwDgTzDPh4Bfz2lcdwOuX8Ml0iR8DqDQjlARg9bx5W5OSEOXFCCCHkyId5MeRohorAQRCsQlBQrIt6pzPs8CD//UMpBFIZEL8EVwY8HvjmGRv9BgzlIH30NJSumIv00dPkmKysLCoDJGIoLVWfr48/fg8A0DFFfWhKSsqMnyVSZtbYtw3RcSgHbL1XJAZHx0QH7GtpNwBHnDhOUowKx4mrEF2OK6BCg8zXZogQAMRBjIuLi5OyjiniOLVVKkwpOkrM6/Mlm6VsWcoGAMCG3Sok6dxOIhTqt/2OUxPsIOZXXaXG7dsn+ivExqoL6dixIwghhLQ/qAg0A9Mb0KIKQaFzcJuHEzLfIJgyIIbZ5wwAgNPlUuMNpcCaqJzpypRKQFZWljGO+QKEEEIIIUcLDp0+r7CwhgTZKQItSao1K/q0OCFXs760P0ZAdaIgConm8QA2FYNcLpePAmBXXrRwrvAQjJs2L+hU+TYjRwrmW3XOHNVFeOdOYSGvUEZ4bN++HQCwe/fusI5r7cgbHR3t89N/ewAWB4OjTvxSV1knZdbEYZNkCO9AbJyyzDuMxOFGr0pmrjWs+dWWi9MNL4LTUhq1ylsOAIiJUh2NH775NADAfbM/k7LUTt0AAPP/9S8pO+2004JfG2m3MAmc313hwvdK+yPc9y49AoQQQgghflAJCB+7e0Xl4MiAikAzCRUWdNgxQoTEy+BhQj5egSZChTTr9Rh5DNb9zTAhk6KiosBjWUqV8kFKCCGERA5UAI4sqAg0gfmGtqsUFLJnwOHCUoWoqZwBMTx4MzHATyEwrstMKnbCGXaeAJUAcqSya9cuAMCqVSukLCOjJwBg376tUmZ+7q3v80P2BWj5KOlx4pc4r0oCTq4SYUA+CcQO8Tq2ToUGxdSLR368Q/UqSHCIfWMSVZhSTfUBAEBlreqQnJCcBgA4UKlCgwoK1wAASvep50I/1yBxvBh+vZAjE353tRwqAUcefFI3A39vQHskmDJgEqAUBA4Q2+wUAmgyj8C6r39ugLlAsj4Q+GAlhBBCCGlfMFk4BMEShMOqEhQGB50sHHBA/19bflw7JUHTfMOGbAb4/OqhV4AcIdTUKCv3X/7yf4ZMWdf37asGAGzbpjwC+/fvb9Y5fJKFDWu5WbrTf3s4NDY0ql/KxI/aaFUWtEoXc7aWLdUN10KUTS/JWIfyHEQb2xvrVEKyt04crx5qnlW1dcbc69WBjATotb+qrsRdOndu+oJIuyNSrbv83modIvX9015gsjAhhBBCSDOgEnDwUAE4sqAiEIQWdxA+SrDzJjidRriQ5gmw/ot9LK+P4ntDCCHk6INKAIlEqAg0waGqEnQow4JcmapZmNsdWPe/5acwGpU5Lc3IjHAh/6twOp1UBsgRw//+95V8vXfvTgBAv34jpKyqagcAoLR0n5R5vSI0x9oLQL62WMTqa2uMnyr8qEN8CgBAVfMHoowuwt4GFXrT2CjOoTvUAkWvF7LOaV2krHMf8brXgAFS9vU3nxvXs0edwwhF0hG44KnVawNkjjgVQhQTK5KKO9SpWetG6FB5lMUCGC32efaZZ6TowQcfBAAkJiYGnIMQQkjbQUXABjtvQGamKJvp8cxr3QWu9VDN7T4cZPGflZXtM6w1lQFxWkvCsdMFTfP4TF2T25xMGCaEEEIIaadQEQiCx6NB0zSpAOTkqMV1UVGBfG0usp12ybMWNE2DC8qb4BQnMVoBZBqDQs/Jutj3Jz8/HwBQUFB0WC3xGjSpDJj43AnLfXE4HFQGSLuizrBoFxTkS1lMTEcAwOmnny1l3btnAACWLDlJyt57720AQFWVStA1uw3XWhKNx514DABgcL9KKWvYsx4A8P53ykK+vSQJANCru7L09+wlypZOvHSilNXWisTcbt16SllNnfhc/bRmrZR5q4zzhfmZc8Amrteybz3Eeb3xykuQGNVJ/GxQXgIzyfpvf/6TlH23dAkA4J5775Wy8eMnhDUvQg4H/G5qPQ5LSWXSagSWjiCEEEIIIeQgoYLV/qFHwIKpuebm5gYdk5OT7eMdmDx5csAYu1AcFzwo3FgKaNMtA0VX3nHTxHgPAi3+mZmZ8rVp9bfDzhNQVFQAt9n5twmPxcFgegV8ZIaHwN87wFAhQggh7QV+Dx166CFo37CPgAWrImAuqs3kYKfTCZcrEy6XS4YBZWdnBRyjoKAIBQXzfJQBUwmYlu7beKsIYpG+MV+cY9w0j1QGTAUg2OJ/3ryCAJk1ZAmAUgLEBdge51Bh9iHw6T3gB/sMkLbmgw8+AAAsWLBAypKTRVJsaalSrDMzTwEAnHzyKVLWr19f45V6D996600AgEGdk6Xs/GH3AAB2rS2VsqWrPgMADDz+Cyl7/8cyAMCl1z8kZaePORsAEG1Jxl29ehUAYP/+cinbskV8zr797L9SVlpcLPbt1EldcCt/CctwolrVRyC2McrYpqiqMnoaxCon9FMvzAUATLxQhT1xkdC+iIS/B7+DDj+R8L5qD7CPQDNxOBzSE+CvBFhfezyB1n6rQpCdnYWCArHgN3MCTCUgO1d5EtxFbmS5xX4DJpsKga8yAAjFwjonE/9FPyCShH28AIcbyxztKgz544KHeQOEEEIIIW0EFQEoJcC62DYX/v4LcKuFfvLkyXC5Mn2s/7Nm5SI7Oweae5wIBQKkEpCV64KZL+wpEvu44YHLSBYeMFkpA4AKCfIPNfJ43Jg7d66PzFQY2hK7FGV/j4DVL+F0upDpZBIxObx88skn8vVrr70GQHkBAGDz5s0AfD/7pvW/slJZ4T0e0WX4uONHStkV544CAHQq6yVlrmOPAwCk6qor8XvvieTjEn20lP32zMUAgBpvvJRVVYmSnlWVZVLWs2d3AEB8fJKUrVjyPwBA6e7dUhYVozoFS2wscXa2uVCfR6s1zyxveqBK3RezNKkjSp0/1vimidXVvvffcz8A4LQxp0lZJ6v3gpBDDL932gZd1+kVaEcwWZgQQgghEQWVgLaF97/9EPEeAWtIkEkwb4DH48HkyZORnZ0DIHTybqbLaUkMNsJjPJBmc/9GZf5YewHMmhWYvGwXMtSmYUFh4tt92AOXK3joECGEENLacBFKiCJiFQH/CkH+4Td2tfg1TTPGiRyAgoJ5yMrKhtPptE0ctuIucsNT5PZRADw2wTR2jYvtwn7MPATfc4RQAszrOURJw+wiTNo7n30mEnSfsXS8jY0V4Stbt6qwnVqjA7DXqzr8fvvttwCAU05RYSx1Ru3+4mLVbXhAD9EXYOP2FVL28iPpAIB95cVStq9DCQCgQ7lyylaWiuN1Hd1ZysoPiJr8Jfv2StmePWUAgF9/+UnNr6gQANCopoyoRlHb33FA9TRwxMYBABosCc5mB4AoS/fi+Ph4Q2Z1GovtDT49A0QPBctpZQKx3mgZZyy8ahwqqThzpEi87tChAwg5HFABICSQiFQErF4AqwIQajFrbsvMzAwrT8BtWacXoUgmBpt4oBn/PHBa8gE87sA5mMe2JipnZ+cEeAPCwk7BCTK0qSZp4nAtVwBcLhfcbjcfzoQQQgghbUBEKgJWmlrI+m93u92yd0B2dk7I8CCzT4AZGuSGr7lfsyQKh8I/NMjaM8BUADR3AVxhGPvdWngeAU0TnZXDUQYIORJYvXo1AKCsrEzKqqtFWUtr4lp9fb2xTXUM3l8uxv3vyy+kbPyE8wAAe0r2S1lU4mBxPO87UrZ8r1B0y6ozpMwRIyztrpRtUranpisAoKMypKNDSioAQN+7Xcr0GuFZGNtrmZSdM8U4riVB17ymr1fVSdmK9cI7EG0x9HsNC/5GTd2DMq3RGKdkMXEJ4hotngNTibdL/PNR8I3t3TO6S9H0h0SZ1MTERBByqKHBqX3BZOH2A5OFCSGEEEIIiUAi3iMQimDeAhUGNE/mCZiYFvTMnHxMzxOeg435HjjGTUeW09eyb4YEeSCONzfbjbwiDa4sNU7TtIDmYdYwoFlZYl9XTuikWzP3YFpe6CRl02NgXof/PWgND4GZIMywIEIIISSyoDegfRGxnYXNN2JWlojd91/wBlMCrE3GNs4VC9rpRYHhPfn5+XIB7ymYhlm5TgyYbL9Yn5stFvP+SoCYR+DC3Vz8A0A4RXf8E5Dt8hBM8opCh0qFG1pkh6ZpyMxU+RQR+tYjbYQZEnTfffdJmZkEXFVVJWXRMcI+0lCrauMfmyESiG8cq/oNdEkXSb2byjpKWVLvMwEAepT6nOxaJnp+lFeqfSv2iLCj6jgVylOeIfYd5FS9AHokiaTiAV0OSNngbuIzmtHN8mUaZzp3lazcyC/evF6FOG1dL67JEvEDr4gCwg87VUxSdZ1I/92zX+27WhN9CzbsV3P26uK8MTHRUlZfL46TlKiSgOsqRPjUSSedKGXjx48HADQ0WFON7RDPCbNnAQBERYnzjsxUxzt+9MkAgM7pDGdsLY62BRu/c9qeo+091Z5hZ+Em8I9tzcrK8lnk+2NuMxf/VqwLc5PJkyfLpl8FmItx0yZjo186gccjFuXm4ttUAqyLf7tjN6fiZnOUAADIzQr8EnV71D5Z0JDnDv+L1loe1O12+yRVt/YDgQ95QgghhJDwiViPgD/+i1JzASsVgHzxuyvLr0yo275kp9utIc+oFGSGDhUYoUL++IYCeQIW/y0ttW9VAppSAIJhVQLsyHM7paU/YF+/kqy5WYe2Z0Bekbpgvq1JMMxkYAAoMkrump4BAPjXv18GAFxwZh8l+8cFAICoDjvUgdYbJULLlKx0n3jf5f9yrpRt3i2s17HeMinTNGHhr41TpUKvyVwPADihtyozmpJmvLA+n8ySno2BivS+Xep9v3enuM69myvVrsbmhkY1rqZeWNpjotXxNu8RHpLN+1SicbFRhfTb3QlKVisSfVM7Km+HM0l4DDbv2CNlx3QS3gFrSdHaWvPYoT+rjUYZ19S0NClrMBK54ywelSSnKNN61sW/lbJb7xLen5Rk1YWZhM/Rar3l98PRw9H6Hm0N6BEghBBCCPHDXDxSITjysf4NqRS0DCoCBv4PhAAPQbZh/ZPdgg0ys2y9ApmZTsxyCov4dGNzdm5gqVG32x0QCnSwzXabGw4UDH9vgMXgbnktxvhb/wFgbm42puWJPAmn04l5LZxHKKxBSlaPg/Xvx4c9IYQQf/y/5/ldcWRDpaBlMDQoBIEPiVLfAValIEiIEKAW5nZJxUDzk3+tx7Td1swFt9uj+Szyg2Gus6cXiUV+U2RnZyF99DQArVNtyAmgcIXq2FpU5EZe3nTbsdmW+5hX5OEDnoSktk6FwNxx1YUAgB9+/F7K7rx7KgDgjONUPf/Yhl8BAHqxCg2Kcogwm/JylQC7plj0D9hl9AkAgFiHON+ozlukrK/TCFnyUWLF67p69f79bFl9gMxEK66Vr71Gwq9vkq043v4qFaLz3XYRalThVeftFCuOMyxdXcfOKNED4LRTT5ayzk7RgVi3nKN7D3G9tz/2ppQVayLUKDoqsGK1bvebJXxr7NnnAAAe+L8ZUvbO2x+LnwUvSFmMcW3DjARrABh4ivhb/vmZl6UsPo72r3CJxMUUvyuOHiLx/WuFoUEHicPhwFzLanJagQfjBogY1LmzmmmyN9bAs7IDreb+hFrgW2mqDGhz8WhO2w7DmU4N1tB+OyXAFU4ns4PAPLpVCTDJzZ2F6dMDlY0C4/bMytKQm+WCw+HgA54QQgghxAIVARtMJSDPrZKF9UIXpudpcGXnYtp0eyv0YcWV1eQQswRqU92TEWR7KCUgnMW/x+NB6QpROSl99LRmewXkaGO/oiKlSJmhSHZJyoQ0l+dn58nXW9Z8DQC49VLVCXjvNmH9f/I79VmpqhAlMx0x/dWBDGVT1y0lMRuFdbuqUln/a2qExf0TXZXd9HoTrIcQxzYPYen9uLdBzEu3yBz1YmRtnSr3WW6UP/VaynM6zLqhlq7JpZViLl2TlZdgbC9h4d8N1Qn4/KyzAACuPqmBx7NMOi1NXMdFvxkpZc++9hUAIKmDSjQ285WtPoIEIxE6JiVFyqoNT0XhZyqhe8d24YWprFf3Lz5ejOvZU83vxy/fBwAsWrxYys6bMA6E2EFj0dGFrusR7xUIB3YWJoQQQkhEQyWARCr0CITA4/FAL80BABRNL4ArW5T5zM6dZWxvXiy+1TIfqmdBc4/lu8H6Mvz5+Y/MdGrIzXLC7dFksnNzvAEh59gE/p4Ak+nTp2HWrLkBsnA8DS4nK0UQQgghkYR/zygSCBUBC7K5WBMpAG5304t4j8fT4oVwi2nu6Wzml+kUMqsSYM0JOCz5AEEW9k6nMyA52E4JKJwFuI0mbW6PEwVuDzJdzhZXTyJHL7t2i5r9r/7rKSk7ZfRxAIBjB/eQslXVJwAAGmtUbfzoFBFyY/2C2bVrFwBgT7HqBdBohP94varmvTWBt9noRgiPNfzIqPFf06hCfsy4ophY9Zj31hqJxpYQouFdReLypEFqTusqxbWfevKpUta/twi50S3pvY1eMxRKycw+DfGW8yYYl56oIoOQZHRD7mBJ3o1NNOr9W5KKd+9YDQD46P1f1c6NYs43ZKnz9koR5930i0qYbmwUScov/3O2lJ191hnivAmWyZCIhYYhEulQEQjCtAIPdL0URdMGAAA8mblN7KE4WGv/wRKWJ0DzHWVVAEzCrQ50sPgs5VtQXahwlu/v7iINbo84ToHbg1nZTkwv0JCdKWRMHCaEEEIIoSIgcTgcsg69O8RCPhxvANDysJgWo5k/wlMCALX4B3wVAAAYN09r9epAOTb5zTnZB+9hMK3/JtMLNJg3RCkBLngO99+EtHveeFWUlewKVRq437EiybWyTj0ei7VqAEBNlerSGx0tLP1V1dVSVrJHeARqqqukzPQYWD0HreKkVlNBhS5cAvUOVQbVTCZuqFYW8m6O/QCArOPUuPgYMW59bTcpG3XiaADAgN4q8dZsS9yUDm1uj4lSA8cOEa8zOinZaceK+xevHCVohHnfbE6iq3tqOlR2FCvPxoafhUeguEzt0q9zFwDA2nWq0EBJifhb9+6lPD6EkKMbJg4Hh8nChBBCCIk46BkmhB4BW3KynCia1zLr8WEPC2pucrBhFXcZycBWxlmu+VDkBdgZ5P2t+S1BeAAUsyxeBtMbQAghhBBCfKEiYMPkeZrMD2hOboDJYQsLao4SYFEAAN9QIFMBONT5AEU2ybpFTfdYa5LCuWqh7y7SfBQDOyUgO9PJPAECAKg8IEJlqjuoevknuToCANaXx1jGiTgcO9dyaakKK6qtFWE4UTYddFuEw/xh6TZcLd63FXUqNqgaIoG40ZI/7IwVoTQn9twvZYOcYtxWr+pyHNdJ5EGd2E/1TUhKFGE7UZZviHA/Lg4jrKeiUoXyrNwo7kunEpWQ3DFZvI6y3NLmfiKra9V9LikTk+2ZFi9lTiM7eVOJSt7Of02Eg933QDvoB0MIOWwwPMgeKgLNIFR+QFslCIfjBXDBIzNym6sAtGaVoOwsJ/Isi/TcbGer5AiMm+Z7762L/0yXqh5ECCGEEEIUVARamcPiDQgzMdgFsUCem6sWxh63FrYHwOVyYty0ecgyFta5dtm+TZA3r0C9LtBQumIu0kdPAwAUFGkoaIXQIH+rv7n4J6QpTjltDADgw3f+I2XOHqKEpXfpJinTDiQDAGIslv5qI0nY+pk3y4K2yOpk7qJb9q03zlWluv5W1wpLe723XMr6poqBx/VSNvXjXeL1r9sTpeznOuH5OPH4Y6XMTOr9Zauymi9ZLa59wmmDpOzskwcCAOrq1VzMy4yJVvdlR4lI4B08fISU3X+sOF/Bf96Wsn27xL3y8QI4fH740GgZGG0M6NVRdRYeMUz8TIxWA4sPGDfQ4s6oqbGUWCWEkAiHycKEEEIIIYREIPQIGOi6jgHpvnaorFnZKJqeBwAocuYE3fewhAU1kQ+gaZpPOVDA1xMwwBI+E04uwLQ8Ycl3taCuPyC6Lns0Dbm5IsfC/AlNzaO1knhDeQDcHic9BIQQQgJgrhghVAR88BjrxY35Ljgc6dD1UgAFIfcxOWQhQSHCgMzQHwCA03fhb2IqAM1Z/ANAYWEhxo0bBwDIzsoMuZ/Z3dflssTmm+2ZNV8lKX30NNmvAWj9MJ5MIweiNaoRkaOf4048HQAw3KXCRZb/IkJkju+n6u+v2Sp+Vjk6SNnefeI9ZiYIA4DDcLLqemDn4EZLyE+j3drDOExDjepL0OAV8+qRekDKRg8Tx+5uhAMBQGxMHABgm6Ye6SuLRZ38jJ49payTsfkb84IARCV2AgC4RpwtZTs+XwcA6NMtzTJncd6kpCQp65YhzpHSSSUaNxoXl5qg7sGjz4iQoNFd1IWPP03MOcoSytNgXJK3Qe1rrtMSEpUD27yXMQ4VptRjoPjbfL1I3ZcGrxhX3WC54VH82iOEEBM+EZsga5axgJ4+D0XOnIAFf6t7AzT/X5XAZ+EP32o55jQG+CXOhlIArAt/QCz+w8Vp8RRIBcBpUUT8FAC7+2QqAZmWBGZ3kYbMLKf8acrMcdbX1vHWcU3h9lBJIIQQQghhjgAhhBBCCCERCD0CQSjMcYrwoFKRG5A1KxuYPg8AUABfK7ttWJAWZoOvIJjWf2uEvr8HwONpngcACAz/CWsulhKiTr+cAR9vgBbcO+JyudqsxKqJ6QnIn5uL0ZPz2nQupH1QVyfCSLqlxUnZt2++AgBIukaFxN08XjwqP/pWhfcUH9gNAKiqUMX7o4ywmApLZRozjKVLkgoh6pkizttoiSCKF+0LcNYpKrTFGy0GdE5W81u3TVTK2bBfhfzExIiqRvEJCVJWVSHO98anS6XM2VNU/nlk5t+k7JiBQvbSSy9LWZ8uotJQ/36q30DXrp3FMZzpUpaYkgYA0GPUeREl5lffoO7BsQPEXJeuU/cq2cjJik1IlrLayjoAwIFyVQ0oNkrcgw5O1R8gKUGEBO0tUV9hjYZdy1qxaY8m9j3u+GFS5qjZCwBo8KpwoZjoFlR5IoSQowAqAk3gSBeLf700R4YJFU1Wi+lMAAVa8xNq/cN8/LEu+k3swn+as/D3Ob5FCcjKUmVBi4qKAADjxo2Dy+lEbk5W8MW/FasS4LTf7nK5fMqH5ucE3je3xwn/jARrwq/ZD8Aua8FuX+s+Vlbk5zJRjBBCCIkg2FQsECoCNoyb5pGJw+Zi1aoQzMq3LL7dRUCeveU/VCy63ULfSrCYf6Blcf9506dJmcvl8ln8WzEThM1qQZmWyj62CoAVOwXAf5vmQemKuQAgFYKNWeEpBIS0Nh3ihRX5pf/ukbLeffoDAHa/tFPKBgxNAQB07aos2rdlCcvy1p3Kgm92yS0pr5OyOiPxtX83FYm5rSIWANBQqxRRh2GV3lmZJmXl9cJNsG1/Rynr0V1Y5qM0lUD80x4xh/QevaTs/OsmAQCO+Um17z51zJkAgGMHqz4Czz37TwBA0ZvKI3DLb88AAAwfoSzpMdGmld6S9FxvWP2jlUfA3NoYrbwYl5wvkrI7Jqlxn6z8EgDQULpDyk4fJrwDxZq6pykdxD2PTlZfV6kdxP3dof5s6N5LzG9bifob7SoX9/z88UOlrLxW/N0efuhBKevRszcA4JZb1HMyPl55IAgh5GiFikAIrJpjVqYL2VmZUiGQYwpdmJUbzCMQ3FNgF9ZjRzjVfgAgb14RPJoWEO5jLvizVmwMub95naYCYDYPa3LxbyVEaJAd/goBAJ+KQgeDvxegwO1B/txcH1nh3BxbywC9BIQQQgiJBKgIEEIIIYSQiMDO2BfJ4UJUBILgcvo2G3EXTIfb7Qmw0DvGhddnwI4V+blBtwWWKQ2deOxyOQGPCu1pCWZOgEl2dlZguE8zrf5yN00L2mthY+EsDBg3HQCQV+RBTo7vOQvcHhS4gUKbECJAhHKZ5MAl97Hi7w3wZ0W+SCCmNyCyqKisBACcfdrxUhYbL8JXpk29Vsp2r1sOANiybbuUfb5FhPfAYcn4Nd4/cXEqLCa5SxoAoKqXOsf4IUPEuRLUI1iPEgmw0dV7pay8RCQk7y0ukbIoI/5oc7w67/ZS0ftgw+oVUpa3bIk4R6yay1uv5wMAvA0q9KZ/hgjHeexB9Ww7fowI5dFjVd8EvVzMBXWV6nqNL09vpZpfZUUFAKChQYVHVVeLEKL0FBUelZ4+CADwzw83SFlFtbh/Kalp6hyaCNGp96hQqETj2mvQXcp2L9knppfeX8rGnypejxoxUMrKysT8tn+p7lVJjDhvdLRKUiaERAaRrAQAVARsWVGoQlY0j0iedWVmARCvrQvawrnBOw5bkU23MsVC2+nKQkDTABPLYlvzmPG9bvuxBrk5WVJZKCgSY5tSHvz3B4zFv5y0TZhOE9WBTEIt/P3loyfnwVKYSC7sC4yIobmzcgy5CssqUNFEcrt1TFMLf0D8TUIpY4QQQgghRzMOnSZQAEIjNGPWnZnZ0NwFSB89zSITi03NUwSPu0juF6qjsP3iX+4Jz/Q8aJqmxgXJB5DnaKE1Piz8Fv3WSkEB1xhkHuY4/5/+WBf0QGjPSGsQbp6DpmkYMG46vQIRxHPPPAMAuOx8lZr++n9eAwBcepVSMHv0FJbn4p8XSVnVAWG5t1qTTE9AWmdlqa7vIKzR9Q0qiXXlKwsAAKPHnyZlnQf3FS8s77+a8v0AgOr9Kis2Lk54IqKjlHXdbGRcWaVKdjZ4hdBq6zKPHGXZN6WTKBHaITFRDTS671ZUVElRnVEu1VGlrP9wiONUV6tuyHv3irm+X7hcyjZsE/v8+KOy/nfqIjoaz3pIeV4S00SH4qQkNRfz9h6oUOVXTa9Iepoat6tYPG+6dlRXnNLBSMq2lAo1P9/eejXn5/JFidVbHnpGyrpnqNKpkcrRbinls56YHI3v9XDf3/QIWDAX+4AGpyvTT2aMcWUh01jQm96CgOM4bUJYnH41cDQPphUVID9/rv14m+NpcAXIDgfy/CGUHus486fbrbwY1sW/af3PznShwO3B6Ml5UuESB3D5HKc5hKu0+I9v6toIIYQQQo422FmYEEIIIYSQCIQegSA40kcHcato0srcHIv1uNEDbOWTJ6tg9+ysTLhcTmRl2+cdHE4vQGuQmZmJydNUB9/cLFdAEi8grsssIVq6Yq64v06XtNK36LrDCKNq607HpO1xRItH4MdfrZKy486YCADoPWC4GlgvwmJ6DBiiZPqgwAPGilCUX9f8IkUr134OAGios4TtdBZhMev2qgTYUZ1Ewm9KZxWSkpCcKn4mqT4CiLKx3xhe7Q4tcW+b7Y2tzzvjpUNX4UyOhmrj9JaQJGNcelqKlHVMFuE6sfHrpGzxV+IeDM1QoTyrfhWJ1w89+Y6U3ZtzOQDg/EkXqLmYPQpsnsd6vUp6TssQ86s7UKwurUokEFtzgM0wptKSUimrqa4yTsFQEUJIZEFFwAex8HQ40qHrpcbvTp9tLYnTHzduMgqbqOOvphA6Kbgt8Ambaeb1WxN5B4yb7pMUbD2+udj3UQiMECHr9qbm6XQ6xXytOQ9B5uxyuagMEEIIISRioSIQFCfE4t+IIXerMqHOTCOpN8xFcWFhPqC54S4KLDXqcrlkPkJ7pCklIFR1oHAt+XLxbvndmqgNqPyIUMf0z1GQ8w9R6chMJKZCEDmUl5fL1xUVwiq8a7cqiZk5XFj6v31nlpQNdIlE3q79VKfd+hpRhtLrtZQPNejcSVnwJ4wRVvCqcmWBTkwSJTuTO6mk4oY6kQxbU6G8BL6pvgdPlOExMJNtAZVAbKWxyjCK1Ki5xHiF1XxHsSpvunnrLgDAx18r678jSpjfRw7uLWV9+ovXdeUq0TixgygLumip8p78sHYOAODmJT9I2e9uFs/bjL5KuXeYXYt1de87dBCeg5iYnlJWaSQ96+XKS5BoJEU3pqVJmddIJo6JiQUhhEQSVARg9gsohcORDgCW3gF5AYvcrJxZclHZ3ARTs3qQP+02UTVEdSD/OWuaFlANyMqK/FxZq9/OK+C/wLeGCwGqC3E4CoH/cZpSBgghhBBCIhEmCxNCCCEkomA+CCECegQsiLyA4PVkC+fmiAZfEWRZbipkZvRklQwcykpvHRdunzPr8WSokOmNgatlXgHA9u/HfIHIQdPK5OsEo7PvGaePkbJFRR8CAHZu+lXKThgqEluHDlC5PvvLRdLpiMGqk60ZchNnSag1nydpcZZwnDqRxFq9Y2/AON9gnYMPDYqyPM927ysDAOwq2S9lMdFie3ysyqhd+r0I11mxZrOUxRrbV/2yU8rWekTITXmVStptNKbfKUmdt2uiuB9pcZb7EiUGpnZUicYNRuLy3/71sZT9vHEHAOCZvz0gZRm9RahWdIzqmmwmE8fGK1lCxy4AgKp6lajdWCMeQEkp6rwDe6UBAH74XvU+GD9hAggh5GiHioANeqlqPW9t5pU+ehpW5DsDwmKcTmfYTavaC+Eueq0LeDvCXYy7nKpvQEtwuVxCGdhYKGXhJhE3hxX5uXJBRosRIYQQcvRjft8fjY3FmoKKgJUQlv700dOER8CiBFhj4g91d9zWpqkFvkl7KlnqdDqRPmAcAPgoBP5dkX2wlHptt7kY5LBifdA3GubrU049TspOGSGSTW+5/Y9S9mHhtwCAb5YlSVmskVj6QZGyIpsegZq6BimrrTNLcCrFMtYwjEdbgjMr6gxvQowSer0NAXO2XInltR5UFh+nLOTf/7QFAJBSs0PKfi0V+5TUqK8Dh5GEG+NQ5UM1o8lwrMVzEBsj9jETfwHlEUiKrZOy7kbVUJ8Kpbr5UwnN++dMS5ayz5YI78TcVz+Vshl/vFu8SO6hDmhee636nEfXCE+Aw1sPf6xz6d9dnO+H75dJGT0ChJBIgIqAFZvQEXPhCSAgGda6+A93Yd1ecDqdyHSKL8zcLCfyijS4tfaz6A+bUEqABU3TIiqkixBCCCGkKZgsTAghhBBCSARCj4AVG4uxDEExtgWLrQ8VGjRu2rygyaiZTg25WcISb1rlNU1DVlaWPJ/H42lxiI7T6YTH4wk4nt157Zib7fv7tMBWCIcVaxyfT3hQOIRIFiYRilmHvk71EairEK/vv/FcKSvZLZKFG+qqpSyto4h32b7bEopihPUseE81Bnxz0VoAQKNXhQs5Y0WoygUDlcy9U7y3ix0q3KVsv1nHP7BXgd5oiW0xomKiHMq20yFJhDE1Nqp9z+oi6vgnJapQnr3V4nV0tAorOmeA+GqIjVZfEcu2GuPVrULocFpLCFYz0228XhWS1K+v6EHgjVHPqB3bRafnPkP6WnYy/jYNlg7OxnH0KEvYk935GtlHgJD2CvP2Di1UBELQWuEkmqbB4/HYKgNuTYTlACpEB06gqKgIAHwW8GZCcrix7lYlwDyvx+NBlstyLmMOdszNDlz4Z7mAova0jtY8geFBXOgTQgghhDQJFYEQOJ1O2cCqJYtLM29A13Wkp6cHHWcuxPOKlJUexiK9qKjIRxkA0KRCYHoPrEqAua9VCQg3J8D0CrS1NyBs/JqHMUmYNImlQ21MrLAKmyUqASDWK7oI7y2xJgGL1927pkpZ8V7xXht5qko0Tes7GgCQ/8brUlZt7Lt0jzrehYNFcu2BOvV+XXpAJC7vLFHdkPVGYeWuqVGW71hjzknJqiRmcrzwDpzVSZX71GpE990PPcojYJr10ywiMx94nWrIiwSVIxwWPg4LwwwfrkHP6sU45ZRTAADdMpSnpOqAeY8snpJGIzm5XnltZLK1VyUuE3I4EI1KacEm7R8qAuFykJ1pS0tLkZ6eLhfxdmFC/t4BAMgFMG6eUgbMfZ1Op0+4kLnYNb0AAHyUgMIcNba5icFtrQCYFX9KS0vD28Hv7yQrBtFTQAghhBAiYbIwIYQQQkgrE4k16Vsb3sNDDz0CIWjtkBLTKwAE72RrDRMyKcxx2noF7OZnl2hcmOP0OV643oBpBSKUyGd+Hg1A25cZ1XVduF4tzd+CwdAg0iSW75q6OhFG0tCgElZllX7LOLPmfWyseozW1Ih9k1LSpOyJx6cDAL75+n9StnnzZgDAjgq17/xVwi4zNF2FsSTX/WpMr5uU1Rvz+s1vfiNl/zOP3VgrZYNjRULtD7tUAuwvBzr4zF0cW6CpiBqs3CZCajrFq/r7myvE/ByOBDUQdqEPQtYpQZ2jtFqE8Dg7qPiiRpuwCTOUwhpSMeo40ePhiiuulLK3/vMMAGDwySqhG7UifKqhXs25wfhbWhOIzSvW9cAEbEJaG4YItR68l4cGKgLhcpjDSqyL9bwiTSTp2iQQm+Ey8+bNw/Tp0wMSg00loKU9AtweDWYEUkvW006IncyuwhqcUnZI8Ps7UQkghBBCCLGHikAQ5AKyhQrA9OnzbOXmwt3MFwhWjtQ6jyK/taypEACA2y3KFJrHsW4DgHHzzJ3VQZpbijTLyGsocB+8MuSEhuxMdTytNb0Lof5WTfwdm/o7kKOHqCgVESndznEqU9a08DfqyopcYZQUraxUFnevV1iUV63aIGU/r9sIAKjpWCJlN069BQDwt7/9Tcpuu+02AMDevXvV8XQxlx9K1FwmXzIZADC6o/qcbNgoznFC5vFStvlXUduzf5/+UhYXIyxnJet/lrL6+m3GNQaWybQa2mrqxLV1sFjw683ypzYBpbrVM2BkCXdNUQN3lwnLfJRDnbeiVrx2RFks8zbdhquqREvjpGTVbfhAuVHDtFHdP+jib9Node/UVxjntWYui3ntl6VZVblS3dbDQcjBwfKXpD1DRSAIMsE0zNrz/gt/pxPIMRa8du4sa/JwU4vQFSvsw19Gjx4dIJs7d27IY02bNi3k9sON8A8cpNWeScCEEEIIIc2GycKEEEIIIa2InfWfia+kPUKPACyJp7pRnjKIhXny5OlBj2EXbeNpIj49nJKi8vhwBd3mc87p9qE2rlmHP1beCSfMkKScHKAgiDPiYLwC40aPQ35hvvjF+Ls5XZktOhaJDLp3z5Cva2vFF/PfH/yr2t5ZhKDUllvq+X/+LQDgQJ2q52/Wya+urpKyKCO8p6RejauoEOEp48aNk7Jnn30WAHDX7+6Ssr27RJhLfIKyz9yRI545GR37Sdl9j4hQoy+KVPKxd6PoHzC05GopS3KKpN5q1wtStnPbFjF3n54AZrduJYwybETRNqYih+6wjBOv46LiAsYNGKCyj+O2ia+aPaXqHIkQcy6H5Z5ChOikpqreDGNOPx0AsPTbb6VsdeGHAIBXoEKDjjn2GABA32OOkTJtzw4AQHK8WpSlp4tnpLXTs25cR3y8pZkCOappq8RTJryS9gYVAQvjBgwIud1lrPabWrSa63+X1A6Cj/evJKR5tLAWxQNGi32siwsAyNMmI9eZ3+T+hwJnGPH+ZtKwILRyY+Yy2PUQcDgcyMl0ISvLhcnjJvtsy8+fFXAsq5JlKl7+ckIIIeRQQ2UgPPw9KLxnhwYqAhZcfmb9rCwXPB61KLe+tuJv+G9mLm5AAjEsa9NgSsHGFb4LY/c8D9wF4S1q/RfsLqfYz605bRbzTrlwNxfxouqPzSLef1fNg8K5Yty4aeIYPp4B5TCQ522OZ8CjafB4NMzKzfKRh/LcAMCsWTlBt42enMeHzVGONVlY94pSk5W/fCllG38R1u1txRVSVl4hxtXoqrSnbiSgRseox2hclJDF6JZkXJtwgPHjxwMAbs65WcqefPxJcVxLwqoeLc4bk6Ks19Nzxfu7Yqeay69fbwcApMV3kbIYoxWwe5m63sSYJADAJSPU8aqqxXEWbVYf4AaHGBcVraz1PVLEuLKGRHUhUca1xylLvzNOJOGmJask4PoMsX1dmSo9Gh0n9o1vUN6EKgjvSkqK6pA8ZswYAMDMGTPU/LQ94sU+9cxb/tkv4jreU2Vfq6uMUrBQlv4uPTsBALwN6h58v7kMAPC3+X8CIYcDJhC3LyI5bIuKgIVZs9SCsqjIg6IiT5PhPUDwhX84+9of0PLa9C5khtYuXHMzkT03eEjMvHmWZGbjUC5D45ib64LHrRllRo0h1ouyu4wWFPspnOsSCoHTokRYlIHm4nI64fZ44Jlnhh9lwuPRkJOdCZdLTNCqvBUViesNVtGJEEIIISSSYLIwIYQQQgghEQg9AhamTzcbdomQoCy/trqmRdkkVBiLpoWXI2DFmjxs1wgrLy8PAJCbmytfT58uwgTMhGfzNRC+69HjDm9+ZliPtOwDvtb9JgjwBrQCmS6X/DvNm+eWctMjYIfLqZKT2W8ssomOFp+Rrl3TpKymUsiGDEySsm1bRbjLXhUpgxqHSIa1Nqj1NhjJszEqVCYuRALq1Ver5N6XX3kZAKCVWt6UsSI0aNf+jVK0accmAMAXX32hriNW2HQ2b9gsZeecfTYAoGO6qr8flSjGNTSqZ0KjmRicpL4OdEPWW7UlwKldRFfiD1eo/gpbSsU90mtVmNKJ/cScN+xSdqZlHhFO5I2xhAbFGnNQjYDlsyo+ToULmZ2CYyy9D+Ji44xx6t4akVAoq1FJyuXlYq47dhRL2fer1wEAHJYQrFK9IwAgMdES9kTIYYD5AqStoSJgwQwNmj69CC6XMyAnwE7mjyZDaw7JFH3Izc2VioD5MHE4HGHHunmMOP+8IkuOQGtN3MgPaInCEC4eTYML6m+Sk6NCo0ylQIMWcrFvvVznwcQpEUIIIYQcYVARsGHWrCzpHTDj/LMy7ReyB5sobEewxXhubm7Aa39LQjiWBf/jezRxbUGt6E6xwB43zS0X9/5JwK1NphNwGzfXv2KQicsplABrPoCpFLTEm9PinA5yxJKcLCza/Y7pJGXr1+0HAGwrVp1nKw2rdG29SkRtMBTuaEspTtP4v2fXfin79NNPAQCXTbpYyqKNnWJtrNxWWUO9SGgdMXyElA0ZPBQAMHr0iVIWYyQs19Upy7xZgvPrL5ZIWVpqGgDAXa4e/akO8b7vkqY8B3qMsP7/UqwSarumlQEARvZW9+CkY8T23SXqvN3TxLV9/KNK+PVGCU9AlDUR2ijZ6bB0Au4XJ46TfckkKTPvR7TlRscb11tSokq3VteIuThTlVW/pkq4a5IsXhk9wXBBNCpXTkWN2U2alllC2gORnLx7uKEiYENRkUcmnprMK3Dbjg218LcuLA/G/ed2u5GZeehq4zudTjg1N6ApL0FTngFTATAVAv9ttonBYZLpNBKBw1iYZ2W5fBb5dknC4aBCuagMEEIIISQyYLIwIYQQQkgrw9h/ciRAj4CBNdk2PzcrIJQkJ1tY5MMJMTEN2f6lOK2urqYeEOHG6lsTgv2Tg63JxSHPpblRuCIHnoIiTMsT1+fRXAFzcLoyfcKDAPvQoNbwBoTbT8Dj0WRugMejBfx97MKd7PIGDkdOB2l/nH+xaEb3wFXzpey03iIspnu6CjGJahCfqYYqFQKz38hyra5Vn+WN5eIzuKNKhc/cOOU6AED+uedKmdlZuHPnzlI2atQoAMBnn30mZZWVlQB8w4WKi0Xi68KFC6Xs448/FtfxwANS1qmTCHeKiQlMAu6ZohJq//hbETbzwHOqS295dB8AQFmDmt/a7eLah/ZU4TgpRj51cgd1jveXC2GtbkkMjhb3yJpY7WgQ92hYurp/UXFi3zPHjg243m++UZ2FuxnJ2HGx6plaUS4OvnG3CsvaXyHmXNGgEpzrjP4P8VFqX2eyCItiOEJkcTgSda3H5/uLtEeoCNhQVOQJWECGCjXxX1QGK8JjXVgHewCZlYMOZSiQLZ6isIZZlYFgNEsJkF2YNeOnUAKKPPa5AdYHqZksbF38m7kBpszt8dgmC3PhTwgh5HBiNdhZYeUghd394b05tFARsKFIA7KMhX84CaT+OoLdGtPuKO2ls6AHLoyb7JGvgdAeCVMZCDEgvBNrvgqAENnfb/NeZWVZughrGorcFiUgU3WCVopcYKUnu3M44YRH09r8b0EOL4kdhNV67T5LKUnjM19Zr6z/jUa5Tev7o7Je7Ftp8QhUVwlLe6KlfGi9sc+7774rZUu+FdbtVyxW/ZEjRwIAPvjgAymzdkE28XqFJd1aYnjnzp0AgPJyVd/UrhRmlGEN312ptt3zlOhKXNOhl5TFRJnXpK5j4/4eAIA9B/YFHO9ArfJYVHijjLlbSpQat7Jjo0o+HtRZvK5pUB2c+51+kbiOSuV1uPDCC8XxLCVP99ULz8HuZTukrI9TJFunJ6rE4Ir94sQJcWpxEWN4J8pKa6Vs/PXCM9TJmQZCDiX+5b1JcA7X93Gk/y2oCNjgcrlQ5DEXmGGYjv2GeDweSw8BXyXA/PL29w4AbacQOJ1OWTko3JAkpyu0x8KuD4LYoF66nFqAAqBpwqNi9QY4HA5fBcAYqImJyHP5KwXNwaNpKGpmgjEhhBBCyJEMk4UJIYQQQg4juq7TA+1Hc/IoSetBj4ANLpdLWZxDEMzq7XK54PF4fKzr/mOtPYetycRt9eZ3QSUJA+F7BsLGLxdAvA7s8GvNrwgIBwryNzHnahr0NU0D3M3rbxBmc2VylOFtMGrPW5J2q70i6bTCSNQFgGgjRKemViWdVjeKMKDoZGVPqa4WsjrLvnHGvimWWvb1+0VC69SbbpKyRx97DAAQb615r/v+BICUFFGff8KECVLWr18/ACq8CAA6JBpdf3XLl6vx05mosnYvOj0NAPDaF6pvQl1MVwCAJZ8W0Ua4U6WeIWVmh2JvtGoPHNUgrq1Dg0qY7p4gXndNUbIaXYTtrCtTScUDkrsBAGb99a9SlmDee13tWx0rQps216mvsHWbxfxTHSrUqMHoq2DJUQaM+7Fjn5rzKbq4tkgPESCHn2B5A5EKFYDDDxWBYDidgVnAzcS6+FchMAKPJsJi7CrXmwnD4WD90Ph/gJqqFmQSbtWgcJHX7RcGJH5aQ6Z8w4FMSktLA8OBwlDMrPM11YCgIUqEEEJIOyHSE4Yj/frbEioCB4HT6bRdaHqM/ALrote68Df39ZfB6Qz6YZg3b14rz95/0uFVDbLD7h64oPnkTgRLBvZXAgB7q1xzlvNWhSDY34gKAgGApCRhNR80aJCUrVq1CgAQGx0YOdnBYq2vNaz/+8vKpMws1dkxLU3KTO9AtCXxt8HwRGi7dqnzrl4j9k1SFvIF8/8BAPj3/H9KWUWlSHKNS1Dj4uPF66++/FLKenQT1/bruhVS5tXFHOrqVKKsXics6A2NHdT8zOToBpUwbVrXrfnLzijDQ+JV1vqBhrehQ5x6jsXGi+str1XJwsu3i31cx/SUsk8/eg8A0KmL8jrUGvfK+lQ0HxFx8XFSFhcnyqXWWTwRBw4I74T1kWqWZNXqlJ/Aa0kMJ+RwQ68APQFtCRUBC9Zs/oDk1CbweFQoissVmKjqglIGmsu0adOavU8oNE3zs56HVzUoaCiUzTLd/zqD9VvwVwI2Fs5C+uhpPvf/UCzagykIhBBCCCGRApOFCSGEEBKROByOiLfGk8iGHoFWws4LEDDGCAcyX4dDfm6WbJJlMnlaQcA4jxGH4xMWo7lRuLEUKBotZeOmeeBBoJXd9ASYBA33sSHbb35utxa0H4D1sHYJukVFRZaxB2+xp9WfhMIMDRo4cKCUfWvU+E+2dPNtNEJ+fMNTHD7HAIAYYx+HJVSmsVaE4VTWqnCcKGPfunqVsFpXL0JgfnvJeCnrWfc9AKCmWh1PixUhSeu2qqTYZetFCMzoU9RnPbFRvPez+m6TsqI1IvynskyFAeV/KcKdEmKUXSi+tgQA0NupQm/MOv3WOadEiePsr1RJ1HurzaRjdbc2G9WAN6t8ZFQZXz8ZKUpWXZMYcA7zKD4dWmvN2CCLzMhs1r0q/Mi8oihLmFeckfScYnQTBoAxY8aAEEIiESoCTWBdrh/sktJ/f2uegD9mHf309HTMNWRmY6z8udkB403lwOPRZGJu4cZSOBy+Scd6oUsoA5o6pyvMaKWc7MDeAZqmwe23og+lBASrzjM3V4QCTZ5egKzMzPAW8OaQVihwpLGZGCGEkDakrXsKRSL0BlERaJIit+qgm5WZ2TxlIExrdFOjps0Tc8g1LO/z5gV29TWVg7y8AswqFEqEw5EOXddRlOdBQZ5QFBzjpqMwx4m8Ig0uowNwTo5Y4Pt34PXHbntT+1hvgVA+Wq8SEyA6AhNysJjJu4D6Et60TVnS+/Uyuu5avAQmMZbsWb1KdMStt1j/K4xjx8Wox225sT3OYpW+5GLRQXfljz9K2YO/fwUAkDWkm5SdOCgNADBhlFLyxx0nvAPbopQFv2H3DQCAj79R1vqTB4hk4tSuQ6VsUJ8uYp6VgR4Li2MDXqOs6p69yhOxfZfwRNQ41Dn2G4fZe0AlM2+tMpKFLUm5pwwzrklXSbv1deK8MTGWMqM1Ncb81Hlj68XfIa1bmpSZf7d6izfBjsZGcb5kegQIIYSKQFOYIT/WZOAm0fwt5KZYC1mSM5hV2ul0Ahowr0jNIccvHMdHObCEAplKgBuB8zct90VFzau5b4ddNSAAPp6HYJ4C0xsQ8vhBqjNlBulwzJAgQgghhJDQMFmYEEIIIaSNYHgKaUvoEWgC04LvcrlQ5HbbhwcF8QD4DhFSp80Yc1uwuECn2YHXYl0v8uucm5UpPARuj4YiSy6xnTfA3UQ4T1P4n9sOqyeguXg0TYT8GIewWvfN1015VwhpDtZuvmboSFqXLlJWum8fAKBzuqpvjwpRj77aEu5SZYQB1VlCjcywI0ecCtuJ7yCSbF9++WUpM8NTvrT0AohOEuErX3mqpWzdNhEi08OpwpQ6xIq5pMX+JGWrN5YBALxxv0qZRxNziKosk7LifWb33cDnT7RlgbK9TIToFJdb+vRGG/0GdDWXA5UiJKi+Vu1bZzzxOsQq29NFp4sE7f0VVVK2yC16OKR37iRlVdVi+36jJwAApCeKsCjrAqrRCDGyhgaFWmCZf2f/fQg5nFAJIG0NFYGW4LuKDxCpTUpq1q23Gxd2YpBl3eu/0DYX5x5NxP8DQGGOE+PmTfcZNysLKPIY+5sNgLXmhQa5NUtsfrC1eJjpAP5hQSvyczF6cp4IyfLbX9M0eU9dLpcI16IuQAgh5AiDCgBpLzh0pqfbYjYV87dGezweZGWaybViAe2/3pXWf/+mWn5W7FCVatLThcXL5XK1ON7dBQ9ys8T5TC9AkSewVOghRbO+DLyOwrk5Pr+PnpwnX9vdP/8yrVbPgXVck9Py9+KwalBEY30/3HfvvQCAZUuWSFmVkdxbu79cyeqEhdynJ62lKaGJ2ck2NTVVyl55RSQBX3jhhVJWZnQoPu+886TsQLmot1lrST5uqBbn8DYoK3aULkpido5V1vVTeu0FAGzapzwRP5WZHg1L2U0bT4AdOsQ1Ncaoa0vpJDwWXktWcUONuCP1B9T8yhvFfUtOUmVLf3veCQCAtIz+UlYbLZ57zzzzrJSZycLdu3SXsqR4UbI1rqO6tiojUbu6WnlPzL+D1fpfUiJKo3bs2FHKVq9eDcC+kWIkE2mL1cP1HRDsvvI76PBzNL/Hw30/MUeAEEIIIYSQCIShQUHQdV14BQzrvwZhLTJzBUJhZ1Vqjjcg2PECLN2asrLbldH0wIU8v4pAHq11vQEaAq30dhZ5O2+Apmk+HgDAr2mQn6ZuPU+ToUmEEEJIM3A4HIfcKn80W6BbivWe0Cty+KEiEAJTGQDgoxCE6iIcKizFuq25SkBT5wimELT2wt+OcOfoT1P3QLeEWYTTuTnc89olH/PhE9lY38NPPf00AOCu226Tsq+/+goAUOJVgUANRriJNSzGDEHp2bOnlN15550AgHPOOUfKxo9X3YP997V+Kfbo3gMAsHv3bikz6+lX1VRadhY/EhJUv4FFxeY1KcdvUrJ5bJ8eyQFzscX4jFTVq/CjjG5dAQB1teq+7N4p5toAlTBdWSXmepvlnt5+510AgHTLvU+IF0nHxx9/ghp3x+0BU250iAs2E4kBFRJkhhIB6m9jhg0BQJyRtP3cc89JWVpaWsDlksjkUCoDVAKavgeHs6ka/x4CKgJNoPvF/GZlZsJjqVwTipYs/A+WYLX6j2RMhcyqDMjrbOJyg/2NnE4nPB4PFQBCCCE+tNZilAvNlkOF7PBBRSBM/BWC5uxzuCktLT1s5zKTmg81dspAMPwt/nZJx0wOJsFISUkBAMz997+l7PPPPwcALF++XMrsLPhmGdLrr79eyrp1U1b6UEQZHYqjLJ2KzUTjhnplXTcN7bX1KoH4vAtEgvEz/3hGyuIsJVEVB/+e/9e8f8nX//nPfwAAMbGWrxJjfnqjOpeZmJuVpaqE9cjoGvQcF198sXwdEy2Ofeddd0rZpu2bAAAOizcjPkFcr/X+ma9PP/10KbvnnnsAAOPGjQt6fkKAlikEbbXIPJznPZxJ1a19LioBgTBZmBBCCCGEkAiEHoFmcrityHbx7OIX+/GH0xtgYleKU7ywH9/SOVpzNoDgpf6CzsdyHEIIISQc2rsVub3PD2j5HFvLK3Ak3KO2gn0E2jnp6emBvQRC1OZvC0WgqTmKX5WgtebIWszkaMJ83z7++ONS9vdZfwcAJEclS5mjQbzvd1btlLL/m/F/AIDf//73h3yee/fula/H/mYsAKBsT5mUxdWLZNxKr0pmjk8XYTvuFariWqdOqntwOBQXF8vXL774IgDf/gonn3wyAOCkk04K2NfawyE6OrpZ541kuHhqG5r7HdYWf6e2mmOw8/K9Gki4fyN6BI4ANE0Lq0tvW9IWc+SCnxBCCIkcuOBvfegROAJIT0/3DYOxWXAfCot7c2juHIG2mSch7Z0DBw7I12bp0aKPiqSsfr/o2FvdoDro9h7cGwCwdOlSKbN2zj1UfPzxxwCA++69T8r2bd0HAGisV918tXrx2X/q2aek7Pbbbj/k8yMHBxddbcfR6BUA+J46nLCzMCGEEEIIISQoDA06AigtLfUp0+l0OgMs7k4427SHwJEwR0IIIeRI4HB0OT5YjoQ5kqZhaNARSKja/e0l3OZImCMh7R2zM+7ixYul7Lul3wHwraF/8ikiUfY3Y38jZYfTBW9NIP7Pq6K3QHWVCl1K6JAAALj+huuljN182z8M42g/hFqqtZe/05Ewx0iCycJHMUfCQvpImCMhhBByJHAkLKSPhDmSQOgRIIQQQkgAXNgRcuTCZGFCCCGEEEJIUKgIEEIIIYQQEoFQESCEEEIIISQCoSJACCGEEEJIBEJFgBBCCCGEkAiEigAhhBBCCCERCBUBQgghhBBCIhAqAoQQQgghhEQgVAQIIYQQQgiJQKgIEEIIIYQQEoFQESCEEEIIISQCoSJACCGEEEJIBEJFgBBCCCGEkAiEigAhhBBCCCERCBUBQgghhBBCIhAqAoQQQgghhEQgVAQIIYQQQgiJQKgIEEIIIYQQEoFQESCEEEIIISQCoSJACCGEEEJIBEJFgBBCCCGEkAiEigAhhBBCCCERCBUBQgghhBBCIhAqAoQQQgghhEQgVAQIIYQQQgiJQKgIEEIIIYQQEoFQESCEEEIIISQCoSJACCGEEEJIBEJFgBBCCCGEkAiEigAhhBBCCCERCBUBQgghhBBCIhAqAoQQQgghhEQgVAQIIYQQQgiJQKgIEEIIIYQQEoFQESCEEEIIISQCoSJACCGEEEJIBEJFgBBCCCGEkAiEigAhhBBCCCERCBUBQgghhBBCIhAqAoQQQgghhEQgVAQIIYQQQgiJQKgIEEIIIYQQEoHEtPUECCGEENL+0HW9radACDnE0CNACCGEEEJIBEJFgBBCCCGEkAiEigAhhBBCCCERCBUBQgghhBBCIhAqAoQQQgghhEQgVAQIIYQQQgiJQKgIEEIIIYQQEoFQESCEEEIIISQCoSJACCGEEEJIBPL/ZfaDuYGELMEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 780x310 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 780x310 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 780x310 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 학습 쌍 4개: HR 정답(192) · 캐시의 Bicubic LR(96, 2배로 키워 표시) · 전경 마스크\n",
