{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bench-0001",
   "metadata": {},
   "source": "# JAX-ALFA Performance Benchmarks: NVIDIA A100 (80 GB)"
  },
  {
   "cell_type": "markdown",
   "id": "bench-0002",
   "metadata": {},
   "source": [
    "*Last updated: May 2026*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bench-0003",
   "metadata": {},
   "source": "This notebook reports wall-clock performance of JAX-ALFA across a range of cases,\ngrid resolutions, SGS models, and floating-point precisions.\nAll timings are expressed as **time per iteration (ms/iter)**, which normalizes by\nthe number of time steps in each completed run. This makes matched configurations\ndirectly comparable, while cross-case comparisons should still be interpreted in\nlight of the active physics and configuration choices.\n\nThe notebook is structured around three questions:\n\n1. **Resolution scaling** — how does cost grow with grid size?\n2. **Precision impact** — how much does single precision (SP) accelerate runs vs. double (DP)?\n3. **Model overhead** — what is the extra cost of LASDD vs. LAD, and WL vs. SM?\n\nThe data-loading cells scan `run.log` files automatically; adding a new platform\ndirectory (e.g. `examples_A6000ada/`) and registering it in `PLATFORM_DIRS` below\nis all that is needed to extend the plots to a new GPU."
  },
  {
   "cell_type": "markdown",
   "id": "bench-0004",
   "metadata": {},
   "source": "## Hardware\n\n| Platform label | System | GPU | VRAM |\n| --- | --- | --- | --- |\n| A100 (80 GB) | NVIDIA DGX Cloud | NVIDIA A100 Tensor Core GPU | 80 GB HBM2e |"
  },
  {
   "cell_type": "markdown",
   "id": "bench-0005",
   "metadata": {},
   "source": "## Case Summary\n\n| Case | Type | Geostrophic wind | Surface BC | Moisture | Coriolis |\n| --- | --- | --- | --- | --- | --- |\n| CBL_N91 | Convective BL | $U_g = V_g = 0$ | Constant heat flux | No | Yes |\n| SBL_GABLS1 | Stable BL | $U_g = 8$ m/s | Time-varying $T_s$ | No | Yes |\n\n**SGS model naming convention**\n\n| Label | Dynamic procedure | Base model | Scale assumption |\n| --- | --- | --- | --- |\n| LAD-SM | Locally Averaged Dynamic | Smagorinsky (SM) | Scale invariant |\n| LAD-WL | Locally Averaged Dynamic | Wong-Lilly (WL) | Scale invariant |\n| LASDD-SM | Locally Averaged Scale-Dependent Dynamic | Smagorinsky (SM) | Scale dependent |\n| LASDD-WL | Locally Averaged Scale-Dependent Dynamic | Wong-Lilly (WL) | Scale dependent |\n\nRun matrix for each case: resolutions $\\times$ SGS models (LAD-SM, LAD-WL, LASDD-SM, LASDD-WL) $\\times$ precisions (SP, DP).\nEntries without a `run.log` were either not yet submitted or are still running."
  },
  {
   "cell_type": "markdown",
   "id": "bench-0006",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "id": "bench-0007",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-05T13:47:11.366598Z",
     "start_time": "2026-06-05T13:47:08.086816Z"
    }
   },
   "source": "import re\nimport glob\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport matplotlib.ticker as ticker\nfrom pathlib import Path\n\nplt.rcParams.update({\n    'text.usetex': True,\n    'font.size': 14,\n    'axes.labelsize': 16,\n    'xtick.labelsize': 12,\n    'ytick.labelsize': 12,\n})",
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "id": "bench-0008",
   "metadata": {},
   "source": [
    "### Repository root and platform directories"
   ]
  },
  {
   "cell_type": "code",
   "id": "bench-0009",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-05T13:47:11.397306Z",
     "start_time": "2026-06-05T13:47:11.377689Z"
    }
   },
   "source": [
    "def find_repo_root(start=None):\n",
    "    path = Path(start or ('__file__' in globals() and __file__) or Path.cwd()).resolve()\n",
    "    for candidate in (path, *path.parents):\n",
    "        if (candidate / 'examples').is_dir() and (candidate / 'docs').is_dir():\n",
    "            return candidate\n",
    "    raise FileNotFoundError('Could not locate JAXALFA0.1 repository root')\n",
    "\n",
    "BaseDir = find_repo_root()\n",
    "print(f'Repository root: {BaseDir}')\n",
    "\n",
    "# Register platform directories here.\n",
    "# Key = human-readable label shown in plots and tables.\n",
    "# Value = path to the examples directory for that platform (relative to BaseDir).\n",
    "PLATFORM_DIRS = {\n",
    "    'A100 (80 GB)': BaseDir / 'examples',\n",
    "    # 'RTX A6000 Ada': BaseDir / 'examples_A6000ada',   # uncomment when available\n",
    "}"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Repository root: /Users/sukantabasu/Dropbox/Codes/LES/JAX-ALFA/JAXALFA0.1\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "id": "bench-0010",
   "metadata": {},
   "source": [
    "### Data loading"
   ]
  },
  {
   "cell_type": "code",
   "id": "bench-0011",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-05T13:47:11.667877Z",
     "start_time": "2026-06-05T13:47:11.399176Z"
    }
   },
   "source": "_DIR_RE = re.compile(\n    r'(?P<nx>\\d+)x(?P<ny>\\d+)x(?P<nz>\\d+)'\n    r'_(?P<dyn>LAD|LASDD)'\n    r'_(?P<base>SM|WL)'\n    r'_(?P<prec>SP|DP)$'\n)\n_TIME_RE = re.compile(r'Total Elapsed Time:\\s+([\\d.]+)\\s+seconds')\n_ITER_RE = re.compile(r'Finished Iteration\\s+(\\d+)\\s*/\\s*(\\d+)')\n\n\ndef parse_run_log(log_path):\n    \"\"\"Return (total_seconds, total_iterations) from a run.log, or None.\n\n    Some logs contain more than one completed timing block from repeated runs.\n    Use the last Total Elapsed Time and last Finished Iteration entry, which\n    correspond to the most recent completed block in the file.\n    \"\"\"\n    text = log_path.read_text(errors='replace')\n    all_times = _TIME_RE.findall(text)\n    if not all_times:\n        return None\n    total_sec = float(all_times[-1])\n    iters = _ITER_RE.findall(text)\n    if not iters:\n        return None\n    last_done, last_total = int(iters[-1][0]), int(iters[-1][1])\n    if last_done < last_total:\n        return None  # incomplete run\n    return total_sec, last_total\n\n\ndef scan_platform(examples_dir, platform_label):\n    \"\"\"Walk examples_dir and return a list of record dicts.\"\"\"\n    records = []\n    for log_path in sorted(examples_dir.glob('*/runs/*/run.log')):\n        run_dir  = log_path.parent\n        run_name = run_dir.name\n        case     = run_dir.parent.parent.name\n        m = _DIR_RE.match(run_name)\n        if not m:\n            continue\n        result = parse_run_log(log_path)\n        if result is None:\n            continue\n        total_sec, total_iters = result\n        nx        = int(m.group('nx'))\n        dyn_key   = m.group('dyn')    # LAD | LASDD  (dynamic procedure)\n        base_key  = m.group('base')   # SM  | WL     (base SGS model)\n        prec_key  = m.group('prec')   # SP  | DP\n        sgs_label = f\"{dyn_key}-{base_key}\"   # e.g. LAD-SM\n        records.append({\n            'Platform':         platform_label,\n            'Case':             case,\n            'Resolution':       f'{nx}³',\n            'N':                nx,\n            'Grid points':      nx**3,\n            'Dynamic proc.':    dyn_key,\n            'Base model':       base_key,\n            'SGS model':        sgs_label,\n            'Precision':        prec_key,\n            'Total iterations': total_iters,\n            'Total time (s)':   round(total_sec, 3),\n            'Time/iter (ms)':   round(total_sec * 1000 / total_iters, 4),\n        })\n    return records\n\n\nall_records = []\nfor label, path in PLATFORM_DIRS.items():\n    if path.is_dir():\n        recs = scan_platform(path, label)\n        all_records.extend(recs)\n        print(f'{label}: {len(recs)} completed runs found in {path}')\n    else:\n        print(f'{label}: directory not found — {path}')\n\ndf = pd.DataFrame(all_records)\n\nsort_keys = ['Platform', 'Case', 'N', 'Dynamic proc.', 'Base model', 'Precision']\ndf_sorted = df.sort_values(sort_keys).reset_index(drop=True)",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A100 (80 GB): 57 completed runs found in /Users/sukantabasu/Dropbox/Codes/LES/JAX-ALFA/JAXALFA0.1/examples\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "id": "bench-headline-md",
   "metadata": {},
   "source": "## Headline Metrics\n\nA compact snapshot of the completed benchmark set before the detailed plots."
  },
  {
   "cell_type": "code",
   "id": "bench-headline-code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-05T13:47:11.835135Z",
     "start_time": "2026-06-05T13:47:11.685205Z"
    }
   },
   "source": "completed_runs = len(df_sorted)\ncompleted_cases = df_sorted['Case'].nunique()\ncompleted_resolutions = df_sorted[['Case', 'N']].drop_duplicates().shape[0]\n\nheadline = pd.DataFrame([\n    {'Metric': 'Completed runs', 'Value': completed_runs},\n    {'Metric': 'Cases with completed runs', 'Value': completed_cases},\n    {'Metric': 'Case-resolution pairs', 'Value': completed_resolutions},\n    {'Metric': 'Fastest run (ms/iter)', 'Value': df_sorted['Time/iter (ms)'].min()},\n    {'Metric': 'Slowest run (ms/iter)', 'Value': df_sorted['Time/iter (ms)'].max()},\n    {'Metric': 'Median run (ms/iter)', 'Value': df_sorted['Time/iter (ms)'].median()},\n])\n\ncase_summary = (\n    df_sorted\n    .groupby(['Case', 'N', 'Resolution'], as_index=False)\n    .agg(\n        **{\n            'Completed runs': ('Time/iter (ms)', 'size'),\n            'Min ms/iter': ('Time/iter (ms)', 'min'),\n            'Median ms/iter': ('Time/iter (ms)', 'median'),\n            'Max ms/iter': ('Time/iter (ms)', 'max'),\n        }\n    )\n    .sort_values(['Case', 'N'])\n    .reset_index(drop=True)\n)\n\ndisplay(headline)\ndisplay(case_summary)",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                      Metric      Value\n",
       "0             Completed runs    57.0000\n",
       "1  Cases with completed runs     4.0000\n",
       "2      Case-resolution pairs    10.0000\n",
       "3      Fastest run (ms/iter)     8.3434\n",
       "4      Slowest run (ms/iter)  2580.1850\n",
       "5       Median run (ms/iter)    45.0507"
      ],
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       "      <td>4.0000</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Case-resolution pairs</td>\n",
       "      <td>10.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Fastest run (ms/iter)</td>\n",
       "      <td>8.3434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Slowest run (ms/iter)</td>\n",
       "      <td>2580.1850</td>\n",
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     "data": {
      "text/plain": [
       "         Case    N Resolution  Completed runs  Min ms/iter  Median ms/iter  \\\n",
       "0     CBL_N91   64        64³               8      11.2704        15.01100   \n",
       "1     CBL_N91  128       128³               8      42.0543        70.10770   \n",
       "2     CBL_N91  256       256³               8     481.1481       743.39035   \n",
       "3     CBL_N91  384       384³               1    2580.1850      2580.18500   \n",
       "4     NBL_A94   64        64³               1      12.6894        12.68940   \n",
       "5     NBL_A94  128       128³               4      41.8231        43.18860   \n",
       "6  SBL_GABLS1   64        64³               8       8.3434        12.25935   \n",
       "7  SBL_GABLS1  128       128³               8      32.9590        56.12020   \n",
       "8  SBL_GABLS1  256       256³               7     399.5710       425.48760   \n",
       "9  SBL_GABLS3  256       256³               4     411.8750       418.97910   \n",
       "\n",
       "   Max ms/iter  \n",
       "0      18.7421  \n",
       "1     101.5644  \n",
       "2    1027.9178  \n",
       "3    2580.1850  \n",
       "4      12.6894  \n",
       "5      45.0180  \n",
       "6      16.6933  \n",
       "7      81.9103  \n",
       "8     839.0768  \n",
       "9     438.0652  "
      ],
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       "      <th></th>\n",
       "      <th>Case</th>\n",
       "      <th>N</th>\n",
       "      <th>Resolution</th>\n",
       "      <th>Completed runs</th>\n",
       "      <th>Min ms/iter</th>\n",
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       "      <th>Max ms/iter</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CBL_N91</td>\n",
       "      <td>64</td>\n",
       "      <td>64³</td>\n",
       "      <td>8</td>\n",
       "      <td>11.2704</td>\n",
       "      <td>15.01100</td>\n",
       "      <td>18.7421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CBL_N91</td>\n",
       "      <td>128</td>\n",
       "      <td>128³</td>\n",
       "      <td>8</td>\n",
       "      <td>42.0543</td>\n",
       "      <td>70.10770</td>\n",
       "      <td>101.5644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CBL_N91</td>\n",
       "      <td>256</td>\n",
       "      <td>256³</td>\n",
       "      <td>8</td>\n",
       "      <td>481.1481</td>\n",
       "      <td>743.39035</td>\n",
       "      <td>1027.9178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CBL_N91</td>\n",
       "      <td>384</td>\n",
       "      <td>384³</td>\n",
       "      <td>1</td>\n",
       "      <td>2580.1850</td>\n",
       "      <td>2580.18500</td>\n",
       "      <td>2580.1850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NBL_A94</td>\n",
       "      <td>64</td>\n",
       "      <td>64³</td>\n",
       "      <td>1</td>\n",
       "      <td>12.6894</td>\n",
       "      <td>12.68940</td>\n",
       "      <td>12.6894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NBL_A94</td>\n",
       "      <td>128</td>\n",
       "      <td>128³</td>\n",
       "      <td>4</td>\n",
       "      <td>41.8231</td>\n",
       "      <td>43.18860</td>\n",
       "      <td>45.0180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SBL_GABLS1</td>\n",
       "      <td>64</td>\n",
       "      <td>64³</td>\n",
       "      <td>8</td>\n",
       "      <td>8.3434</td>\n",
       "      <td>12.25935</td>\n",
       "      <td>16.6933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SBL_GABLS1</td>\n",
       "      <td>128</td>\n",
       "      <td>128³</td>\n",
       "      <td>8</td>\n",
       "      <td>32.9590</td>\n",
       "      <td>56.12020</td>\n",
       "      <td>81.9103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SBL_GABLS1</td>\n",
       "      <td>256</td>\n",
       "      <td>256³</td>\n",
       "      <td>7</td>\n",
       "      <td>399.5710</td>\n",
       "      <td>425.48760</td>\n",
       "      <td>839.0768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SBL_GABLS3</td>\n",
       "      <td>256</td>\n",
       "      <td>256³</td>\n",
       "      <td>4</td>\n",
       "      <td>411.8750</td>\n",
       "      <td>418.97910</td>\n",
       "      <td>438.0652</td>\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "id": "bench-coverage-md",
   "metadata": {},
   "source": "## Completion Matrix\n\nCompleted `run.log` coverage for the case-resolution combinations represented in the benchmark data. Blank cells indicate configurations with no completed timing in the scanned logs."
  },
  {
   "cell_type": "code",
   "id": "bench-coverage-code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-05T13:47:13.253069Z",
     "start_time": "2026-06-05T13:47:11.885759Z"
    }
   },
   "source": "config_order = [\n    f'{sgs}-{prec}'\n    for sgs in ['LAD-SM', 'LAD-WL', 'LASDD-SM', 'LASDD-WL']\n    for prec in ['DP', 'SP']\n]\n\ncoverage = (\n    df_sorted\n    .assign(Config=df_sorted['SGS model'] + '-' + df_sorted['Precision'])\n    .pivot_table(index=['Case', 'N'], columns='Config', values='Time/iter (ms)', aggfunc='size')\n    .reindex(columns=config_order)\n    .fillna(0)\n    .astype(int)\n    .sort_index()\n)\n\nfig, ax = plt.subplots(figsize=(10, 0.6 * len(coverage) + 2), constrained_layout=True)\ncomplete = coverage.values > 0\nescape_case = lambda s: s.replace('_', r'\\_')\nim = ax.imshow(complete, aspect='auto', cmap='Greens', vmin=0, vmax=1)\n\nax.set_xticks(np.arange(len(coverage.columns)))\nax.set_xticklabels(coverage.columns, rotation=45, ha='right')\nax.set_yticks(np.arange(len(coverage.index)))\nax.set_yticklabels([f'{escape_case(case)}  {n}$^3$' for case, n in coverage.index])\n\nfor i in range(coverage.shape[0]):\n    for j in range(coverage.shape[1]):\n        ax.text(j, i, 'x' if complete[i, j] else '', ha='center', va='center', color='black')\n\nax.set_title('Completed Benchmark Coverage')\nax.set_xlabel('Configuration')\nax.set_ylabel('Case and resolution')\nax.grid(False)\nplt.show()",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ],