    "for i in (0, 300, 900, 1500):\n",
    "    it = train[i]; r = train.rows[i]\n",
    "    show([to_img(it['hr']), np.kron(to_img(it['lr']), np.ones((2, 2, 1), np.uint8)), it['mask'][0].numpy()],\n",
    "         [f\"HR 192×192 · {r['name']}\", 'Bicubic LR 96×96 (첫 실험 입력)', '전경 마스크 alpha>0'], cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8052b5fd",
   "metadata": {},
   "source": [
    "## 2. 경계선 보존 점 샘플링 — `swinir_point/outline.py` 그대로\n",
    "Bicubic은 색을 섞어 흐리게 만듭니다. 대신 2×2 블록마다 HR 픽셀 **하나**를 그대로 뽑되, 검은 윤곽 픽셀이 있으면 그것을 우선 살립니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b7142547",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:38.753269Z",
     "iopub.status.busy": "2026-09-15T12:54:38.753109Z",
     "iopub.status.idle": "2026-09-15T12:54:38.948185Z",
     "shell.execute_reply": "2026-09-15T12:54:38.947737Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "블랙윙 보안담당자 | HR 경계 픽셀 1382 → 점 샘플링에 남는 것 338 / 경계선 보존에 남는 것 777 | 블록 480/9216에서 기본 위치 대신 다른 픽셀 선택\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x310 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DARK = 70          # 평균 밝기(R+G+B)/3 가 이 값 이하이면 '어두운 픽셀' (실측: 검정·17단계 회색·어두운 갈색)\n",
    "CONTRAST = 80      # 이웃과 밝기 차이가 이 값 이상이면 '경계'\n",
    "\n",
    "\n",
    "def outline_mask(rgba):\n",
    "    # 어두운 픽셀 중 상하좌우 이웃에 훨씬 밝은 픽셀이나 투명 픽셀이 있는 것만 경계선으로 본다.\n",
    "    rgb, alpha = rgba[..., :3].astype(np.int16), rgba[..., 3] > 0\n",
    "    lum = rgb.sum(-1)//3\n",
    "    dark = (lum <= DARK) & alpha\n",
    "    pad = np.pad(lum, 1, constant_values=255); pada = np.pad(alpha, 1, constant_values=False)\n",
    "    edge = np.zeros_like(dark)\n",
    "    for dy, dx in ((0, 1), (0, -1), (1, 0), (-1, 0)):\n",
    "        nl = pad[1+dy:1+dy+lum.shape[0], 1+dx:1+dx+lum.shape[1]]\n",
    "        na = pada[1+dy:1+dy+lum.shape[0], 1+dx:1+dx+lum.shape[1]]\n",
    "        edge |= (nl - lum >= CONTRAST) | ~na\n",
    "    return dark & edge, dark, alpha, lum\n",
    "\n",
    "\n",
    "def outline_sample(rgba, scale=2):\n",
    "    # 블록마다 우선순위: 경계 픽셀 > 어두운 픽셀 > 불투명 픽셀 > 기본 위치 HR[2i+1,2j+1].\n",
    "    # 같은 급이 여럿이면 기본 위치(오른쪽 아래)에 가장 가까운 것을 골라 출력 윤곽의 반 픽셀 흔들림을 줄인다.\n",
    "    h, w = rgba.shape[0]//scale*scale, rgba.shape[1]//scale*scale\n",
    "    rgba = rgba[:h, :w]\n",
    "    edge, dark, alpha, lum = outline_mask(rgba)\n",
    "    def blocks(x): return x.reshape(h//scale, scale, w//scale, scale, *x.shape[2:]).swapaxes(1, 2).reshape(h//scale, w//scale, scale*scale, *x.shape[2:])\n",
    "    b_rgba, b_edge, b_dark, b_alpha, b_lum = (blocks(v) for v in (rgba, edge, dark, alpha, lum))\n",
    "    default = scale*(scale//2) + scale//2                     # 2×2에서 인덱스 3 = (1,1)\n",
    "    ys, xs = np.divmod(np.arange(scale*scale), scale)\n",
    "    proximity = -(np.abs(ys - scale//2) + np.abs(xs - scale//2))            # 기본 위치와의 거리\n",
    "    score = np.where(b_edge, 3000, 0) + np.where(b_dark, 2000, 0) + np.where(b_alpha, 1000, 0) + proximity*10\n",
    "    choice = score.argmax(-1)\n",
    "    lr = np.take_along_axis(b_rgba, choice[..., None, None], 2)[:, :, 0]\n",
    "    stats = dict(hr_outline_pixels=int(edge.sum()), lr_outline_pixels=int(np.take_along_axis(b_edge, choice[..., None], 2).sum()),\n",
    "                 blocks_with_outline=int(b_edge.any(-1).sum()), blocks_changed=int((choice != default).sum()), blocks=int(choice.size))\n",
    "    return lr, stats\n",
    "\n",
    "\n",
    "def point_lr_rgb(rgb, scale=2):\n",
    "    # 비교용 기본 점 샘플링(HR[2i+1, 2j+1]).\n",
    "    r = scale//2\n",
    "    return rgb[r::scale, r::scale]\n",
    "\n",
    "\n",
    "def white_rgb(rgba):\n",
    "    # RGBA(uint8) → 흰 배경 합성 RGB(uint8). 학습 HR과 같은 규칙.\n",
    "    a = rgba[..., 3:4].astype(np.float32)/255\n",
    "    return (rgba[..., :3].astype(np.float32)*a + 255*(1-a)).round().astype(np.uint8)\n",
    "\n",
    "i = 300; r = train.rows[i]\n",
    "rgba = np.asarray(Image.open(DATA/r['files']['rgba']).convert('RGBA'))          # 투명 원본(192×192 RGBA)\n",
    "hr = white_rgb(rgba); edge, dark, alpha, lum = outline_mask(rgba)\n",
    "lr_point = point_lr_rgb(hr); lr_out_rgba, st = outline_sample(rgba); lr_out = white_rgb(lr_out_rgba)\n",
    "lr_bic = to_img(train[i]['lr'])\n",
    "print(r['name'], '| HR 경계 픽셀', st['hr_outline_pixels'], '→ 점 샘플링에 남는 것', int(edge[1::2, 1::2].sum()), '/ 경계선 보존에 남는 것', st['lr_outline_pixels'],\n",
    "      f\"| 블록 {st['blocks_changed']}/{st['blocks']}에서 기본 위치 대신 다른 픽셀 선택\")\n",
    "up = lambda a: np.kron(a, np.ones((2, 2, 1), np.uint8))\n",
    "show([hr, edge, up(lr_bic), up(lr_point), up(lr_out)], ['HR 192', '경계 픽셀 마스크', 'Bicubic LR (흐림)', '점 샘플링 LR HR[2i+1,2j+1]', '경계선 보존 LR'], cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "81f0c83d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:38.949859Z",
     "iopub.status.busy": "2026-09-15T12:54:38.949717Z",
     "iopub.status.idle": "2026-09-15T12:54:39.069939Z",
     "shell.execute_reply": "2026-09-15T12:54:39.069396Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x350 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 같은 자리를 크게: 24×24 HR 영역과, 거기서 나온 12×12 LR 세 종류(각각 4배로 키워 표시)\n",
    "ys_, xs_ = np.where(edge); cy, cx = int(np.median(ys_)), int(np.median(xs_)); y0, x0 = max(cy-12, 0)//2*2, max(cx-12, 0)//2*2\n",
    "z = lambda a, k: np.kron(a, np.ones((k, k, 1), np.uint8))\n",
    "show([z(hr[y0:y0+24, x0:x0+24], 4), z(lr_bic[y0//2:y0//2+12, x0//2:x0//2+12], 8), z(lr_point[y0//2:y0//2+12, x0//2:x0//2+12], 8), z(lr_out[y0//2:y0//2+12, x0//2:x0//2+12], 8)],\n",
    "     ['HR 24×24 (윤곽 근처)', 'Bicubic LR 12×12', '점 샘플링 LR 12×12', '경계선 보존 LR 12×12'], size=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fde29eae",
   "metadata": {},
   "source": [
    "## 3. 점 샘플링·경계선 보존 데이터셋 — `swinir_point/data.py` + `variants.OutlinePatches`\n",
    "캐시의 Bicubic LR 대신, HR(또는 투명 원본)에서 즉석에서 LR을 만듭니다. HR·마스크·분리 규칙은 그대로입니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "06415b8d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:39.072232Z",
     "iopub.status.busy": "2026-09-15T12:54:39.072047Z",
     "iopub.status.idle": "2026-09-15T12:54:39.280943Z",
     "shell.execute_reply": "2026-09-15T12:54:39.280443Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "세 데이터셋의 LR 모양은 모두 (3, 96, 96) | Bicubic과 경계선 보존 LR의 평균 절대 차이: 12.8 / 255\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 780x310 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def point_sample(hr, scale=2):\n",
    "    # HR 텐서(3×H×W)에서 scale칸마다 픽셀 하나를 그대로 뽑는다. 색이 섞이지 않는다.\n",
    "    r = scale//2\n",
    "    return hr[:, r::scale, r::scale].contiguous()\n",
    "\n",
    "\n",
    "class PointPatches(Patches):\n",
    "    # lr만 점 샘플링으로 바꾸고 hr·mask·분리 규칙은 그대로 둔다.\n",
    "    def __getitem__(self, index):\n",
    "        item = dict(super().__getitem__(index))\n",
    "        item['lr'] = point_sample(item['hr'], self.scale)\n",
    "        return item\n",
    "\n",
    "\n",
    "class OutlinePatches(Patches):\n",
    "    # 캐시 rgba.png에서 경계선 보존 LR을 만들고 흰 배경에 합성한다. hr·mask는 그대로. (채택한 방식)\n",
    "    def __getitem__(self, index):\n",
    "        item = dict(super().__getitem__(index))\n",
    "        rgba = np.asarray(Image.open(self.directory/self.rows[index]['files']['rgba']).convert('RGBA'))\n",
    "        lr_rgba, _ = outline_sample(rgba, self.scale)\n",
    "        item['lr'] = torch.from_numpy(white_rgb(lr_rgba)).float().div_(255).permute(2, 0, 1).contiguous()\n",
    "        return item\n",
    "\n",
    "train_o, val_o = OutlinePatches(2, 'train'), OutlinePatches(2, 'val')\n",
    "a, b, c = train[900]['lr'], PointPatches(2, 'train')[900]['lr'], train_o[900]['lr']\n",
    "print('세 데이터셋의 LR 모양은 모두', tuple(c.shape), '| Bicubic과 경계선 보존 LR의 평균 절대 차이:', f\"{(a-c).abs().mean()*255:.1f} / 255\")\n",
    "show([up(to_img(a)), up(to_img(b)), up(to_img(c))], ['Patches (Bicubic)', 'PointPatches', 'OutlinePatches (채택)'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93da4cdf",
   "metadata": {},
   "source": [
    "## 4. 배치 뽑기 · 증강 · 손실 — `swinir_finetune/learning.py` 그대로\n",
    "(1) 프레임이 많은 캐릭터가 학습을 지배하지 않게 **캐릭터를 먼저** 뽑고 그 안에서 한 장, (2) 회전·반전만 LR·HR·마스크에 **똑같이**, (3) 전경 L1 + 0.1×배경 L1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a1b4cdb5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:39.282377Z",
     "iopub.status.busy": "2026-09-15T12:54:39.282248Z",
     "iopub.status.idle": "2026-09-15T12:54:39.539017Z",
     "shell.execute_reply": "2026-09-15T12:54:39.538518Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "첫 배치 8장의 캐릭터: ['램나나', '더 수상한 도적', '푸른 켄타우로스', '기사의 창병2', '심사위원단', '머쉬킹', '상황판', '도도']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "프레임 수별 캐릭터당 평균 선택 횟수 (2,000배치): {1: np.float64(40.2), 2: np.float64(40.8), 3: np.float64(39.4), 4: np.float64(38.6), 5: np.float64(42.0), 6: np.float64(37.2), 7: np.float64(39.0), 8: np.float64(40.3)}\n"
     ]
    }
   ],
   "source": [
    "class FamilyBatches:\n",
    "    # 프레임이 많은 한 캐릭터가 학습을 지배하지 않게 캐릭터부터 뽑는다.\n",
    "    def __init__(self, rows, config, start=0):\n",
    "        # 단계 번호로 난수를 정하므로 중단 후에도 같은 순서를 재현한다.\n",
    "        groups = defaultdict(list)\n",
    "        for i, row in enumerate(rows):\n",
    "            groups[row['family']].append(i)\n",
    "        self.groups = [groups[k] for k in sorted(groups)]\n",
    "        self.config, self.start = config, start\n",
    "\n",
    "    def __iter__(self):\n",
    "        # 끝이 정해진 배치만 만들고 선택한 캐릭터 안에서는 프레임을 균등 추출한다.\n",
    "        for step in range(self.start, self.config['total_steps']):\n",
    "            rng = np.random.default_rng(np.random.SeedSequence([self.config['data_seed'], step]))\n",
    "            yield [int(rng.choice(self.groups[g])) for g in\n",
    "                   rng.integers(len(self.groups), size=self.config['batch_size'])]\n",
    "\n",
    "\n",
    "def loader(dataset, config, start=0):\n",
    "    # CPU에서 PNG를 읽는 동안 GPU가 다음 배치를 처리할 수 있게 한다.\n",
    "    return torch.utils.data.DataLoader(dataset, batch_sampler=FamilyBatches(dataset.rows, config, start),\n",
    "                      num_workers=config['workers'], pin_memory=True,\n",
    "                      generator=torch.Generator().manual_seed(config['data_seed']),\n",
    "                      persistent_workers=config['workers'] > 0)\n",
    "\n",
    "\n",
    "def augment(batch, step, seed):\n",
    "    # LR·HR·전경 마스크를 같은 방향으로 돌리며 RGB 색 자체는 바꾸지 않는다.\n",
    "    rng = np.random.default_rng(np.random.SeedSequence([seed, step, 97]))\n",
    "    turns, flip = int(rng.integers(4)), bool(rng.integers(2))\n",
    "    values = {}\n",
    "    for key in ('lr', 'hr', 'mask'):\n",
    "        value = batch[key].to('cuda', non_blocking=True)\n",
    "        value = torch.rot90(value, turns, (-2, -1))\n",
    "        values[key] = value.flip(-1) if flip else value\n",
    "    return values\n",
    "\n",
    "\n",
    "def train_step(model, optimizer, batch, config, step):\n",
    "    # 넓은 흰 여백보다 원본 도트의 픽셀 오차를 더 중요하게 줄인다.\n",
    "    model.train()\n",
    "    values = augment(batch, step, config['seed'])\n",
    "    optimizer.zero_grad(set_to_none=True)\n",
    "    prediction = model(values['lr'])\n",
    "    error = (prediction-values['hr']).abs()\n",
    "    mask = (values['mask'] > 0).float()\n",
    "    foreground = (error*mask).sum()/(mask.sum()*3).clamp_min(1)\n",
    "    background = (error*(1-mask)).sum()/((1-mask).sum()*3).clamp_min(1)\n",
    "    loss = foreground + 0.1*background\n",
    "    assert torch.isfinite(loss), 'non-finite training loss'\n",
    "    loss.backward()\n",
    "    norm = torch.nn.utils.clip_grad_norm_(model.parameters(), config['grad_clip'], error_if_nonfinite=True)\n",
    "    optimizer.step()\n",
    "    return dict(loss=float(loss.detach()), foreground_l1=float(foreground.detach()),\n",
    "                background_l1=float(background.detach()), gradient_norm=float(norm))\n",
    "\n",
    "config = dict(total_steps=40, batch_size=8, data_seed=73191, seed=20260912, workers=0, grad_clip=1.0,\n",
    "              learning_rate=2e-5, min_learning_rate=2e-6, betas=(0.9, 0.99))   # 실제 실험은 total_steps=10000, workers=2, 나머지 동일\n",
    "sampler = FamilyBatches(train_o.rows, config)\n",
    "first = next(iter(sampler)); names = [train_o.rows[i]['name'] for i in first]\n",
    "print('첫 배치 8장의 캐릭터:', names)\n",
    "# 캐릭터 균등 추출 확인: 프레임이 8장인 캐릭터와 1장인 캐릭터가 뽑히는 횟수가 비슷해야 한다\n",
    "cnt = defaultdict(int); frames = {f: len(g) for f, g in zip(sorted({r['family'] for r in train_o.rows}), sampler.groups)}\n",
    "for step, idx in zip(range(2000), FamilyBatches(train_o.rows, dict(config, total_steps=2000))):\n",
    "    for i in idx: cnt[train_o.rows[i]['family']] += 1\n",
    "by_frames = defaultdict(list)\n",
    "for f, n in frames.items(): by_frames[n].append(cnt[f])\n",
    "print('프레임 수별 캐릭터당 평균 선택 횟수 (2,000배치):', {n: round(np.mean(v), 1) for n, v in sorted(by_frames.items())})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a0e5162f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:39.540826Z",
     "iopub.status.busy": "2026-09-15T12:54:39.540586Z",
     "iopub.status.idle": "2026-09-15T12:54:39.954703Z",
     "shell.execute_reply": "2026-09-15T12:54:39.954208Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x640 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 증강 8가지: 같은 학습 쌍의 LR·HR·마스크가 같은 방향으로 돈다\n",
    "it = train_o[first[0]]\n",
    "fig, axes = plt.subplots(3, 8, figsize=(16, 6.4))\n",
    "for k in range(8):\n",
    "    turns, flip = k % 4, k >= 4\n",
    "    for row, key in enumerate(('hr', 'lr', 'mask')):\n",
    "        v = torch.rot90(it[key], turns, (-2, -1)); v = v.flip(-1) if flip else v\n",
    "        axes[row, k].imshow(to_img(v) if key != 'mask' else v[0].numpy(), interpolation='nearest', cmap='gray'); axes[row, k].axis('off')\n",
    "    axes[0, k].set_title(f\"회전 {turns*90}°{' + 반전' if flip else ''}\", fontsize=9)\n",
    "axes[0, 0].set_ylabel('HR'); plt.suptitle('증강: 회전 4 × 좌우 반전 2 (색은 그대로) · 위 HR / 가운데 LR / 아래 마스크'); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6369deec",
   "metadata": {},
   "source": [
    "## 5. 모델 불러오기와 손실 한 번 계산\n",
    "공개 SwinIR-M x2 가중치를 그대로 불러와 첫 배치에 넣고, 전경 L1·배경 L1·최종 손실을 찍어 봅니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2932fca4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:39.956650Z",
     "iopub.status.busy": "2026-09-15T12:54:39.956367Z",
     "iopub.status.idle": "2026-09-15T12:54:43.340470Z",
     "shell.execute_reply": "2026-09-15T12:54:43.339948Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/son/prj/ComfyUI/.venv/lib/python3.13/site-packages/requests/__init__.py:113: RequestsDependencyWarning: urllib3 (2.6.3) or chardet (7.4.0.post2)/charset_normalizer (3.4.4) doesn't match a supported version!\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/son/prj/ComfyUI/.venv/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "/home/son/prj/ComfyUI/.venv/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers\n",
      "  warnings.warn(f\"Importing from {__name__} is deprecated, please import via timm.layers\", FutureWarning)\n",
      "/home/son/prj/ComfyUI/.venv/lib/python3.13/site-packages/torch/functional.py:505: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /pytorch/aten/src/ATen/native/TensorShape.cpp:4381.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "불러온 텐서 수 548 | 파라미터 11.75M | FP32, TF32 끔\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "학습 전 · 전경 L1 0.1393 · 배경 L1 0.0211 · 손실 = 전경 + 0.1×배경 = 0.1414  (값은 0~1 척도, ×255가 8비트 오차)\n",
      "배치 모양: LR (8, 3, 96, 96) → 출력 (8, 3, 192, 192) · HR (8, 3, 192, 192)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1051820/1034973226.py:23: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) NanumSquareRound.\n",
      "  plt.tight_layout(); plt.show()\n",
      "/home/son/prj/ComfyUI/.venv/lib/python3.13/site-packages/IPython/core/pylabtools.py:158: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) NanumSquareRound.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1040x310 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from experiments.public_models.multiscale.swinir import load_model\n",
    "torch.backends.cuda.matmul.allow_tf32 = torch.backends.cudnn.allow_tf32 = False; torch.set_float32_matmul_precision('highest')\n",
    "torch.manual_seed(config['seed'])\n",
    "model, n_tensors = load_model(2, WEIGHTS); model.cuda()\n",
    "print('불러온 텐서 수', n_tensors, '| 파라미터', f\"{sum(p.numel() for p in model.parameters())/1e6:.2f}M\", '| FP32, TF32 끔')\n",
    "batch = next(iter(loader(train_o, config)))\n",
    "with torch.no_grad():\n",
    "    v = augment(batch, 0, config['seed']); model.eval(); pred = model(v['lr'])\n",
    "    err = (pred-v['hr']).abs(); m = (v['mask'] > 0).float()\n",
    "    fg = (err*m).sum()/(m.sum()*3); bg = (err*(1-m)).sum()/((1-m).sum()*3)\n",
    "print(f\"학습 전 · 전경 L1 {fg:.4f} · 배경 L1 {bg:.4f} · 손실 = 전경 + 0.1×배경 = {fg+0.1*bg:.4f}  (값은 0~1 척도, ×255가 8비트 오차)\")\n",
    "print('배치 모양: LR', tuple(v['lr'].shape), '→ 출력', tuple(pred.shape), '· HR', tuple(v['hr'].shape))\n",
    "show([up(to_img(v['lr'][0])), to_img(pred[0]), to_img(v['hr'][0]), (err[0].mean(0)*4).clamp(0, 1).cpu().numpy()],\n",
    "     ['입력 LR (경계선 보존)', '학습 전 출력', 'HR 정답', '|출력−정답| (밝을수록 큼)'], cmap='magma')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c28399f6",
   "metadata": {},
   "source": [
    "## 6. 짧게 학습해 보기 — 40스텝\n",