      "image/png": 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o0zR7DmoEms2mlpaWNl1GsVgMv8NO2xEAAAAA8DLOzPehXq/LdV3NzMzs6fObhdxhqFQqarfbW56dDy4LqFQqsixLpmmqUqloenq6ZxndbnfLs+pbsW1b2WxW5XJZpmlKUvjf9e87ceLEprVJUjab1dzcnNrt9q7WH2tnlqX2d6TnLvQ+7zwj/fXfj6YmrKI30UZ/ooveRBv9iTb6E130JtroD2G+H61WS9lsdtOwupN2u61MJqNyuTz0a8Mty1I2m+0J52sF1/KvXW82m5XneX0Nz99OvV5XLpdToVBQIpFQJpMJ1xeoVquyLEvpdHrDZ9fWnEwmdz0yINZuHZeSB6XTz7z83LeflZbOS4evG11doDdRR3+ii95EG/2JNvoTXfQm2ugPYb4fjuPIsqy+3ut5Xjj5nWEYyuVyKpVKqlQql6S2SqWiZrO5IUhL2nJ4u6RN39+v4LPT09OqVCpaXFxUMplUoVAI3xOMCths+PyxY8d09OhRtdtt2batUqm0IfAHzp8/r5WVlZ7HZSH90h8wXzorrbwgfdWT7khKh7jyZeToTbTRn+iiN9FGf6KN/kQXvYm2fd4fwvyQmaYZTn7X7XbVarU0Ozu768nl+pVOp5VOpzc9WHDkyBFJ6jkLHwTx7YL+ToJlrB2+32g0eibkm5qaCq+JX880TeXzeWWzWVUqlfD6/c1MT09rfHw8fNx88817rjtyDl8nPfW89PmnpTdeLV1/1agrQoDeRBv9iS56E230J9roT3TRm2jbx/0hzPchnU7v6Uy2aZrKZrPqdDpyXXfX16X3q1KpqF6vb7g2P1i/bdvyPE+u66pUKklS3yMNNhMMiQ8OFgTrMk1Truuq3W6r3W4PZTTCiRMntLy8HD4ef/zxgZcZGYcOSDceWv3/W64ZbS3oRW+ijf5EF72JNvoTbfQnuuhNtO3j/hDm+5DL5dRutweayC6fz6vZbA6vqDWy2awsy9r02vlg9v2JiQmVSqXwgMIgYX6nz7ZaLXmep0QiIcMwwvveG4bRMxS/HwcPHtTY2FjP47Jx9nnpyXPS635gdaIORAe9iTb6E130JtroT7TRn+iiN9G2j/tDmO9DMFx8ampqz8twHGfL68KHoVKpqFqtbnp2vtVqhUP+gzoGCfOmacqyLM3NzYXPua4rz/PCIf/BpQa+76vT6UiSfN/nnvKB5y5Ijy5Jtyekt167+txj3dHWhFX0JtroT3TRm2ijP9FGf6KL3kTbPu8PYb5PrVZL7XZbhUIhvC48GDpfrVa3/JzneSqVSkMbdr6VfD4v0zQ3TDi39jr2ZrOp6enpPd9iby3btmXbthzHCb9jPp8f6CDBvvLo0ursm8E1PXckpe88tzoDJ0aL3kQb/YkuehNt9Cfa6E900Zto2+f9Icz3ybKsnlnbDcNQJpOR53nK5/Ph+4Lh5cEQ84mJCS0tLWlhYWFD0F0/833wCM6ub/badiqVyoZr+13XDeut1WrqdDo9IwTq9boMw1CpVJLruj3D4rdTLBZVqVQ0OTmpiYkJWZbFWfd+PdaVzl1YPYIYOHRAerO5OgPnygujqgz0JtroT3TRm2ijP9FGf6KL3kQb/ZHh+74/6iKAfq2srGh8fFy66wbpAMeiAAAAAFxmLlyUPv2ElpeXt50zjDQEAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIiZA6MuAPtTs9mUZVman5+XJBWLxRFXBAAAAADxYfi+74+6COwvnudpcnJSnU5HnucpkUio31/DlZUVjY+PS3fdIB1gYAkAAACAy8yFi9Knn9Dy8rLGxsa2fBtpaA3P82TbtjKZjAzDUCKRUKFQkOu6kqRqtRo+bxiGDMNQKpVStVrdsCzbtpVIJPZUR7CeTCaz4bV6va5UKrWn5UaFaZrqdDqSJNd1lc1mR1wRAAAAAMQLYf4lrusqk8nIcRxVKhV1u12dPHlSyWRSnueF7zNNU91uV77vy/d9NRoNzc7Obhq8B2GaphzHkeM4O763Wq0qlUopkUjItu1N39NsNpXL5XZdx1af8zxPhUJBiURCqVRq0/UGBzQSiYRKpVLPdpRWD0xMT0+r0Wjsui4AAAAA2M8I8y/J5XJKp9NqtVrKZrMyTVPpdFq1Wk3pdHrLz6XTaXU6HTmOo3a7PbR6LMtSPp/fMpwHqtWqZmdn1Wq1tLi4qHa73TNSIAjUtm2HIwz6sdPnpqamlMvltLi4qFqtpmazqUKhEL4ejGhYXFxUt9sNn1urWCyqVCrt+B0vO2eWpfZ3pOcu9D7vPCP99d+PpiasojfRRn+ii95EG/2JNvoTXfQm2ugPYV5aPUPsuq5mZmb29Pn1Z5yHpVKpqN1ub3l2PrgsoFKpyLIsmaapSqWi6enpnmV0u91dB+btPue6rjzPU7FYlGmaymazYaAPtkWz2dTMzIxM05Qk1Wo1tdvt8PXgv9lsVnNzc0M9EBJ5t45LyYPS6Wdefu7bz0pL56XD142uLtCbqKM/0UVvoo3+RBv9iS56E230hzAvqeds/G61221lMhmVy+WhX/ttWZay2WxPOF8rOGO+dr3ZbFae5/U1PH+Qumq1Ws9zR44ckaRwdnpJWlpa2vTzwfD6QDKZVDKZvASVRlj6pT9gvnRWWnlB+qon3ZGUDnGDiZGjN9FGf6KL3kQb/Yk2+hNd9Cba9nl/CPOSHMeRZVl9vdfzvHDyO8MwlMvlVCqVVKlULkltlUpFzWZz06HuW4VlSbsaUr8X67dXEOKDUF+pVMLr5D3PU6lUCs/kHzt2TEePHlW73ZZt2yqVSlteynD+/HmtrKz0PC4bh6+Tnnpe+vzT0huvlq6/atQVIUBvoo3+RBe9iTb6E230J7roTbTt4/4Q5nfJNM1w8rtut6tWq6XZ2dk9TS7Xj3Q6rXQ6venBgiA4rz0LH4T47YL+pVCpVFQul8PRDeVyWblcLpwAT1J4Nt80TeXzeWWz2fBzW5mentb4+Hj4uPnmmy/5d3nFHDog3Xho9f9vuWa0taAXvYk2+hNd9Cba6E+00Z/oojfRto/7Q5jXamDey5ns4HrxTqcj13Uv2URulUpF9Xp9w7X5wfpt25bneXJdV6VSSdLGM+eXUqFQ2HDAoVQq6dSpU+p2u1tOgNePEydOaHl5OXw8/vjjQ6t75M4+Lz15TnrdD6xO1IHooDfRRn+ii95EG/2JNvoTXfQm2vZxfwjzWp3Jfu3kbHuRz+fVbDaHV9Qa2WxWlmVteu18cFu3iYmJnpnhX6kwXygUZFlWT5B3HEf1ej2cAM80zXCCvN1uo4MHD2psbKzncVl47oL06JJ0e0J667Wrzz3WHW1NWEVvoo3+RBe9iTb6E230J7roTbTt8/4Q5rV6izTLsjQ1NbXnZTiOs+0t7AZVqVRUrVY3PTvfarXCIf9BHa9EmC8UCsrlcpdsvoDL2qNLq7NvBtf03JGUvvPc6gycGC16E230J7roTbTRn2ijP9FFb6Jtn/eHMP+SVquldrutQqEQXoMeDJ1fe9/29YLJ3drt9iUNtfl8PjzDvZbjOGG9zWZT09PTe77F3m4UCgUdPXpUx44dCye5Cw40BNf5T01NyXXdcPi/ZVnK5/OXvLbIe6wrnbuwegQxcOiA9GZzdQbOlRdGVRnoTbTRn+iiN9FGf6KN/kQXvYk2+kOYD1iWpcXFRSWTSRUKBRmGoUwmI8/zegKo53nhpG6GYWhiYkJLS0taWFjYcDZ8/cz3wSMIvZu9tp1KpbLh2n7XdcN6a7WaOp1OzwiBer0uwzBUKpXkuq4Mw1Aqldpxe2z3Odd11Ww2Zdt2uC2CR3C/+JMnTyqZTCqTySiTyWhpaUmdTmfH9e4Ltyeku94gvWrd7nfTa6TsjdLYq0dTF+hN1NGf6KI30UZ/oo3+RBe9iTb6I8P3fX/URQD9WllZ0fj4uHTXDdIBjkUBAAAAuMxcuCh9+gktLy9vO2cYaQgAAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJg5MOoCsD81m01ZlqX5+XlJUrFYHHFFAAAAABAfhu/7/qiLwP7ieZ4mJyfV6XTkeZ4SiYT6/TVcWVnR+Pi4dNcN0gEGlgAAAAC4zFy4KH36CS0vL2tsbGzLt5GG1vA8T7ZtK5PJyDAMJRIJFQoFua4rSapWq+HzhmHIMAylUilVq9UNy7JtW4lEYk91BOvJZDIbXqvX60qlUntablSYpqlOpyNJcl1X2Wx2xBUBAAAAQLwQ5l/iuq4ymYwcx1GlUlG329XJkyeVTCbleV74PtM01e125fu+fN9Xo9HQ7OzspsF7EKZpynEcOY6z43ur1apSqZQSiYRs2970Pc1mU7lcru/1e56nQqGgRCKhVCq1YbmFQiE8oBE81i/f8zyVSiUlEolNa6vX65qenlaj0ei7LgAAAAAAYT6Uy+WUTqfVarWUzWZlmqbS6bRqtZrS6fSWn0un0+p0OnIcR+12e2j1WJalfD6/ZTgPVKtVzc7OqtVqaXFxUe12u2ekQDBCwLbtcIRBP6amppTL5bS4uKharaZms6lCodDznnK5HB7U8H1frVYrfM3zPGUyGaVSKS0uLqrb7erEiRM9ny8WiyqVSjt+RwAAAABAL8K8Vs8Qu66rmZmZPX1+7Zn7YapUKmq321uenQ8uC6hUKrIsS6ZpqlKpaHp6umcZ3W53V4HZdV15nqdisSjTNJXNZsNAv/a7XnvttVsuw7ZtZbNZlctlmaYpSeF/g9olKZvNam5ubqgHQiLvzLLU/o703IXe551npL/++9HUhFX0JtroT3TRm2ijP9FGf6KL3kQb/SHMS+o5G79b7XZbmUxG5XJ56Nd+W5albDbbE87XCs60r11vNpuV53l9Dc/fbr21Wq3nuSNHjkhSOPv8Tur1unK5XDhUP5PJhPUGw+sDyWRSyWRyz/XGzq3jUvKgdPqZl5/79rPS0nnp8HWjqwv0JuroT3TRm2ijP9FGf6KL3kQb/SHMS5LjOLIsq6/3ep634TrxUqmkSqVySWqrVCpqNpubDpFfWlra8nO7GVK/mfXbIwjxQaiXVg+CBNfql0qlDeuenp5WpVLR4uKikslkOEz/2LFjOnr0qNrttmzbVqlU2vJShvPnz2tlZaXncVlIv/QHzJfOSisvSF/1pDuS0iHuFjly9Cba6E900Ztooz/RRn+ii95E2z7vD2F+l0zTDK8R73a7arVamp2d3dXkcruRTqeVTqc3PVgQBOu1Z+GDIL1d0N+LSqXSM2ReWg34jUZDi4uLmp+fD8N6UMPa4f+NRiOc0M80TeXzeWWz2XC5W5mentb4+Hj4uPnmm4f6vUbq8HXSU89Ln39aeuPV0vVXjboiBOhNtNGf6KI30UZ/oo3+RBe9ibZ93B/CvFYD817OZAfXk3c6Hbmue8kmcqtUKqrX6xuuzQ/Wb9u2PM+T67rhGfJ+Rxr0o1AobDigEJxxT6fT4bX6wTX1wZD5tWfxTdOUaZq73s4nTpzQ8vJy+Hj88ceH86Wi4NAB6cZDq/9/yzWjrQW96E200Z/oojfRRn+ijf5EF72Jtn3cH8K8Vmeyb7fbA01kl8/n1Ww2h1fUGtlsVpZlbXrtfHBbt4mJiZ6Z4YcV5guFgizL2jAyIDjjvvZnafWs/DAPJBw8eFBjY2M9j8vG2eelJ89Jr/uB1Yk6EB30JtroT3TRm2ijP9FGf6KL3kTbPu4PYV6rt0izLEtTU1N7XobjONvewm5QlUpF1Wp107PzrVYrHPIf1DGMQF0oFJTL5TYd4r/+DHsw1D8I+ZZlaW5uruf9nudd0m0UK89dkB5dkm5PSG996a4Aj3VHWxNW0Ztooz/RRW+ijf5EG/2JLnoTbfu8P4T5l7RaLbXbbRUKhTCYBkPn1963fT3P81QqldRuty/ZJHjS6pl/0zQ3zDIfXIcuSc1mU9PT03u+xd5ahUJBR48e1bFjx+R5XviQVrdLJpMJRyIE2ym4lZ20ems627blOE64jfL5/FDP2sfao0urs28G1/TckZS+89zqDJwYLXoTbfQnuuhNtNGfaKM/0UVvom2f94cw/xLLsnpmXTcMQ5lMRp7nKZ/Ph+/zPE+JREKJREKGYWhiYkJLS0taWFjYEFTXz3wfPIJQvNlr26lUKhvOiLuuG9Zbq9XU6XR6zn7X63UZhqFSqSTXdWUYhlKp1LbrcV1XzWZTtm2H3zV4tNttWZalRqOh6enpnhn91x5oKBaLqlQqmpyc1MTERPgZaPVo4bkLq0cQA4cOSG82V2fgXHlhVJWB3kQb/YkuehNt9Cfa6E900Ztooz8yfN/3R10E0K+VlRWNj49Ld90gHeBYFAAAAIDLzIWL0qef0PLy8rZzhpGGAAAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACImQOjLgDYiycfcjQ2NjbqMgAAwIhddfdtoy4B2zj3ya+NugQgdlZWVnR98oYd38eZeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDMHRl0A9qdmsynLsjQ/Py9JKhaLI64IAAAAAOKDMI9XnOd5mp6eVqfTkWVZSiQShHkAAAAA2AWG2a/heZ5s21Ymk5FhGEokEioUCnJdV5JUrVbD5w3DkGEYSqVSqlarG5Zl27YSicSe6gjWk8lkNrxWr9eVSqX2tNyoME1TnU5HkuS6rrLZ7IgrAgAAAIB4Icy/xHVdZTIZOY6jSqWibrerkydPKplMyvO88H2maarb7cr3ffm+r0ajodnZ2U2D9yBM05TjOHIcZ8f3VqtVpVIpJRIJ2ba96XuazaZyudyuaiiVSkokEkokEiqVShteDw5YBK+v3U5r5XI5GYax4fl6va7p6Wk1Go1d1QUAAAAA+x1h/iW5XE7pdFqtVkvZbFamaSqdTqtWqymdTm/5uXQ6rU6nI8dx1G63h1aPZVnK5/NbhvNAtVrV7OysWq2WFhcX1W63e0YKBIHbtu1whEE/crlceOBicXFRruuqUCiErwcjFhYXF9XtdsPn1ms2m1paWtp0HcViUaVSacfvCAAAcNk6syy1vyM9d6H3eecZ6a//fjQ1AYgFwrxWzxC7rquZmZk9fX6rM9KDqlQqarfbW56dDy4LqFQqsixLpmmqUqloenq6ZxndbnfXgblQKKhSqUhaHSVQKBR6DlY0m03NzMzINE1JUq1WU7vd3rAtbNvWiRMnNq1dkrLZrObm5oZ6IAQAACA2bh2Xkgel08+8/Ny3n5WWzkuHrxtdXQAijzAv9ZyN3612u61MJqNyuTz0a78ty1I2m+0J52sFZ9rXrjebzcrzvL6G529n/YR0rVZLR44c6XluqzPugWq1KsuyNoxsCIbXB5LJpJLJ5KbLOH/+vFZWVnoeAAAAl5X0S6H9S2ellRekr3rSHUnpEHNVA9gaYV6S4ziyLKuv93qeF05+ZxiGcrmcSqVSeBZ72CqViprN5qZD5LcL07sZUr8dz/NUrVbVbrd7zu5XKpXwOnnP81QqlVQsFsMDIsGogVqttmGZx44d09GjR8NllkqlLS9lmJ6e1vj4ePi4+eabh/K9AAAAIuXwddJTz0uff1p649XS9VeNuiIAEUeY3yXTNMPJ77rdrlqtlmZnZ3c9uVy/0um00un0pgcLgjPla8/CByF+p7Pm/Wi32+H19sVisWcEQLlcVi6XCyfAk9QT3KemplQsFjc9SGKapvL5vLLZrCqVisrl8pY1nDhxQsvLy+Hj8ccfH/h7AQAARM6hA9KNh1b//5ZrRlsLgFggzGs1MO/lTLZpmspms+p0OnJd95JN5FapVFSv1zdcjx6s37ZteZ4n13XDWef7HWmwnWw2K9/3tbCwIMdxeg5YlEolnTp1St1ud8MEeO12W+12eyijFQ4ePKixsbGeBwAAwGXn7PPSk+ek1/3A6uR3ALADwrxWZ27fbPK23cjn82o2m8Mrao1sNivLsja9dj64rdvExETPzPDDCPMBy7LUaDTUbrfVbDblOI7q9Xo4AZ5pmqrVamo2m2o2m2q1WvI8T4lEQoZhKJVKSZIMw9h0xnsAAIB97bkL0qNL0u0J6a3Xrj73WHe0NQGIPMK8FA4Hn5qa2vMyHMfZ9hZ2g6pUKqpWq5uenW+1WuGQ/6COQcJ8cB38ILUGlyL4vq9OpyNJ8n2fe8oDAACs9+jS6oz2wXXydySl7zy3Oqs9AGyBMP+SVquldrutQqEQXoMeDJ1fe9/29YLJ34Y1rHwr+Xw+PAO+luM4Yb3NZlPT09N7vsVeYGlpSZlMRs1mMwz2U1NTsixL+Xw+vI5/ampKruuGw/uD1wEAANCnx7rSuQurZ+UDhw5IbzZXZ7VfeWFUlQGIOML8SyzL0uLiopLJpAqFggzDUCaTked5PQE1GD4eDCGfmJjQ0tKSFhYWNpwNXz/zffAIznpv9tp2KpXKhmv7XdcN663Vaup0Oj0jBOr1ugzDUKlUkuu6PcPet9sWwcR+ExMTmpiYkKTwDLsknTx5UslkUplMRplMRktLSz2vAwAAoA+3J6S73iC9at0/y296jZS9URp79WjqAhB5hu/7/qiLAPq1srKi8fFxPbn0BJPhAQAAXXX3baMuAds498mvjboEIHZWVlZ0ffIGLS8vb5t5ODMPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYODGMhjzzyyLb3Jb/nnnuGsRoAAAAAAKABw/zp06eVzWa3DPK+78swDL344ouDrAYAAAAAAKwxUJifmppSt9tVuVzW0aNHh1UTAAAAAADYxkBh3nEc2bat6enpYdUDAAAAAAB2MNAEeOl0WqlUali1AAAAAACAPgwU5ovFohqNxrBqAQAAAAAAfRhomP3Ro0dVr9d12223qVgsyjRNJZPJDe9jNnsAAAAAAIZnoDBfKBTkuq4kqVwub/oeZrMHAAAAAGC4BgrztVptWHUAAAAAAIA+DRTmJycnh1UHAAAAAADo00AT4AEAAAAAgFfeUML8Qw89pFtvvVVXXnmlrrzySt166636/d///WEsGgAAAAAArDNwmD9+/Ljy+bzGx8c1NTWle++9V77va2pqSnffffcwagQAAAAAAGsMdM38zMyMGo2GGo2G7r333p7X6vW63ve+9+n3f//39XM/93MDFQkAAAAAAF420Jn5Wq2mUqm0IchLUrFY1L333qsHH3xwkFUAAAAAAIB1BgrzjuMok8ls+fq73vUuOY4zyCoAAAAAAMA6A4X5dDot13W3fH1hYUGWZQ2yCgAAAAAAsM5AYf7YsWOqVCr65je/ueG106dP6zd+4zeUz+cHWQUAAAAAAFjH8H3fH2QBmUxGX/jCF1QqlZROpyVJrVZLzWZTlmXpzJkzQykUkKSVlRWNj4/ryaUnNDY2NupyAADAiF11922jLgHbOPfJr426BCB2VlZWdH3yBi0vL2+beQaazV6SOp2OSqXShonu8vm8ZmZmBl08AAAAAABYZ+AwL63Oal+r1XT69GktLS3pyJEjGh8fH8aiAQAAAADAOkMJ84HDhw8Pc3EAAAAAAGATfYf5Bx54QIZh6Jd/+ZfD5x566KG+PnvPPffsvjIAAAAAALCpvifAu+KKK5RIJHT27Nme5wzD0HaLMAxDL7744uCVAmICPAAA0IsJ8KKNCfCA3Rv6BHgPPvigDMPoea7Vau29QgAAAAAAsCd9h/lisbjhucnJyaEWAwAAAAAAdnbFqAsAAAAAAAC7M1CYP3r0qL7whS9s+fqb3vQm/eZv/uYgqwAAAAAAAOsMFOY7nY6Wlpa2fL1YLOqjH/3oIKsAAAAAAADrDDzMfv2keGstLS3Jdd1BVwEAAAAAANboewK8wNGjR3t+LhaLMk1zw/s8z9PCwoJSqdSeiwMAAAAAABvtOsybptlzNt73/U3vMz8xMaHJyUnZtj1YhQAAAAAAoMeuw/zae8tfccUVqtfreuc73znUogAAAAAAwNYGuma+WCzKsqxh1QIAAAAAAPqw6zPzaz344IPDqgMAAAAAAPRpoDD/0EMP7fge0zQZhg8AAAAAwBANFObz+fy2t6aTpHQ6rVOnTg2yGgAAAAAAsMZAYb7RaGz52kc/+lE98sgjmpmZGWQVAAAAAABgnYHC/L333rvta+973/vUbrd15513DrIaAAAAAACwxkCz2e+kUChodnb2Uq4CAAAAAIB955KGeUlyHOdSrwIAAAAAgH3lks1m77quZmdnZZrmIKsAAAAAAADrDGU2e9/3t3xPtVodZBUAAAAAAGCdgcJ8q9Xa9nXLsjQxMTHIKgAAAAAAwDoDhfnJyclh1QEAAAAAAPo0UJgH9qLZbMqyLM3Pz0uSisXiiCsCAAAAgHjpK8xvN9FdP+65556BPo/Lh+d5mp6eVqfTkWVZSiQShHkAAAAA2KW+wnw/E91txTAMvfjii7v+XFRUq1XZtq10Oq1Op9PzWr1eV6VS0cLCQs97TdOU53mSVucNKJVKKpfLPZ+1bVv1el3dbneg+mzbVrVaVavVUjabHWhZrwTTNMPt6LpuLGoGAAAAgKjpK8zvNNHd5c40TTmOI8dxlE6nd3zv2oDuOI6mpqY0Ozu74WDAMNTrdVmWpUajsWUwrlarqtVqWlpaUrFYVKVS2fR9uVxO7Xa7r4M2nufJtm3Nzc1J0pbL3WqZ9XpdrVZLjUZjx3UBAAAAAHr1Feb3+0R3lmXJsizZtr3rAxvBGX3DMNRut4d6JtpxHCWTSdm2Ldu2VavVNrynWq1qdnZWrVZLyWRSk5OTqlarG0YKNJtNLS0t9bVez/OUyWRUKpW0uLjYMxKh32UWi8Vwm25WNwAAwL5wZln65velt18vHVrzT3PnGencBekdrx9dbQAi7YpRFxAXlUpF7XZbjuPs+rObBd1hqNVqymazymaz8jxP7XZ7w3pt21alUpFlWTJNU5VKRdPT0xuWZdu2Tpw40dd6bdtWNptVuVyWaZqSFP63n2UG2yObzWpubm5D3QAAAPvGreNS8qB0+pmXn/v2s9LSeenwdaOrC0DkDSXMP/TQQ7r11lt15ZVX6sorr9Stt96q3//93x/GoiPDsixls9lNg/B22u22MpmMyuXy0K8Pn5ubU6FQCEcOrD/D7bquJPWsNwj+aw9KVKtVWZa14yUEgXq9rlwup0KhoEQioUwmE65rp2XW6/WebZhMJpVMJvv7wgAAAJej9Euh/UtnpZUXpK960h3J3jP1ALDOwH9CHD9+XI1GQ+l0WlNTU1paWgqvE280GvrkJz85jDojoVKphMHVsqxN3+N5ngzD2PC59cPaB9Vut+V5XhjU8/m8qtVqz3u2Gzbvuq7S6XR49j6YxG8nQWifnp5Wo9FQMplUoVBQoVAI5wTYbpnHjh1Tu91Wu91Wq9VSqVTa9iDC+fPndf78+fDnlZWVvuoEAACIlcPXSX/zpPTU89Ibr5auv2rUFQGIuIHOzM/MzKjRaKjRaGh+fl4PPvig5ubm9PWvf10PPvigHn744cvqDH06nVY6nd5yAjlpdbi57/vyfV/dbletVkuzs7PK5XJDrSUYYh84fvy4pNXr1ANHjhyRpJ6z8EEYD4L+1NRUeP16P4LPrx2632g0wgkCd1qmaZrK5/PKZrN9HeSYnp7W+Ph4+Lj55pv7qhMAACBWDh2Qbjy0+v+3XDPaWgDEwkBhvlarqVQq6d57793wWrFY1L333qsHH3xwkFVETqVSUb1e7+s6eNM0lc1m1el05LqubNseWh3NZlOFQiH8OZ1OyzTNnqH2wfpt25bneXJdV6VSSdLqZQPBGfLtDk6sFwyJDw4UBOsxTVOu6+5pmds5ceKElpeXw8fjjz8+lOUCAABEytnnpSfPSa/7gdXJ7wBgBwOFecdxlMlktnz9Xe96154mjIuybDYry7J2fe18Pp/vOWs+iGA5tm0rkUiEj2ASvLUHGoJbv01MTKhUKoUHFCzLUqvVkud5SiQSMgxDqVRKkmQYRs+BgrV2OoO/l2Vu5+DBgxobG+t5AAAAXFaeuyA9uiTdnpDeeu3qc491t/8MgH1voDCfTqc3THy21sLCQt/Dt+OkUqmoWq3uapb6fu5R369araZ8Pq9ut9vzCK5ZD+79Lq2eNW+1WuGQ/6AOy7JUqVTCSwJ83w8/7/v+lvd/N01TlmX1rMN1XXmeF16CsNtlAgAA7GuPLq3OaB9cJ39HUvrOc6uz2gPAFgYK88eOHVOlUtE3v/nNDa+dPn1av/Ebv6F8Pj/IKiIpn89vGNK+Fc/zVCqVhjb0PDj7HgyXXyu4pn9tXWuvZW82m5qentbMzMxANQT3tXccJ/x++Xz+sjxwAwAAcEk91l29n/ztiZefO3RAerO5Oqv9ygujqgxAxA0U5svlsu68805ZlqUPfOAD+shHPqKPfOQjOn78uI4cObKn4ehxUalUNh2VEAwxD4aZT0xMaGlpadNRCsHM9+sfwRn/zV6bm5sLb5O3mVKpFIZsafWseaFQkGEYqtVq6nQ6A48QKBaLqlQqmpyc1MTEhCzL4qw7AADAXtyekO56g/Sqdf8sv+k1UvZGaezVo6kLQOQZvu/7gy6kVCptONubz+c1MzOj8fHxQRcPhFZWVjQ+Pq4nl57g+nkAAKCr7r5t1CVgG+c++bVRlwDEzsrKiq5P3qDl5eVtM8/A95mXVq/hrtVqOn36tJaWlnTkyBFCPAAAAAAAl8hAw+y/8Y1v6Atf+EL48+HDh3Xttdfqvvvu07vf/W59/OMfH7Q+AAAAAACwzkBn5u+//36dPHlSZ86ckSQtLi4qk8nI932Zpql2u61ms6n3vve9QykWAAAAAAAMeGZ+bm6uZ1b14B7mrutqaWlJ99xzjz784Q8PViEAAAAAAOgxUJj3PK9nhvZ2u610Oq1bbrlFkvSud70rvC0aAAAAAAAYjoHCvGma6na7klaH2Hue13PLNM/zZJrmQAUCAAAAAIBeA10zPzk5qfvvv1+JREK1Wk2GYej48ePh66dOndpwb3UAAAAAADCYgc7Mf+QjH9HFixeVz+fVarVULpd15513SpKWl5fVbDZ7wj0AAAAAABjcQGfmx8fHtbCwoMXFRSWTyQ33lm+1WpqcnByoQAAAAAAA0GugMB+YmJjY8Nz4+DhBHgAAAACAS2CgYfaStLKyogceeEBvetObdODAy8cGTp8+raNHj2plZWXQVQAAAAAAgDUGCvOLi4uamJhQrVZTNpuV7/vha4cPH5bv+7r//vsHLhIAAAAAALxsoDBv27Ysy9KZM2dULpc3vH78+HE1Go1BVgEAAAAAANYZKMy3222VSiVJkmEYG163LEuu6w6yCgAAAAAAsM5AYT6ZTGp5eXnL10+dOqV0Oj3IKgAAAAAAwDoDhfnJyUl9+MMf1je/+c0Nry0uLqparSqbzQ6yCgAAAAAAsM5AYb5Wq8k0TVmWpfvuu0+S9PGPf1zvf//79aY3vUnpdFrT09NDKRQAAAAAAKwa+D7zjuOoXC5rZmZGknTvvfdKkorFoh588MFBFw8AAAAAANYx/LX3kxvQ6dOnJa3elg64FFZWVjQ+Pq4nl57Q2NjYqMsBAAAjdtXdt426BGzj3Ce/NuoSgNhZWVnR9ckbtLy8vG3mGWiY/bXXXqsPfOAD4c+HDx8myAMAAAAAcIkNFObT6bRardawagEAAAAAAH0YKMxXKhUtLCzogx/84LDqAQAAAAAAOxhoArwrrrhClUpF9913n9rtto4dOybLsja875577hlkNQAAAAAAYI2Bwnw+n9fi4qJ839f8/Lzm5+c3vMcwDL344ouDrAYAAAAAAKwxUJhvNBpaWloaVi0AAAAAAKAPA4V5Zq4HsB63CIoubg8Ubew70cW+A+ByxN87EXbhYl9vG2gCPAAAAAAA8MojzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJg50M+bHnrooT2vwDRNvfOd79zz5wEAAAAAQK++wnw+n5dhGPJ9f8NrhmFs+9l0Oq1Tp07trToAAAAAALBBX2G+1Wpt+ny329WxY8dUqVRkWVbPaw8//LAajYYqlcrgVQIAAAAAgFBfYX5ycnLT5++77z6VSiX9h//wHza8du+996rb7cpxHIbZAwAAAAAwRANNgNdsNpXJZLZ8PZfLqVarDbIKAAAAAACwzkBh3nVdOY6z5esLCwtyXXeQVQAAAAAAgHUGCvOTk5Oq1Wr61Kc+teG106dPq1qtKpvNDrIKAAAAAACwTl/XzG+lXq8rnU4rm80ql8vp8OHDkiTHcdRutyWJCfAAAAAAABiygcL8xMSEHMdRuVzWxz72MT388MPha/l8XpVKRRMTEwMXCQAAAAAAXjZQmJdWA32j0ZAkLS4uhs8BAAAAAIBLY+AwvxYhHgAAAACAS28oYf6RRx6R53lbvn7PPfcMYzUAAAAAAEADhvnTp08rm81uGeR935dhGHrxxRcHWQ0AAAAAAFhjoDA/NTWlbrercrmso0ePDqsmAAAAAACwjYHCvOM4sm1b09PTw6oHAAAAAADsYKAwn06nlUqlhlUL9olmsynLsjQ/Py9JKhaLI64IAAAAAOLlikE+XCwWw9vSAf3wPE/T09NKp9M6duyYSqXSqEsCAAAAgNgZKMwfPXpUZ8+e1W233aYHHnhAH/nIR/TQQw9teERZtVqVYRjKZDIbXqvX6z0jD4L3JhIJGYYhwzCUSqVUrVY3fNa2bSUSiYHrs21bhmGo3W4PvKwoME1TnU5HkuS6rrLZ7IgrAgAAAID4GSjMFwoFOY6jr3/96yqXyyoWi8rn8z2PQqEwrFovGdM05TiOHMfp673dble+78v3fTUaDc3Ozm56MGAY6vW6LMvadgREtVpVKpVSIpGQbdtbvi+Xy8kwjL7X3Ww2lcvlNjzveZ4KhYISiYRSqdSm6wwOZiQSCZVKpQ13PKjX65qenmZkBwAAAADswUDXzNdqtWHVMVKWZcmyLNm2rVartavPptNpdTqd8Oz5MM80O46jZDIp27Zl2/am27tarWp2dlatVkvJZFKTk5OqVqsql8s972s2m1paWuprvbZtq16vK5lMbvr61NSUcrmcZmZmND8/r1KpJNd1w2AeHMBZXFyUaZoqlUoqFAo927ZYLIbb/HL5PcJl4Myy9M3vS2+/Xjq05o9H5xnp3AXpHa8fXW1AlLHvAHvH/gPsDfvOYGF+cnJyWHWMXKVSUSqVkuM4SqfTu/rs+rPOw1Kr1ZTNZpXNZuV53oaDBZ7nhQcgLMuStPo9CoXChjBv23b42k4qlYoqlYrq9boqlUrPa67ryvO8cNK6bDarWq2mXC4nz/Nkmqaazaa63a5M0wy/h2EY4evBf7PZrAqFggqFAsPtEQ23jkvf+wfp9DMv/wXw7WelpfOrf1EA2Bz7DrB37D/A3rDvDDbM/nJiWZay2eyub7PXbreVyWRULpeHHkjn5uZUKBTCkQPrz2C7ritJPesNgv/aSwaq1aosy9r1QYrNbFbHkSNHJCmcnV7SlqMAguH1gWQyueUIAEk6f/68VlZWeh7AJZW+bvW/XzorrbwgfdWT7kj2HvEFsBH7DrB37D/A3uzzfWfgb7mysqJ6va6FhYVNX0+lUvqVX/mVQVfziqhUKspkMnJdNzzTvZ7neRuuO69UKhvOhA+q3W7L87wwqOfz+Q0T7W03bN51XaXT6fDs/Vb92Yv12yYI8UGor1QqKpVK4bB727ZVLBZlmqaOHTumdrutdrutVqulUqm07UGG6elpfehDHxpa7UBfDl8n/c2T0lPPS2+8Wrr+qlFXBMQD+w6wd+w/wN7s431noDC/uLioI0eOqNvtSpIMw5Dv++HrhmEonU7HJsyn02ml02lVKpUtr+MOJsCTVoP9/Px8ONR9t9fbbycYYh84fvy4qtWqms2m8vm8pJfD89pLA4Kz9UHQn5qaCq9PD14btuBgRjCsPjiwEczmXywWw+1pmmZYfz8jGU6cOKFf+qVfCn9eWVnRzTffPMzygY0OHZBuPCR95znplmtGXQ0QH+w7wN6x/wB7s4/3nYGG2QczljuOo4sXL2p8fDz8/4cffljj4+OamZkZVq2viOBa8X6ugw+u++50OnJdd9uZ5Her2Wz2XN+eTqdlmmbPQYZg/bZty/M8ua4b3rfdsqzwDPj6696HqVAohAdAAqVSSadOnVK32w0PfOz1rgYHDx7U2NhYzwO45M4+Lz15TnrdD6xOogKgP+w7wN6x/wB7s4/3nYHCfLvdVrVa1Z133ilp9frn4IxwNptVsVjc9TXoo5bNZmVZ1q7rzufzajabQ6khWM7a27slEolwEry1BxqCoewTExMqlUrhAQXLstRqteR5nhKJhAzDUCqVkrQ6YmIYtwwMrudfG+Qdx1G9XtfMzIxM0wwPQDSbzaFtH+CSeu6C9OiSdHtCeuu1q8891h1tTUAcsO8Ae8f+A+zNPt93hjoBXjqd7pl47ejRo33duz1qKpWKqtXqrmap38ss+Fup1WrK5/Phme3g0el0JK1OjBcwTVOtVkvdbletViusIwjZvu+Hj+Dzvu8PfH/3QqGgXC53Sc/6AyPx6JKUPPjy9VZ3JFeHbX372dHWBUQd+w6wd+w/wN7s831noDBvWZZOnToV/nzkyJGeM9qzs7OX7DrtSymfz28Y0r4Vz/NUKpWGNpw9OPseDJdfK7imf21djuOEB0yazaamp6cv+aUNhUJBR48e1bFjx+R5XvhYW+PU1JRc1w2H/luWFV4rD0TWY93V+5Lennj5uUMHpDebq7OjrrwwqsqAaGPfAfaO/QfYG/adwcJ8sVjsGTpdKpXU7XZ122236fjx42o2m7G9f3ilUtn0QEQwbD0Yuj4xMaGlpSUtLCxsmOU9mPl+/SMIvpu9Njc3F94mbzOlUkmO44TLcF1XhUJBhmGoVqup0+kMPEKgXq/LMAyVSiW5rtszRN91XTWbzQ2XACQSCbXbbUnSyZMnlUwmlclklMlktLS0FI4KACLt9oR01xukV637o/Gm10jZG6WxV4+mLiDq2HeAvWP/AfaGfUeGv3b6+T04efKkJicnw5/b7bYKhYKWl5eVzWbVaDQ0Pj4+cKGAtDqb/fj4uJ5ceoLJ8CLqqrtvG3UJ2MK5T35t1CVgG+w70cW+E23sO9HG/hNd7DsRduGi9OkntLy8vG3mGfg+82uDvLQ6gVwwgzkAAAAAABi+oU6ABwAAAAAALj3CPAAAAAAAMUOYBwAAAAAgZgjzAAAAAADEDGEeAAAAAICYIcwDAAAAABAzhHkAAAAAAGKGMA8AAAAAQMwMHOZXVlb0wAMP6E1vepMOHDgQPn/69GkdPXpUKysrg64CAAAAAACsMVCYX1xc1MTEhGq1mrLZrHzfD187fPiwfN/X/fffP3CRAAAAAADgZQOFedu2ZVmWzpw5o3K5vOH148ePq9FoDLIKAAAAAACwzkBhvt1uq1QqSZIMw9jwumVZcl13kFUAAAAAAIB1BgrzyWRSy8vLW75+6tQppdPpQVYBAAAAAADWGSjMT05O6sMf/rC++c1vbnhtcXFR1WpV2Wx2kFUAAAAAAIB1BgrztVpNpmnKsizdd999kqSPf/zjev/73683velNSqfTmp6eHkqhAAAAAABg1YGd37I9x3FULpc1MzMjSbr33nslScViUQ8++OCgiwcAAAAAAOsMHObHx8dVq9VUq9V0+vRpSau3pQMAAAAAAJfGQMPsv/GNb+gLX/hC+PPhw4dlGIbe//73693vfrc+/vGPD1ofAAAAAABYZ6Az8/fff79OnjypM2fOSFqd9C6Yvd40TbXbbTWbTb33ve8dvFIAAAAAACBpwDPzc3Nz4X3mJcm2bRmGIdd1tbS0pHvuuUcf/vCHBy4SAAAAAAC8bKAw73meLMsKf26320qn07rlllskSe9617vkOM5ABQIAAAAAgF4DhXnTNNXtdiWtDrH3PK/nvvKe58k0zYEKBAAAAAAAvQa6Zn5yclL333+/EomEarWaDMPQ8ePHw9dPnTrVc+YeAAAAAAAMbqAz8x/5yEd08eJF5fN5tVotlctl3XnnnZKk5eVlNZvNnnAPAAAAAAAGZ/i+7w+6kMXFRSWTSY2Pj4fPLS8va35+XpOTk4MuHgitrKys/p7ddYN0YKBjUQAAAAAQPRcuSp9+QsvLyxobG9vybQMNsw9MTExseG58fJwgDwAAAADAJTBwmF9ZWVG9XtfCwsKmr6dSKf3Kr/zKoKsBAAAAAAAvGSjMLy4u6siRI+GM9oZhaO2ofcMwlE6nCfMAAAAAAAzRQBcd27atRCIhx3F08eJFjY+Ph///8MMPa3x8XDMzM8OqFQAAAAAAaMAw3263Va1Wwxnsk8mklpaWJEnZbFbFYlHT09MDFwkAAAAAAF421OnA0+m0HMcJfz569GjPzwAAAAAAYHADhXnLsnTq1Knw5yNHjvSciZ+dnZXruoOsAgAAAAAArDNQmC8Wi2o2m+HPpVJJ3W5Xt912m44fP65ms6lsNjtwkQAAAAAA4GUDzWZfLBaVSqXCn8fHx/Xwww+rUCio0Wgom81qbm5u4CIBAAAAAMDLDH/tveSAiFtZWdH4+Lh01w3SgaFO+QAAAAAAo3fhovTpJ7S8vKyxsbEt30YaAgAAAAAgZvoK89/4xjf00EMPaWVlpe8Ff+xjH9Px48f3XBgAAAAAANhcX2H+wQcfVKFQ0Pz8fN8LTqfTajQa+s3f/M09FwcAAAAAADbqK8y3222l02m9853v7HvBExMTuvfee/XRj350z8UBAAAAAICN+grzruvu6RZz73rXu+Q4zq4/BwAAAAAAttZXmPc8r+cWdAAAAAAAYHT6CvOmaWphYWHXC/c8T6Zp7vpzAAAAAABga32F+cnJSTWbzV0vvFar7Wl4PgAAAAAA2FpfYf7EiRNaWFjQ3Xff3feCjx07psXFRZ04cWLPxQEAAAAAgI36CvPpdFr333+/Hn74Yd1999364he/uOV7v/CFL+jd7363Pvaxj6lSqejOO+8cVq0AAAAAAECS4fu+3++bS6WSZmZmZBiGMpmMJicnw4nxFhYW5DiO2u22fN9XsVjUgw8+eMkKx/60srKi8fFx6a4bpAN9HYsCAAAAgPi4cFH69BNaXl7W2NjYlm/bVZiXJMdxNDU1pdOnT68uwDAkScFiLMtSo9HQ4cOH91o6sCXCPAAAAIDLWp9h/sBul5tOp9XpdLS4uKh2ux3Ocp9KpZTNZjUxMbH3ogEAAAAAwI52fWYeGIZmsynLsjQ/Py9JKhaLfX2OM/MAAAAALmuXapg9MCjP8zQ5OalOpyPP85RIJNTvryFhHgAAAMBlrc8wH8s0VK/XlclkZBiGUqmUCoWCXNcNX69WqzIMQ4lEQoZhhO+rVqsblmXbthKJxED1lEqlcF2pVEqlUqmnnvXrMwxD7XZ709cvRe07ba9Xmmma6nQ6kiTXdZXNZkdWCwAAAADEUezCfLValW3bOnHihBYWFlSr1ZRMJjeEY9M01e125fu+fN9Xo9HQ7OysMpnM0GpxXVepVEqu66rRaKjb7apWq2lpaUnNZnPTz9Tr9XCSwK0Ms/Z+t5e0OvQ9l8v1vWzP88IDGYlEQrZtb/q+XC4XTpS4Vr1e1/T09LbbAgAAAACw0a4nwBs127bVaDSUz+clrc6e38+Z3WDivuCs+DDOBhcKBVmWpVarFT6XzWa3XLbjOEomk7JtW7Ztq1ar9bWeQWrvZ3vZtq16va5kMtn3cj3PUyaTUalU0uLiokzTlOd5G97XbDa1tLS06TKKxaIsy9rVtrgsnFmWvvl96e3XS4fW7ILOM9K5C9I7Xj+62vY7ehNt9Ce66E200Z9ooz/RRW+ijf7E78y8tHrmei82C5t71Ww25TjOrkJorVYLw77neVsOtd/MILXvtL0qlYq63e6WZ9Y3Y9u2stmsyuVyuPzN1hOMClgv+D7ZbFZzc3O72haxd+u4lDwonX7m5ee+/ay0dF46fN3o6gK9iTr6E130JtroT7TRn+iiN9FGf+IX5rPZrEql0q7DX7vdViaTUblcHspZ+dnZWaXTaVmW1fdn5ubmwrP5lmX1fSBgkNr3ur12Uq/XlcvlVCgUlEgklMlkNlyHX61WZVmW0un0hs9OT0+HPyeTyV2NCrgspF/6A+ZLZ6WVF6SvetIdyd6jihgNehNt9Ce66E200Z9ooz/RRW+ibZ/3J3ZhvtFoyDTN8DrsQqEgx3E2vM/zvHACOcMwlMvlVCqVVKlUhlKH67o6cuRI3+9vt9vyPC8M4/l8fsvr6odZe7/bazeC0D49Pa1KpaLFxUUlk0kVCoWe77DV8Pljx47p6NGjarfbsm1bpVJpQ+APnD9/XisrKz2Py8bh66Snnpc+/7T0xqul668adUUI0Jtooz/RRW+ijf5EG/2JLnoTbfu4P7EL88FM6J1OR+VyWY7jKJPJbAjGpmmGE8h1u121Wi3Nzs7uaoK37Xiet6vh/sEQ+8Dx48cladNAP8za+91euxGE+UqlIsuyZJqmGo2GHMcJDxRMTU2F18RvVlM+n1c2m1WlUlG5XN5yXdPT0xofHw8fN998857rjpxDB6QbD63+/y3XjLYW9KI30UZ/ooveRBv9iTb6E130Jtr2cX9iF+YD6XRalUpFCwsLyufz217vbZqmstmsOp2OXNfd1bXhW7Esa8MZ7kKh0HM2fa1ms9lz5jqdTss0zR2H2g+r9t1sr50EQ+LXjkwwTVOmacp1XbXbbbXb7aGMgjhx4oSWl5fDx+OPPz7wMiPj7PPSk+ek1/3A6kQdiA56E230J7roTbTRn2ijP9FFb6JtH/cntmF+rRMnTsh13b4midtuePtu5HK5cOh8oNFoyPf9DWeag/UF94UPHsEkeP1Objes2nezvTaz0zwBrVZLnucpkUiE97aXFA7z342DBw9qbGys53FZeO6C9OiSdHtCeuu1q8891h1tTVhFb6KN/kQXvYk2+hNt9Ce66E207fP+xC7Mr59kLXguODO8E8dxtrw+ezfK5XJ4W7Wd1Go15fN5dbvdnken05G0OjFeP/ZS+6DbazOmacqyrJ66g4MDwQiA4DIB3/fD7+n7PveUDzy6tDr7ZnBNzx1J6TvPrc7AidGiN9FGf6KL3kQb/Yk2+hNd9Cba9nl/YjXNX3C9d7lcVi6XC4e6T01N7TikO5iQrd1ua2FhYSj1NBoNTU5OamlpSSdOnJBlWXJdtydAB2ff196LPpBOp5VOp1Wr1VQsFode+yDbaye2bcu2bR05ckSWZalUKimfz+9qdv9967Hu6r0vg9k3pdVrfd5srs7AOfYqaezVo6puf6M30UZ/ooveRBv9iTb6E130JtroT7zCfDqdVqvVUq1WU6FQCM8Ez8zMKJ/P97w3GOYd/H9w7fnCwsKGwBnMHr9et9sNl7GW7/thPYuLi7JtW1NTU3IcJ7wVW3DGfm5uTpZlbXlLuVKppFKp1DOh3rBq73d71et1lUql8GfDMGRZ1rYHDoKDD5OTk5JWZ6jv91Z7+97tidXHeje9ZvWB0aE30UZ/ooveRBv9iTb6E130Jtrojww/SKZADKysrGh8fFy66wbpQOyuEgEAAACA7V24KH36CS0vL287ZxhpCAAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQMwdGXQD2p2azKcuyND8/L0kqFosjrggAAAAA4sPwfd8fdRHYXzzP0+TkpDqdjjzPUyKRUL+/hisrKxofH5fuukE6wMASAAAAAJeZCxelTz+h5eVljY2Nbfm2SKaher2uTCYjwzCUSqVUKBTkum74erValWEYSiQSMgwjfF+1Wt2wLNu2lUgkBqqnVCqF60qlUiqVSj31rF+fYRhqt9ubvn4pat9pe0WNaZrqdDqSJNd1lc1mR1wRAAAAAMRL5MJ8tVqVbds6ceKEFhYWVKvVlEwmN4Rj0zTV7Xbl+75831ej0dDs7KwymczQanFdV6lUSq7rqtFoqNvtqlaraWlpSc1mc9PP1Ot1WZalRqOx5XKHWXu/20taHdqey+V2tfytPuN5ngqFghKJhFKplGzb3vCe4GBEIpFQqVSS53k9r9frdU1PT2+7rQAAAAAAG0XumnnbttVoNJTP5yVJlmX1deY2nU6r0+mEZ8WHcba3UCjIsiy1Wq3wuWw2u+WyHcdRMpmUbduybVu1Wq2v9QxSez/by7Zt1et1JZPJXS13u89MTU0pl8tpZmZG8/Pz4WiFIJgXCgVJ0uLiokzTVKlUUqFQ6NmWxWJRlmXtaltdFs4sS9/8vvT266VDa3ZB5xnp3AXpHa8fXW37Hb2JNvoTXfQm2uhPtNGf6KI30UZ/ondmXlo9c70X68/8DqLZbMpxnF2FzFqtFoZ9z/O2HGq/mUFq32l7VSoVdbvdTc+e7+UzruvK8zwVi0WZpqlsNqtaraZmsxl+j2azqZmZmbC2Wq2mdrsdvh78N5vNam5ublfbKvZuHZeSB6XTz7z83LeflZbOS4evG11doDdRR3+ii95EG/2JNvoTXfQm2uhP9MJ8NptVqVTadbhrt9vKZDIql8tDOSs/OzurdDoty7L6/szc3Fx4Nt+yrL4PBAxS+1631yA2+25HjhyRpHB2eklaWlra9PPB8PpAMpnccgTA+fPntbKy0vO4LKRf+gPmS2ellRekr3rSHcneo4oYDXoTbfQnuuhNtNGfaKM/0UVvom2f9ydyYb7RaMg0TeVyORmGoUKhIMdxNrzP87xwAjnDMJTL5VQqlVSpVIZSh+u6YUDtR3DWOQjj+Xx+y+vqh1l7v9tr2NYf5AhCfLDNKpVKeJ2853kqlUrhmfxjx47p6NGjarfbsm1bpVJJ6XR60/VMT09rfHw8fNx8882X9ou9kg5fJz31vPT5p6U3Xi1df9WoK0KA3kQb/YkuehNt9Cfa6E900Zto28f9iVyYD2Y673Q6KpfLchxHmUxmQzA2TTOcQK7b7arVaml2dnbXE7xtxfO8XQ33D4bYB44fPy5Jmwb6Ydbe7/a61CqVisrlcrjNyuWycrlcOAGepPBsvmmayufzymaz4ee2cuLECS0vL4ePxx9//JJ/l1fMoQPSjYdW//+Wa0ZbC3rRm2ijP9FFb6KN/kQb/YkuehNt+7g/kQvzgXQ6rUqlooWFBeXz+W2v9w6u2+50OnJdd1fXhm/FsqwNZ7gLhULP2fS1ms1mOOlbUL9pmjsOtR9W7bvZXsNWKBTC9QdKpZJOnTqlbrerbrcbvm+3Dh48qLGxsZ7HZePs89KT56TX/cDqRB2IDnoTbfQnuuhNtNGfaKM/0UVvom0f9yeyYX6tEydOhJOu7WS74e27kcvleiZsk1aHtPu+v+FMcrC+tbdiSyQS4SR4/U5uN6zad7O9BhXMEbA2yDuOo3q9Hk6AFxzUaDabr/iIgch67oL06JJ0e0J667Wrzz3WHW1NWEVvoo3+RBe9iTb6E230J7roTbTt8/5ELsy7rrvpc0Eo3InjOFtef70b5XI5vG3aTmq1mvL5fHgWOnh0Oh1JqxPj9WMvtQ+6vQZRKBSUy+WGNk/BvvLo0ursm8E1PXckpe88tzoDJ0aL3kQb/YkuehNt9Cfa6E900Zto2+f9iVSYdxxHqVRKtm2r3W7LdV01m01NTU3tGBiDSdba7fbQwmWj0QhnqHccR57nyXGcngAdnH0vlUobPp9Op5VOp3ccar/X2gfZXoMqFAo6evSojh07Fk5yF4wECL731NSUXNeV67oqlUqyLEv5fP6S1hULj3VX7315e+Ll5w4dkN5srs7AufLCqCoDvYk2+hNd9Cba6E+00Z/oojfRRn+iFebT6bRarZZc11WhUFAqldL09LRmZmZULBZ73ut5Xjic3TAMTUxMaGlpSQsLCxtmWl8/e3zw2Or5tfUsLi4qmUxqampKiUQivO47OGM/Nzcny7K2vKVcqVQKDwQMu/Z+t1e9XpdhGCqVSnJdV4ZhKJVKbduL7T4THDRYf1lBIpEIb5F38uRJJZNJZTIZZTIZLS0thSMV9r3bE9Jdb5BetW73u+k1UvZGaezVo6kL9Cbq6E900Ztooz/RRn+ii95EG/2R4fu+P+oigH6trKxofHxcuusG6UCkjkUBAAAAwOAuXJQ+/YSWl5e3nQCcNAQAAAAAQMwQ5gEAAAAAiBnCPAAAAAAAMUOYBwAAAAAgZgjzAAAAAADEDGEeAAAAAICYIcwDAAAAABAzhHkAAAAAAGKGMA8AAAAAQMwQ5gEAAAAAiBnCPAAAAAAAMUOYBwAAAAAgZgjzAAAAAADEDGEeAAAAAICYIcwDAAAAABAzhHkAAAAAAGKGMA8AAAAAQMwQ5gEAAAAAiBnCPAAAAAAAMUOYBwAAAAAgZgjzAAAAAADEDGEeAAAAAICYIcwDAAAAABAzhHkAAAAAAGKGMA8AAAAAQMwcGHUBAAAAUXbuk18bdQnYxlV33zbqEgBgJDgzDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDMHRl0A9qdmsynLsjQ/Py9JKhaLI64IAAAAAOKDMI9XnOd5mp6eVqfTkWVZSiQShHkAAAAA2IVIDrOv1+vKZDIyDEOpVEqFQkGu64avV6tVGYahRCIhwzDC91Wr1Q3Lsm1biURioHpKpVK4rlQqpVKp1FPP+vUZhqF2u73p65ei9p22V9SYpqlOpyNJcl1X2Wx2xBUBAAAAQLxELsxXq1XZtq0TJ05oYWFBtVpNyWRyQzg2TVPdble+78v3fTUaDc3OziqTyQytFtd1lUql5LquGo2Gut2uarWalpaW1Gw2N/1MvV6XZVlqNBpbLneYtfe7vaTVoe25XK6v5Xqep0KhoEQioVQqJdu2e14vFArhwYjgsX7ZnueFB0ISicSGZdTrdU1PT2+7rQAAAAAAG0VumL1t22o0Gsrn85Iky7L6OnObTqfV6XTCs+LDONtbKBRkWZZarVb4XDab3XLZjuMomUzKtm3Ztq1ardbXegapvZ/tZdu26vW6kslk38udmppSLpfTzMyM5ufnw9EIa4N3uVxWpVLZ9POe5ymTyahUKmlxcVGmacrzvJ73FItFWZa1q211WTizLH3z+9Lbr5cOrdkFnWekcxekd7x+dLXtd/Qm2uhPdNEbYO/Yf6KL3kQb/YnemXlp9cz1XqwPi4NoNptyHGdXIbNWq4Vh3/O8LYfab2aQ2nfaXpVKRd1ud8OZ8a24rivP81QsFmWaprLZrGq1mprNZk+d11577ZbLsG1b2WxW5XI5rG9tncFystms5ubmdrWtYu/WcSl5UDr9zMvPfftZaem8dPi60dUFehN19Ce66A2wd+w/0UVvoo3+RC/MZ7NZlUqlXYe7drutTCajcrk8lLPys7OzSqfTsiyr78/Mzc2FZ/Mty+r7QMAgte91e21ns9qPHDkiSeHs8zup1+vK5XLhUP1MJhNexx8Mrw8kk8ldjRq4LKRf+gPmS2ellRekr3rSHcneo4oYDXoTbfQnuugNsHfsP9FFb6Jtn/cncmG+0WjINE3lcjkZhqFCoSDHcTa8z/O8Dddrl0qlLYd975brumGA7Ue73ZbneWEYz+fzW15XP8za+91eu7X+IEYQ4tduk1arpVQqpUQioVKpFD4fhPbp6WlVKhUtLi4qmUyqUChIko4dO6ajR4+q3W7Ltm2VSiWl0+lN6zh//rxWVlZ6HpeNw9dJTz0vff5p6Y1XS9dfNeqKEKA30UZ/ooveAHvH/hNd9Cba9nF/Ihfmg5nOO52OyuWyHMdRJpPZEIxN0wwnkOt2u2q1Wpqdne17gredeJ63q+H+wRD7wPHjxyVp00A/zNr73V6DqlQqPUPmpdWA32g0tLi4qPn5+TCsB2G+UqnIsiyZpqlGoyHHceQ4jkzTVD6fVzabDZe7lenpaY2Pj4ePm2++eajfa6QOHZBuPLT6/7dcM9pa0IveRBv9iS56A+wd+0900Zto28f9iVyYD6TTaVUqFS0sLCifz297vXdwXXen05Hrun1fG74dy7I2nOFeO4P7+uDdbDbDMBvUb5rmjkPth1X7brbXbhUKhXD5geCMe/A9K5VKeE19MGR+7Vl80zRlmuaub5l34sQJLS8vh4/HH398OF8qCs4+Lz15TnrdD6xO1IHooDfRRn+ii94Ae8f+E130Jtr2cX8iG+bXOnHiRDgp2062G96+G7lcLhw6H2g0GvJ9f8OZ5GB9wX3hg0cwCV6/k9sNq/bdbK+dBHMArL8EIDjjvvZnafWs/G7mGdjJwYMHNTY21vO4LDx3QXp0Sbo9Ib31pYkEH+uOtiasojfRRn+ii94Ae8f+E130Jtr2eX8iF+Y3O3Prum54ZncnjuNsef31bpTL5fC2aTup1WrK5/Pqdrs9j06nI2l1Yrx+7KX2QbfXdgqFgnK53KbX8q9fbzCKIQj5lmX1fO/g4MIwenNZeHRpdfbN4JqeO5LSd55bnYETo0Vvoo3+RBe9AfaO/Se66E207fP+RCrMO46jVCol27bVbrfluq6azaampqZ2nBzO87xwVvdhTYLXaDTCGeodx5HneXIcpyfIBmff104AF0in00qn0zsOtd9r7YNsr50UCgUdPXpUx44dk+d54UNaDeZrr8sPLg8IbmUnrY5SsG073G6lUkn5fH6oZ+1j67Hu6r0vb0+8/NyhA9KbzdUZOFdeGFVloDfRRn+ii94Ae8f+E130JtrojyI1Z386nVar1VKtVlOhUAjP5M7MzCifz/e81/M8JRKJ8P+Da88XFhY2BMZg9vj1ut1uuIy1fN8P61lcXJRt25qampLjOLIsS+l0OjxjPzc3J8uytrylXKlUUqlU6plQb1i197u96vV6z8EGwzBkWZYWFhY2rTk4KNBsNjeMTGi1Wspms2o0GrJtOxyGXyqVei4/KBaLkqTJyUlJqzPY93urvsve7YneP3QCN71m9YHRoTfRRn+ii94Ae8f+E130Jtrojww/SK5ADKysrGh8fFy66wbpQKQGlgAALlPnPvm1UZeAbVx1922jLgEAhuvCRenTT2h5eXnbOcNIQwAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxMyBURcA7MWTDzkaGxsbdRnYxFV33zbqErCFc5/82qhLwDbYdwBcjvi7J7r4eyf+ODMPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABihjAPAAAAAEDMEOYBAAAAAIgZwjwAAAAAADFDmAcAAAAAIGYI8wAAAAAAxAxhHgAAAACAmCHMAwAAAAAQM4R5AAAAAABi5sCoC8D+1Gw2ZVmW5ufnJUnFYnHEFQEAAABAfBDm8YrzPE/T09PqdDqyLEuJRIIwDwAAAAC7EMlh9vV6XZlMRoZhKJVKqVAoyHXd8PVqtSrDMJRIJGQYRvi+arW6YVm2bSuRSAxUT6lUCteVSqVUKpV66lm/PsMw1G63N339UtS+0/aKGtM01el0JEmu6yqbzY64IgAAAACIl8iF+Wq1Ktu2deLECS0sLKhWqymZTG4Ix6Zpqtvtyvd9+b6vRqOh2dlZZTKZodXiuq5SqZRc11Wj0VC321WtVtPS0pKazeamn6nX67IsS41GY8vlDrP2frdXcEAikUioVCrtuFzP81QoFJRIJJRKpWTbds/rhUIhPBgRPHK53IZlrF3v+mXU63VNT09vu60AAAAAABtFbpi9bdtqNBrK5/OSJMuy+jpzm06n1el0wrPiwzjbWygUZFmWWq1W+Fw2m91y2Y7jKJlMyrZt2batWq3W13oGqb2f7ZXL5ZROp9XtdsOQXigUtg3RU1NTyuVympmZ0fz8fDgaYe1nyuWyKpXKpp/3PE+ZTEalUkmLi4syTVOe5/W8p1gsyrKsXW0r4JI6syx98/vS26+XDq3549F5Rjp3QXrH60dXGxBl7DvA3rH/AHvDvhO9M/PS6pnrvVgfFgfRbDblOM6uQmatVgvDvud5Ww6138wgte+0vQqFQhi6TdNUoVDYtjbXdeV5norFokzTVDabVa1WU7PZ7Knz2muv3XIZtm0rm82qXC6H9a2tM1hONpvV3NzcrrYVcMncOi4lD0qnn3n5uW8/Ky2dlw5fN7q6gKhj3wH2jv0H2Bv2neiF+Ww2q1KptOtw1263lclkVC6Xh3JWfnZ2Vul0WpZl9f2Zubm58Gy+ZVl9HwgYpPZ+ttf6yeVarZaOHDmy5fs3qz14fzD7/E7q9bpyuVw4VD+TyYTX8QfD6wPJZFLJZHLT5Zw/f14rKys9D+CSSr/0h/+XzkorL0hf9aQ7kr1HfAFsxL4D7B37D7A3+3zfiVyYbzQaMk1TuVxOhmGoUCjIcZwN7/M8b8P12qVSacth37vluu62gXe9drstz/PCMJ7P57e8rn6Ytfe7vYL1VqtVtdvtDdevr7f+IEYQ4tduk1arpVQqteE6/CC0T09Pq1KpaHFxUclkUoVCQZJ07NgxHT16NKyjVCopnU5vWsf09LTGx8fDx80337zDFgGG4PB10lPPS59/Wnrj1dL1V426IiAe2HeAvWP/AfZmH+87kQvzwUznnU5H5XJZjuMok8lsCMamaYYTyHW7XbVaLc3Ozm6YhG2vPM/b1XD/YIh94Pjx45K0aaAfZu39bq92ux1OQlcsFnc9AqBSqfQMmZdWA36j0dDi4qLm5+fDsB6E+UqlIsuyZJqmGo2GHMeR4zgyTVP5fF7ZbDZc7lZOnDih5eXl8PH444/vqm5gTw4dkG48tPr/t1wz2lqAOGHfAfaO/QfYm32870QuzAfS6bQqlYoWFhaUz+e3PZMcXNfd6XTkuu6OZ537YVnWhjPca2dwXx+8m81mGGaD+k3T3HGo/bBq32l7ZbNZ+b6vhYUFOY6zqwMHhUIhXH4gOOMefM9KpRJeUx8MmV97Ft80TZmmuetb5h08eFBjY2M9D+CSO/u89OQ56XU/sDqJCoD+sO8Ae8f+A+zNPt53Ihvm1zpx4kQ4KdtOthvevhu5XC4cOh9oNBryfX/DmeRgfcF94YNHMAlev5PbDav27bZXcNu8drvd17qCOQDWXwIQnHFf+7O0elZ+N/MMAJHz3AXp0SXp9oT01pcmeXysO9qagDhg3wH2jv0H2Jt9vu9ELsxvdubWdd3wzO5OHMfZ8vrr3SiXy+Ft03ZSq9WUz+fV7XZ7Hp1OR9LqxHj92EvtO20vz/P2PFN+oVBQLpfb9Fr+9esNRjEEId+yrJ7vHRxcGEZvgEvq0aXVmVGD663uSErfeW51dlQAW2PfAfaO/QfYm32+70QqzDuOo1QqJdu21W635bqums2mpqamdpwczvO8cFb3YU2C12g0whnqHceR53lyHKcnyAZn39dOABdIp9NKp9M7DrXfa+39bK+lpaXwGvog2E9NTcmyrPDe9JspFAo6evSojh07Fn4uOCjgum7PdfnB5QHBreyk1VEKtm2H261UKimfz3PWHtH2WHf1vqS3J15+7tAB6c3m6uyoKy+MqjIg2th3gL1j/wH2hn0nWmE+nU6r1WrJdV0VCgWlUilNT09rZmZmw+3VPM8Lh7MbhqGJiQktLS1pYWFhQ2BcP3t88Njq+bX1BDOxT01NKZFIhNfFB2fs5+bmZFnWlhPKlUqlMNAOu/Z+tpdlWeEEexMTE5qYmJCkcNTAZoKDAusvG0gkEmq32+FQ/enp6Z7Z+NcetCgWi6pUKpqcnNTExET4GSDSbk9Id71BetW6Pxpveo2UvVEae/Vo6gKijn0H2Dv2H2Bv2Hdk+L7vj7oIoF8rKysaHx/Xk0tPMBleRF11922jLgFbOPfJr426BGyDfSe62HeijX0n2th/oot9J8IuXJQ+/YSWl5e3zTyROjMPAAAAAAB2RpgHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACIGcI8AAAAAAAxQ5gHAAAAACBmCPMAAAAAAMQMYR4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAAAACImQOjLgDYDd/3JUnfW/neiCvBli5cHHUF2MLKysqoS8B22Hcii30n4th3Io39J8LYd6Lrpd4E2Wcrhr/TO4AI+fa3v62bb7551GUAAAAAwCX1+OOP66abbtrydcI8YuXixYv67ne/q2uuuUaGYYy6nIGtrKzo5ptv1uOPP66xsbFRl4N16E900Ztooz/RRW+ijf5EF72JtsutP77v63vf+57e8IY36Iortr4ynmH2iJUrrrhi26NTcTU2NnZZ/MFzuaI/0UVvoo3+RBe9iTb6E130Jtoup/6Mj4/v+B4mwAMAAAAAIGYI8wAAAAAAxAxhHhihgwcP6td+7dd08ODBUZeCTdCf6KI30UZ/ooveRBv9iS56E237tT9MgAcAAAAAQMxwZh4AAAAAgJghzAMAAAAAEDOEeQAAAAAAYoYwDwAAAABAzBDmAQAjd/78eXW7XT355JOjLgUAsE/8wz/8w6hLAAZCmAeG5Mknn9RnPvMZ/cmf/Im+973vjbocrON5nr761a/qM5/5zKhLwTp//dd/rXw+r7e//e1661vfqv/6X/+rlpaWRl0WXuL7vs6fP6+LFy+OuhRsYmVlRQsLC/r85z8/6lKwzvPPP6+zZ8/qO9/5zqhLwTqnTp3Sv/7X/1pvf/vb9fa3v12f/OQndeHChVGXhZd88Ytf1C/90i8pl8vp537u5/T//t//Ezdg2xxhHhiCkydP6kd/9Ef1S7/0S/rgBz+oO+64Q81mc9Rl4SWf+tSn9GM/9mO655579J73vEe5XE6dTmfUZUFSu93We9/7XpXLZf2v//W/9OEPf1gPPPCAfu/3fm/UpUHS3/7t3+onf/In9ba3vU2ZTEYf+9jH9MILL4y6LLzkL//yL/We97xHP/qjP6pcLqef+Imf0Je//OVRlwWtHqS899579Y53vEN33nmn/tN/+k96+umnR10WJLVaLf34j/+43v3ud8u2bd1yyy366Z/+aT3yyCOjLg1a7c+P/diP6YYbbtCP/MiP6HOf+5zy+bzOnDkz6tKiyQcwkJMnT/qvfe1r/cXFRd/zPN/3ff/ee+/1b7nlFv/73//+iKtDu932r7vuOv8rX/mK/61vfcv/1re+5b/lLW/x3/Wud426tH3vkUce8d/85jf7TzzxRM/zMzMz/hve8Ab/6aefHlFl8H3ff/jhh/3Xv/71frPZ9P/0T//ULxaLfjKZ9D/+8Y+PujT4q3/3XHfddf6jjz7qu67rP/bYY34qlfJ/4id+YtSl7Xvtdtt/7Wtf6//VX/2Vf+rUKf+P//iP/fHxcf8//+f/POrS9r1HHnnET6VS/t///d/3PH/8+HH/h3/4h0dUFQKf+tSn/De+8Y3+k08+GT73wgsv+LfffrtfKpVGWFl0EeaBAZw8edK/4447wr8UXnjhhfC1G2+80W80GqMqDf5qf37wB3/Q/+53v+v7vu//wz/8g+/7vv+tb33LHx8f9z/3uc+Nsrx9bX5+3jcMw3/++ed93/f95557zr948aLv+77/iU98wp+YmOBg2Aht9Q/en//5n/ePHj0a9gqj8cgjj/T82XbhwgXf933/K1/5ij8+Pu6fPn16hNXtb8FByqA3gT/6oz/yr7/++g37FF45n/3sZ/1Xv/rV4c/PP/98uO/UajU/k8mMqjT4vv+Zz3zGf+1rXxv+/MILL4T/bvvVX/1V/93vfrfv+z5//6zDMHtgj86cOaNsNqsPfvCDuv766/XCCy/oVa96lV588UV961vf0sGDB3XTTTeNusx96+/+7u+UzWb1J3/yJ7rhhht07tw5HThwQBcvXlS329U111yj1772taMuc1+6cOGCPvGJT2hsbEwnTpyQJF111VV6/vnnJUnf//73dfjwYV28eJHrtEfgc5/7nHK5nL7+9a/r+uuv1/nz5/Xiiy9Kkt7xjnfohRde4NrFEfryl7+syclJPfTQQ+GfbVdeeaV839e5c+d0zTXX6Nprrx11mfuS4zianJxUp9MJexPsK6973et01VVX6dChQyOucn967rnn9Nu//dsyDEOf+MQnJEkHDx4Mr5P//ve/rzvvvFOS+HtnBJaXl3XfffdJUjgR7hVXXBHuP9///vd1xx13jKy+KCPMA3v09NNP6z3veY9+8Rd/UX/xF3+hV7/61XrhhRd05ZVX6uzZs7rxxhs1Pj4+6jL3rccee0xvfetb9bM/+7N6/PHHddVVV+ncuXO64oortLy8rNtvv12vetWrCCUjcODAAX3gAx/Qr/3ar+kP/uAPNDU1JWk10Luuqw984AN697vfrWuuuUZXXMFfU6+kc+fOaWZmRgcOHNBHP/pRSav/4A1mfH722Wf5B++IffGLX9Q/+kf/SD/7sz+rZ555JvyzzTAMrays6C1veUsY7vHKuXDhgh5++GGZpqlf+ZVfkdR7kDLYd3zfZ98ZgUOHDuk//sf/qJ/8yZ/U8ePH9cd//MeSVv98W1xc1G/91m/pn/2zfyZJ/L0zAuPj4/r1X/913XHHHcpkMvryl7+sK6+8Uq961au0uLio//N//o/e/va3S5IMwxhxtREzwlEBQOw5juPfc889fiKR8D/xiU/4vu/7X//61/2rr77an56eHnF1+9vFixf9P//zP/fT6bR/++23+9/61rd83/f9M2fO+GNjY/5v/dZvjbjC/Wf90LizZ8/6DzzwgH/ttdf6/+7f/Tv/6aef9k3T9Mvl8pafwaX31a9+1f+FX/gF/zWveY3/u7/7u+Hzruv6N9xwg/+Hf/iHI6wOFy5c8D/+8Y/7b3nLW/x0Oh3OLRH82fbf//t/H22B+9jZs2f93/7t3/Zf+9rX+j/1Uz8VPr+wsOBfe+21/u/93u+NsLr968UXXwz//ytf+Yr/sz/7s/7VV1/t//mf/7n/7LPP+mNjY75t2yOscP96/vnn/e9973vhz5/+9Kf9u+66y7/xxhv9p556yv/e977nX3PNNf6JEydGWGW0EeaBPVj7F8OpU6f8e+65x08mk/7//J//07/22mv9++67L3ydMPLK+cY3vuH/1V/9lf+Nb3zD9/3Vbf9nf/Znfjqd9n/oh37I/+xnP+snk8mev7Tpz2g99dRT/gMPPOBfd911vmEY/q//+q/7vr/al7X7GS6t5eXlngmHzpw543/gAx/wX/Oa1/gf/ehH/e9///v8g3eEgj+ngn3iwoUL/sc+9jH/LW95i/9P/sk/8U+fPu0nk0kOhI3Ak08+6X/ta1/zn332Wd/3fb/b7fr/43/8D/+1r32t/773vc//+7//ew5SRsyXv/xl/2d+5mf8q6++2jcMw69UKuFr/L3zyul0Ov69997r33///f7Zs2fD5z/1qU/5P/zDP+y//vWv9w8ePEh/dkCYB3bh2Wef9ZeWlvyVlZWe5z//+c/79957r3/llVf6hUIhfD6YuAOX3mc+8xn/B3/wB/1/9a/+lf+lL30pfD4I9EeOHPENw/B/4Rd+wff91b8Q+EvhlfGVr3zFn56e9t/2trf5/+Jf/Av/vvvu87/85S/7586d831/9R/DDzzwgH/DDTf4//7f//vwc8HERLi0/vZv/9b/4R/+Yf+Xf/mX/ccffzx8/syZM/773/9+/zWveQ3/4B2xzfaFf/iHf/CbzaZ/xx13+IZhhPsOf7a9cj772c/66XTa//mf/3n/a1/7Wvh8EOivv/563zAM/0Mf+pDv+/TmleS6rv+///f/9n/qp37K/9Vf/VX/oYce8p966qnw9S996Uv++973Pv/QoUP+X/zFX/i+v7qfcaDlldFut/03vvGN/oc+9KFwMuK12/5Tn/qU/6M/+qP+a17zGv+ZZ57xfd/3z58/P5Jao44wD/Th85//vF8oFPwbb7zRv+WWW/zbbrvN/9CHPuTPz8+H7/mbv/kb//jx4/61117rt1ot3/c5+v5K+cu//Et/bGzM/8QnPuG7rhs+H/yj6eLFi/6f/umf+m9/+9v9H/qhHwpnEyYsXnoPP/yw/+Y3v9n/wAc+4H/wgx/0f/EXf9G/5ZZb/FtvvdX/L//lv/jdbtf3/ZcDfTKZ9H/u534u/Dw9urTa7bb/+te/3v/d3/1dv9PpbHj9zJkz/i/+4i/6V199tT87O+v7PoHklfSFL3zB/7f/9t/6t956q/+2t73N/5Ef+RH/z/7sz/zvfOc7vu+vzvY8OzvrZzIZ/21ve1t4oJn95tJ75JFH/GQy6X/0ox/1/+7v/i58Pvh7Pwj0N910k/++970vfJ3eXHrtdtt/61vf6r/nPe/xf/zHf9z/5//8n/tXXnmlf/fdd/t/8id/Er7vi1/8YniG/g/+4A/C5/m326X1ta99zbcsy//sZz/b8/z6v1fa7bb/T//pP/Vvuumm8A4d7D8bEeaBHTz88MP+jTfe6P/hH/6h/1d/9Vf+yZMnw9Dxzne+0/+jP/qj8L2nTp3y3/ve9/qJRCIM9Pyj99JaXl723/nOd/qPPPJIz/Pr/zJ+8cUX/f/7f/+vf/jwYf/2228P723O6IlL55FHHvFvuOGGDbdoOn/+vP8zP/Mz/u233+7/9E//tL+8vOz7vu8//fTT/gMPPOC/7nWv8//Nv/k3oyh5X/nWt77l33HHHRtu0bj+z6yvfOUr4Rn63/md39nyfRiuhx9+2J+YmPD/23/7b/4f/MEf+L/zO7/j//iP/7ifTCb9n/mZnwkPvrzwwgvhkPvDhw/7nuf5vs+fbZfSU0895f/jf/yP/b/+67/ueX79PvH000+HQ+7/5b/8l+Hz9ObSeeSRR/zXve51/je+8Y2e7fy5z33O///bu/P4mO79f+Dvk0SEBEkalFA1kaotSLTaorWXbrZErtpVRAXVcpOG5l5tqcqt+uqCRC1tXctF3SLWCLVHCLXcRDURak+QIEFk5vX7w++cZiTaWmbmTOb1fDzuQ5yZad7mc98z5/15n/P5tGrVCs2aNTO7yujo0aMYPHgwPD09uR6IlUyaNAmhoaEAShbn+fn52jkBcGc827Ztizp16uDnn38GwMmWu7GYJ/oDSUlJqFu3rtm9pKqffvoJ7du3R4MGDcz2k9+3bx+Cg4NRqVIlrFmzxprhOqRjx47B29u7REFy+vRpJCcnY82aNUhNTQVw5wtg1apVeOaZZ/DUU0/h9OnTtgjZIWzZsgVPP/20trBNYWGh2Z+3b9/GuHHj4Ofnh4ULF2pfzpcuXUJsbCwURcGxY8dsE7yDWLBgAVq0aIH8/Hyzk6OioiJcuHDBLD/S09MxYsQIVKlSBV9//bUtwnUoW7ZsQe3atUvdk3z69Olo2rQpXnrpJe3k9vbt2/jhhx/QtGlTBAQE4PLly9YO2aFs3rwZvr6+2sKqqry8PBw/fhw///yzdtXRpUuXMGPGDNSoUQN9+vSxQbSOIykpCU2aNNEupy/+fQPcOV9444030KxZM2zbtk17XVpaGgYOHAhFUUrNOXq0oqOj0atXL7Nj//3vfzFmzBj4+/ujXbt2ZhMuSUlJaNOmDdzc3HD9+nVrh6t7LOaJ7mHnzp1wd3fX/q7eq1N85n3v3r1o3rw5+vTpo31xA3c69B06dMCOHTusFq+jSk9PR+3atbFnzx5thnfGjBlo2LAhFEWBh4cH3N3dERsbC+D3Dv2TTz6JvXv32jL0Muvs2bNwd3dHz549tWPFZ9/VHLp9+zbatWuH5557zuz12dnZZvduk2XMnz8fLVu2NDv273//G6GhoahUqRKeeuopdOvWTfvsS09PR3h4OBRF0S7zpkdv27ZtqFWrljbBohYixbuM8+bNg8FgwIcffqiNj7ooXo0aNcxuAaNHLykpCf7+/maLds2ZMwdt27aFoijw8fGBn58fkpOTAQA5OTmYPn06FEVBWlqarcIu0zIzM6EoCj777DMAd/Kl+CSl+vORI0dQq1YtREREmL3+8OHDSE9Pt17ADiw+Ph6KouC7777DkiVLMGrUKCiKgnr16qFfv34YMmQI3NzczBaN3LhxIw4ePGjDqPWLxTxRKa5fv45u3bqhQoUK2j0997qsZ9WqVVAUBRs3bjQ7XnyrDbKsnj17wtPTE507d0ZgYCAURUH37t2xevVqHDt2DHFxcVAUxWwtg+InYfRo5eTkYNq0aahevbrZ9kzFC3r152PHjqFy5crYtm0bL52zstTUVG1RyMmTJ6N///5QFAWBgYGYOHEipk2bhsaNG5sV/Onp6WYLfdGjdenSJTRs2BD16tXTjpU2EQYAkZGR8Pb2NlvUq6ioSNuqjiznxo0bqFq1Kp5//nmEhYXhlVdegaIoaNu2LebOnYs1a9Zg4MCB8PDw0Dq9ly9f5tVgFnT48GEMHToUnp6eiIuL044X/15R82fhwoWoUqUKTp06xduFbOT9999H1apVUalSJdSoUQNfffUVjhw5oj2+atUqNG3aVLslku6NxTzRPaSmpiI0NBRVqlTRLpe/u9hQT7Lat2+PDz74AADvI7Wm4u/1pEmTMHToUPTo0QM7duzQ7htVvfzyy4iPj7d2iA7rypUrmD59Onx8fDBw4EDtePHCxGQyoaCgAH5+ftiyZYv1g3Rg6mdZYmIiGjZsCIPBAH9/fyxatAgZGRna806cOIFGjRqZnWSR5RiNRqxcuRLNmzdH48aNtcK8tIL+1q1bqFu3LhYsWGB2nCxLHYtr166he/fuaNu2LZ599lkkJCSYrQ9y8+ZNtGjRQptEJsv75ZdfMGzYMHh4eOCbb77Rjt997paWlgaDwcArwGyg+GfZr7/+ijNnzpR6W9CGDRvw+OOP87aHv8BFiMgMAFEURZo3by7vv/++mEwm6du3r/z73/+WV199VXtcRMTZ2VlERCpVqiSXLl0SEREnJyebxe4Iir//Tk5OYjQaxdnZWSZMmFDiecWfbzKZpFy5claP11F5enrKoEGDRERk8uTJMmjQIFmwYIE4OztrYyYikpeXJ4WFheLl5WXDaB2PmhMdOnSQXbt2SZUqVeTGjRtSoUIFs+fdvHlTLl68qOUTWQ4AcXJykjfeeEOcnJwkJiZG2rdvL0lJSeLj46Pljfod4+rqKt7e3pKfny8i/O6xFmdnZykqKhIPDw/54YcfRFEUs880VUFBgeTl5TF3rMjf31/Gjh0rIiJjxowREZG33npLFEUxO3e4ffu2XL9+3VZhOjRnZ2cxmUzi5OQkBoNBG5OioiJxcfm9LFUURVq2bCmenp42itR+8JOf6C7qh76ISLNmzWT8+PHSuXNn6du3ryQkJJg9XlhYKCIiN27ckKCgIJvF7AjUL97i77+IlDiBMhqNZl/aiqLIvn375LfffpOXXnrJegGTVtBPmDBBEhIStOLe2dlZbt68KYqiyOXLl8XX11dq165t22AdkFr8VapUSURE3NzcxGg0mj3nypUr0qhRI3niiSesHp+jUT/bnJyc5LXXXpOPP/5YnJycpH379pKTk6NNhIncKUYKCgqksLBQ/Pz8bBx52aV+x9/NxcWlRJF+d+5kZGRI5cqVJSAgwGLxUUlPPfWUjB07Vt58800ZM2aMzJ07V0Tu5NetW7dERCQ7O1saNWokPj4+tgzVYanfPep5msjv53LXrl2TDRs2SO/evWXMmDFSvnx5m8RoV2xwNQCRLt19GVbxvx84cAAhISFml9yriw5dvHgRzZs3532kFrRz50507NjRbEHBe41X8UtNDx06hHnz5qFKlSpYu3atdYKlEu51yf358+dRo0aNEtsKku3l5ORg5cqVqFy5Mi8TtrLin2U//vgjAgIC0KRJE+2S+xs3bgAAfvvtN7Ro0YKXClvI7t27ERERUWLF+uJKW+fj1KlTWLRoESpVqoT169dbMkT6A8eOHcOwYcPg7u5udsn9hQsX8MQTT2D79u02jI7Uc7VTp05pt0VOnDgR/fr1Q/369Zk794HFPDm84gvV/VFBn5qaqhX0//3vfwHcWXW7evXqWLdunXWCdUB5eXmoXbs2qlSpgrfeegs//fST9tjdBfyuXbvw7bffAgC+/fZblCtXDl26dDHbgoasx2QyaWOTl5eH//u//4OPjw8iIiJw69YtNGzYkJMsNqaOT/GF7WJiYvDCCy+gefPmLOQtSJ0QLs29Cnr1nuzz58+jevXqHB8LuXjxIpycnPDkk08iOjoaWVlZJZ6j5s6BAwewdetWAMDUqVPh6+uL1q1bc5LSRoqft/36668YOnQo3N3dsWLFCgCAv78/tw22sLv3jr+bmjsJCQmoX78+jh07hqKiIgwePBgxMTHclvY+sZgnh/ZXOr7FtwNKS0tDSEgIfHx8sHDhQjRr1oyzh1YQFhYGRVHw/PPPo2/fvmbjpY7P+vXroSiK9iV95swZbN26FVevXrVJzPT7F3ZaWhpOnz6Nq1evYsaMGfDy8oKiKNiwYYONIyzbin92lUYdn7Vr16Jy5cradmYzZ87EjBkzcPLkSYvH6Kj+StdXPSE2mUxISEhAQEAAnn32WaSnpyMgIICTyBaUl5eHZs2aoWLFimjXrh0iIyO1sTKZTNrYrFu3DoqiaMX8jh07sGTJErMdBsi61M+13377Dbdu3cKvv/6K4cOHo3z58nB1deX3jgUVn/S6V0GvnmOvX78ezs7OmD9/vjVCK9NYzJPDup+O744dO7Bw4UIAd2bhe/XqxWLECtT3//Tp0+jduzeGDh2KgIAA9OrVCzt37tSet3btWjg7O+P777+3VagO534KxUqVKiElJQXAne2ZJk+ejD179lg8Rkd1+PBh7VLsP+uQrF+/Hi4uLtqK6GR599P13bdvH3bv3g2TyYRVq1ahcePGUBSFk8gWpL73W7ZsQfv27dG9e3c0bNgQkZGRZrc0rFu3Di4uLvjuu+9sFarDuZ+Or7+/v3a1UXp6OgYMGMCr9CwoMzMTiqLgvffe047da7wOHjwIV1dX7bzaaDRya9qHwGKeHNr9dHxXr16tPbZnzx6kp6dbPV5HdfXqVYwYMQLTpk3DgQMH0LhxYwQHB2tfzF26dNFOqEwmE78ULOhhCkX1ROvPJgLowV24cAHOzs547rnncPPmTQD3fr8zMzPh5eWlTYLxhMo67rfrq16ubTQasWTJEhw8eNBmsTuSrKwsDBw4EBs2bMDs2bNRr149REZGIisrCzdv3oTBYOD3jpU8io5vfn6+xeJzdDk5Obh9+zZGjhyJSpUq4e9//7v2WGnjlZubq52/MXceHot5ckgP2vH9s+KFHh21AFE/5FNSUqAoCg4cOIBdu3ahSZMmCA4ORlpamvaaoqIifilY0MMUivzCtrzjx48DAOLj41G7dm20bt1am3i51zip+8dzfKzjQbu+/O6xjrvf5ylTpqBatWq4efMmPv/8c9SvXx+RkZEoKCjQbuHiJJhlPUzHt/i6LWQZv/32G1xcXHD48GFkZ2fjnXfeQYUKFe5Z0N89dvxse3gs5smhseOrL/v370d0dLTZMaPRqBUiY8eOxdixYwHcuYxOLei5Kq3lsVDUtytXrqBy5cpYvHgxjEYjZs2apS3EVdo43X2Cy6slrItdX/04evQoli1bZnassLBQ+/n111/HrFmzAAAffvgh/P39tbECSuYSPTrs+OrfyZMnERISgqlTpwIAMjIy8M4776BixYqljpf6XVN88Wl6OCzmyeGw46tPJ0+ehKIoUBQFnTt3xmeffYbk5GSz5yxZsgQGg0E7iUpISEDz5s3Rs2dPbNmyxQZROwYWivp37do1jB49GsOGDYPJZEJBQQG++uqre46T+ueVK1e40J2VsOurP+np6dr3zrhx47Bo0SKzy7FNJhMmTZqEDh06aMcmTpyIxo0bY9y4caWud0CPBju+9mP27NmoWbMmTpw4AeDeBb36PZSdna2dd9PDYzFPDoEdX/3LzMzEP//5TwQEBKB58+aYMGECKlasiKlTp5rd+tC7d29069ZN+6Jeu3YtfH19cfToUVuFXuaxULQPKSkp8Pb21rZnzM/Px9dff11inAoKCgDc6Xo5OTlxIsyC2PXVtx07dmDAgAGoUaMG2rZti8GDB6Nu3brYtm2bVpgAwBNPPIF//OMf2t8//PBDVK1aFRkZGTaI2jGw46t/xT/LevXqhTZt2miTYVlZWaWO1/nz51GjRg1uD/gIsZinMo8dX/uRkZGhndDGxcVh27ZtaNeuHVq2bIk33ngDZ86cwbJlyzBkyBD8+uuv2usuXbpkw6gdAwtF/VFPYouKirSi74svvkDdunWRmpoK4E4nZObMmdo4qR3fc+fOoXr16khISLBN8A6AXV/7sHPnTgwZMgRPP/00tm7diokTJ6JFixZo1aoVPvvsMwBAXFwchg8fjuzsbO11HB/LY8dXfw4cOIDZs2dr3zlqQZ+SkoKXX35ZO0cA7px/q+M1adIkmEwmPP744yzkHzEW81TmseOrX2lpaZgzZ47ZtoAnTpzAhAkTULt2baxduxYAcOjQIQQGBqJr167o3r07KlSogH/961+2CtshsFDUt927d2P06NHa1kvqeGVlZaFPnz6YNGmS1qm6efOmNk6dO3fGb7/9Bl9fX55QWRi7vvqUmZmJjRs34tixY9qx3bt3o1evXggMDER2djbOnTuHb775BpUrV8agQYPQs2dPGAwGXq1nJez46tO1a9egKAqcnJzQqVMn5OTkaGNVUFCAsLAw9OrVy+w1J0+exLvvvgtXV9cSO0PRo8FinhwCO776s2XLFjRo0AD9+/fH3r17zR47efIkoqOjUbt2bbP9r1esWIFJkyZBURT07t1b6wLTo8VCUd+MRiMCAgKgKIrW5cjNzdUenzZtGho1aoS8vDzt2I0bNzB79mw8/vjjUBSF42Ml7Prqy/bt29GoUSO8+eabJbb4S05ORrdu3dCsWTNt69m0tDR8+eWXCA4OhqIoGDlyJNcAsRB2fO1DbGwsevTogVatWsHX1xfjx4/H7t27Adw5Z/b29kZUVJTZa7KysjB06FCzBho9OizmqUxix1ff9uzZA09PT2zbts1swqT4/aFZWVkYP3486tSpg2+++abE68+fP2+1eB0JC0X78MMPPyA4OBijR4+Gp6cn+vTpg9mzZ2uPd+7cGc8//7zZa27cuIF//etfSElJsXa4DoNdX/3asWMHKleujI0bN+LUqVPa8eLfO3v27EGPHj3QpEkT7ao89fHvvvsOZ8+etW7QDoIdX/vx008/ISAgAFlZWfjPf/6DN954A76+vtp5WlJSEjp06KDtKqBSb4WgR4/FPJU57Pjq261bt9CrVy8sXrwYwB+vdJ6RkaEV9MVn5cmyWCjql7qy+enTpxEQEIAlS5YgKysLERERqF27Nvr06YO8vDxkZGQgNDRU295MLUi4oJrlsOurX9euXUPnzp2xceNGAL/nUWk7BezatQs9e/ZEkyZNtLEiy2PHV5/UK/OK3/owfvx4PPXUU8jNzUVOTg5mzJiBcuXKoX///pg2bRreeecd7Rybn2mWx2KeyhR2fPUvPz8f/v7+mD9/vtnxgwcPYtmyZZg4cSLi4+O14xkZGYiJiYGvr69ZQUmPHgtF/VJXaC6+Vdn27dvh7e2tncju3bsXfn5+eO655zB+/HiEh4dj8uTJ2n+DW5xZDru++nby5Ek89thjSEpKMjt+4sQJbNu2DUuWLDHrJO7atQshISFo2LAh182xEnZ89Wffvn148cUXcfnyZbPjJpMJ4eHhmDRpEm7dugXgzhVIvXv3RqdOneDq6opatWrhyJEjtgjb4bCYpzKDHV/7kJeXh6ZNm+L999/HpUuXcOXKFUyePBne3t6oUKECqlevDi8vL7Rs2VJ7zYkTJ/DOO+9gz549Noy87GKhqG+pqal4/PHH8eOPP5Z4bNq0aRgxYoR2v3VhYSEiIyPxt7/9Tbv8lJNglsWur/6dOHECTzzxBNauXasVH59//jnq1asHRVHg4eEBNzc3jBs3TnvN7t270aFDB15tZCHs+OqbyWTCBx98gGbNmqFKlSr48ssvkZaWpj2+YMECvPrqq2ZrfeTk5ODgwYPo2rUrFEUpsXMUWQaLeSoz2PG1H2vWrIGzszP8/PxQtWpVlC9fHm+//TZ27NgBADh27BgaNGiA8ePHa6+5efOmrcIt01go6t+iRYswePBgKIqCwYMHY926ddpjW7ZsQatWrbTLUYE7kzIXLlzA5MmToSiK2doh9Oix62sfRowYATc3N7Ru3RoNGzbUbqtbv349Tp8+jWXLlqFcuXJYtmyZ9hp1hw56tNjxtQ8mkwlGoxGRkZGoWbMmmjRpop1HG41GtGrVCj179iz1tcUXkybLYjFPZQY7vvZBvax03759mDVrFiZPnoz//e9/JS7RHjVqFIYMGWKLEB0KC0X7sW7dOtSvXx/16tVDv379tM7WBx98gFq1auH69eslXnPhwgVrh+lw2PXVt+LfLTNnzsS7776L/v37Izk5WbsqSdW9e3dtlwGyDHZ87cPdVxZt3LgRo0ePhqIo6NmzJ/bv34+8vDx06dIF8+bN057HKyasTwEAISojEhISpFu3bvLkk0/K1atX5erVqzJkyBDp27evtGrVSn755Rfp3r279OjRQyZPniwiIrdu3ZLy5cvbOHLHAkAURTE7ZjQaxdnZWUwmkzg5Ocn48ePFxcVFPvroIxtF6VjWr18vY8aMEaPRKM8995wsWLBAnJ2dJSYmRhYsWCDp6eni7u5u9pqLFy9KtWrVbBSxY1FzJisrSzZt2iQfffSRuLi4SExMjISGhkpMTIy4ublpx9U8IuuIiIiQefPmSYsWLeTy5cuSlpYmISEhMmTIEGncuLHs3r1b3nzzTVm0aJEEBweLiMi1a9ekUqVKNo7cMdwrH9Tjan716tVLOnbsKG+//bYNonQcuNNMlOjoaFm4cKE89thjMmrUKAkLCxOTySQvvviiVK9eXVasWFHitRkZGeLn52eDqB1T8dwxmUySmpoqYWFh4uzsLAaDQdq0aSM5OTkyduxY8fDw4PeODbCYpzJD/cDZv3+/pKSkyOXLl6VHjx5Sv359sw+X0aNHS35+vsydO9eG0ZLq7pMpo9Eo+/btk+DgYElISJCAgABbh1jmsVC0D8UnwUwmkwwcOFDS09OlqKhIXnvtNbl586aMHDlS6tSpU+qEGT16xXNh1qxZcvz4ccnJyZGRI0dKw4YNxcPDQ3tujx49pHXr1jJ27FhbhUv/n9FoFCcnJ7McSUlJkTfffFPWrVsn9erVs2F0Zdvdn02bNm2SNWvWyJdffik9evSQCRMmSL169SQ0NFR69+4tgwcPFhGRoqIicXFxsVXYJL83Xc6dOyerVq2SuXPnyr59+6RixYqyZMkSee2112wdokNiMU9lCju++lTauKjjUVBQIBUrVhQRkVWrVklmZqZMnjxZvv32W3nllVdsEa5DYqFoP4qf1K5bt06WL18u8+fPFxGRMWPGyOeff27L8BwOu772Qx0T9bxA5E4Rf/DgQYmMjJRFixZJ165dbRylY2DH176o41VYWCiurq5iMpnk5s2b8o9//EM+//xz2bp1q7z44ou2DtMxWfWifiIrUu+TU+/7KSoqwp49e1CrVi38/PPPtgytTMvPz8eZM2ewe/duHD582Oyxu7cwS0xMxLhx43Djxg3s2bMHLi4u6NOnD++Hs6Hi97utXbsWQ4YMgaIoUBQF7777rg0jczylrYau5s7d9/quWLEC9evXx+bNm60SG91bUVFRibHbu3cv6tWrh+PHj9soqrLv2rVrOH/+fKmLqgG/58727dsxc+ZMAMB//vMfKIqC119/XVuAlaxPXf/j7NmzmD17Np555hkoigJ3d3esXr3axtGVffebO7du3TJbi6L4+gZkfSzmya790clufn6+duzHH3/E9OnT4ePjg4SEBKvF52h27tyJ9u3bo06dOqhatSqqV6+Odu3aYenSpdpq9OoCURs2bICiKFiyZAmAO0VkVlYWF0+xEhaK+vIgk2B5eXlm43j3uJF1qeOjFibAnSI+Pj4enp6eWLt2ra1CK9P27t2Lnj17wtfXF7Vq1ULdunURGRlptrCt+r2zfv16KIqi7d5x6dIlJCcnl7p4JFmHmjfqGBmNRuTn52Ps2LFcZNXCHiZ3AJRYuJhsg8U82Q12fPVt06ZNqFatGrZs2YITJ07gwoULOHDgAFq2bImGDRti7Nix2gTLxo0b4eTkhIULFwLgHuWWxkJR3x5mEgxg/lgDu776tHHjRtSsWROLFy9GcnIydu7cidmzZ6NatWpo06YNvvnmG+2569atg7Ozs/a9Q5bHjq9+PUzu8DtHX1jMk11gx1ffkpKSUL9+fZw7d67EY/n5+YiIiIDBYEBMTAxMJhM++eQTbXxMJhO/GCyIhaK+cRJM39j11a+kpCQYDAacP3++xGMpKSno0qUL6tevj++//x4AEBISYpY7zB/LYcdX35g7ZQuLedI9nuzqW0pKChRFQWFhIQDgxo0b2mPq5aYFBQV488030bhxY5w6dUp7nF8KlsXc0TdOgukbu776tWvXLri5uWl/VwvD4nlx6NAhPPvss+jWrRsAaJOXzB3LYsdX35g7ZQ+LedI1nuzqW2FhIf75z3+iUqVKiIqK0o4Xv2dUnWHPy8tDjRo1MG7cOKvH6YiYO/rGSTB9Y+dKv/Lz8xEaGory5ctj48aN2vHi77n6c1JSEpycnPDDDz9YPU5HxLzRN+ZO2cRinnSLJ7v24eLFi4iNjYWXlxdGjBihHS9e0KtjOG7cOAQHB1s9RkfD3NE3ToLpGztX+nf48GEMGjQIlSpVuudtQWo+vfLKK/j73/9u9RgdDfPGPjB3yh5u2ki6dPv2bVmzZo14eHhITEyMiIi4ubmJ0WgUEdH2ja9QoYLMmjVLLl26JF988YX2ekVRuA+2lVStWlUGDx4sUVFRsnjxYomIiBCRO2Okjle5cuVERKR8+fJy7tw5wZ2JRJvFXJYxd/SvXLlyEhERITExMRIfH19qzjg5Ocnt27elcuXK0rdvX8nKyrJhxI6joKBAZsyYIQBk06ZNIiLi6uqq7RWvKIoAkCZNmsinn34qq1evlpUrV0r58uVFhPljaSaTSUREGjduLOPGjZMePXpIWFiYLF26VEREGx8R0faR9/DwkOzsbNsE7CCYN/rH3Cm7XGwdAFFp1JNdd3d3mTJlily7dk2+/vpr7WTX2dmZJ7s2pn5Ji4j4+PjIW2+9JYqiyKeffioAZObMmdp4mUwmKVeunOTl5UmbNm34pW1BzB37oE6CmUwmmTp1qohIiXEqbRJMRJg/FlSxYkX54IMPpEKFCtKrVy+ZM2eOhIaGaie6atFhNBqlXbt20qVLF9m9e7f06NHD1qE7BCen33tQjRo1knHjxomISFhYmIiI2Vjdvn1bXF1dpaCgQNq2bWuLcB0G80b/mDtlF4t50i2e7OrPyZMnxWQySd26dUVRFDGZTNoXhI+PjwwZMkRERD799FMREa2gd3Z2lkuXLsm2bdvk+++/t1n8joK5o1+cBNMv9fNM7VyZTKZST3QVRWHnyoqysrIkOTlZ1q9fL3Xr1pVmzZrJCy+8ID4+PtKkSRMZO3asiJgXJUVFReLq6io5OTly5swZad++vS3/CWUa80a/mDuOgcU86Q5PdvXp+PHjUr9+fencubP4+/vLjBkztPfbaDSKk5NTiYLeaDRKXFycFBQUSEBAgMyZM0cCAgJs+c8o05g7+sRJMPvAzpX+JCUlybvvvitPPPGEiIicPXtWPvzwQ+natav069dP/va3v0lAQIBZUVJUVCR9+/aVnJwcady4sSxYsEDq169vy39Gmca80SfmjgOxyp35RH8iKysLmZmZ2t/v3mM0OzsbU6dOhZeXF95++22zx3JychAQEICff/7ZKrE6KnUP8oiICAQFBaFOnTqIiYnB8ePHSzxXHS8fHx/0798fjRo1woYNG2wQddnH3NG3X375BYqi4OWXX8bIkSNhNBq1hYaKioq0n4uP07BhwwDcWXm4Zs2aSEhIsFn8Zd2JEyewZMkSDBo0CB9++CF+/PFHZGdna4///PPPGDBggNliUerCktnZ2WjevDnS09NtEntZl5SUhGrVqiErKwu3b9/Wjm/fvh3PP/88mjVrhmnTpmnHDx8+jAEDBsDLywtxcXFo2rQp1q9fb4vQyzzmjb4xdxwLi3myOZ7s2o+IiAh0794dp0+fxsCBA1GtWjU4Ozvj008/xfbt282ee+HCBUyZMgWurq5mW6DQo8Pc0T9OgunX5s2bERAQgNdeew2vvfYaOnfuDCcnJ7z66qtYvHix9rzihYm6jVZ2djaqV6+OdevW2Sr8Mi0pKQlNmjTBhQsXAPxeCKqFydGjR/Hqq68iMDAQO3fu1F539OhR9OvXD4qiMHcshHmjb8wdx8NinmyOJ7v6p25TkpycjC5duuDQoUMAgMTERIwaNQoeHh6oUKEC3nvvPaSlpWnbzZw+fdps2zN6tJg79oGTYPrDzpV+ZWRkQFEUzJgxA8CdIqS0fbAPHjyImjVrYsyYMWavT01NxbFjx6wXsANh3ugbc8cxsZgnXeDJrn24fv06WrdujT59+pgd//jjj6EoClxdXVGzZk106dIFaWlpNorSsTB39IuTYPrEzpW+HTx4EIMGDYKXlxfmz5+vHS+tKJk/fz48PT1x5syZErcY0aPFvNE/5o5jYjFPNsWTXfuhftgfOnQIbm5umDt3LoA7Y+Xj44MVK1YgOzsbw4cPR40aNbBjxw5bhlvmMXfsByfB9IOdK/uQlpaGIUOGwMPDA9999512XB0f9c8jR47AYDDg7NmzNonTUTBv7Adzx/GwmCdd4MmufTCZTLh27RpCQkIwYsQILF++HN7e3li6dKnZc65fv27DKB0Lc0ffOAmmL+xc6VN6ejoWLFhg9v//PytKAODAgQOoVq0azpw5Y9V4HQ3zRr+YO8RinmyOJ7v6U/wDvzRLliyBoihwc3PTLpszmUxat5isg7ljHzgJpi/sXOnL1q1b0aBBA/Tr1w8pKSlmj91rrG7dugUA2LRpE9q3b69deUSWw7zRH+YOASzmSSd4smt7u3fvvueMe2mGDBmCF1988S8/nyyDuaMfnATTJ3au9GvPnj3w9PTETz/9ZLa1WfGO7tGjR0sdqwsXLqBOnTol1gahR4N5o2/MHVKxmCer4smuPt26dQtt27aFq6urticsUPp4qcdmz54Ng8GgXbrNYt6ymDv6xEkwfWPnSr9u3ryJHj16YNmyZQDwh59Vhw4d0sZq9erVAAB/f3+sWbPGKrE6GuaNvjF3qDgW82RxPNm1D6dPn0bPnj3h7u6ORYsWacf/6P1v0KABQkNDrRGeQ2Lu6BsnwfSNnSt9u3r1KurWravtQa46dOgQVq5ciU8++QQLFiwwOz506FC4ubmhfPnyXBndQpg3+sfcoeJYzJNF8WTXvpw+fRrdunX7w4K++N6y3333HZKTk60ao6Ng7tgHToLpEztX+nflyhU0atQIH330EXJzc3H16lV88sknqFq1KsqXLw8fHx9UrlwZL730kvaaI0eOoG/fvti2bZvtAi/DmDf2gblDxbGYJ4vjya59+aOCXi3kL168iLlz57JYtDDmjn3gJJj+sHNlH5YuXQonJyc89dRTqF69OlxdXTFs2DBs374dJpNJW0xt4sSJ2mu4/oflMG/sB3OHVC5CZGG+vr7yxRdfSEREhISFhYmISJ8+fURRFAEgiqKIiEhRUZG4uNz5v2R0dLTUr1/fZjE7Ml9fX/n6669LjFdRUZGUK1dOLl26JP7+/rJgwQJt7MgymDv24V45o46T0WgUFxcXyc7OltWrV8vgwYOZOxZmNBqlYsWKkpmZKXl5eeLk5CRfffWVTJ8+Xa5evSqVKlWSwsJCmT9/vmzdulWaNGkiY8aMkRs3bkh4eLi0adPG1v+EMkv97DKZTNK7d2+pVauW7N+/Xy5fvizBwcHy9NNPi7Ozs4iINGrUSF5++WU5d+6c9np3d3dbhV7mMW/0jblDpbLpVAI5FHZ87Uvx8VLvibt48SKqVauGhIQEG0fnWJg79qG0cSosLAQA5OTkoEqVKli5cqUNI3Qs7Fzpx8mTJ5GZman93Wg0wmQylboPuXppt/rYuHHjzMaILIt5oy/MHfozLObJqniya1/U8apSpQpmzpyJ2rVr8344G2Hu2AdOgtmWOpmlnszu3LkTX3zxBSZOnIgjR46UuAf47bffRnh4uNXjdCS//PILFEXByy+/jJEjR2rFCGB+T/bdE5FFRUVITk5G7dq1cejQIavG7GiYN/rE3KG/gpfZk1XdfTlqUVGR9O/fX7Kzs6Vx48ayaNEieeWVV2wdJv1/vr6+MnPmTBk+fLhERERIQkKCdO3a1dZhOSTmjn0oPk6jRo2S69evy5QpU2TevHkcHws5deqUGI1GqVu3rnYJqvrnCy+8IC+88IL2XKPRKCIiJpNJnJycxN3dXTw8PGwVukM4ceKEiIjUq1dPdu/eLQaDQQYMGCADBgyQevXqac9DsVuHEhISJCMjQz7++GP59ttvpUmTJjaJvSxj3ugfc4f+ElvPJpBjYsfXvpw8eRL/+9//bB0GgbljL86cOYPXX38diqJg7dq1tg6nzGLnyj5ERESge/fuOH36NAYOHIhq1arB2dkZn376aYltzLZt2wYnJyeEhoZiz549Noq4bGPe2A/mDv0ZFvNkMzzZJXowzB37wEkwy9uwYQMURUFERASCgoJQp04dxMTE4Pjx42bPK35/6Zo1azBjxgz4+Pjw1gcLUwvD5ORkdOnSRSsAExMTMWrUKHh4eKBChQp47733kJ6ejlu3bgEAjh07pt1GRI8e80b/mDv0VykAYOurA8hxnTp1SvLz86VBgwa2DoXIrjB3iO4YOXKknDlzRr766iuZMGGCrFu3Ti5duiSTJ0+WVq1aSevWrbXnbt++Xdq2bSshISHy7rvvSsuWLW0YuePIz8+XLl26SO3atWXRokXa8UmTJsk//vEPKVeunPj4+EjTpk1l+vTp3JHDCpg39oG5Q3/K1rMJRERERPeLnSv7oHZ3Dx06BDc3N8ydOxfAnXHy8fHBihUrkJ2djeHDh6NGjRrYsWOHLcMt85g39oO5Q38FO/NERERkt9i50j8Akp+fL0OGDJGqVatK+/btZdiwYTJr1izp3bu39pyCggLuhW0lzBv7wNyhP+Nk6wCIiIiIHoTJZBJ3d3eZOXOmrFy5UubNmyciIps3b5YZM2bI8uXL5cyZM/LGG2/IwYMHJScnx8YRl2336g8piiIeHh7Sq1cvmTVrlvTr108WL14svXv3FgBiNBpFURQWI1bCvNEf5g49KHbmiYiIyG6xc2Vbe/bskfT0dBk0aJCImG+TVZq33npLfv31V/npp5/+0vPJMpg3tsfcoUeBnXkiIiLSPXau9KewsFCio6MlPDxcli5dKiJ3xqO0sVKPPfvss3L69GlJT0+3aqyOinmjT8wdelTYmSciIiJdYudK/86cOSOjR4+WDRs2yJw5c6RPnz4i8sfvfcOGDSUgIECWLFlizVAdBvPGPjB36FFgZ56IiIh0h50r++Dr6ytffPGFdOzYUcLCwmTx4sUiUnKsioqKtJ+jo6Plvffes3qsjoB5Yz+YO/QosDNPREREusTOlf04c+aMRERESGJiYomxMhqN4uLiItnZ2bJ69WoZPHgwO78WxLyxL8wdehjszBMREZEusXNlP3x9feXrr78uMVZFRUXi4uIily5dEn9/f/H29mYxYmHMG/vC3KGHwc48ERER6Ro7V/aj+FjNmjVL+vfvL9nZ2dK4cWOZP3++vPLKK7YO0WEwb+wLc4ceBDvzREREpGvsXNmP4mM1atQomTVrlgQFBcm8efNYjFgZ88a+MHfoQbAzT0RERHaBnSv7cfbsWRk+fLisWbNGEhISpGvXrrYOyWExb+wLc4fuB4t5IiIishtqYbJ161aZMmWKTJkyRWbNmiWvvvqqrUOju5w6dUry8/OlQYMGtg7F4TFv7Atzh/4qFvNERERkV9i5Irp/zBuisofFPBEREdkddq6I7h/zhqhsYTFPREREREREZGe4mj0RERERERGRnWExT0RERERERGRnWMwTERERERER2RkW80RERERERER2hsU8ERERERERkZ1hMU9ERERlSmZmpq1DICIisjgW80RERPRQUlNTJSQkRLy8vERRFPHy8pKgoCCJioqyamEdFRUliqKIn5+fLF++XEREvLy8xM/Pz2oxEBERWQuLeSIiInpgsbGxEhQUJKmpqTJs2DCJi4uTYcOGaY+lpqZaJY7ExESJjY2VuLg42bRpkwQGBoqISIsWLbSfy4L4+HhRFEViY2NtHQoREdmYi60DICIiIvsUHh4u8fHx0rFjR9m0aVOJxxMTE6VFixZWiSUuLk4MBoM2kaAqLS575+npaesQiIhIBxQAsHUQREREZF9SU1MlKCjonoW8tQUFBYmIyP79+20cycPr1KmTXL58uUz8W4iIyHJ4mT0RERHdt7CwMBERmTp1qo0juSM3N9fWIRAREVkVi3kiIiK6L5mZmZKamiqBgYFl6n50IiIie8JinoiIiO5LYmKiiIh07NjxgV6vLpqnKIoEBQVJfHx8qb/Dz89PUlNTJT4+3uz5xRfVUxeEUycYFEURRVG01ez9/Py0S/CLy83N1Vbg9/LyktjYWLO41NcnJiaa/V21fPnyEsdTU1O1mFNTU6VTp07i5eVlFmtQUJD2O0NCQsxW+w8PDxdFUSQxMdHs31I8/nvF86jfVyIi0j8ugEdERET3JSMjQ0TkgbZ8U4vGyMhICQ8Pl/3790t4eLhs2rRJli1bZvbczMxMCQsLE29vbwkPD5eMjAyJjY2VDh06yJUrV0REpHfv3mIwGCQkJES8vb0lLi5ORORPF96rW7euGAwGWbZsmWRmZkp4eLgEBgZKdHS0iMgDXXFw+fJlyczMlMTERImKihKDwSC9e/cWkTtF9NSpUyU4OFieeeYZEbmzlV5QUJCcOHFCPD09JSoqSkJCQiQ8PFxERPu3eHt7/+nvftTvKxER6R+LeSIiIrKK8PBwSU1NlYyMDDEYDNrxTp06SUhIiCxfvlyCg4PNXpObm1tiIbjY2FhJTEyUjh07iqenp3Ts2FG8vb21n/9MbGys5ObmyubNm7WV4XNzcyUqKkr7bz6MqKgoiYyMNFtPoGPHjtokiMpgMGgd9MjISDEYDGIwGLTf/1evfLDE+0pERPrHy+yJiIjovqgd+buL0z8THx8vw4YNMys4RUSCg4MlMDBQoqKiSrxG7VKr1K72wyx4l5GRIZ6enmZFuxpT8cveH1RgYOBfWhhQ7f7f7/t4N728r0REZF0s5omIiOi+qJ3b+7nHWn1uafevi9y5LL60QtoSe6r7+flJbm6uWeGq/u5HsaBfaGhoqcdzc3MlNjZWQkJCxM/Pz+x++gelp/eViIisi8U8ERER3Rf1cnB1oba/4vLlyw/0+F+5X/x+DRs2TEREQkJCJDExUeLj47VL4x+FuzvkInfumffy8pIpU6bIM888I3FxcbJ58+aH/l16el+JiMi6WMwTERHRfVMXVSvtEu7SqAvSbdq0qdTHU1NTSy2CLSExMVHrwHfq1EmmTp2q/c9SQkJCxGAwyJUrVyQyMlI6duz4SK4C0NP7SkRE1sVinoiIiO5bYGCgDBs2TBITEyUkJKTU52RmZmpbqHl6ekpwcLAsX768RDc/Pj5eMjMz//LEwMNKSUkRg8EgmzZtEgCSkZHxp135uy9VX7p06X39ztzc3BLFu7rF3928vb3/8r3renpfiYjIuriaPRERET2QuLg48fPzk6ioKPHz85Pw8HDtXuxNmzZpq6irK6nPmTNHUlNTJSgoSCIjI8XPz097XseOHbXL3y3Nz89Pu3ddvdzc09NTnnnmmRKr2atd7aVLl2rF+LJly+5ZiN9Lx44dZfny5RISEiKhoaGSkpJS6j7w6u9Ut7d77LHHJC4u7g8XydPL+0pERNbFYp6IiIgemHrJ+JQpU2TKlClaR1ld0b14x9vT01MyMjIkKipKli9fLpmZmRIYGChxcXFWLTjVAl69aqA4T09PWbZsmbbIn8FgkKlTp8qUKVOkU6dOEhgYKKGhobJ582YJCwv7ywvJLVu2TNsmLjU1VQIDA7X/hro7gCoqKkq7l99gMJRYeb60mPXwvhIRkXUpAGDrIIiIiIisITc3V7y8vCQ4OFjmzJljts98YmKihIWFiYjIlStXbBglERHRn+M980REROQw1Mvjo6Ojzbrq6r3n0dHRkpub+0j2myciIrIkFvNERETkMNR74O91z3tKSorZ84iIiPSK98wTERGRw1BX4Y+KipKMjAxtEbzMzEyJi4uTxMREiYuLs3WYREREf4r3zBMREZHDWb58ucTFxcm+ffskNzdXDAaDBAYGSnR09CPZ/52IiMjSWMwTERERERER2RneM09ERERERERkZ1jMExEREREREdkZFvNEREREREREdobFPBEREREREZGdYTFPREREREREZGdYzBMRERERERHZGRbzRERERERERHaGxTwRERERERGRnfl/USVqqRrN4r0AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "id": "bench-table-md",
   "metadata": {},
   "source": "## Compact Results Table\n\nA summarized view of completed timings. The full per-run table remains available as `df_sorted` for audit or export."
  },
  {
   "cell_type": "code",
   "id": "bench-table-code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-05T13:47:13.333818Z",
     "start_time": "2026-06-05T13:47:13.282701Z"
    }
   },
   "source": "compact_cols = ['Case', 'Resolution', 'Completed runs', 'Min ms/iter', 'Median ms/iter', 'Max ms/iter']\n\ncompact_results = case_summary[compact_cols].copy()\ndisplay(compact_results)",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         Case Resolution  Completed runs  Min ms/iter  Median ms/iter  \\\n",
       "0     CBL_N91        64³               8      11.2704        15.01100   \n",
       "1     CBL_N91       128³               8      42.0543        70.10770   \n",
       "2     CBL_N91       256³               8     481.1481       743.39035   \n",
       "3     CBL_N91       384³               1    2580.1850      2580.18500   \n",
       "4     NBL_A94        64³               1      12.6894        12.68940   \n",
       "5     NBL_A94       128³               4      41.8231        43.18860   \n",
       "6  SBL_GABLS1        64³               8       8.3434        12.25935   \n",
       "7  SBL_GABLS1       128³               8      32.9590        56.12020   \n",
       "8  SBL_GABLS1       256³               7     399.5710       425.48760   \n",
       "9  SBL_GABLS3       256³               4     411.8750       418.97910   \n",
       "\n",
       "   Max ms/iter  \n",
       "0      18.7421  \n",
       "1     101.5644  \n",
       "2    1027.9178  \n",
       "3    2580.1850  \n",
       "4      12.6894  \n",
       "5      45.0180  \n",
       "6      16.6933  \n",
       "7      81.9103  \n",
       "8     839.0768  \n",
       "9     438.0652  "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Case</th>\n",
       "      <th>Resolution</th>\n",
       "      <th>Completed runs</th>\n",
       "      <th>Min ms/iter</th>\n",
       "      <th>Median ms/iter</th>\n",
       "      <th>Max ms/iter</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CBL_N91</td>\n",
       "      <td>64³</td>\n",
       "      <td>8</td>\n",
       "      <td>11.2704</td>\n",
       "      <td>15.01100</td>\n",
       "      <td>18.7421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CBL_N91</td>\n",
       "      <td>128³</td>\n",
       "      <td>8</td>\n",
       "      <td>42.0543</td>\n",
       "      <td>70.10770</td>\n",
       "      <td>101.5644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CBL_N91</td>\n",
       "      <td>256³</td>\n",
       "      <td>8</td>\n",
       "      <td>481.1481</td>\n",
       "      <td>743.39035</td>\n",
       "      <td>1027.9178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CBL_N91</td>\n",
       "      <td>384³</td>\n",
       "      <td>1</td>\n",
       "      <td>2580.1850</td>\n",
       "      <td>2580.18500</td>\n",
       "      <td>2580.1850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NBL_A94</td>\n",
       "      <td>64³</td>\n",
       "      <td>1</td>\n",
       "      <td>12.6894</td>\n",
       "      <td>12.68940</td>\n",
       "      <td>12.6894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NBL_A94</td>\n",
       "      <td>128³</td>\n",
       "      <td>4</td>\n",
       "      <td>41.8231</td>\n",
       "      <td>43.18860</td>\n",
       "      <td>45.0180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SBL_GABLS1</td>\n",
       "      <td>64³</td>\n",
       "      <td>8</td>\n",
       "      <td>8.3434</td>\n",
       "      <td>12.25935</td>\n",
       "      <td>16.6933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SBL_GABLS1</td>\n",
       "      <td>128³</td>\n",
       "      <td>8</td>\n",
       "      <td>32.9590</td>\n",
       "      <td>56.12020</td>\n",
       "      <td>81.9103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SBL_GABLS1</td>\n",
       "      <td>256³</td>\n",
       "      <td>7</td>\n",
       "      <td>399.5710</td>\n",
       "      <td>425.48760</td>\n",
       "      <td>839.0768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SBL_GABLS3</td>\n",
       "      <td>256³</td>\n",
       "      <td>4</td>\n",
       "      <td>411.8750</td>\n",
       "      <td>418.97910</td>\n",
       "      <td>438.0652</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "id": "bench-0014",
   "metadata": {},
   "source": "## Resolution Scaling\n\nTime per iteration as a function of grid size $N$ for all available cases on A100 (80 GB).\nEach row is one case; columns show DP (left) and SP (right). Lines are coloured by SGS model.\nThe dashed reference line shows ideal $N^3$ scaling anchored to the 64$^3$ DP average of the first case."