    "실제 실험(10,000스텝, 75분)과 같은 옵티마이저·학습률 일정·손실이고 스텝 수만 짧습니다. 손실이 내려가고, 검증 이미지의 PSNR이 오르는지 봅니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8f83a808",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:54:43.342506Z",
     "iopub.status.busy": "2026-09-15T12:54:43.342174Z",
     "iopub.status.idle": "2026-09-15T12:55:06.163330Z",
     "shell.execute_reply": "2026-09-15T12:55:06.162743Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step   1 · loss 0.1422 · 전경 0.1400 · 배경 0.0214 · grad 0.87 · lr 2.00e-05\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step   5 · loss 0.1114 · 전경 0.1094 · 배경 0.0199 · grad 0.53 · lr 1.93e-05\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step  10 · loss 0.0833 · 전경 0.0809 · 배경 0.0236 · grad 0.52 · lr 1.74e-05\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step  15 · loss 0.0995 · 전경 0.0974 · 배경 0.0218 · grad 0.36 · lr 1.44e-05\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step  20 · loss 0.1114 · 전경 0.1088 · 배경 0.0262 · grad 0.46 · lr 1.10e-05\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step  25 · loss 0.1101 · 전경 0.1074 · 배경 0.0267 · grad 0.47 · lr 7.56e-06\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step  30 · loss 0.1201 · 전경 0.1179 · 배경 0.0223 · grad 0.49 · lr 4.64e-06\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step  35 · loss 0.1347 · 전경 0.1326 · 배경 0.0215 · grad 0.53 · lr 2.69e-06\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step  40 · loss 0.0880 · 전경 0.0853 · 배경 0.0269 · grad 0.35 · lr 2.00e-06\n",
      "40스텝 20초 · GPU 최대 27.6 GiB\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x340 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "검증 7장 평균 PSNR: 학습 전 12.06 dB → 40스텝 후 13.57 dB (실제 실험은 10,000스텝에서 12.2 → 16.8 dB)\n"
     ]
    }
   ],
   "source": [
    "def fg_psnr(pred8, hr8, mask):\n",
    "    # 전경(alpha>0) 픽셀만의 8비트 RGB PSNR\n",
    "    d = pred8.astype(np.float64)[mask] - hr8.astype(np.float64)[mask]; mse = float(np.mean(d**2))\n",
    "    return 99.0 if mse == 0 else 10*np.log10(255**2/mse)\n",
    "\n",
    "def eval_val(model, ds, idxs):\n",
    "    # 검증 몇 장을 배치 없이 한 장씩 추론해 전경 PSNR을 잰다\n",
    "    model.eval(); out = []\n",
    "    with torch.no_grad():\n",
    "        for i in idxs:\n",
    "            it = ds[i]; p = model(it['lr'][None].cuda())[0]\n",
    "            out.append(fg_psnr(to_img(p), to_img(it['hr']), it['mask'][0].numpy() > 0))\n",
    "    return out\n",
    "\n",
    "val_idx = [0, 40, 80, 120, 160, 200, 240]\n",
    "before = eval_val(model, val_o, val_idx)\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=config['learning_rate'], betas=config['betas'])\n",
    "scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, config['total_steps'], eta_min=config['min_learning_rate'])\n",
    "history = []; t0 = time.perf_counter()\n",
    "for step, batch in enumerate(loader(train_o, config), start=1):\n",
    "    metrics = train_step(model, optimizer, batch, config, step-1); scheduler.step(); history.append(metrics)\n",
    "    if step % 5 == 0 or step == 1:\n",
    "        print(f\"step {step:3d} · loss {metrics['loss']:.4f} · 전경 {metrics['foreground_l1']:.4f} · 배경 {metrics['background_l1']:.4f} · grad {metrics['gradient_norm']:.2f} · lr {optimizer.param_groups[0]['lr']:.2e}\")\n",
    "print(f\"40스텝 {time.perf_counter()-t0:.0f}초 · GPU 최대 {torch.cuda.max_memory_allocated()/2**30:.1f} GiB\")\n",
    "after = eval_val(model, val_o, val_idx)\n",
    "fig, ax = plt.subplots(1, 2, figsize=(11, 3.4))\n",
    "ax[0].plot([h['loss'] for h in history], label='loss'); ax[0].plot([h['foreground_l1'] for h in history], label='전경 L1'); ax[0].plot([h['background_l1'] for h in history], label='배경 L1'); ax[0].set_xlabel('step'); ax[0].legend(); ax[0].set_title('학습 손실 (40스텝)')\n",
    "ax[1].bar(np.arange(len(val_idx))-0.2, before, 0.4, label='학습 전'); ax[1].bar(np.arange(len(val_idx))+0.2, after, 0.4, label='40스텝 후'); ax[1].set_xticks(range(len(val_idx))); ax[1].set_xticklabels([val_o.rows[i]['name'][:6] for i in val_idx], fontsize=8); ax[1].set_ylabel('전경 PSNR (dB)'); ax[1].legend(); ax[1].set_title('검증 7장 PSNR')\n",
    "plt.tight_layout(); plt.show()\n",
    "print('검증 7장 평균 PSNR: 학습 전', f\"{np.mean(before):.2f} dB → 40스텝 후 {np.mean(after):.2f} dB\", '(실제 실험은 10,000스텝에서 12.2 → 16.8 dB)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b83505d2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-15T12:55:06.164876Z",
     "iopub.status.busy": "2026-09-15T12:55:06.164708Z",
     "iopub.status.idle": "2026-09-15T12:55:06.509024Z",
     "shell.execute_reply": "2026-09-15T12:55:06.508336Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 780x310 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 같은 검증 이미지 한 장: 입력 → 학습 전 출력은 위 5장에서 봤고, 여기서는 40스텝 후 출력과 정답을 나란히\n",
    "i = val_idx[1]; it = val_o[i]\n",
    "with torch.no_grad(): p = model(it['lr'][None].cuda())[0]\n",
    "show([up(to_img(it['lr'])), to_img(p), to_img(it['hr'])], [f\"입력 LR · {val_o.rows[i]['name']}\", f'40스텝 후 출력 · {after[1]:.2f} dB', 'HR 정답'])\n",
    "del model, optimizer; torch.cuda.empty_cache()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44646411",
   "metadata": {},
   "source": [
    "## 7. 실제 학습은 어떻게 돌렸나\n",
    "위 코드에 스텝 수만 10,000으로 늘리고(`total_steps=10000`, `workers=2`), 500스텝마다 검증 42장을 채점해 최고 가중치를 고르고, 1,000스텝마다 가중치를 저장하며 전시 8종을 추론한 것이 `experiments/swinir_point/run.py`입니다.\n",
    "```\n",
    "cd ~/prj/maple/6_upscale && /home/son/prj/ComfyUI/.venv/bin/python -m experiments.swinir_point.run outline\n",
    "```\n",
    "- 결과 페이지: https://learn.ericfromkorea.com/maple_upscale/swinir/outline/ · 결과 갤러리: https://learn.ericfromkorea.com/maple_upscale/result_gallery/\n",
    "- 설정: 배치 8 · Adam(0.9, 0.99) · 학습률 2e-5 → 2e-6 cosine · grad clip 1.0 · FP32(TF32 끔) · HR 192 패치 · 시드 20260912"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (ComfyUI venv · maple)",
   "language": "python",
   "name": "maple-comfy"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