  },
  {
   "cell_type": "code",
   "id": "bench-0015",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-05T13:47:15.792655Z",
     "start_time": "2026-06-05T13:47:13.433593Z"
    }
   },
   "source": "sgs_styles = {\n    'LAD-SM':   {'color': '#1f77b4', 'marker': 'o'},\n    'LAD-WL':   {'color': '#ff7f0e', 'marker': 's'},\n    'LASDD-SM': {'color': '#2ca02c', 'marker': '^'},\n    'LASDD-WL': {'color': '#d62728', 'marker': 'D'},\n}\n\ncases_in_data = sorted(df_sorted[df_sorted['Platform'] == 'A100 (80 GB)']['Case'].unique())\nN_vals_all    = sorted(df_sorted[df_sorted['Platform'] == 'A100 (80 GB)']['N'].unique())\nn_cases       = len(cases_in_data)\n\n# Reference line anchored to 64³ DP of the first available case\nref_case   = cases_in_data[0]\nsub64_dp   = df_sorted[\n    (df_sorted['Case'] == ref_case) &\n    (df_sorted['Precision'] == 'DP') &\n    (df_sorted['N'] == 64) &\n    (df_sorted['Platform'] == 'A100 (80 GB)')\n]['Time/iter (ms)'].mean()\n\nfig, axs = plt.subplots(n_cases, 2,\n                         figsize=(12, 4 * n_cases + 1),\n                         constrained_layout=True,\n                         sharey=True)\nif n_cases == 1:\n    axs = axs[np.newaxis, :]\n\nfor row, case in enumerate(cases_in_data):\n    escape_label = case.replace('_', r'\\_')\n    for col, (prec, prec_title) in enumerate(zip(\n            ['DP', 'SP'], ['Double Precision (DP)', 'Single Precision (SP)'])):\n        ax = axs[row, col]\n        sub = df_sorted[\n            (df_sorted['Case'] == case) &\n            (df_sorted['Precision'] == prec) &\n            (df_sorted['Platform'] == 'A100 (80 GB)')\n        ].copy()\n\n        for sgs_label, style in sgs_styles.items():\n            grp = sub[sub['SGS model'] == sgs_label].sort_values('N')\n            if grp.empty:\n                continue\n            ax.plot(grp['N'], grp['Time/iter (ms)'],\n                    color=style['color'], marker=style['marker'],\n                    linewidth=2, markersize=7, label=sgs_label)\n\n        N_ref = np.array(N_vals_all)\n        t_ref = sub64_dp * (N_ref / 64) ** 3\n        ax.plot(N_ref, t_ref, 'k--', linewidth=1.2, label=r'$\\propto N^3$')\n\n        ax.set_xscale('log', base=2)\n        ax.set_yscale('log')\n        ax.set_xticks(N_vals_all)\n        ax.xaxis.set_major_formatter(ticker.ScalarFormatter())\n        ax.set_title(fr'{escape_label} --- {prec_title}')\n        ax.legend(frameon=False, fontsize=10)\n        ax.grid(True, which='both', alpha=0.3)\n\n        if row == n_cases - 1:\n            ax.set_xlabel(r'$N$ (grid points per dimension)')\n        if col == 0:\n            ax.set_ylabel(r'Time per iteration (ms)')\n\nfig.suptitle(r'Resolution Scaling --- A100 (80 GB)', fontsize=16)\nplt.show()",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1700 with 8 Axes>"
      ],
      "image/png": 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kMpnvcVsiIqKOgGN2EREREbWA93GzrKysOo+zecdEy8rKgsvlatHMehQclUoFqVTa4rHGoon3EdT2MGkCERFRqLDYRURERNQC3vGrGhpjadu2bXXaUevS6/Uwm80BT9wQrfR6vW92TSIioo6CjzESERERtZBWq4XZbIZGo/ENUu9wOHyDoJtMprAM9k+BUSgUSE1N7bA9vLwTPPBxTiIi6mhY7CIiIiIKgsVi8c3i6XK5IJVKIZfLkZWVxQJDhLlcLigUChgMhjqzLHYEHXnfiYiIWOwiIiIioqjlcDhgtVo7XA87q9UKl8vFQhcREXVILHYREREREREREVHU4AD1REREREREREQUNVjsIiIiIiIiIiKiqMFiFxERERERERERRQ0Wu4iIiIiIiIiIKGqw2EVERERERERERFGDxS4iIiIiIiIiIooaLHYREREREREREVHUYLGLiIgozMxmMxwOR6TDgN1uh9lsjnQYREREFIUime8wx6HTiQRBECIdBBERUbTSarVwOBzIy8uLdCgAAJlMBr1eD41GE+lQiIiIKEq0hXyHOQ7Vxp5dFHVcLhf0ej1kMhlEIhFEIhFkMhnUarXfan/tdrV/ZDIZ0tLSYLVaG9yWRCKBSCSCy+UKSeze9YlEItjt9gbbiUQiKBQKv8usVisUCoVvH/R6fZPb9b6nPar9mZ3+o1AoYDQaIxKXw+GASCQK6PNvSfvmauhzCuQ8by0WiwUikQhqtbpV3tcajEYjzGYzcnNz6y0L9txt6THNzc2FVqttE8eciMKPeVHHyouA6pxCrVb7jqVEIkFaWhosFku9tq39Hcp8p+PlO0DzzkmAOQ6FRlykAyAKJavVCrVaDZfLBaVSCZVKBaC6W6vFYoHFYmmw0p+bmwuxWAyXy4XCwkIUFBTAYrEgLS0NSqWy1e9S6PX6Zm/TbDZDq9VCqVTCZDLBZrPBaDTCbrfXW5fFYsG2bdtgtVpht9shlUpDGX6r8x4/oDqx9+6bXq9HdnY2Nm3aBLlcHtkg2wB/n5P3PFepVA0mKdR8DocDer0eBoPB95n7E+y529xjKpfLodFooFar4XQ6g91NImrDmBd1vLzIu89isdh3zB0OB6xWK6xWKwwGA3Q6XaTDDDvmO62nqXwnmHOSOQ4FRSCKEiaTSQAgiMViwWaz1VvudDoFk8lU73WpVCo0dikYDAYBgKBSqeotE4vFAgDB6XQGFXvt9YnFYkGpVAoA/O6HIAgCAEEul9d5zWaz+Y3T+7nk5ubW25ZUKhU0Go0AQJBKpSHZh9bmPQYNqX1eFBQUtFpcBQUFAgBBp9OFpX1zNfU5ec8Dg8EQlu13RBqNRhCLxQ0uD/bcDeaYes83f78TiSg6MC/qeHmRd5/lcrnfY2AwGIS8vLzWD6wW5jvRp7F8p6XnJHMcCgUWuygqOJ3OFhc0mkrqBEEQ5HK53zbhSuq8XwxKpdJvO39JnTcRbOiP4tPbn76+9pjUCULTX4aCIAh5eXkNJubh0t6KXd42jRVnKHDe30kajabBNsGeu8EeU7lc3m6veyJqHPOijpkX6XS6Bve5rWC+E12ayndaek4yx6FQ4JhdFBUyMzMBAAaDISzdzlNSUgAgZGNQNEUul0OpVPq60gciPz8fYrHY7/6npqYGvJ5opFQqIZfLYbFY+Ax/I1JTU+FyudrErIHt3bp16wAg6HE1gj13GzumGRkZcDgcHfp3A1G0Yl7UMfOiaNyncGC+EzpN5TvhPCeZ41BTWOyids/lcsFisUAsFodl5g3v8+QqlarRcXdCzWAwAACys7MDau9yuXzJ5+m8iV5H/oXv/TxNJlO9Zd5n/yUSCRQKhd9BU+12e4MDqkokEshksga3bbVakZaW5huQs7mDshqNRt/gugqFosHBPIPlTRa854vD4YBMJoPFYqkzwPHpAxoHGl/tz9n7WddeV0OD1mq1Wt9ApRKJBGq1uk7hp7HBbgM9tt79stvtvvYymazFExzYbDYA1cWqYDV27jbl9GNam3ccsPz8/CCiI6K2hnlRtY6YF3l/rzcnz/D3HdrS70W9Xu/7jtdqtbBYLL7v8MbyJC/mO9GX77TknAwUcxxqCotd1O55vwRSU1NDtk6XywW73Q6tVusbiLW1B7L03sW0WCwB3XkKJOHsyHewvF+Ep/eO0Wq1vrtRWVlZSE1NhdFohEwmC8kda++gnHK53Df4ptFohFarDej9aWlp0Ov1SE1NhcFgQEpKSoMzaAXDe56dnqw4HA5s27bNNzvg6XfJA41Pr9dDrVajsLAQGo0GGo0GKSkp0Gq1jf6x4U0QNRoNTCYTNBoNHA5HQIWf5hxbh8OB3NxcqNVq3+CmhYWF0Ov1LfqsrVZryHpTNHTuNqWhY+rl/Z0ZySnCiSj0mBdV64h5UVZWFsRiMSwWi6+A0dKCXnO/F9PS0mA2m2EwGGAwGLBu3Trf7HsGg6HJYgfznejMd0J5TtbGHIcCEunnKImC5R1otLGxcRrjHZvC349YLG50IM9wjU3h1dDgqvAzNoV3/Ax/sXj38fTBWGuvr70+1x7IM/1e3uPqlZub63dwS+94ErXHBvEeC39jTHgHtfW3jtOPk9Pp9B2P2uMX+BvDwjsI8OkDbDY18Lk/DX1OBQUFvvEUxGJxnfPHG5P3/Dh9YOBA4/OOO+XvGq29ztM/A+///Q0+6i/O2p9dS47t6cekqTFiGhPI+4I5dxt7f2PH1F8M7fXaJyL/mBdV66h5UUFBgW/fax83jUbj97Pw9x3a3O9F7/d87c/T2/b0HIH5TsfLd5p7TgoCcxwKDRa7qN0LVVJnMpl8PwaDQdBoNL5lDa073EmdINQka7W/lPwldd7P4fRijPdLEECDCWp7TuqaUzA4vW1jX4LexMabnLS02OXv3PEmQ7XX5S+BaWgAXe9goM2ZUcm77w39qFSqeudx7eTP3wxYgcbX0EDGpzv9MwhkkHd/7/PG1txj6y9Za8m14Y27qQkRgjl3a7/WnGN6OqlUykF6iaIM86JqHTUv8iooKBAMBoNvoH5vceD0gcIbK3YF+r3oLT6cftz9nSvMdzpevlM7/kDOSUFgjkOhEQeids47HkOwXdEbGtfC+xia1WpFQUFBUNtoCYPB4Os63dgjAxqNBgaDAUajEQ6HA+PGjcO2bdtgt9t9g7qGepBakUgU0vV5KZXKkHc7drlcdbpye/+fnp7eYAxAdfds73P/oeLtWt1YN25vfN6xwvxpyTlvMpnqjGEilUqb3D+5XF6vTXPi856DzSUWiyGXy2E2m2G1WqFUKqFWq5tcV0uPrb/royXj0RQWFgJAg2PFNNfp5+7pWnJMvcRicdQ9xkPU0TEvqtbR8yKpVAqdTucbQkGr1cJsNiMtLS3g4xaq78XGMN/pOPlOS85J5jgUDBa7qN3z/iIP1wCE3mRPq9VCr9f7BkhtLbVnY3M4HI0mZjabDZmZmb7BY9PT02Gz2XzP8Yc6qWvJgNmBCMfMUd7z4/TzpaEBU71f+uFI5L3r9iYJ/niXaTSaBme4acl4LOnp6c1OaPxtJ9D4Ghs8NBCbNm1CZmYmLBYLzGYzzGYzpFIp8vLyGlxnS49taw603Bynn7una8kxJaLoxbyoBvOiGiaTCQ6HA1artcnPzSvQ75a0tDQYjUbfxAVAzQ09hULR6HuZ71TriPlOIOckcxwKBotd1O6JxWLfHTrvwI6hlp6e7ruLGQmB3sUUi8V+l+fn54e8dxLQ8F3ftsibgHoHhvd+oTZUzPImLeH4gvX20mksIfIu857fkeTvMwg0Pu97W3pnrfY5bbVakZubC7PZDLVa7ZsBqKHYInFsgZo7nI0VM5vj9HM31JhEEkUX5kU1mBfVlZaW1qxiV6C8eUBmZiYKCwuRkpKCzMxMSKXSJj8T5js17++I+U64zkkv5jgdG2djpKjg/XLQ6/UhmUHvdN47J6Gc2ag5Tr+L2Rxmsxkul6vV77y2JVarFRaLBXK53HfHsakZ7ryPC6SlpTW5/uaec95tjhs3rtF2Uqk0bNNuh0Kg8Uml0pD0MFAqlb4Ziux2e4OfeyiPbUt4E6tQ/C7yd+6GksvlCtnjlkTUdjAvalg050VNHett27YBCP1x8z4Smp6eDr1ej8zMTF8vukAw36krmvKdSJ2T3m0zx+nYWOyiqCAWi2EymeByuTBo0KAGx0Iym83Nnu7W4XD4ui2Hq2dFILxJWWPJ2elfKHa7HXq93jddd0dksVh8x+/0u7ve7tOnT4dtt9thNBrrfG4N3bFrKvk5PQFxuVzIzMwE0PQd4Ibi86430uMQBBqf99r0d/1YrdYGr0mXy9Xi5Lc5xzZcgu3Z1di5GyoOh4N3PYmiEPOiah0tL5o4cSLUarXf/MBiscBisUCpVIb8977dbvedc06nE06nEyaTKeDtMN+J3nwnUuckwByH+BgjRRGNRgOpVAq1Wg2FQgGVSuXrOVNQUOD7MmpogE+LxVLnDkVhYSHy8vJ8Xz65ubkNdnk3m80NxqVSqULSLdd7F7OhbTkcDshkMt9+FxQU+J7337RpU732Vqu1ThJYWFjo29fmDP7YVpx+/LzH2nu30Waz1TsOGo0GeXl5vnEmMjIyfJ/b6Y8+1L57VnschcaOPVB9XBQKBTIyMnD8+HHfHeVAkkClUgmNRgOj0Qi73Y60tDQcP37clzAFesc0XAKNz9vObDYjPz8fSqUSLpcL+fn5sNvtMJlMfs+3/Px8qNVqSKVSKJVKyGQybNu2DRaLBSqVqtHPrznHNhy8jxAFoiXnbih4r/9o/IOPiJgXdcS8yNsDyWKx+GJOSUnxfd9KpdKwfP/J5XLo9XooFIo6x1YqlSItLa3J7xnmO9Gb70TqnGSOQwACnPOcqB1xOp11psfG/09rq1Kp/E4nXLvd6T9yuVzQaDQNTm3b1LS4qDUdcWNtaq+vsSly8/Ly6sR2OpPJ5NsfsVhcb7rtQPc70CmE24LGjoFUKhUMBkOT6zCZTL7poqVSaYPHPDc317c9qVQq6HQ6wel0CiqVqt5nVlBQIMjlcsFgMNRZv1wuF3Jzc+ut29900rW3652mubFzuTHiFkwH31hMLYnP2857niuVyjrTifvbnslk8r2n9uceaJyBHFvvVNz+3i9uZErvxninYfc3nXbtdQdz7rbkmNaWm5srAPB7PhJR9GBe1LHyIpvNJuh0ujr7481H/PH3Hdrc78Xax8Hfj1KpbHR7Xsx3ojPfae456Y2HOQ4FSyQIggAiIiIKGavVirS0NN+YG22Rd8pvp9PJbv5ERNQiLpcLEokEcrkcubm5dXp2eR+vs1gsMBgM0Ol0EYyUwqGt5jvMcQgAWOwiIiIKA5lM5nvctS2SSCRQKpVhf8SBiIiil7fYkZeX1+AjYyKRCCqVit83Uaot5jvMcQjgAPVERERhodfr28TAuv5YLBa4XC5kZWVFOhQiImrHvD25GioqeAdlb2oGamq/2lq+wxyHvNizi4iIKExkMpnv0Y62pK3GRURE7Y9er4fRaIRSqfQNtO5yuXwT+cjlcmzatImPk0WxtpRXtKVYKLJY7CIiIgoT72ycubm5bWZGIKPRCJPJhIKCgkiHQkREUcJutyM7Oxt2ux0OhwNisRhSqRRarbZNjeVE4dFW8h3mOFQbi11ERERhZLVaoVarYbPZ6gzcGwkWiwWZmZltIhYiIiKKHpHOd5jj0OlY7CIiIiIiIiIioqgRF+kA2iKPx4NDhw6he/fuEIlEkQ6HiIiIyC9BEFBSUoJ+/fohJqZl8w4x7yEiIqL2ItDch8UuPw4dOoSBAwdGOgwiIiKigPz+++8YMGBAi97LvIeIiIjam6ZyHxa7/OjevTuA6g8vKSkpbNtxOp2QSCRhWz9Re8LrgagGr4foEe5jWVxcjIEDB/pyl5Zg3kPU+ng9ENXFayI6tMZxDDT3YbHLD28X/qSkpLAmfW63O6zrJ2pPeD0Q1eD1ED1a61gG8/gh8x6i1sfrgaguXhPRoTWPY1O5D4tdtaxcuRIrV66E2+0GUF2V9P47HIqLi8O2bqL2htcDUQ1eD9Ej3McymPUz7yGKHF4PRHXxmogOrXEcA90GZ2P0o7i4GMnJySgqKmJ3fqJWwuuBqAavh+jRGo8xBpuzMO8han28Hojq4jURHVrrMcZA8paWTdtDRERERERERETUBrHYRUREREREREREUYPFLiIiIiIiIiIiihosdhERERERERERUdRgsYuIiIiIiIiIiKIGi11ERERERERERBQ1WOyKII8goLSiCh6PEOlQiIiIiMKKeQ8RERG1Fha7IuDnQ8WYkbsDFzz1PYbP2YizH9+AGbk78POh4rBsLy0tDXq9vtE2drsdIpEIZrO53jK1Wg2JRAKFQgGFQgGZTAatVhvQtl0ul+/9EokEaWlpcDgcvuVarRYikajOa7XfKxKJoFarA9oWERERtT3Me5j3EBERtTYWu1rZ+h1/4vpnvsK72w+hwl19Z7PC7cG72w/h+me+wvodf0YkrrVr10KpVCI3N9fvco1GA5vNBpvNhoKCAojFYshksibXq1AokJaWBqfTCafTCa1WC5fLVaeNVCqFxWKp916z2QypVNqi/SEiIqLIY97DvIeIiCgSWOxqRT8fKsbDa3fAIwDu07rwuz0CPALw8Nrw3elsjNlshslkgtVqrZeU+WMwGCCVShu9c+pwOFBYWAiNRuN7TaVSQS6X12mnUqlgMpnqvX/t2rVQqVSB7wQREVEbcurUqUiHEFHMe5j3EBFRx3Hq1CkIQtsZqiAu0gG0JStXrsTKlSvhdrsBAE6n0/fvUHjus18haqKNSASs/vwXzL92SMi2W1lZibKyMjidTr/Lv/jiC4wePRoSiQSjR4/G8uXL8eCDD/qWV1RU+H3/fffdh7vuuguzZs3yu96YmBi4XC68/PLLuOGGG/y2KS8vR5cuXTBw4EBfHABw4MABuN1u9O3bF7/88kuDsVP0KC5u/T92iNoqXg/t24EDB/DEE0/gt99+89uDJ5SCOVeY9zDvocjh73miunhNtF9utxuvv/46Fi9ejOzs7Aa/A0Ml0HOFxa5a7r//ftx///0oLi5GcnIyJBIJkpKSmnzfpGe+xtGS8kbbCIKAv5toAwBuD/D+j0ex5UAxRKLGU8Re3RPxwQMXN7nO+Ph4dOrUCRKJxO/yN954A9OnT4dEIsF9990Hg8GAuXPn+pYnJCT4ff/ll1+OoqIiiEQiiMXieuuVSCTIzc2FWq2GWCxGeno6tFptnTuciYmJ6Ny5M/71r3/hzTffxGWXXQYAWLx4Me677z7f9huKnaILjzNRDV4P7U9hYSGefPJJPPvss6isrMSkSZMgEonCeixjY2Nb/N6W5j1A07kP8x7mPdQ0HmeiunhNtC+CIOCTTz6BTqfDrl270KtXLwiCEPbjGGjuw8cYQ+BoSTn+Ki5r9CeQhK+2vwNYZ1MFtkBZrVZft/n09HQ4HA6/A6e2hEqlgtPpxJo1a1BYWAiFQgGr1VqvnUajwbp163z/N5vNSE9PD0kMREREreHjjz/GsmXLMHr0aHz++ed4//33kZycHOmwwqKp3Id5D/MeIiKKblVVVXjwwQfhcDgwe/Zs7Nu3D//85z8jHZYPe3aFQK/uiU22CfQOp1ef7okB3eEMlsVigcvlgkKhqPO6yWSCwWBo9L3exFAsFkOtVvv+L5VK6wz4KhaLoVKpoFKpYDQaYTAYoFQq661PqVT6EkKlUun3rikREVFb4fF48NZbb0Eul+Pss8/Gv/71LyQlJeH6669HTEx0309sKgdh3sO8h4iIos9vv/2GDRs2QKPRID4+Hm+88Qb69++P/v37A0Cbegyfxa4QCKRLPQDMyN2Bd7cfqjdIa22xMSLcNLY/ctSjQxVeo0wmE/Ly8uokYRaLBZmZmU0mfdnZ2b5BWBuazeh0crkca9eu9btMq9XCZDIhJSUFGRkZAe4BERFR6/viiy8wY8YM2Gw2TJkyBW+++SZiYmIwefLkSIfWKgLJfZj3MO8hIqLoUFRUhOzsbDz99NOoqKjA5ZdfjiFDhmD8+PGRDq1B0X3bsY25+yJpk7MTCIKAuy4a1CrxuFwu5Ofn17vbqFKp4HK5/Ha79zIajbDb7Y0mhlarFVqt1nfn0+VyQa/XN5jQKZVK2O32Oo8XEBERtSU///wzJk2ahMsvvxw7d+7Eww8/jGeffTbSYbVJzHuY9xARUftWUVGB5cuXQyaTwWAwYNiwYdiwYQOGDAndxDLhwmJXKxreLwnLMsYgRlR9J7O22BgRYkTAsowxGN4vsMFhm8NoNEIikfh+FApFo+NDnD4tttlshkKhgEKhgEwmQ0FBAWw2W6Nd7pVKJWQyGdLS0iASiaBQKJCRkQGdTtfge/R6PbRabYv3k4iIKFz27duHUaNG4cMPP0RGRgZ++eUXLF26FD169Ih0aG0S8x7mPURE1L7dfffdeOihh9CpUye89NJLsNvtuPLKKyMdVkBEQlO33Dog76xERUVFAc9K1Bw/HyrGS9/sx/odf6LCLSAhLgY3jO6Huy4aFJaEj6g9cDqdnIGF6P/xemg7Tpw4gcOHD/vuYD7++OOYNGlSwN32w30sQ5GzMO8han38PU9UF6+JtmPHjh0YPXo0RCIRtm7dCqvVioceeghdunRp8r2tcRwDzVtY7PIj3Emf1/HCQnTuloTO8bFNDspKFO34BUdUg9dD5FVVVeGll17CnDlz0LdvX9hsthYNOs9iVw3mPUQ1+HueqC5eE5G3d+9ezJo1C++++y7ef/99TJo0qdnraEvFLj7GGEExIhG6JMQx4SMiImojBEHARx99hDFjxkCj0cDtdiMzMxMejyfSobV7zHuIiIjanqNHj+KBBx7AiBEj8O677+LGG2/E2WefHemwgsbZGImIiIgAeDweXHvttdi4cSM6d+6M2bNnQ6fThbW3ExEREVGkfPDBB7j11ltRUlKC888/Hzk5Obj44qZnXG4PWOwiIiKiDq2iogIJCQmIiYnBsGHD0L9/fzzxxBPo379/pEMjIiIiCimPxwOPx4O4uDice+65GDhwIObNmweVShVVva/5GCMRERF1SC6XC3q9Hueccw5OnjwJAHj66afxwgsvsNBFREREUScvLw9yudw3A/FZZ52Fn376CWq1OqoKXQCLXURERNTBVFRU4Omnn4ZMJoPRaERSUhIOHz4MAFGX6BERERHt3LkTV199Na688kr88ssvKCkp8S2L1tyHxS4iIiLqMNavX49zzjkHDz/8MLp06YJXXnkFNpsNgwcPjnRoRERERCF17Ngx3H333RgzZgw2btyI2267DXv27MGsWbMiHVrYccyuWlauXImVK1fC7XYDqJ420/vvUBAV/4mYMqfv/2UnTqC4W7d67TydJBCS+PgEdSzFxcWRDoGozeD1ED47duzAkSNH8Pjjj2PatGno3LkzioqKwra9cB/LYNbPvIcocvh7nqguXhPhcfLkSbz//vuYMGEC5s+fj9GjRwOo/s4Ph9Y4joFuQyQIghDmWNqd4uJiJCcno6ioKHQzMLl+B55VAFXlTbeNSwSm2wDxwNBsm6gdcDqdkEgkkQ6DqE3g9RA6e/fuxdy5c7F06VKcccYZKCsrQ0lJCXr16tUq2w/3sQxFzsK8h6j18fc8UV28JkKjsrISzz//PIqKiny9t/744w/079+/VR5XbI3jGGjewscYW0vp8cASPqC6XenxkG06LS0Ner2+0TZ2ux0ikQhms7neMrVaDYlEAoVCAYVCAZlMBq1W2+R21Wp1ve06HA6IRCJYrdY6r1utVqjV6oDjJSIiaszRo0cxffp0jBgxAm+99RbWr18PAOjUqVOrFbo6NOY9AJj3EBFR6xAEAevXr8e5556L++67DyaTCRUVFQCAAQMGtEqh67tD3+H2z27Hd4e+C/u2AsFiFwEA1q5dC6VSidzcXL/LNRoNbDYbbDYbCgoKIBaLIZPJGl1nWlqa3+ROKpUiLy+vzuu5ublIS0sLbieIiKjDKy0txaJFiyCTybBy5Uqkpqbi66+/xrRp0yIdGrUhzHuIiChabN26FZdeein++c9/4o8//sC8efPw448/IiEhodViEAQBy+3LcfDEQSy3L0dbeICQxS4CAJjNZphMJlitVrhcribbGwwGSKXSRu9Epqenw26311lfXl4eDAYDLBZLnbZWqxVKpbKl4RMREQEAPvnkE8yePRu9e/dGbm4uvv32W1x00UWRDovaGOY9REQUDTweD+68805888030Gq12LdvH+bOnYtufsbIDKdvD32LXcd3AQB2Hd+Fbw9926rb94cD1IeC6VLgxJHG27grmrfO/90MxDZRie3WG9B+2bz1+mG1WpGamgqpVAq5XA6z2QydTtfk+/R6PdRqNQwGg9/lYrEYUqkUVqsVKpUKQPVjA7m5ucjMzITL5YJYLIbD4QAASKXSoPeFiIg6nk8//RT9+/fHiBEjcNNNN+F///sf1Gp1q97R7HCayn2Y9wBg3kNERKFXWFiIDz/8EP/+978RExODF154AcnJyRg+fHhE4hEEAc9sfwYxohh4BA9iRDF4ZvszuLDfha3y+GRD2LMrFE4cAUoONf5Teqx56yw91vQ6myqwBchkMvnGotBqtTCZTAG9LzU1FS6Xq9E7oiqVytd13263Qy6X+97r7erPu5tERNQSO3fuxFVXXYWrrrrKNwirSCTCrbfeykJXuDWV+zDvYd5DREQhVVZWhiVLlkAmk+GOO+7Ajh07AAAXXHBBxApdQE2vLo/gAQB4BE+b6N3FYlcodOsNdO/X+E+Xns1bZ5eeTa+zW++QhF/7DmR6ejocDofvrmOw0tLSsG7dOgDV42NkZGQAqB7Ede3atQCqx63wDtJKRETUlD///BN33303xowZg08//RS33XYbnn322UiH1bE0lfsw72HeQ0REIeHxePDGG2/g7LPPxsyZM5GcnIzXX38do0aNinRoEAQBi7curve6t3dXJMfu4mOMoRBIl/pDOwDzpYGv87a3gX5jWhpRwCwWC1wuFxQKRZ3XTSZTg930vbyJoVgshlqtrtMt3zvgq1KphMvlgsPhgNVqRVZWlu9177gX+fn5vMNJREQBOXToEIYOHYrS0lJcccUVyMnJ8fWeoVbUVO7DvId5DxERhcR//vMfPPvssxCLxcjJycH06dPRqVOnSIeFKk8Vsr7KwoHiA/WW1e7ddVH/yIydymJXB2cymZCXl1cn6bJYLMjMzGwy6cvOzoZGowGABmczAqoTPG/XfbFYDKA6MUxJSYHFYkFqamqQe0FERNGssrISf/75J8466yz069cPDzzwAC655BJcc801ER0Lgtof5j1ERNQe7Nu3DzKZDCKRCHfddRfi4+Mxe/Zs9OjRI9KhAQAOnzgM3WYddhzd0WCbSI/dxccYOzCXy+X37qJKpYLL5ao3fXZtRqMRdru9ycQQgG8w19O3o1QqkZ2dzam3iYjIL0EQ8O6772LkyJG4/vrrUVVVBQBYvHgxrr32Wha6qFmY9xARUVv3119/QavVYtiwYXjnnXcAAHK5HEuXLm0zha5NBzfh5g9ubrTQBUR+7C4Wu1pLlx5AXGJgbeMSq9uHkNFohEQi8f0oFAqYzWakp6f7ba9SqeoM2Go2m6FQKKBQKCCTyVBQUACbzea7Y9kYpVIJh8PhG7fCS61Ww263+8bNaCpeIiLqOLZs2YJLLrkEN910E/7880+kp6fD7XZHOiwKFPMe5j1ERBSwEydOYP78+Rg8eDDMZjMuuugiDBo0KNJh1VHuLsfC7xfioS8eQklFSUDvEUEUsbG7REIkRwxro4qLi5GcnIyioiIkJSWFbsWu34HS4zXbKSlBUvfu9dt16QGIB4Zuu0TtgNPphEQiiXQYRG1CR74eBEHAHXfcgddeew2xsbGYOnUq5s2bh759+0Y6tBYJ97EMRc7CvIeo9XXk3/NE/nTka+LLL7/ElClT8Ndff2HYsGEwGAyYPHlym+rB7ihyQPelDnuce3yvJcQkoMJT0eR7e3TqgU9VnyIhNjQzZQeat3DMrtYkHlgnmXM7nUAHvaCJiIhqc7vdiI2NhUgkQs+ePTFp0iQYDAacc845kQ6NWop5DxERkV+CIMDj8SA2NhaDBw9Gp06dsGrVKkydOhXx8fGRDs9HEASsL1iPRVsW4VTVKQBAYmwidON0mNB/Apzlzjrti4uL6xWgUjqlhKzQ1RwsdhEREVHElJWVYcWKFXjxxRexbds2dO/eHTk5OYiNjY10aEREREQhZ7fbMWPGDFx//fX473//i/79+2Pfvn1tLvc5WXkST37/JD50fOh7TZosRc6lORgqGQoAOKPbGXXe44xpOz30OGYXERERtTqPx4PXX38dw4YNg16vR3l5ORwOBwC0uWSPiIiIKFgHDx7EbbfdBoVCgS+++AJ//vmnb1lby31+Pv4z0j9Ir1PounnIzXjr+rd8ha62jj27iIiIqFV99dVXeOihh2C32yEWi7FkyRJMnz4diYkBDmhORERE1E6UlJRgwYIFWLFiBcrLy3H11VfDaDTi3HPPjXRo9QiCgNd3v46nbE+hylM9C3bX+K6Ye8FcXDPomghH1zwsdhEREVGrstvt+Omnn/Df//4Xs2fPRkpKSqRDIiIiIgoLkUiE1157DWeffTZycnKQlpYW6ZD8cpY5MeebOfjijy98r43sMRLGS40Y2L39TSTDYhcRERGF1V9//YUnnngCWVlZGDhwIO69915Mnjy5zU2pTURERBQsQRBgsViwf/9+6HQ6dOvWDZs3b4ZUKm1zjyt65f+VD/1XehwpPeJ77c4Rd+LBsQ8iPrbtDJjfHByzi4iIiMLixIkTmDdvHgYPHoznnnsOr732GgAgISGBhS4iIiKKOl9//TUuuOACpKenIycnBydOnAAADBkypE0WutweN5774Tnc8+k9vkKXJFGCVRNX4ZHUR9ptoQtgsYuIiIhCrKqqCmazGUOGDMH8+fMxcOBArF+/HllZWZEOjYiIiCjk9uzZgxtvvBETJkyAzWbDAw88gJ9//hndunWLdGgN+vvk35j66VSs2rEKHsEDABjfdzwsky2YMGBChKMLHh9jrGXlypVYuXIl3G43AMDpdPr+HQ6bD2zGms/W4D/n/gepvVLDtp0bb7wRo0ePxrx58xps88MPP+Dyyy/H0qVLceedd9ZZVlRUhP/85z/48ssvAQBjxozBsmXLcNZZZwEA7rzzTnz55Ze+/xcVFeHSSy/FsmXL6qwn0Hb+NBXDww8/jFdeeQV2u933Wu33Dho0CJMnT8bLL7/c5LYoMoqLiyMdAlGb0d6vh7y8PGi1WvTq1QtPPfUUbr/9dsTFxcHlckU6tFYX7mMZzPqZ9zDvochp77/niUKtPV8TgiAgIyMDP/zwAyZNmoQ5c+ZAJpMBqP5ubYu++/s7LNq+CEUVRQCAGMTgrrPvwm1DbkNseSyc5S2LuzWOY6DbYLGrlvvvvx/3338/iouLkZycDIlEgqSkpLBsSxAE/O+3/+HgiYN4Ye8LUA5RQiQShWVb8fHx6NSpEyQSSYNtPvnkEyiVSnz88cd4+OGH6yxLTU2FXq/H+vXrAQAWiwWCIPjWl5CQAK1WC4PB4HuPXq9HamoqCgoKfK8F2s6fpmJITEyEVCpFXl4edDpdnfeuWbMGUqkUCQkJjX4GFHk8PkQ12tv1YLPZkJiYiJEjR0KtVsPpdOJf//oXunfvHunQIi6cxzKYRyKY9zDvocji8SGqqz1dE6Wlpfjoo4+gVqsBAKtWrQIAXHjhhZEMq0mV7kossy/Daz+/5nutT5c+MFxigKKPIiTbCPdxDDT34WOMEfLtoW/xi+sXAMCu47vw7aFvIxqP2WyGyWSC1Wqtc+fd4XCgsLAQGo3G95pKpYJcLm90fQaDAVKpFHq9Puh2gcagUqlgMpnqvX/t2rVQqVSNxkFERC1z8OBB3HbbbUhNTcVDDz0EoHrWIa1Wy0IX+TDvCbwd8x4iorbL7Xbj5ZdfxtChQ5Geno7vvvsOQHWRq60Xun4r/g23fXJbnULX5QMvx9uT3w5ZoastYbErAgRBwDPbn0HM/3/8MaIYPLP9GQiCEJF4rFYrUlNTIZVKIZfLYTabfctSUlLgcrlgsViavV69Xl9nXS1tF2gMPXr0gFQqhd1u973mcDgAwNeNlIiIQsPlckGn02HYsGF4/fXXcfXVVwf0eBZ1PMx7mteOeQ8RUdv06aefQqFQ4K677kJZWRmWL18OhaJ9FIk+cnwE9Qdq/Hz8ZwBAfEw8ssZnYfnly5GcmBzh6MKDjzGGQMaHGTh26ljA7cvd5SgqL/L93yN4sOv4LkxYOwGJsYkBr6dn555Ye/3aZsXqj8lkglarBQBfd3tvl3ixWIzc3Fyo1WqIxWKkp6dDq9U2eYcTqO6C73K54HK5IBaLW9yuOTGo1WqYTCbfnc7a+0ZERKHhdDoxdOhQHDt2DGPGjEFOTg6USmWkw6JW1Jzch3lP89ox7yEianvmzZuH+fPnIzExEXq9HrNmzWr0d31bUVpZiuyt2Xhv33u+185KOgs5l+bg7JSzIxdYK2CxKwSOnTrmm6YzGLUTwdZktVqRm5sLAL6EyuFwQCqVAqjuJu90OmG1WrF27VooFArk5eW16h82gcag0WggkUh8SZ/ZbMb+/fuxbt26VouViCgaCYKAw4cPo1+/fpBIJLjzzjsxatQo3HrrrYiJYUfxjiYUuQ/znoYx7yEiirzDhw+jT58+iImJgUqlwv79+7FgwQKceeaZkQ4tIHsK92Dm5pnYX7Tf99pk2WTMPm82usR3iWBkrYPFrhDo2blnwG1Pv7t5uuTE5IDvcjZnuw2xWCxwuVz1ul+aTKY6A6qKxWKoVCqoVCoYjUYYDIYmkz5vV/qmKt6126nVat//pVKpLxltTgxKpRJWq9X37/ZQcSciasu+/vprzJgxA06nEz/99BPi4+ORk5MT6bAoggLNQZj3NN6OeQ8RUdtTXFwMg8GAZcuW4fnnn8e//vUvjBw5Eq+88kqkQwuIIAhYt2cdjNuMqPBUAAA6x3XGY+c/hsmyyRGOrvWw2BUCgXapFwQBt3x0C0oqSuARPPWWx4hiMKDbALx53Zthm6HodCaTqd6dQovFgszMzDpJX21yuRxr1za9z9nZ2XUGVw2kXe0krzGNxaDVamEymZCSkoKMjIyA1kdERPXt2bMHs2bNwnvvvYe4uDjce++9KC8vR3x8fKRDowgLJPdh3tN0O+Y9RERtR2VlJcxmM+bPn4+jR49ixIgR6Nu3b6TDapai8iLM+3YerL9Zfa+dnXI2ci7JwVnJZ0UusAjgcwet6NtD32LX8V1+Ez6gZgyL1pqhyOVyIT8/v95dQpVKBZfLBavVCqvV6uve732PXq9vMpkyGo2w2+0NJo7NadfcGJRKJex2O6xWK2cjIiJqoZkzZ2LEiBF47733cPPNN+Pnn3/GihUr0K1bt0iHRu0E856WtWPeQ0TU+ux2O0aOHInp06cjLi4Oa9aswY4dO3DFFVdEOrSA7TiyA+oP1HUKXbeecytev/b1DlfoAljsajXemYhEaPzOpQiisMxQZDQaIZFIfD8KhQJmsxnp6el+23uns1YqlZDJZEhLS4NIJIJCoUBGRoZvIFcvs9kMhUIBhUIBmUyGgoIC2Gy2el3pA21XW6Ax1KbX6zlAKxFRM9X+7omLi8P48ePxzTffwGKxYMiQIRGMjNob5j3Na1cb8x4iotbj/f7p168fiouLMX/+fPz666+YOnUq4uLax4NwHsGD5398HnduuBOHTx4GUD1MwPLLl2PW+FlIiE2IcISRIRIiNe9zG1ZcXIzk5GQUFRUhKSkpJOuscFfgSsuVOF52vMm2PTr1wKeqTzvsSUkdk9PphEQiiXQYRG1Ca18Pbrcbr776KpYvX44vvvgCYrEYFRUViI+Pb7XHy6JVuI9lKHIW5j1ErY95D1FdrX1NFBQUICsrCwqFAnq9HgBQXl6OxMTAZwluC46dOoasr7Lw/eHvfa/Je8thuMSAvl1b/xHM1jiOgeYt7aNUGQUSYhPw1vVvobCs0PdacXGx34OT0imFCR8REbWKjRs3YubMmfjxxx/Ro0cP7Nq1CxdddBESEvg9RC3HvIeIiNqi48ePY8GCBVi1ahUqKyvrFLfaW6Hr2z+/RdbXWb7vWhFE0IzSYNroaYiLYamHn0Ar6tu1b53qqjOGd3SIiCgydu7ciRkzZiAvLw+dOnXCrFmzMGvWLCQnJ0c6NIoSzHuIiKitKC8vx4oVK7Bw4UIUFRUhNTUVS5YswaWXXhrp0Jqt0lOJZ7c/ixd/etH3Wq/OvbB4wmKMP2N8BCNrW1jsIiIi6oC++eYbWK1W/Pvf/8aCBQtw5plnRjokIiIiorDweDxYsWIFJBIJnnvuOWRkZCAmpv0NYf5HyR/Qf6XHzqM7fa9d3P9iLLx4IVI6pUQwsraHxS4iIqIOoKioCEajEVOnTsWgQYOQmZmJiy66CKNGjYp0aEREREQh9/nnn8Nut+ORRx5B586dsWHDBgwePLjdPa7o9emBTzHv23koqSwBAMTFxOEh+UO4ffjtiBG1v8JduLHYRUREFMUqKythMpkwf/58HDt2DJWVlTAajYiLi2Ohi4iIiKLOrl27oNfr8dFHH6FLly646667kJKSghEjRkQ6tBYpqyqDcZsRuXtzfa8N6DYAOZfmYGTPkRGMrG1j+Y+IiCgKCYKAd999FyNGjMADDzyAhIQEvPDCC8jOzo50aEREREQhd/jwYWg0GowaNQofffQRpkyZgp9++gkpKe338b4CVwFu+eiWOoWua866BrmTclnoagKLXRF04sWXsPuc4Ti6alWkQyEioijz9ddf46abbsLhw4exYMEC7N27F3fffTdiY2MjHRp1UMx7iIgonKZMmYI1a9bg4osvxtatW/Hmm29i0KBBkQ6rRQRBwDu/voMpH07BPtc+AECn2E6Yf+F8GC4xoFtCtwhH2PbxMcYIObpqFU6sWQMAOLbiGQBAr/vui2RIRETUzhUUFKCsrAwjRozAxRdfjGXLluGWW25Bnz59Ih0adXDMe4iIKNSqqqqwceNGXHfddQCAxYsX4+jRo5g0aRJEIlGEo2u5kooSLPhuAT458InvtcHiwVhy6RLIxLIIRta+sGdXBBxdtcqX6HkdW/EM73QSEVGLHD9+HA899BDOOeccZGZmQhAEiEQiPPTQQyx0UcQx7yEiolASBAEffvghRo8ejeuvvx6fffYZAOCCCy7A5MmT23Wh66djPyH9g/Q6ha70oel487o3WehqpqCLXTt27MDzzz+PrKws3HvvvcjIyMC9996LrKwsPP/889ixY0cIwowe/hI+r3AlfmlpadDr9Y22sdvtEIlEMJvN9Za5XC6o1WpIJBJIJBKkpaXB4XD4lnuXKRQKKBQKyGQyaLXaeusJtJ2/950ev8PhgEgkgtVqrfO61WqFWq0OeL+JiNqzsrIyGI1GyGQyLF++HGPGjMHixYvbdZJH0YV5D/MeIqJQstlsuOKKKzBp0iQcOHAAjz/+OMaNGxfpsILmETx4ZdcruP3j2/HHiT8AAN3ju+OpS5/C4xc8jk5xnSIcYfvTomLXjh07cNVVVyE2NhYKhQIajQYGgwEmkwm5ubkwmUwwGAzQaDRQKBSIjY3F1VdfjR9++CHU8bcrjSV8XpG607l27VoolUrk5ubWW6ZQKJCWlgan0wmn0wmtVguXy1WnjUajgc1mg81mQ0FBAcRiMWSy+pXnQNvVlpaW5je5k0qlyMvLq/N6bm4u0tLSAtxrIqL26+TJkxg+fDj0ej1SUlLw5ptv4vvvv8cll1wS6dCIADDvaU672pj3EBH5t3z5cqSmpmLz5s2455578Ouvv+KJJ55A9+7dIx1aUArLCnH/pvuxJH8JqoQqAMCoXqOQOzkXV551ZYSja7+aVew6cOAAxo0bB4VCgYKCAmRmZmL16tW+L3Cn0wmPxwOPxwOn0wmbzYZ169Zh6tSp2LdvH8aOHYvx48d3yKJXIAmfVyQSP7PZDJPJBKvVWiehczgcKCwshEaj8b2mUqkgl8sbXZ/BYIBUKm3yDmMg7dLT02G32+vElZeXB4PBAIvFUqet1WqFUqlsdJtERO1ZYWEhAKBr16745z//iaeeegq7d+/GlClTEBPD0QmobWDe0/J2zHuIiGq4XC643W4AwNVXX43rr78eP/zwA55//nn069cvwtEFb+vhrVC9r8LXf37te+2ekffg5atfRv9u/SMYWfsX8AD1n332GZRKJZRKJfLz8zF27NhG2ycnJ2Ps2LEYO3Ysbr75ZgDVXcb1ej3kcjksFgtuvPHG4KJvI/bfrELVsWMNLvecOAHPyZPNWuexFc+g8IUXEdOt4VkW4nr2xKC3LQ0uD5TVakVqaiqkUinkcjnMZjN0Oh0AICUlBS6XCxaLBSqVqlnr1ev1UKvVMBgMQbUTi8WQSqWwWq2+GOx2O3Jzc5GZmQmXywWxWOx7xEAqlTYrTiKi9mDXrl3Q6XTYvXs3du/ejcTERCxdujTSYVEH1Vjuw7yHeQ8RUbAqKiqwatUqLFiwAE899RTuvPNODBs2DB988EGkQwuJKk8VVv+wGuadZggQAAApnVKQfXE2Lux/YYSjiw4B3QLetGkTVCoV8vLy8OmnnzZZ6GqIXC5HXl4eNm7ciJkzZ+Kdd95p0Xramqpjx1D1998N/jQ34fPynDzZ6HobK7A1h8lk8o0hodVqYTKZfMvEYjFyc3N9405otVrY7faA1puamgqXy1Wv639L2nnPP6A64fPeYU1NTfV19efdTSKKRocPH0ZmZiZGjRqFjz/+GOeffz5OnDgR6bCog2ss92He4wq6HfMeIuqoBEHAunXrcM455+Dhhx9G165dkZSUFOmwQuqvk3/hno33wLTT5Ct0nX/G+Xh78tssdIVQwM877N+/HxMnTgzJRpVKJWw2G5KTk0OyvkiL69kTcX36NPgT07Vri9Yb07Vro+uN69kzJPHXvnOYnp4Oh8NRZyBWlUoFp9OJNWvWoLCwEAqFot5YEuGWlpaGdevWAageZyMjIwNA9SCua9euBQBfckpEFC0MBgMGDx6M559/HhMmTMDWrVvxxhtvoEePHpEOjTq4xnIf5j3BY95DRB3Rnj17cMEFFyAjIwPHjh3D4sWLsWfPHtx0002RDi1kPvvtM9z8/s2wH6m+kRIrisV/5P+BKc2Enp1D8z1H1QJ6jDFURa7akpOTw7LeSAikS31zxq4AgJ4PPoBe990XTFgBsVgscLlcUCgUdV73TjLgJRaLoVKpoFKpYDQaYTAYmryb6E0cxWJxwO3UanWdbvnegWOVSiVcLhccDgesViuysrJ8r3vHvcjPz+cdTiKKKqWlpTjzzDNhNBpx/fXXc5ZFajOayn2Y9wTWjnkPEVGNHj16oKCgAA8++CAef/xx9AzRTY62oNxdjqX5S/HGL2/4XuvXtR8MlxgwpveYyAUWxQIes6shBw4cgMvlwpgxY3yv7dixAyaTCQ6HA9OmTYuasbmC4U3gAkn8WivhA6qTu7y8vDrJksViQWZmZoNjScjlct9dxcZkZ2fXGeA1kHb+ZkXyUiqVvjur3kRSKpUiJSUFFosFqampTW6LiKitEgQBH330EbKzs/Hqq69CIpEgKysLjz/+OOLigv66JmpVzHsCa8e8h4g6siNHjmD+/Pno378/7r33XvTs2RP79+9Ht0bGb2yPDhQdwMzNM/FL4S++15RnKjHvwnlIToyOp93aoqCz58WLF2PTpk349ddfAVQ/7ugdV0AsFsNqtUZkMHqLxQKpVIr8/HwACCj5CLdAEr/WTPhcLpffu4IqlQpqtdqXYOXm5kKv10MqlcLlckGv1/u60zfEaDTCbrfDZrOFpB0A32Cupw8Yq1QqkZ2d3WRMRERtVX5+PmbOnIkvvvgCXbp0gc1mg0wmQ6dOnSIdGlGLMe9peTuAeQ8RRa/S0lIsW7YMBoMBJSUluPLKKzFt2jQAiLpC1wcFH2DB9wtwquoUACAhJgG6cTqkD0tnj/0wC3qO8nXr1vkG+QSqZ5gRiUS+qZtvuukmLFq0KNjNNIvL5UJ2djbkcjnS09PrxBdpve67Dz0ffMDvsnAmfEajERKJxPejUChgNpuRnp7ut71KpYLJZIJSqYRMJkNaWhpEIhEUCgUyMjJ8sxZ5mc1mKBQKKBQKyGQyFBQUwGaz1evKH2g7f5RKJRwOR73kTq1Ww263+501yd9+ExG1FQcOHMCtt96KcePGYfPmzZg6dSreeegujJwzF3ZDVqTDIwoa8x7mPUREXm63Gy+99BKGDh2Kxx57DH369IHFYsGGDRuirvBTWlmK2V/PxqNfP+ordA1KHoQ3rnsDGWdnRN3+tkUiQRCEYFYQExMDi8XiGzQuJSUFMpkM27ZtAwCsWbMG06ZNg9vtDj7aFrDb7dDr9b4ZbQJRXFyM5ORkFBUVhW3mh9PHsmjNO5tEbZHT6YREIol0GESt6sUXX8Q999yDa665BkajEX2+3Ixjz9T6bnjgAfS6n98N7Vm4f7eFImdh3kPU+pj3UEdUXl6Os88+GyUlJZg7dy60Wi0SEhIARNc1sfv4bszcPBMHiw/6Xrtx8I2YNX4WusR3iWBk4dcaxzHQvCXoxxjFYjGcTieA6kcYXS5Xne7hLpcroLtX/rhcLqxbtw65ubl+i1VGo9G3bpfL5feuW15eXqPjIURKr/vuQ9mpMpx4/nn0fGA6Ez4iog6gvLwcq1atwnXXXYehQ4fijjvuwJC+SZgwZjD2rv4fjq1bX6f9sWeegfPv3zB02hSgSw9APDBCkRMFh3kPEVHH9MMPP+DLL7/Egw8+iMTERLzzzjuQSqVITo6+saoEQcAbv7yBp/KfQqWnEgDQNb4rHj//cVwnvS7C0XU8QRe7Jk6ciMWLF0MikcBkMkEkEtXpbr1t2zZIpdJmr9dutyM/Px8ulwuFhYX1lhuNRgA1Y3FZrVZotVqYTCZfG41GA6lUCr1eX+f1tqLb3Xdh4CP/jXQYREQUZoIgYN26dcjKysL+/fuxe/dumM1mxJYcwgT7fTj6YjzcP/m/M+Vetx5Hf34NvcZUAtNtLHhRu8W8h4io4/jjjz/w2GOP4dVXX0VsbCxuvvlm9O/fH2PHjo10aGHhKnNhzrdz8Pnvn/teG95jOHIuycGZSWdGMLKOK+gxu55//nl4PB6oVCrk5eVBp9P5ZmYsKiqCxWJp0QCacrncV6zy5/QZb5RKJcxms+//LpfL9/q6det8g44SERG1ps2bN+O8887DlClTcPz4cSxevBjLly+vXlh6HEd3xONYA4Uur2M/JeHojnig9HgrRExERETUMkVFRXj00UcxZMgQvPLKK5g4cSK2bt2K/v37Rzq0sLH9bYPqA1WdQte/h/8b/7vmfyx0RVDQPbuSk5NRUFCA/fv3IyUlpV53xLy8PEycODHYzdThcDgafDzSarXC4XCgoKDAN4V0SkoKUlJSQhoDERFRU3bs2IFLL70UcXFxePDBB/H444+jZ8+evuVHX3unyUKX17GfkoDX3kEv/ZgwRUtEREQUnFtvvRUfffQRRo4ciZycHFx11VVROxi72+PGmh/X4LkfnoNH8AAAxIliLLx4IS4ZcEmEo6Ogi11egwYNqvdacnJyyAtdQHWxyx+xWAyXy4X09HRYrVZYrVbk5eVBq9VCLpc3uL7y8nKUl5f7/l9cXBzymImIqGP4+++/cfz4cQwfPhxjxozBokWLoFarMXjw4Drtjq5ahWMvNW9MyWMv5QLd+3K8IwoK8x4iIgoVQRCwefNmXHLJJRCJRHjsscdw00034Y477kBsbGykwwubI6VHkPVVFrb+tdX3WmqfVCyesBh9uvaJYGTkFbJi12effeZ7dNAf72yN4ZSSkoLCwkKIxWLfdMy1B8tvSHZ2NubPn1/vdafTGdZZJJlcEtXg9UDtXWlpKVatWoUVK1ZgyJAhyMvLQ0xMDKZNmwYAvslcgOrE8OiKZ9CS+5zHnnkWcbfcEqKoKdzC/butJetn3kMUebweKBps3boVc+bMwdatW7Fu3ToolUoMGzYMw4YNa/Y53p6uie///h4Lty9EUUURACAGMbhz2J24fejtiK2IhbPC2cQaoldrHMdAtxF0sWv79u1ITU0FUJ28+yMSicKaPHn5G8g+EFlZWfjvf2sGTC0uLsbAgQMhkUjCNgW3V7RMr1qbxWKBWCz29apryQQF1DFF4/VA0c/tduOVV17B448/jkOHDmHIkCF47LHHkJKS4rfbvqPIgUXfL8KACTHI+MrT7O31fGA6r5V2JpzHqyV3zZn3hBbzHmqpaLweqGPYt28fsrKyYLFYEBsbi3vvvReXXHJJ0Od0W78mKt2VWG5fjld+fsX3Wu8uvWGYYEBq39QIRta2hPs4Bpr7BF3syszMhCAIMBgMjT4qGEoNJREul6tFCUZiYiISExODDYtQfQy2bdsGg8EAl8sFg8HQJmfCJCIKhYqKCpx//vnYvn07evbsiWeeeQZarRbx8fH12pZVlcG804yXdr2E+NJKDC8V4EHzZorpeaeKjzBS0Jj3hA7zHiLqaF577TXcc889qKysxA033IDFixfj7LPPjnRYYfd78e+YuXkmdh3f5XvtsgGXYcFFCyDuJI5cYNSgoGdjtNvt0Ov1mDlzJiZOnNjgTyhJpVKIxWK/Y3cF8tgiNZ/RaIRIJIJer6/zul6vh0Qi8b0uFot9EwN473ASEUWbEydOAAASEhJw6aWXIisrC/v27cP06dP9Fro2/7EZ/1z/T6zZacZ5P1bgabMb19iEZn0Jv38RkHzb5BDtARE1hnkPEVGNsrIyVFVVAQAuuugijB8/Hl9++SXee++9DlHo2rB/A9Qfqn2FrviYeMwaPwsrrljBQlcbFnTPLqlUCplMFopY/Gro0cSsrCxYrVZoNBoA1V3Ivf+m0NNoNDh+/DjMZrMvqQMAg8EAmUxW77O3Wq0Qi8V+Z8wkImqvfv/9dzz22GP48ssvsXv3bnTu3BnLli1rsP1fJ/+CYasB1t+s6Fso4LGNHow6UPPIvyjWg06jTqLUHQPRzq4NrkcYcxJ3nHUCCTH1C2lEFHrMe4iIAI/HgzfeeAOzZ8/Go48+6ntU++uvv450aK3iVNUpGLYa8Pavb/teO7P7mci5NAfDewyPYGQUiKCLXTqdDrm5uZg6dWoo4vFxOBywWCxYu3atr/fYuHHjfAPP63Q6GI1GWCwWAMC2bduC7ja+cuVKrFy50je+GAdqrbF+/Xrce++9WLduHV5++WXccMMNAIADBw5g6NChdQZeBgCFQoG4uDjcfffdePfddyMRMrUz7el6oI6nuLgYTz/9NFavXo2ysjJcdtll2L9/P8444wy/7as8VbA4LHhpz0uoKi+F+jsP/vmdgPhaXynd+p9Czwti0DmuBABw1OPGsZ/qj5fUc2Qxep19AnADxSUlcDs77qCn7VFbHKDei3lPw5j3ULi1p+uBOqbNmzdj7ty5+OGHHyAWi1FeXl7vd18otbVroqC4APPy5+HgiYO+164ccCX+O+q/6BLTJayfRXvWlgaoFwkNjSrfDOnp6di+fTvUajWkUilSUlLqtWmN2RhDpbi4GMnJySgqKgp4oNYRI0b4fX39+vUYPHgw9u3b50uUvNxuN2JjY7FrV3V3yI0bN9YZMNZLJpPh/fffB1CdmK5atcr3ntZiNpuh0WhgNBqxdu1a2Gy2Oq/XbudyuaDT6eBwOJCWloaCgoJWjZXaJ6fT2eYHpaSO6YUXXsCsWbNw7NgxnHvuucjJycFVV13VYPsdR3bgie+fwK/OXzHK4cE9n3pwRq18KK5LFfooTiBJdTcw9nbAfAlQVQ4AOPpTtzoFr54ji9Fr5In/f2MiMN0GiAeGZT8pPML9u60lOUuo1tHc3Meb9wBodu5z//33BxxXKDDvoXBj3kNt1e+//45p06bh448/RkJCAh588EE8+uijYT9f28o1IQgCcvfmwrjNiHJ3dX7WOa4zZp83GzcMvqGJd1NrHMdA85age3Zt2rTJ17tq8eLFftu01myM1DC73Y61a9fC4XAgJSXF1wvO24NOLBYH9BioRqOBXq+Hw+HwOxlAeno6rFYrrFYr8vLykJubG/J9ISJqTX///TcSEhLw4osv4t///neDM8C4ylxYZl+Gd359B5ISAf/Z5MFFu2vdTxIJ6HH2CaSkDUHcjcuBM0ZVvz7dBpQeBwD0AoDX3sGxl3PR8041et1e60ZRlx4sdBEFiHkPEVHLdOvWDVu2bMEtt9yChQsXYtCgQZEOqdUUVxRj3rfzkHcwz/faMMkw5Fyag0HJHedziBZB9+y68sorYbVam5yNMdSD1IdTKO6SBqI1q9e170RaLBZkZ2cjNzcXJpOpzlgUDbFYLL5HSL09+AwGQ707nEQt1Vbu5hB99913mD9/Pl555RX06dMHZWVl8Hg86NKli9/2HsGD9fvWY6ltKYpOOXGVXcCULz3oUlHTpnOvcvS5wI3O6XMB+Z1ATOND0/N6iB7R3LOruZj3ENXg73lqK06cOIGcnBwkJCRg9uzZAKrHzfb3tFY4Rfqa+OHoD9B9qcOhk4d8r91y9i14JPURJMZyBuNARVXPLqvV6puNkdomh8NRZ5ZKlUqFvLy8gLvaW63WOu/XarVQq9W+AQqJiKLBvn37kJWVBYvFgtjYWHz++eeYMmUKOnXq1OB79jr34snvn8T2I9shPSxAv8EN2V81y2MT3Og9phjJN0yC6KqFQLferbAnRB0b8x4ioqZVVVXhhRdewNy5c/H3339DLpdj1qxZiI2NbfVCVyR5BA9e+uklPLv9WVQJ1TNOJiUk4YmLnsDEM9tPhx2qrzmznvsV7tkYKTRcLled/6vVajgcDtjt9ibf63A46swupFQqkZKSAq1WWycZJCJqj44dO4b//Oc/GD58OCwWC2644Qb89NNPmDJlSoPvKa0sxVP5TyH9g3Ts+c2Oeza6sejluoUusfQkBt3WFeJ5ayG6eQ0LXUStiHkPEZF/giDggw8+wKhRozBt2jQAwOrVq7Fly5YGh2qIVsdOHcO91nvxtP1pX6FrbO+xsEyysNAVBYLu2aXRaMIyG2MkROusRBKJBOvXr6/zvPX//vc/fP7557j55pvx+eefIzk5ucH3nzx5st5sE//+97/x7rvvchYKCpm2NgMLdRzvvPMOVqxYAblcjgULFuCCCy4AAL+/3wRBwFd/fYUVP63AkdK/cdHPAu7Y5IH4ZE2bxORK9B5/ErHXTcMJhbZ6YPlm/q7k9RA9OBtjDeY9RDX4e54ipbKyEg899BD++usvzJw5E9OnT0f37t1RUlIS0bha+5rIP5qPJ+1PorC8EAAgggi3DbkNdw27C3GVcfx930JRNRvj9u3bkZmZiaKiIqhUKshksg45G2NLtOZzyXa7Hfn5+QDgmzXI+3p2drZvLIraHA4HDAaDb0w279gV3nVkZ2cHNO4FUSAi/Zw+dRwejwevv/46FAoFhg8fDo/Hg08++QTXXnstRCJRg+/7o+QPZG/NxuY/NuOM4wLu+dSDUQdqvkJFcR70GlkCyVXjEDN5KdCj5b2eeT1ED47ZVYN5D1EN/p6n1nTgwAFs2LDB15MrPz8f/fr1Q79+/SIcWY3WuiYqPZVYtWMVXvjxBQiozuN6du6J7AnZOP+M88O+/WjXlsbsCrrYNXjwYDgcjkbbtLfZGKMx6SNq63g9UGvYtGkTZs6cie3bt2PKlCl48803m3xPpbsSL+96GeadZrjLTuHG7zy44XsB8bW+1rr1P4XeF8cjUb0YGHET0EjRLBC8HqIHi101eF4T1eD1QK3B6XRi0aJFWLFiBSoqKrB3714MGTIk0mH51RrXxKETh6DbrMMPR3/wvXZRv4uw8OKF6NG5R1i33VG0pWJX0I8xeqdyJiIiaqt++ukn6HQ6fPLJJ0hISMCMGTPw6KOPNvm+rYe34sktT2J/0X6Mdnhwz0YP+rpqlsd3qUJvRTGSbvw3cMVjQKeGH40iIiIiag3l5eVYtWoVFixYAKfTibFjx2LJkiVtttDVGqwHrZjz7RyUVFQ/rhknisN/5P/Bv0f8GzGioIcypzYo6GLXxIkcuI2IiNquffv2YfTo0fB4PPjXv/6FhQsX4qyzzmr0PcdOHcNT+U/hQ8eHkJQIeGiTBxfurtURWiSgx9knkHLFIMTdtBboLw/vThAREREF6J577sHrr7+OgQMHYvny5bj11lsRE9MxCzplVWVYkr8Ea/es9b3Wv1t/5FySg3N7nRvByCjcgi52ERERtTUlJSU4dOgQhg0bhsGDB2POnDm47rrrkJqa2uj73B43LHstWL59OU6WFeMam4CMzR50qahp06VXOXqfX4nOqseBcVOBmI41cxERERG1PXa7HWPHjoVIJMJDDz2Ec889Fw8++CA6d+4c6dAixuFyYObmmdjr3Ot77aqzrsLcC+aie0L3CEZGrSGgYteaNWvQo0ePkA4y/84776CwsDAqZnEkIqK2oaqqCs8//zzmzZuHPn36wG63IzY2FnPnzm3yvT8f/xkLvluAn47/BNkhAZkb3JD+XbM8NtGN3mOKkXTdVYi5ejGQdEYY94SIiIioab/88gv0ej3ef/99vPfee7jhhhuQmpra5A2+aCYIAt7b9x6yt2bjVNUpAECn2E6YNX4WbhpyU6MTElH0CKjYpVQqkZaWhnXr1mHNmjXo3r3lVdDi4mLodDps2rQJeXl5LV5POETrFNxE7QGvBwqGIAjYsGED5s2bh19//RW9e/fGnXfeCafTidjYxntenag8gRd+eQHv7n8XncrcuOcLD9K2C6jd2V8sPYmUi5NQcc1zKDrrMsANIIxTUvN6iB7hPpbBrJ95D1Hk8HqgYB05cgQGgwGvvvoq3G43Jk+ejIEDB8IZxvwknEJ1TZysPImndj4F659W32uDug/CPMU8DEoaBJfLFZLtkH+t8bst0G0EPBujy+WCWq3GZ599Bq1WC61Wi9GjRwcc0I4dO2AymWA2myGXy2G1WpGc3DYH8uWsREStj9cDtZTH48FVV10Fq9WKLl26YObMmZgxYwa6devW6PsEQcCGAxtg3GbEsdKjuHiXgH9v8kBcWtMmUVyJPuNOoOuN04EJjwDxrfMoAK+H6MHZGGvwvCaqweuBgvH+++/j1ltvxYkTJ3DhhRdiyZIluOCCCyIdVlBCcU3sOrYLMzfPxO8lv/teUw1VQTdOh85xHfdxztbULmdjFIvFyMvLg9lshtFo9M3CqFQqIZVKIZPJIBaLAVQXxo4fPw6Xy4X8/HzY7XYAwKBBg7B69WpkZmYGsWtERERARUUFEhISEBMTg5EjR+Kss87C/Pnz0a9fvybfe6DoABZuWYjvD3+PfscFPL7Rg3MP1tz7EcV50GtkCSRpYxAz+Wmg19Aw7gkRERFR49xuNwRBQFxcHEaPHo1BgwZh3rx5uPHGGzv8Y3mCIOC1n1/DMvsyVHmqAADd4rth7oVzcfVZV0c4OoqUZg9Qr9FooNFoYLFYkJeX1+TjiFKpFJmZmUhLS8PNN98cVLBEREROpxMLFy7EO++8gx9//BFdu3bF0qVLA0r0yt3leP7H5/HCjy8A5RXI+NaDG74XEOepadN9wCn0uiAWiaqlwKgMoIMnkERERBQ5giBg48aN0Ol00Gg0mD59Ov7xj3/ghx9+6PBFLgBwljnx2DePYfMfm32vndvzXBgvMWJA9wERjIwircWzMapUKqhUKt//9+/fD5fLhcLCQqSkpEAsFmPQoEEhCZKIiKi8vBwrV67Ek08+CafTCblcjsOHD2Pw4MEBJXvf/PkNFm5ZiN9LfsfoAg/u+dSDvq6a5fFdq9BHUYTuk24BJs4FuqSEb2eIiIiImrBjxw7MnDkTVqsVnTp1QmlpzVgLLHQB2/7ahlmbZ+HIqSO+1+4acRceGPsA4mPjIxgZtQUtLnadjoUtIiIKl3fffRf//e9/ceDAAZx55pl45plncMsttyAmJqbJ9/598m8Ytxnx6cFPISkR8LDVgwt+qTVcZYyAHmefQMqlAxB30+vAwPFh3BMiIiKixh07dgyPPPIIXnvtNQDAHXfcgQULFmDgwIERjqxtqPJUwbzTDNNOEzxCdff8lE4pWHjxQlzc/+IIR0dtRciKXUREROFSUFAAp9MJo9GIBx54AJ06dWryPVWeKrz5y5t4dvuzKKs4iWvzBWR85UHnipo2XXqVo/cF5ej8z1nAedMA3gUkIiKiCEtISMAnn3wCpVKJnJycZk0MF+3+OvkXZn01C7a/bb7XzjvjPGRfnI1eXXpFMDJqa1jsIiKiNueXX37BnDlz8PTTT6Nfv36YPn067rrrLvTo0SOg9/9w9Ac8+f2T+KXwFwz+U0DmRjcG/V2zPDbRjd5jipF09eWIucYIiHmnlIiIiCKjsrISJpMJRUVFmD17NpKSkrBjx46AJt3pSL74/Qs89s1jKCovAgDEimJx/5j7cffIuxEbExvZ4KjNYbGrlpUrV2LlypVwu90AqgdB9v47HIqLi8O2bqL2htcDAcCRI0dgMBjw6quvwu1244ILLsCdd94JAIiJiYHT6Wz0/cUVxTDtNuHDgx+iyykPpn7pgXK7gNoPO4plJ5FyQVdUXrMCRdI0QADQxHpbG6+H6BHuYxnM+pn3EEUOrwcCqgef/+CDD7BgwQIUFBTgrLPOwtSpU5GQkIDOnTs3mfdEk8auiQp3BVbvXg2Lw+J7rXfn3pgrn4tze5yL4iJeT21Fa/xuC3QbIkEQhKabdSzFxcVITk5GUVERkpKSwrYdp9MJiUQStvUTtSe8Hjq2kydPYunSpTAajThx4gQuvvhiLFmyBOedd15A7xcEAe8XvI+ltqUoPHUcE34ScPtnHohrxnFForgSfceVoMvkacClOiCha5j2Jni8HqJHuI9lKHIW5j1ErY/XA3377beYOXMmvv32W3Tr1g2zZs3Cww8/jC5dukQ6tIho6Jo4WHwQM7+cid2Fu32vTTxzIuZfOB/JicmtGSIFoDV+twWat7BnFxERRdzGjRsxZ84cDBkyBEajETfccEPAswztc+7Dk1uehO1vG/odFzBngwcjf6u5jxMT50HPc0sguWIkYiYvA/qMCNduEBERETXJ4/EgMzMTe/bswX333Ye5c+eid+/ekQ6rzfnQ8SEWfLcApVXVdy8TYhIwc9xMZAzL4GyU1CQWu4iIqNUJgoANGzZg4MCBGDlyJG688Ua8+eabuPnmmxEfH9gg8aWVpTDtNOHVXa9CVFGJjG89uOF7AXGemjbdB55Cr/OBxBsXA2NuAwKYvZGIiIgo1I4dO4YPPvgAd911F2JiYvDiiy9CLBZj2LBhkQ4t4o6uWoVjzzyLqgemo9d996G0shSLtizC+oL1vjZnJZ2FnEtzcHbK2RGMlNoTFruIiKhVbd++HTNnzsSmTZtw3XXX4cMPP4RIJMKUKVMCXsfnv32O7K3ZOHzyMMbu8+DuPA/6uGqWx3etQl9FEbpdqwLSngC69gz9jhARERE14dSpU1ixYgUWLVqE4uJijBkzBmPHjg14qIZod3TVKhxb8QwA4NiKZ3D81DHMlG7DgeIDvjY3yG7Ao+c9ii7xHfMRT2oZFruIiKhV/Pbbb3jsscfwv//9DwBwxx13YMGCBc1ax6ETh5C9NRtf/P4FUooF/Nfqwfl7ag09GSOgx9knkDKhL+JufAk46+IQ7gERERFRYDweD15//XXMnj0bv//+OwYNGgSz2YwxY8ZEOrQ2o3ahy0tY8yYUE2Jw4OIYdInrgsfOfwyTZJMiFCG1ZyErdn322WdwuVwNLr/ppptCtSkiImpnDh06hGHDhqGsrAxXXnkljEYjRo8eHfD7K92VePXnV7H6h9WoqDyF6/IFpH/lQeeKmjZdepej93mn0HnyTOCC6UBcQhj2hIiIiKhpDz74IFauXImUlBQsW7YM9957LxITEyMdVtvg+h1HTWtw7KVcv4szvvKgV6IY1896Cv8YcH4rB0fRIuhi1/bt26FUKhssdAmCAJFIFNaprImIqO2pqKjAH3/8AalUin79+uGRRx7BJZdcgiuvvLJZ69n21zYs/H4hCooKMORPAZkb3DjrSM3y2EQ3+owtRveJFyHm+qcAyVmh3REiIiKiAOzduxdDhgyBSCTC1KlT0aVLF2RlZXHmzdpcv+Oo5mIc29n4I4lXWAvR5UgGYP4aEA9speAomgRd7MrMzITT6YROp8O4ceNCERMREbVjgiDg7bffRlZWFuLj47Fz507ExcXhySefbNZ6jp86jqW2pXi/4H10PSUg8wsPJu4QUDPEvADx4FL0vKAz4m80AedMBjgzDxEREbWyQ4cOYc6cOXjppZfw1ltvQa1WY8yYMXxk0Y+jpjVNFrq8ju3sApjWoJf+iTBHRdEo6GKX3W6HXq9HdnZ2KOIhIqJ27Ntvv8WMGTPw3XffoXv37tDr9XC73YiLC/zrxiN4YNlrwXL7chSXF+GSnwTc/pkHyaU1bRLFleg7rhhdrrsHuPxRILF7GPaGiIiIqGElJSXIycnBU089hdLSUlx22WUYPHhwpMNqs46uWtXgo4sNOfZSLtC9L3rdd1+YoqJoFXSxSy6XQyaThSKWiFu5ciVWrlzpe+TS6XSG9fHL4uLisK2bqL3h9dC+CYIArVYLi8WC2NhY3HPPPdDpdOjVqxdKS0tRWlra9EoA/Fr0K57a+RR+dv6M/scEPLzRjRG/1SyPifOg17kl6HaxDGXKl+DsPRIorQJKnWHas8jg9RA9wn0sg1k/8x6iyOH10P59/fXXmDp1Ko4cOYKhQ4di/vz5uPLKKyESieB0RldeEirHnnm2xe+Lu+WWEEdD4dAav9sC3YZIEASh6WYNM5vNePvtt7Fx48ZgVtOmFBcXIzk5GUVFRUhKSgrbdpxOJ5/fJvp/vB7aJ7fbjdjYWADAjBkzUFBQgMWLF2PYsGHNWs+JihNYuWMl3vjlDcRVuHHzNx5M2iIgzlPTpvvAU+h1ngeJN8wFFHcCMbEh3JO2hddD9Aj3sQxFzsK8h6j18XponwRBgMfjQWxsLA4dOoQJEyZAp9PhnnvuaVYv9o5GEAS8u+9d/PLUAtz4RVmz39/zwQfYs6udaI3fbYHmLUFfkePGjYPZbMbQoUOh0WggFouRkpJSrx1nYyQiih6nTp3C008/jRdffBE2mw1JSUkwGAy+wlegBEHAxoMbkbM1B0dOHcHYfR7c86kHvYtq2sR3rULf1CJ0u/IG4Monge59Qrw3RERERI3btm0bZsyYgUmTJmHGjBno168f9u7d2+zcp6P5rfg3zP9uPrb+tRXn9vUgrRPQrRn1rp53qVjoohYJutilVqvhcDgAADqdzm8bzsZIRBQdPB4PXnvtNTz22GO+mRYPHDiAUaNGNTvZ+634NyzasgjfHPoGPYoFPJLnwXl7a3U2jhHQ4+wTSLm4F+L+uQaQXhbanSEiIiJqwv79+/Hoo4/irbfeQkxMDMaPH+9bxkJXw6o8VXjt59ewcsdKxJ0ow72feXD5zuY9VPb5hR7cexs7zVDLBF3sMplMoYiDiIjauC+++AIPP/wwduzYgZSUFCxbtgz33nsvEhMTm7Wecnc5XvzpRTy/83m4K8txfb6A9K886FRZ06ZL73L0GV+KTtc/BFz0EBDfKaT7QkRERNSYkpISzJs3D88++ywqKipw3XXXwWAwYMSIEZEOrc3bfXw35n47F7uP/4zz9gi451MPxCdrlu8dCPzaR4Tr8hsufq2dEIMvzhdhqlCFhFaImaJP0MWuiRMnhiIOIiJq43788Ufs3r0bM2fOxKOPPgqxWNzsdXx76Fss2rIIB4sPYugfAqZudOOsIzXLYxPd6DO2GN0vH4+Y65cBPaJjAhQiIiJqX2JiYvDmm29i5MiRyMnJwRVXXBHpkNq8sqoyPPfDc3hl1ytIKq7CjE89GF+r135MvAe9RxdDPLQcQ+JiIFR1gWhH13rrEcacRPqgUkw75EFCTHxr7gJFEY6iR0REfv3555944okn8Oijj+If//gHtFotJk+ejH/84x/NXteR0iNYsm0JPjnwCbqVCtB+4cHEH2rfzRMgHlyKnuclIP6fzwIjbwZEotDtDBEREVEjPB4P1q1bhwMHDmDWrFno2rUrvvrqKwwaNAgxMTGRDq/N2/bXNsz7dh5+Lz6IK3YIuP1zD7qU1yzv1v8U+iqKED/2KmDPJzijwg2cXYSjVW4c+6lmkPGeI4vR6+wTQEUEdoKiSsiu2nfeeQdDhgxBbGwsYmNjMWTIELzwwguhWj0REbWSkpISPP744xgyZAjMZjPeeOMNAEBCQkKzC11ujxuv734dk9+bjE/2f4xLd3rwtNldp9CVKKnAP9KO44x70xE/Ix84V8VCFxEREbWaL7/8Eueffz5uueUWLF26FCdOnAAAyGQyFrqaUFxRjHnfzsPdG+9GxcGDePwND7QbagpdsYlu9L+wEP0nJSF+2rvANTlAXM0QGL1GnkDPkcUAhOpC18gTNSuPSwS69GjdHaKoEZKeXRkZGcjNzYVcLkdmZiYKCwtht9uRmZmJ3NxcbNiwIRSbISKiMKqsrMTzzz+PefPm4ciRIxg+fDiMRiOuvfbaFq3vx6M/YsH3C7C7cDf6HxMwc4Mbw3+vWR4T50GvUSUQXyxFzA3rgP6KEO0JERERUdN2794NvV6PDz74APHx8XjooYfw2GOPoVu3bpEOrV3YdHATFm5ZiOMnj+CGLQLUX3uQUFWzPHlQKXqPLUHcpfcClz8KJPz/I4vTbUDpcV+7XgASS0qQ1L173Q106QGIB4Z/RygqBV3sWrNmDXJzc5Gbm4ubb765zjKz2Yxp06bhhRdewD333BPspoiIKIw2bdqE++67D3379oXZbMZdd92FuLjmf00UlRdhhX0FcvfmIr7Sg1u+8WDSFgFxnpo23QeeQu/xVUiY9DgwLhOI5VP1RERE1HoEQcDtt98Om82G9PR0LFq0CDIZxwoNxNHSo1i0ZRGsv1lx1l8CHvnYDenfNcvju1ah77gidB0lg+iGZ+vf0BQPrFfEcjudgETSCtFTRxGS2Ri1Wm29QhcAaDQa5OXlYfXq1Sx2ERG1Qdu2bUOnTp1w7rnn4qqrrsKaNWswZcqUFt3RFAQBHzo+xJL8JSgsK4T8Vw/uzvOgd1FNm/huVeirKELXiddAdHU2kNQvhHtDRERE1LCTJ0/igw8+wJQpUyASifDss88CAM4///wIR9Y+CIKAd359B0/lP4Wy0mL86+vqG5qx3tEpRAJShp5EzzFliL1CB1z0HyCOcylSZARd7LLb7Zg2bVqDy6+88spGl7clK1euxMqVK+F2uwEATqfT9+9wKC4uDtu6idobXg+t6+DBg1iwYAHeeecdTJgwAevXrwcA3HzzzaisrITT6WzW+g6UHMCyncuw/fh29CgSMMNad/YdUYyAHuecQPL4ZJRfuRqusy4H3ACauZ2OgtdD9Aj3sQxm/cx7iCKH10PrcrvdeOONN7B48WIcPnwYYrEY5513HoYNGwYAzc57OqI/TvyBnJ052H5sO875TYD2Yzf61frYEpMrccZ4F+JHjsIJpQGelMFAyUkAJwNaP6+J6NAaxzHQbQRd7JLL5XA4HA0uLygogFQqDXYzreL+++/H/fffj+LiYiQnJ0MikSApKanpNwZBwq6aRD68HsKvsLAQCxcuxLPPPouKigpcf/31MBgMLf7sT1WdgnmnGS/vehlCZSUm5QtQf+VBp8qaNl36lKPvuJNIvGY6MOERJCR0CdHeRDdeD9EjnMcyNja2xe9l3kMUWbwewk8QBGzYsAE6nQ4//fQTevXqhZUrV2LixImIj4+PdHjtQpWnCq/segXP/fAcYk6WIfNzD9J21L2h2XNECVJGCYi5chEwbiqSWzioP6+J6BDu4xho7hN0sSs9PR1ZWVnQarX1Zunavn07cnJyoNPpgt0MEREFyel0YsiQISgsLIRCocCSJUtw2WWXtXh9X/7+JbK3ZuPPE39i2B8CMje4cebRmuWxndzoM6YY3S8Zi5hJTwO9hgW9D0RERESBmjdvHp544gl06tQJs2fPhk6nC3tRP5r8fPxnzPt2HnYX7kbqXg+mbvQgpdZkiZ17luOMcUVIVFwGXL8MEJ8ZsViJThd0sUun02Ht2rWQSqXQarWQy+UAgLy8PFgsFkilUmRnZwcdKBERNZ/H48GhQ4cwYMAASCQSTJ06FaNHj8aUKVNaPJX24ROHsXjrYnz2+2foVipA+4UHE38QarUQIBlSih7j4hA/eRkwegogEoVmh4iIiIga8eeff+KMM85ATEwMMjIy8Pvvv+OJJ57AgAEDIh1au3Gq6hSe++E5vLrrVXQrqcLDeR5c8EtNrhcT50Gv0cUQn5uImGtWAaPSmetRmxOS6a9sNhu0Wi1Wr15d53WVSoU1a9aEYhNERNRMX375JWbMmIGioiLs2rUL8fHxMBgMLV5fpacS//v5f3juh+dwqrIUl/0o4LbPPEg6VdOmk6QCfVOL0DntX4ByHtAlJfgdISIiImpCUVERsrOz8fTTT+OFF17ArbfeiuHDh+PFF1+MdGjtytbDWzHvu3n4vfg3XPajgH9v8qBbWc3yrmeU4YzUIsSf90/gagPQrVfEYiVqTMjmejeZTDCZTNi+fTsKCwuRmpqK5OTkUK2eiIgCtHv3buj1enzwwQeIj4/H/fffj/Ly8qDGprD/bceC7xdgn2sfBh4VMHWDG+f8UbM8Js6DXqNKkHzhmYid/DpwJmc1IiIiovCrqKjA6tWr8cQTT+D48eM499xz0b9//0iH1e4UlRdhmW0Z3v71bfR2CnhsgwejDtT05opNdKPP2GJ0HylBzKRVwLBrIhgtUdNCVuzyGjt2bKhXSUREAfrvf/+LFStWwO12IyMjA4sWLQpqkhBnmRNLbUvx3r73kFgh4NZvPLhuq4A4T02bpDNPoVdqORKuywLOvxeI5YCvREREFH42mw1TpkzBvn370L9/f7z00ku4/fbbg5q8oyPKO5iHRVsW4fjJo7guX0DG5rqTDSX9oxR95MWIu+jO6p77ndiphdq+ZhW7lixZApFIhEceecT32jvvvBPQe2+66abmRUZERAERBAGi/x8noXPnzrjwwguRk5OD8847r8Xr9AgevPvru1hmX4ai8iIofvXg7k896FVrpt/4blXom1qErpdOhOgaIyAeGOyuEBERETXJm/sMGDAAp06dwsKFC/HQQw+hSxfO+NwcR0qPYNGWRdj02yaceUTAfz92Y/DhmuVxXapwRmoRuo4cANHkN4CzLopcsETN1Kxil06ng0QiqVPsUqlUEIlEEAShwfeJRCK43e6WR0lERPW43W689NJLWL58OTZv3gyJRIJ58+YhLi7OV/xqiT2Fe/Dk909ix9Ed6FEkYGaeB+N+rTvFdI9zTkByXnfETX4JOPu6UOwOERERUaN+/fVXzJo1C6mpqcjKykKfPn3gcDiQkJAQ6dDaFY/gwTu/voOl+Utx6lQxMr7x4Ibva/fcFyAZchI9R5ci7rIHgEv1QHznSIZM1GzNKnatXr263h9QeXl5IQ2IiIgaJwgCPvnkE+h0OuzatQu9evXC7t27ceGFFwY1LtfJypNYtWMVXt/9OlBVhcnbBKi+rtuNvWufcvRJLUHiVdOqE5/EbiHYIyIiIqKGHT16FE888QRWr16NqqoqdOtWk3+w0NU8B4sPYv5387Htr20Y9ocA7cduDDheszwhqRJnjHeh88hzILrhWeCM0ZELligIzSp2aTSaeq9NnDgxZMEQEVHjduzYgUceeQSfffYZOnfujNmzZ0On0yEpKanF6xQEAdbfrFi8dTGOlB7BsN8FZG5048yjNW1iO7nRZ2wRul84CjGTlgF9R4Zgb4iIiIgaVlZWhqeffhrZ2dkoLi7GeeedhyVLluDiiy+OdGjtTqWnEq/uehXP/fAcYkrLcM8XHlxlr/V0VoyAnuecQMqoSsROnA1c8AAQG/IhvolaDc9eIqJ2ZMuWLfj8889x11134YknnsCAAQOCWt/vJb9j0ZZF+PrPr9G9VMC0zz24Ymftx9Kru7H3GBeD+OuMwNjbgZiY4HaCiIiIKACCIGDVqlXo2bMnnn/+ed8QOtQ8Px//GXO/nYtfCn/B2H0eZG7woGdJzfJOKRU4Y7wLnUafD0xeAfSQRS5YohAJutg1btw4rFmzBmPGjPG7fPDgwbj33nvrjPNFRESBcblcWLx4MTIzMyGTyXDPPffgoosuwsiRwfWsqnBX4KWfXsKaH9egoqoMl+8UcOvnHiSdqmnTSVKBvuOK0PlyNXDlAqBrzyD3hoiIiKhxVqsVdrsdOp0OnTt3xsaNGyGVSpGYmBjp0NqdU1Wn8NyO5/Dqz6+iy8kqPJDnwYSfa43DGutB71ElEI+MQcxVSwD5HbypSVEj6GKXzWZDYWFhg8s1Gg3eeustFruIiJqhoqICzz33HBYsWIDjx4/D4/HAaDQiLi4u6ELXlsNb8OT3T+JA8QEMPFL9yOLZf9Qsj4n3oNeoYiSP74fYyS8DgyYEtzNERERETfjxxx+h0+mwYcMGdO3aFVOnTkVKSgrOOeecSIfWLm05vAXzv5uP34t/w4RdAu6w1r2p2bVPGfqOK0KC4irguqeApH6RC5YoDELyGGNjXUkLCwvhcDhCsRkioqgnCAIsFguysrJQUFCAAQMG4OWXX8Ztt90W9LqPnTqGnG05+Hj/x0isEHDr1x5ct632zDtA0pml6JVajoSrZwAXPgjEcdBXIiIiCp8///wTc+bMwcsvvwyPx4PbbrsNTz75JFJSUiIdWrtUVF6EpbaleOfXd9CzSMCsDR7IHTW9uWISPOgztghJI7oh5trngRE3Anw0lKJQi4pd48aNq/N/jUYDsVhcr53L5UJBQQFksvbxzO/KlSuxcuVKuN1uAIDT6fT9OxyKi4vDtm6i9obXQ7XvvvsO6enp6NatGx5//HFMmzYNnTt3DurzcQturD+wHs/vfh4nqk4gda8Hd+d50LPWKhO6V6GvwoX48y7AqcsX4GTymUDJSQAng98pajZeD9Ej3McymPUz7yGKHF4PNTIyMvDNN99gwoQJmD9/vm94HKfTGdnA2hlBEPDl4S/x9I9Pw3nqOK62C/jXF3Vn1U468xT6yIvgHvtPFE94HEJnCeByRSzm2nhNRIfWOI6BbkMkCILQdLO60tLSfL25rFYrpFKp32JXSkoKpFIp9Ho9Bg0a1NzNRExxcTGSk5NRVFQU1AxnTXE6nZBIJGFbP1F70pGvh19//RVlZWU499xzIQgCnnnmGdxyyy3o1atX0OvedWwXFny/ALuO70LPIgF3f+pB6r5aYzXECOgxvASS1G6Im2QAht/Au3ttQEe+HqJNuI9lKHIW5j1Era8jXw9VVVX45JNPMGnSJADVk+8cO3YM1157LQefb6EjpUew8PuF+Oz3z9D/mIBpH7sx7M+a5XGd3eib6kK34b0gmrQcGKyMXLAN6MjXRDRpjeMYaN7Sop5deXl5vn/HxMTAbDbjiiuuaMmqiIg6rKNHj+KJJ57A6tWrMW7cOHzzzTcQiUR48MEHg153cUUxnrE/g7V71iLG7cENWwXc/E3du3td+5ahT2oJEidOBS5/FOgUvj9yiYiIqGMTBAHvv/8+9Ho99uzZA6vViokTJ+K8886LdGjtlkfw4O1f38bS/KU4VVaCm78TcNO3HsTX6qQrHnwSvUaVIG6CBrjicSCxW+QCJmpFQY/ZpdFoIJVKQxELEVGHUFpaiqeffhqLFy9GSUkJzj//fOTk5ITkbqYgCPh4/8fI2ZaD42XHcfbvAqZucOPMYzVt4jq50UdehG7nnYOYSU8D/cYEvV0iIiKihmzduhUzZszAV199ha5du2LevHkscgXpQNEBzP9uPvL/zsfgP6t7c9XO9xK6V+GMcS50Hj4IohsswMDxkQuWKAKCLnatXr06FHEQEXUIJ0+exIgRI3Dw4EHIZDK88MILUKlUISl07S/aj4VbFmLL4S3oXirg3s88uPzHWk+qiwRIhpxED7mA+GufBFLvBmJig94uERERUUOefvppPPzww4iJiYFGo8G8efNwxhlnRDqsdqvSU4lXdr2C53Y8B1FZOe7Y7ME12wTEeBuIBPQ4+wR6jCpD7GX/BSY8AsQlRjJkoogIyWyMxcXFMJvNKCgo8LtcJpNhxowZodgUEVG7dOzYMfTs2RNdu3aFWq3GgAEDcO+99yIhIfjZDsuqyrDmxzV46aeXUOWuwBU/CLj1cw+6l9W06ZRSgb6pReh8yQ3AVQuB7n2D3i4RERGRP06nE0lJSYiNjcW1116LL774AosWLcLw4cMjHVq7tuv4Lsz7dh5+KfwFoxweaDZ40LuoZnknSQXOGO9Cp5GjgcnPAn34eVPHFXSxa//+/UhNTfXNliESiVB7zHuRSAS5XM5iFxF1SDt37oROp8OePXvwyy+/IDExETk5OSFb/1d/fIVFWxbhjxN/YOARAZkb3Di71oCkMfEe9BpVjOTUPoidvAaQcXxFIiIiCo+ysjKsXLkSTz75JJYuXYq77roLQ4cOxXvvvRfp0Nq1U1WnsGrHKrz686voctKN+zd5cOlPtf7mjhXQa2QxJCMFxCifAM6bxt771OEFXezS6/WQSCTYtGkTxowZg5SUFHz22WcYM2YMrFYr0tPTsWbNmlDESkTUbvz55594/PHH8fLLL0MQBNx+++04efIkEhND0438r5N/wbjNiLyDeUisEHD7Vx5cu01AbK2nFpP+UYre8lOIv/Jh4OKHgfhOIdk2ERERUW0ejwdr167Fo48+igMHDuAf//gHUlJSIh1WVPj+8PeY/+18/FHyOy7YLeCuPA/EpTXLu/QuxxnjXEgYPQGYtByQnBWxWInakqCLXVarFc8//zzGjBkDAEhJSUFhYSEAQKlUQqPRIDs7G2vXrg12U0RE7UJ2djYWLFiAU6dO4YorrkBOTg7kcnlI1l3lqcLru1/Hqh2rUFp5EuP2Vic9PUtq2iR0r0JfhQtdLrgAouuWAj0Hh2TbRERERKfbs2cPbrvtNuTn50MsFiMnJwfTp09Hp068yRaMovIiPJX/FN7d9y5SigXoNnqQuq/mrmZMvAe9xxQjeXg8Yq5eAYy5FQjBGLBE0SIkY3bVJpfLYbfbccUV1Y/KjBs3Dm+//XaoN0NE1GZVVFRAKpXCaDTimmuuCcng8wCw48gOLPh+AfY696KXS8ADeR4oaiU9ohgBPYaXQKLojLjrVgHnqpj0EBERUVj17NkTv/32Gx5++GHMnj0bPXr0iHRI7ZogCMg7mIdFWxah8NQxpG2vHou1S0VNm+4DTqGPogjxiknANTlA9z6RC5iojQq62CWVSrFt2zbcdNNNAIDU1FRkZ2f7xuhau3YtHA5HsJshImqTBEHA+vXrsXjxYnz44Yfo2bMnZs2ahdmzZyMuLjT3E1xlLjxtfxpv//o2Yt0CbtgqQPW1B4lVNW269i1DH0UxEi+/A5j4ONBZEpJtExEREdX2119/Yd68eRgwYAAee+wx9OjRA/v370eXLl0iHVq79/fJv7Fwy0J8/vvnOOO4gLmfuDH895rlsZ3c6KsoQvdzxBBd9ypwzqTIBUvUxgX9l5hGo0FOTg6ys7MBAFqtFrNmzcLQoUMxduxYWCwWpKWlBR0oEVFbs2XLFsycORNfffUVunbtCpvNhquuuipk43J5BA/W71uPpbalcJW7cM5vAqZudGPgsZo2cZ3d6DO2CN1SByNmci4wIDUk2yYiIiKq7eTJk3jqqadgNBpx8uRJXH311RAEASKRiIWuIHkEDyx7LVhmW4ZTZSW4cYuAm7/2IMFd0yZ50En0GVuM2PNvB9IWAJ3FEYuXqD0ISbFLJpP5/p+cnIxPP/0UarUaubm5UCqVWLduXbCbISJqMxwOBx599FGsXbsWMTEx0Gq1mDdvHvr27Ruybfzq/BVPfv8k7Efs6F4q4L7PPLjsx1qjz4sESIacRI+xbsRfPRcYrwFiQ/5kOhEREXVwbrcbL730EubMmYPDhw9j6NChMBgMuOGGG0I2VENHdqDoAOZ9Nw+2v20YdFjAvR+7cdaRmuXxXatwxjgXupzTD6JJrwHSSyMXLFE7EpK/jCZOnFjn/0qlEk6nMxSrJiJqczZv3oy1a9di0qRJMBgMOOecc0K27tLKUqz+YTVe/flVeDxVmPhD9TgN3cpq2nRKqcAZ41zodOG1wNWLgeT+Ids+ERERUW1VVVVYtGgRqqqqsHLlSmRmZiI+Pj7SYbV7lZ5KvLLrFTy34zmgvBy3fuXBpK0CYrz3NkUCUoadRM9zTyB2wv3AZY8CCexBRxSooItdPXr0QEZGBlatWhWKeIiI2pyysjI8++yzuP7663H22Wfj9ttvx7Bhw3DBBReEbBuCIOCz3z7D4m2L8dfJv/CPv6sfWRz2Z02bmHgPeo8uRtLYHoid9Bww9MqQbZ+IiIjIy26348svv8TDDz+MxMREvPfeezjrrLOQlJQU6dCiwq5juzD327nY49yDEQc80H7iQV9XzfJEcSXOGO9C53OGAZOfAfqHZlZvoo4k6GKXXC5HXl5eKGIhImpTPB4P3nzzTcyePRsHDx7E3r17YTabERsbG9JC1x8lfyB7azY2/7EZncoF3P61B9duExBb66nFpH+Uorf8JOInPgBcMpN39oiIiCjkDh48iMceewz/+9//EBcXh/T0dPTv3x+jRo2KdGhR4VTVKazcvhKv7X4NnUvd0H7uwcQf6s6s3XNECVJGViDmcj1w0UNALHvREbVE0MUug8GA1NRUPProo1i0aFEoYiIiirjPP/8cM2fOhM1mg1gsRk5ODqZPnx7SbVS6K/Hyrpdh3mlGWdUpjN8r4M48D3qW1LRJ6F6JvqlF6DJOAdH1y4DeoXtkkoiIiAgAXC4XsrOzsXz5cpSXl+Oqq66C0WhE//4cKiFUvjv0HZ747gn8ceIPjN/jwT0bPZCcrFneuWc5zhjvQuKIcdW9uXoNjVywRFEg6GJXTEwMDAYDZs2aBavVivT0dEil0nrtbrrppmA3RUTUKnbs2IErrrgC8fHxePjhhzF79mz06NEjpNvY9tc2LPh+AfYX7Ucvl4D/fOqBoqDWnb1YAT2Hl0A8NgFx1zwNjPkXwEFgiYiIKAxuu+02fPTRRxg9ejRycnKQlpYW6ZCiRlF5EZbkL8F7+96D+ISARz714Lw9NTlfTFz1MBXJw2MQk2YAUu8BYmIiGDFRdAi62KVSqbB//34IgoD8/Hzk5+fXayMSieB2u/28m4iobTh8+DAKCwsxYsQIjBkzBgaDASqVym/xPhjHTx3HU/lP4QPHB4h1C7hxi4CbvvEgsaqmTdczytBXUYSECf8C0p4AuqSENAYiIiLq2ARBwGeffYYrrrgCIpEIc+bMgVqtxm233YbY2NhIhxcVBEHApwc/RfaWbBw/dQyX7xRw+2d1Jx3q1q8MfVNdiB81Ebh+GSAeGLmAiaJM0MWu3NxcFBYWhiIWIqJWd+LECSxZsgRLlizBsGHDsG3bNsTExECn04V0O26PG2//+jaetj+NkooSDD/owdSNHgw4XtMmrrMbfeRF6Dr2LMROfhM48/yQxkBERET0zTffYMaMGfj+++/x0Ucf4dprr8X48eMxfvz4SIcWNf4++Tee3PIkvvj9C/QpFDBngwcjD9b05opNrM75ug/rgphrTcC5avbgJwqxoItdY8eODUUcREStqqqqCi+++CLmzp2Lv/76C8OGDcOcOXMgCkOi8fPxn/Hk90/ix2M/IumkgPs/8+DSn2qNPi8SkDLkJHqMrUBcWhZwwf0cjJSIiIhCau/evZg1axbeffddxMXFYfr06Rg3blykw4oqHsEDy14LltmWobS8BJO2CUjfXLcHf/JZpeg9tghxqSrg6sVA156RC5goigVd7IomK1euxMqVK32PXDqdzrA+fllcXBy2dRO1N615PVRUVGDixInYtWsXevXqhSVLluD2229HfHw8XC5XyLZzovIEXvjlBby7/10IghvKHQL+9UXd7uudelTgjFQXYsZegpOXz4cnaSBQfCJkMVD7xO+H6BHuYxnM+pn3EEVOa18Pb731Fh588EFUVVXh+uuvx5w5czB48GAA1dc+Be+3E7/BuMOInYU78Y+/Bcz+2A3ZXzXL47tUoe+4InQekoLSK5aiatAVQAWACn7+AL8jokVrHMdAtyESBEFoulnTGzObzVi9ejUOHDiAqqrq0vX27duh0WiwadMmJCUlBbuZVlNcXIzk5GQUFRWFNW6n0wmJRBK29RO1J61xPZSUlKB79+4AgEceeQRdunSBTqfzvfZ/7N15fBT1/cfx1+7mPjfhviHhUkAgHAqelcS7WjUBj1pt1aTe1mIC3jck2Naq+DPB1qr1glhb2wqYgPdRAwEPCB5JQE45kk3Inex+f3/EXBAgkGw22byfjwcPZXdm5zM7MzsfPjPz+XYUYwwrN68kLSeNPZV7GPaj4foVTkbvaJrG6lvfjDRskh3b+Ytg7Pm6fV0a6fzgPdy9LTsiZ1HeI9L5OuN4qKysxNfXFx8fHwoLC7nmmmt47LHHOPnkk9263J6m1lXL377+G89+8Symppr4j1xc+JnB1vivbEPE6HL6TtiPdea1MOt+COg+/zbuLDpHeIfO2I5tzVvafWdXYWEhU6dOJTIyktjYWJYsWdL43uTJkzHGsHDhQh577LH2LkpE5Jhs2bKFe+65hw8++IBNmzYRGBjIH/7wB/csq3QLj372KJ/u/JSAasOvPnRx3hqDtdllhfDhFfSZXIbvGb+FM+aDf4hbYhEREZGex+l08ve//5177rmHu+++m9/+9reMGDGC999/39OheZ2v937N/Z/cz7fF33LcD4ak5U4GNmtn7R9ey4BpDgLGDMNy4eswbKbnghXpYdpd7EpJSSEqKoqcnBwKCgpaFLsA5syZQ0ZGhopdItLpHA4Hjz32GE8++STV1dWcc845FBcXExgY2OHLqnZW89xXz/GXr/5CrbOGE78xXJPtotf+pmn8wmrpP6WEoCmTsFzwJ+g/vsPjEBERkZ4rKyuLO++8ky+++ILIyEj8/f09HZJXqqitYPH6xfw97+/4Vzm57l0XZ61rdmXTauh9/H56HV+J9fTb4bRk8A3wWLwiPVG7i13Z2dmkpaUBtNrYOSoqioKCgvYuRkTkqCxZsoR58+ZRVFTEpEmTWLRoEbGxsW5Z1sfbP+bR/z3K1v1b6Vts+M07LmIKmhIei60+4YmY5IPtnEUw+VdgtbolFhEREel5fvjhBxITE1m5ciX+/v4kJyczf/587Ha7p0PzOp/u+JQHP32Q7WXbmfJd/ejazS9uBvaqYcB0B/5jx8GFT8OAEzwXrEgP1u5iV2RkJCUlJYd8Pycnh5iYmPYuRkTkqOzbt4+goCD+9Kc/8ctf/hKrG4pLP5b/SFpOGu9seQefOsPF/zNc+okLv2Yj7gQPqKL/lBL8ZibAWY9ASJ8Oj0NERER6trCwMNauXcsvf/lLHnnkEYYNG+bpkLxOSXUJi3IW8a/8fxFWbrgty8XJec0ubvq46HvCfuxjnVhn3Qcn3QQ2jQcn4intPvpmzZrFY489Rnx8/EHvFRYWkpaWRkpKSnsXIyJyWB9//DEPPPAAL730Ev379+f222/ntttuc8sji3WuOl7d9CqL1y+mvLaccVtcXLfCxaBmPRp8Ap30iykheOJgbD9/AUac1uFxiIiISM9UWlpKWloa/v7+3Hvvvdjtdr799ls1+HYDYwwrt6xkwf8WUFS5j9O+Nlyd7SK02ejawf2rGDCtBN9xM+Hnf4Ze0Z4LWESADih2paenk52dTVRUVGPB68033+Sdd94hIyODmJgYFixY0O5ARURa8+233zJv3jzefPNNfHx8+OCDD5g9ezYBAe7pi/DFni945LNH2FS0ifByw82rXJy2oVmPBoshcnQ5vSbW4DNrLpx8K/ioX4aIiIi0X21tLUuWLOGBBx5gz549TJ06lbvuugubzaZClxvsKt/Fo589ynvb3qOPw3DXCheTCpvyPpufk34xpYSO9sF69h/VqkKkC+mQ+ypzc3NJTk5ubE5/6aWXApCYmMizzz7bEYsQEWlhz549PPjgg6Snp1NXV8ell17KggULGDVqlFuWV1JdwhO5T/DGt2+AcRG3znD5+y5Cml3VC+xVQ/+pDvynno7l/MchMsotsYiIiEjPYozhX//6FykpKXz77bcMGDCA5557jmuuuQabzebp8LyOy7hY9s0y/pT7JyqqyzhvjeGyD1wE1DZNEza0gn4xpfhMPBfOfxzCBnouYBE5SIcUu8LDw0lPTyc9PZ1169YBMHny5I74aBGRVmVlZbF48WJmzJjB448/zsyZ7hnK2RjDW/lv8ce1f6SoqojhuwzXr3AyamfTNFY/F30nlhJ2Qii2856D438BrQzYISIiInIs6urqSElJYfv27Tz00EPccccdBAcHezosr1RQUsCDnzxI7u5chuwxzH/byegdTe/7BDrpP9VByOgwLOf9VXmfSBfV4R3zVOQSEXdwOp289NJLTJs2jXHjxnHZZZcRGRnJ2Wef3epIsB0h35HPw589zNof1xJQbbj6QxfnrjFYmz21GD68gj6Ty/A99Vo48x4ICHNLLCIiItKzFBQUsHz5cm666SZ8fX159dVXGThwIP379/d0aF6p1lnL8xue59kvnsXU1JDwiYuLPzX4uJqmiRhZTp+JpdimXVE/8FBQpOcCFpHDanexa9q0aSxZsoRJkya1+v7IkSO54YYb+P3vf9/eRYlID/XOO+9w55138uWXX3LZZZfx6quvYrVaOeecc9yyvIraCtK/TOfFDS9S56rlpE2Ga7JdRJY1TeMXVkv/qSUETTweywV/gkEadVZERETab9++fTz66KM8/fTT1NbWctZZZzFq1CiNcO9GX+/9mvs+uY/vir9j1DbDDW87Gbyv6X2/0FoGTC8hcFR/LBc8DyNneS5YEWmTdhe71q5dS1FR0SHfT0xM5LXXXlOxS0SO2pdffsmdd97JO++8g7+/PykpKcybN8+ty3z3h3dZ+PlCdpTvoF+x4TfvuJhc0GxYaZuL3uPKiJhgwXb2YzD1N2BVrwwRERFpn6qqKp566ikee+wxHA4HU6dOZdGiRW7rRyr1FzifXv80L+e9jG+1k1+/5+LstYbGFvMWQ6/jyug1rgzbyTfAz+4G/xBPhiwibdQhjzEe7hGioqIiCgoKOmIxItKDfP/990yePBljDL/61a94+OGHGTp0qNuWt6NsBws+X8B7W9/Dp85wyf8Ml3ziwq+uaZqQgVX0iynB76RfwNmPQageIxAREZGOcd111/Hyyy8zfPhwnnnmGebMmYNVI/u5zSfbP+Ghzx5ie9l2Jua7SFzhok9p0/sBkTUMmOYgYPQouPApGDLNc8GKyFE7pmLXtGktD/TExETsdvtB0zkcDvLz84mOjj6m4ESkZyktLWXHjh2MHTuWkSNH8uCDD3L++ee7tRdgrauWFze8SPqX6VTWVTJus4vrVroY1OyGVZ9AJ/2mlBA8vj+2C57TresiIiLSIXJycpg6dSoWi4U77riDyZMnc/PNN+Pv7+/p0LyWo8rBojWLeCv/LUIrDDdnuzhtQ8u7+PtM2E/E2BqsZ9wJp9wBPn4ejFhEjsUxFbvsdnuLu7mMMRhjDppuxIgRzJo1i5SUlGOPUES8Xm1tLc899xyLFi2if//+rFu3DpvNxj333OPW5a7ZtYZHPnuE/JJ8wssN161ycWqzZAeLIXJ0Ob1PqMT2s9/BqXeAb6BbYxIRERHvt2nTJh599FH++9//8uabb/KLX/yCmJgY9eVyI2MMKzevZMHnCyiq3MfJGw2/znIRVtk0TVC/agZMdeA3djJc9DT0Pc5zAYtIuxxTsSsrK6vx/61WKxkZGZx55pkdFpSI9AzGGP75z38yb948vv32WwYMGMBtt93m9uUWVRXxhzV/4K38t7C4DHHrDVe85yK4ummawF419J/mwH/SDCzn/xH6jHZ7XCIiIuLddu3axf33389zzz2Hy+XisssuY+LEiZ4Oy+vtKt/FI589wvvb3qdXqWHeChcx+U0XOK2+LvpNLiFstAXrrEfgxCT1ZBXp5trdsysxMZGoqKiOiEVEehCXy0VcXByrV68mODiY+fPnc/fddxMcHOy+ZRoXb3z3Bk+sfYLSmlJG7DJcv8LJyJ1N01j9XPSdWErY+GBs5/4fTEiAw/QlFBEREWmLf/3rX1x55ZWUl5czY8YMnnjiCaZPn+7psLyay7hY+s1Snsh9goqaMs7Orb/AGVjTNE3okEr6x5TgM+50+PkTEDHcU+GKSAdqd7Hr2Wef7Yg4RKSHqKqqIiAgAKvVyuTJkxk1ahQPPPAA/v7+bi10bSraxMOfPcyXe74ksNpwzQcuzllrsDZ7ajF8RAV9Ju7H95SrYdZ9EBjhtnhERETE+9XV1WGMwdfXl5iYmMa859RTTyUyMtLT4Xm1gpICHvjkAdbtXsfAfYaUt52M3db0vk+Ak35TSwgdGYDlnMUw8XJd4BTxIkdV7Hr88cexWCz8/ve/b3ztH//4R5vmveSSS44uMhHxKvv27ePhhx/mzTffZMOGDYSEhLBo0aLG/n/FxcVuWW55bTlPr3uaVza9gsvlZMYmw9XZLiLLmqbxC6tlwNQSAieMxnLBExptR0RERNrFGMPbb79NcnIyiYmJ3HbbbQwZMoTc3FwsFovb8h6BWmctf/36r6R/mY6rtoZLPjNc+rELX2fTNPaocvpOKsU26SI4bxGE9PVcwCLiFkdV7EpOTiYiIqJFsSs+Ph6LxdJqg/oGFosFp9N5yPdFxHtVVVXx5JNP8thjj1FSUsK0adP48ccfCQkJaTHQRUczxvDOlndI+zyN3ZW76VdkuPYdF5MKW46203t8GRHjXNjiHoDpSWBr9w2vIiIi0oOtXbuWO++8k3fffZfAwEBqa2sb33Nn7iPw1Z6vuP/T+/mu+Duidxh++7aTYXua3vcNqWPANAdBI3thOf//YOz5ngtWRNzqqP5V9+yzzx70A928Wb2ISHNvvPEGd9xxBz/88APDhw/n2WefZfbs2VitVrcu94fSH3jsf4/x8Y6P8akzXPqZ4eJPXPg1q7mHDKyiX0wJftPOg3MWQvhgt8YkIiIi3m3Pnj387ne/4+WXX8ZisfCb3/yGhx56iEGDBnk6NK9XUVvBU+ue4uW8l/GrcXHVhy7Oz2nWrsJi6DWmjN7j92OdfjXEPQSBdk+GLCJudlTFrsTExINemzVrVocFIyLeZcuWLezfv58//OEP3HTTTfj7+7t1eTXOGv7y9V947svnqHHVMKHQxbUrXQxs9qSAT1Ad/WNKCR7XB+t5/wdjznFrTCIiItIzBAQEkJWVxTnnnENaWhoTJkzwdEg9wifbP+Ghzx5ie9l2JhS6SFzhop+j6X1/ey0DpjsIHDkEfv4KjDjNY7GKSOfR8zoi0mE2bNjAfffdx5NPPsmgQYO46aabuOaaazqlAeunOz7l0f89ypbSLYSXGX67ysUpG5s9Xm0xRI4pp/eESmyn3wyn3Ql+7muILyIiIt6tpqaG//u//6O0tJR7772X0NBQvvjiC/r37+/p0HoER5WDRWsW8Vb+WwRXGm5Y7eJnXzZrV2E19B6/n8jjKrCecgucMR98Az0YsYh0JhW7RKTddu7cyf33389f/vIXXC4XZ599NomJifj7+7v9bq49FXtYlLOI5ZuXY3EZzl5nuOx9F8HVTdME9q6m/9QS/E+YhuWCP0Hf49wak4iIiHgvYwzLli1j/vz5FBQUEB0dTUpKCn5+fip0dQJjDCs2r2Dh5wspqtzHSZsMv8lyYS9vmiaoTzX9pznwH3U8XPQUDJzsuYBFxCNU7BKRY1ZWVsbjjz/O448/Tnl5OaeffjqLFi1i2jT3j2bodDl57ZvXeHrd05TVljFip+H6FU5G7mqaxubnou/EUkLHBWA7+88w8Qpwc78wERER8V4fffQRc+fO5X//+x9hYWEsWLCA2267DT8/P0+H1iPsKt/FI589wvvb3idiv+HOlS6mfdd0N5fVtz73Cx/txPqzu2HmrWDz9WDEIuIpKnaJyDHLysriwQcfZOzYsaSmpvLzn/+8U0YZ+nrv1zz06UPkFeURWGX49Qcuzs5t1oQUCB9RTt9J+/E56QqIfQiCe7k9LhEREfFeLpeLG264gU2bNnHLLbdw77330qdPH0+H1SO4jIul3yzlidwnqKgpY9Z6w1Xvughqdid/yKBK+k8pwXfsiXDhU9B7lOcCFhGPU7FLRNrMGMN///tfhg4dygknnMAvfvELli5dysUXX4yPj/t/TkprSnky90mWfrMUY1zMyDNck+0iotlt6/7htfSfWkLgcVFYfv4aDJvp9rhERETEO+3evZt///vfXHvttVitVv76179it9sZNUqFlM5S4Cjg/k/uZ/2e9fQvMsxd7mTcD03v2/yd9J9SQki0D9azFsGU3+hOfhFRsUtE2mbt2rXMnTuX9957j/PPP5///Oc/WCwWEhIS3L5sYwz/KfgPj695nKKqIvoXGa5d6WLi5mZNSG0u+owvwz6uDtuZd8FJN4GPHikQERGRo1dRUcETTzzBwoUL2b9/PzExMUyePLlTWjVIvVpnLX/5+i9kfJmBq7aGiz43JHzkwq+uaZrwERX0m1SCbfxZcMEfIXyw5wIWkS7Fa4tdmZmZFBUVsXbtWhISEoiNjfV0SCLd0ubNm7nnnnt4+eWXsVqtXHvttTz00EOdtvyCkgIe/exRPt/1Ob51hvhPDb/41IWfs2makEGV9I8pxXdSLJy3CCKGdVp8IiIi4j2cTicvvfQS99xzD9u3b2fkyJE8//zzTJo0ydOh9Shf7vmS+z+5n+8d3zNilyHpbSdRPza97xtcR/9pJQRHhWA5ZwlMiIdOaKUhIt2HVxa7cnNzAUhMTMThcDBixAiKi4s9HJVI97Njxw6OO+44qqqqOPfcc0lLS2P8+PEdvpxPd3zKo58+yt0z7mbGwBkAVNZVsuTLJTy/4XnqXHVMKHRx3UoXA5odyj5BdfSfUkLw2F5Yz3sKxl6gREdERESO2a233sozzzxDr169ePLJJ0lKSlLz+U5UUVvBU+ue4uW8l/GpdXHFRy5+/j+DreFmfoshcnQ5fSbsxzo5Ac5ZqL6sItKqdhe7evXqxZw5c3jmmWc6Ip4OUVRURFZWFvHx8djtdiIjI8nNzSUmJsbToYl0edXV1Wzbto3o6GgGDhxIcnIyp512GrNmzXLL8owxrEu9i7SVu3jv7Ls46YnVfLj9Qx7732NsL9uOvcxwdbaLk/OadZ+3GHqNKaPXhApsp9wAZ8wD/1C3xCciIiLebdOmTYwZMwaLxUJSUhJhYWHMmzeP8PBwT4fWo3y8/WMe+vQhdpTv4PgtLpKWt7zI6R9ey4DpDgJG9MNywV9g9FmeC1ZEurx2F7tiYmLIysrqiFgO4nA4WLp0KcuWLWt1GWlpadjt9sZpk5OTAYiNjW3x2GJRUZEKXSJHYIxh6dKlzJ8/H39/f7766it8fHx48MEH3brc3NT5/GzlLgB+tnIX6b+LZfHk3VhchrNzDZd/0HKkncDe1fSfWoL/uElYLvgTDDjBrfGJiIiId9q2bRv33nsvL7zwAq+99hqzZ8/mhBNO4IQTlFt0puKqYhblLOLfBf8mqMqQ+K6L2PXN+rJaDb2O30/v48qwnHQ9xN6vi5wickTtLnalpqYydepU7rrrLh577LGOiAmofxRxzZo1OBwOioqKDno/LS0NqH9UESA7O5ukpCTS09NbTJeUlMSSJUs6LC4Rb/Thhx8yd+5cPv/8c8LCwpg/fz4ul8t9C3RshYp9fPvsawQt/VeLt05fsYPqHy1E7zRE72p63ebnpO+kUkLH+mE7axHEXKORdkREROSolZaWkpqayp/+9CcqKyuZNWsWY8aM8XRYPY4xhuWFy0nNSaWoqohp37q4dqWLyLKmaQJ71zBgmgP/6Ci48CkYepLnAhaRbqXdxS6r1Upqairz5s0jOzub2bNnExUVddB0l1xyyVF9bkxMDDExMWRmZrb6/oIFCygsLGz8e2xsLHFxcS2KXZmZmcTFxREfH39UyxbpKYwxXHHFFbz22mv4+Phw6623cu+999K7d2/3LdSxFZ6ewp71vji/Dmt1krPWmRZ/D48qp+/EUnymzYazHoGQvu6LT0RERLzWe++9x+zZs9mzZw/jx48nLS2Nc845B4t6fnaqnWU7efizh/lw+4eElxl+l+Vixqam/M/q46LPCaXYx9RgPeV2OO1O8A3wXMAi0u20u9gVHx9PYWEhxhjWrFnDmjVrDprGYrHgdDpbmfvYFBQU4HA4Gh9hbC47O5vY2Fiys7Ox2+3ExsaSm5uL3W5vtQgH9T2KqqubnpMqLS3tsFhFuqK6ujp8fHywWCwMHTqU+Ph4FixYwMiRI92/8Ip9bPvCj/1fH/n2c5u/k8GnFBM4ZiiWC16CqNPdH5+IiJdT3iM9jTEGp9OJj48PY8aMwW63s2DBAq655hpsNpunw+tRXMbFa5te48+5f6aitpwzvjL8apWLkKqmaYIHVDFgagm+o06ov5ur/wTPBSwi3Va7i13Lli1r9TFDdyooKGj1dbvdjsPhoKCggISEhMbXHQ4HxphW54H6u8Ra60tUXFzcoUW6Aym5lM5WUVHBM888wyuvvMJ7771HWFgYycnJWH96HNDdo5ZuK9tG3h/vZsJXbeuz4Ky2UcI0qi//K/j4g0ZVlR5C5wfv4e5teSyfr7xHepKcnBzuu+8+zj33XG699VYCAgL49NNPsVqtHt0ne+LxsHn/ZtLWp/F18df0LTbcscLFCZub/o1m83fSb3IpodGGqpnzKJv0a7D6KP/rIXriMeGNOmM7tnUZ7S52TZ48ub0f0WEiIyMpKioiKirqqP7RPn/+fO64447Gv5eWljJkyBAiIiIIC2v9MauOEhER4dbPFwFwOp28+OKL3HPPPezYsYORI0dSWlrKsGHD3L5sYwzrdq/jhQ0vEPFqNnM+PLpeYI5VhfQe9w/63HijmyIU6Zp0fvAe7tyWx3JXivIe6Qny8/OZP38+y5Ytw2azccYZZ3S5/a+rxeMutc5anvv6OZZ8uYS6uhrOX2O47H0X/nVN04QNq6Df5FJ8xp4MFz5JUGQUQZ4LWTykpxwT3s7d27GtuU+7i11dybHeYebv74+/v38HRyPSNaxevZrbb7+dr776il69evHkk0+SlJSEn5+fW5db56oje0s2L2x4ga/3fQ3A60dZ6Gqw96mnVewSEekgynvEm5WWlnLffffxzDPPUFtby4UXXsjChQs57rjjPB1aj/TFni944JMH+N7xPUN3G377tpORO5ve9wmqY8DUEoJH+GM5+88w+SpQ/zQR6QAdUuwqLS0lIyODZ599ls2bN1NXV1+mX7duHYmJiaxatapDrxQeqveWw+E45HsiPVVeXh7fffcd8+bNY968eYSHh7t1eWU1Zbzx3Ru8nPcyO8vrs5khuw0X5LhwWcB26CeKD6n3LTd3cJQiIiLijXx8fFi2bBmTJk1i0aJFnH66+n16QkVtBU+ue5JX8l7Bp87FnI9dXPSZwafxuqchYlQ5fU7Yj23C+XDe4xA2wJMhi4iXaXexq7CwkKlTpxIZGUlsbCxLlixpfG/y5MkYY1i4cCGPPfZYexfVKCoqCrvdTkFBwUHFrdjY2A5bjkh3tHXrVh544AHuvfdehg8fTmJiIhdeeCFDhgxx63J3lu3k5byXeeO7NyirLcNiDJPzDefnmBb9GI5WxDWX6K4uERERaZXL5eKVV15hy5Yt3H333QQFBfHRRx8xbNiwxp6k0rk+2v4RD336EDvLdzJmqyFpuZPB+5re9wurZcB0B4HDIrCc9xQcf5Hu5hKRDtfuYldKSgpRUVHk5ORQUFDQotgFMGfOHDIyMo652HWoRxPnz59PdnY2iYmJAGRmZjb+v0hPVFJSQmpqKn/605+oqqpi1KhRzJs3D19fX7cWur7e+zUvbniRd7a8g9M48as1xH1lOC/HxaADDl+rrwt7dAXlWKjeFHzEzw44oYz+v0o44nQiIiLS86xevZo777yT3Nxc+vbty+23305wcDAjRozwdGg9UnFVMWk5afyn4D8EVhuufc/F2bnNLnhaDL2PL6PX8fuxTvklnPUwBEV6LmAR8WrtLnZlZ2eTlpYGgKWVinxUVNQhR088nIKCAjIzM3n99dfJzc0lJSWFadOmER8fD0BycjJpaWlkZmYC9SOtpKent2NNYPHixSxevLhxJCKNSiTdQW1tLX/7299IS0tj3759HHfccTz44IPMmjXLbaMrOo2TT3Z9wuv5r/Nl0ZcAROw3nLPWRew6Q2hVy+l9Q+qIHF2OfUQFrshB9Nu/jT0+TvZ+fejHm3uPL6XP8WWU7t+PU6PwSA+j84P36IqjMTZQ3iPdVV5eHg888ABZWVn4+flx0003cccdd1BTU0NNTY2nw2sTbzoejDFkb8/mya+fpKSmhMnfu7h+hYve+5umCYisYcB0B75D+1N+5jPUDTsVqoFq5XhSz5uOiZ6sK43GaDHGHPvzRcDIkSO54YYb+P3vf09hYSEjR45skSjNmzePVatWkZOT057FdKrS0lLCw8MpKSlx66hExcXFGnFC2m3FihWce+65DBw4kIcffpirr776mEbnaouK2greyn+Llza+xA/7fwBgxM76flwz8pr3YagX1KeayDHlhAyswjLyZzDjZgjqBUvOAGDP1yGtFrx6jy+lz/iy+r8kvg8DJ7llfUS6Kp0fvIe7t2VH5CzKe6Q7McYwffp01qxZw+WXX86jjz7aLe/k8pbjYWfZTh7+7GE+3P4hoRWGX2e5OGVj0z8vLTYXfU/Yj310JdYZN8CZd4Pfke/ul57HW46Jnq4ztmNb85Z239k1a9YsHnvsscY7rporLCwkLS2NlJSU9i5GRJr57LPPCAoK4oQTTuDss8/m+eefJyEhgeBg9yQPeyr28OqmV1n67VJKqkuwuAzTvjec/7mL47ceMLHVED60kojR5QT0sWCZMBtm3Aj9xtW/79gKPv5QV91Y0Gpe8GpR6PLxry+OiYiISI9VVlbGW2+9xRVXXIHFYmHx4sVYLBamTZvm6dB6LKfLyevfvM6fc/9MRW05p24wXJ3tIqyyaZrgflX0n1aCX9QYuPApGDzVcwGLSI/T7mJXeno62dnZREVFNRa83nzzTd555x0yMjKIiYlhwYIF7Q5UROD7779n/vz5ZGZm8rOf/YzVq1djsVi45ppr3LK8b4q+4cWNL/J24dvUueoIqDac+6Xh3DUu+jtaTmvzc2EfWU7EqHJ8Iu1Ypv0Opl0Hof1aTmgfAjevhYr6TqV9AF76B3v/toze1yTQ56pLmqYN6lU/vYiIiPQ4dXV1/PWvf+X+++9n165dDB8+nJkzZzJ9+nRPh9aj5Tvyuf+T+/lizxf0LjHctsLF5IKmu7msfi76TS4hLKoO6+kpcMrvwMfPgxGLSE/U7mIXQG5uLsnJyY3N6S+99FIAEhMTefbZZztiESI92t69e3n44Yf5v//7P2pra7noootYuHChW5ZljOHjHR/z4oYX+XTnpwD0LqkvcJ35hSG4uuX0fmG1RI4uJ3x4JZZ+I7HMuBFOuAz8gg69EPuQFkWsPimT8En8nW5dFhEREYwx/Pe//yU5OZm8vDz69evHs88+qyKXh9U4a/jLV38h46sMnHW1nJNruOI9FwG1TdOEDqmk/5QSfEZOqb+bq+9xngtYRHq0Dil2hYeHk56eTnp6OuvWrQNg8uTJHfHRIj1ecXExo0ePpri4mOnTp7No0SJOO+20Dl9OtbOatwve5sWNL/K943sARm2r78c1/RuD7YDufsH9qogcU07wgGosUafV9+MaGQca5ltERETa4b777uORRx4hKCiIe++9lzvvvJPQ0FBPh9Wjrd+9ngc+eYD8knwG7TX89m0nY7Y3ve8T6KT/VAchw32wzFoA068Hq3t6yIqItEWHFLsalJaWtjoiY3ehUYmkq3C5XOzYsYPBgwcDcM011zBu3DguvvhiLBZLh46y6Kh28K/N/+Ifhf+guKYYq8sw45v6flyjd7Sc1mI1hA2vIHJ0OX6RFmrH/Jz9k6/F2eenflwlJccch44HkSY6HryHRmNsov1aDmfbtm0MHDgQq9XK+eefz5YtW5g3bx4DBgygrq7ObSNMe0p3OR4q6ipYkreEfxT+A6vTRfwnhks+cbUYlMgeXU7fiaW4Rp1K6ZmP4gobAiXdY/2k6+gux4QcnleNxgiwevVqUlNTyc7ObvF6QkICCxcuZPjw4e1dRKfSqETiSatXr+bOO++ktLSUDRs24Ofnnh4HhSWFvLTxJd7Kf4tqZzVBVYZZXxjOWeOizwG/HzZ/JxGjyokYWYHNHoZl2rUw7XoIG9Bh8eh4EGmi48F7aDTGJtqvpTXFxcU89thjPPnkkzz33HNcddVVng6pU3SH4+HDbR/y8GcPs7N8J6O2G5LedjJ0b9P7fqF19J/mIGhYMJZzFsIJc6Ab3/ggntUdjgk5Mq8ajXHVqlWcddZZGGOIjY0lLi4OgHfeeYelS5eSnZ1NQUGBW5MnEW+wYcMGkpOTefvtt/Hz8+OWW26htra2Q4tdxhjW/LiGFza8wPvb3gegX7HhvBwXZ3xlCKxpOb1/eC2RY8oIG1aJpU90fT+uiZdryGgRERFpl+rqap555hkeeeQRioqKmDRpEsOGDfN0WAIUVRWRlpPGfwv+i3+N4er3XZy7xtDYqMJi6DW2jN7j9mOdeAmcmwohfT0ZsojIQdpd7EpJSQEgKyuLWbNmNb5+5513kpmZyezZs0lMTOS1115r76JEvNbtt9/OU089hcvl4vLLL+fRRx9lxIgRHfb5ta5aVm5eyYsbXiSvKA+M4bitcMHnLqZ81yx5+UnIwCoiR5cR1K8GRpyCZcbNMOps9eMSERGRdluzZg2zZ8+msLCQIUOG8MQTT3DllVdiVZ7hUcYY/lv4X9I+T6O4upgTClwkrnDRt1mXioCIGgZMdxAwtA+cnwFjz/NcwCIih9HuYldubi5JSUktCl0N4uPjuf7668nMzGzvYkS8jjGmscddaGgop556Ko8//jhTp07tsGWU1pSS+W0mL+e9zO6K3dichlPzDOfnuIja1XJai81F+IjK+n5cdrCMvxROuhEGTuqweERERKTnash9hg0bRl1dHQsXLuTWW28lMDDQ06H1eDvKdvDwZw/z0faPCKkw3LTKxelfN3W7sdgMfcbvJ3JMGZZpv4a4ByEg3IMRi4gcXruLXTExMURHRx/y/bPOOovVq1e3dzEiXqOuro6//OUv/PnPf+bjjz8mIiKC++67Dx8fnw4b4GHb/m28nPcy//juH1TUVRBSYbh4veHstS4iy1pO6xNY34/LHl2ONSwM69Sb4cQkCBvYIbGIiIhIz/bNN9+QkpLCtGnTuPvuu+nTpw/5+fn4+vp6OrQez+ly8to3r/Hn3D9TWVvBjDzDb7JchFc0TRPUt5oB0xz4DRsGF74Ow0/xXMAiIm3U7mLX/PnzycjIYO7cua2+n52dTXx8fHsXI9LtGWP4z3/+Q0pKCnl5efTr149NmzYxY8aMDkv21u9ez4sbX2TVD6twGRcD9xmuzHFx2lcG/7qW0wZE1BA5ppywIZXQewSWk+6HSVeAf0iHxCIiIiI92+7du3nwwQdJT0/H6XQSGRnZ+J4KXZ73ffH33P/p/Xy550siSw23rHQx9fumu7msvi76TiolPLoa68m3wBnzwFd34YlI99DuYpfdbmfNmjXceOONxMTEtHgvPz+fjIwM0tPTee655w6a97rrrmvv4juUhuAWd/niiy+45557+PjjjwkKCuLOO+/k5ptvJjQ0tN1DaTuNkw93fsjr+a+zoXgDGMOEzYbzcwwx+QcOtmoIGVRFrzHlBPapoW7QNMpjrqN2RCxYbVBRCxWeGdpbx4NIEx0P3sPd27I9n6+8R9ylqqqKxYsX8+c//5mysjKmTZvGQw89xIknntjuvMdbePJ4qHHW8Pfv/s7fv/s7TlctcesMV77rIqjZQEWhgyvpN6UEy9CxlMWm4ew7HsqqgCqPxS3eTecI79AZ27Gty7AYYw781/BRmTp1Krm5uUc9n8VicWtC1R4agls62pIlS/jtb3/Lb37zGx588EEGDmz/I4IVtRW8+f2bvLTxJbaXbce3znDKhvqRFYftaTmt1cdFeFQFkaPK8Q0Dy7iLYcaNMGhKu+PoKDoeRJroePAe7t6WHZGzKO+RjlZVVcWYMWPw8/Nj4cKFXHLJJR3WqsFbeOp4WL97PQ988gD5JfkM2GdIWu7k+K1N79sCnPSfUkLocIPljHkw8xaw6S48cT+dI7xDZ2zHtuYt7b6za8mSJRQVFbX3Y0S8SnFxMY899hhJSUmMHDmSX//615x88skcf/zx7f7sXeW7eGXTK2R+k8n+2v2ElxsScl3E5RrsFS2n9QmqI3J0OfaoCiyhoVin3FTfjyt8cLvjEBEREWmwcuVK1q1bx7x58wgICGDlypVERUXh5+fn6dAEKK8t58ncJ3l106tYnS4u/p/h0o9c+DW79yB8RDn9JpdiGzkDLnwSeo/yXMAiIu3U7mLX5MmTOyIOEa9QXV3N4sWLeeSRRyguLsZqtZKamoqPj0+7C115+/J4YeMLrCxcSZ2pY8ju+n5cp24w+B5wk2Rgrxoix5QROrgKEzkM60k3wuQrwT+0XTGIiIiINLd+/XqSk5PJysoiODiYxMREIiMjGTt2rKdDk598sO0DHv7sYXaV7yJqp+G3bzsZvrvpfd/gOgZMcxA01B9L3B9gyq/BavVcwCIiHaDdxS4RqW8+v3TpUubPn09hYSFDhw7lySef5IorrmjX57qMiw+3fcgLG18gZ1cOFmOYlF/fj+uEzQc8gWwxhA6uoteYMgJ712KGnIRlxk1Yxp5f349LREREpINs27aNe+65hxdffBGAq6++mocffrhFE3rxrKKqIlI/T+XtwrfxqzX88kMXF3xusDakkBZD5Ohy+kzYj/X4s+H8P0L4II/GLCLSUVTsEukAH3/8MZdddhnh4eGkpqZy6623EhAQcMyfV1VXxb8L/s1LG1+isKQQv1pD3Ff1/bgGHfDUsNXXhT26vh+XTwhYjr8IZtyEZfDUdq6ViIiISOt++ctf8v777xMbG8uiRYuYNGmSp0OSnxhj+E/Bf0jLScNR7WDcZhdJy130dzRN42+vZcA0BwFDwrGc+xyMvxTUV01EvIiKXSLHaNOmTVRXVzNx4kROOeUUnn76aebMmUPv3r2P+TP3Vu7l9W9e5/VNr1NcXUzEfsPla13ErjOEHjD4jW9IfT+u8BEVWIKDsU65ob4fl31oO9dMREREpKXa2lr+85//cPHFFwOQlpZGUVERZ599tprPdyE7ynbw0GcP8fH2jwmuNCS962LWF01PA1isht7j9tPruDIsky6Dsx+D4F4ejFhExD1U7BI5Sj/++CMPPPAAS5YsYerUqXz66adYLBZuuummY/7M74u/56W8l/hP/n+ocdUwYpfhys9dzMwz+LhaThvUp5rIMeWEDKzC2IdgnXE3TL4KAtw3gpaIiIj0TMYY3nzzTebNm8d3331HVlYWsbGxTJ8+3dOhSTNOl5PXvnmNP+f+mcq6Sk7c5OI377iIKG+aJrB3NQOml+A/ZABc8AKMivVcwCIibqZiVzOLFy9m8eLFOJ313b6Li4sb/98dSktL3fbZ0vHKy8t55plneOqppygrK2P69Ok8+OCDOByOY/o8Ywxr967l9fzX+d/u/2FxGaZ+bzj/c1eLIaABsBjChlYSOaacwMhaavtNonzK9dRGnw1WH6h0QmVxu9fRk3Q8iDTR8eA93L0t2/P5ynvkSD7//HPuu+8+Pv/8c0JCQrjrrrsYO3YsxcXdO+foCjryeCgsLST1i1Q2Fm/EXma4caWLE79tupvL6uOi78RSwkdWUjPpaopnzgW/ENB2lC5E5wjv0Bnbsa3LsBhjzJEn61lKS0sJDw+npKSEsDD33S1TXFxMRESE2z5fOk55eTnHHXccW7duZdSoUSxcuJCLL774mG7br3XW8nbh27y48UW+Lf6WgGrDz740nLumZS8FAJufC/vIciJGleMTBBz3cywzboYh3nc1VceDSBMdD97D3duyI3IW5T3Smj/96U/ccccd2Gw2EhMTuf/+++nXr5+nw/IaHXE81DhrWPLVEp776jnqnLWc+YXhqtUugqubpgkZWEX/KQ58h42EC5+GoSe2M3IR99A5wjt0xnZsa96iO7tEDsEYw549e+jbty/BwcFcccUVDB48mKSkJHx9fY/680qqS1j6zVJe3fQqeyr30LvEcNUaF2d+YVokJQB+YbX1/biGV0JgENYpv63vxxUxvGNWTkREROQA+/btw263Y7PZuOCCC/joo4949NFHGTt2rKdDkwOs372e+z+5n4KSAvoVGZJWuBi/pekeBpu/k34xJYQOr8N66lw4bS74+HswYhGRzqVil0gr1q9fz5133sl3333Hpk2bCAgIYOHChcf0WT+U/sBLG1/iX/n/orKuklHbDVfmuDhxk8F2wH2Vwf2qiBxTTvCAakzYIKwz7oKYX0FAeAeslYiIiMjBKisrefLJJ1mwYAF/+MMfuPbaaxk1ahRvvPGGp0OTA5TXlvPn3D/z2qbXsLhc/Pxzw5wPXfjVNU0TPryCvpNL8BkxGS58CvqP91zAIiIe0iHFrtLSUjIyMnj22WfZvHkzdXX1v7br1q0jMTGRVatWufW2eJGO8sMPP3Dvvffy0ksvAfCrX/2KyspKAgICjupzjDHk7s7lxQ0v8u7Wd7G4XJz4TX0/rtE7Wk5rsRrChlUQOaacAHsdroExWGbejOW4C8F29HeQiYiIiLSFy+Xi5Zdf5u6772br1q2MGDGCvn37ejosOYQPtn3Aw589zK7yXQz70fDbt51E72p63yeojgHTSggeYsVy5iNw0g1gtXkuYBERD2p3sauwsJCpU6cSGRlJbGwsS5YsaXxv8uTJGGNYuHAhjz32WHsXJeJWjzzyCI888gjV1dXExcWxaNEiJk6ceFSfUeeqI3tLNi9seIGv931NUJXhgi8M56xx0eeAPno2fycRo8qJGFmBLcDA2PNh5i1Yh5wIGsJbRERE3GjTpk1cccUVrFu3joiICP74xz9y44034u+vR926mqKqIhZ+vpDlhcvxrTNc/pGLCz9r/oSAIWJ0OX0n7Mc6+lT4+Z8hMsqTIYuIeFy7i10pKSlERUWRk5NDQUFBi2IXwJw5c8jIyFCxS7okY0xjk3ljDKNHj2bRokWcffbZR/U5ZTVlvPHdG7yc9zI7y3fSr9hwzRoXP/vSEFjTclr/8Foix5QRNqwS/IOwxlwPJ/1WSYmIiIi4XUPu07dvX3bu3MncuXO566671Bi6CzLG8J+C/5CWk4aj2sFxPxiSljsZWNQ0jV9YLQOmOwgcFIjl7Kdg8i910VREhA4odmVnZ5OWlgbQ6sh0UVFRFBQUtHcxIh3KGMM//vEPFi5cyNtvv02fPn1ITk7mrrvuwmZr++3eO8t28ve8v/PGd29QXlPGcVvhyhwXU781WA+YNnhAFb3GlBHUrwZX6ACsJ82DKVdDoJJLERERca+dO3dy3333MXjwYO6//34iIyMpKCggMDDQ06FJK7aXbefhTx/m4x0fE1hluO49F2eta9bs1WrofVwZvY7fj3X8z+G8xyG0v+cCFhHpYtpd7IqMjKSkpOSQ7+fk5BATE9PexYh0mE8//ZS5c+fyySefEBISwrp16zjrrLOO6rb9r/d+zQsbXiBrSxbU1TEzz3B+jouoXS2ns9hchI+oJHJ0Of5hdbj6T8Qy8xZs436hflwiIiLidmVlZSxatIjHH3+ciooKzjvvvMa7u1To6nqcLievbnqVJ9c9SWVdJVO+c3HdShe99jdNE9irhgHTHfgP6gXnPQPHX+i5gEVEuqh2F7tmzZrFY489Rnx8/EHvFRYWkpaWRkpKSnsX0ykWL17M4sWLcTqdABQXFzf+vzuUlpYeeSLpMAUFBTz00EO89dZb2Gw2rr32WpKTk+nTpw/FxcVHnN9pnHyy6xNez3+dL4u+JKTCcOF6w9lrXUSWtZzWJ7C+H5c9uhybP9RGxbI/5jrqBk6vv7W8tKz1hfRgOh5Emuh48B7u3pbt+XzlPd6trq6Ov//97yxcuJDdu3czatQoHnzwQc4++2wcDoenw+vxWjseCkoLSPsijY3FGwkvNyRluZiZ13Q3l8XHRd8T9hMxspya8bNxnHo3JiAc2pDHinR1Okd4h87Yjm1dhsUYY4482eFFR0ezefNm4uPjyczMJDMzk3feeYeMjAwmT57MmjVr2ruITlVaWkp4eDglJSVuHUWyuLhY/RE60YsvvsjVV1/NL37xCxYuXMiYMWPaNF9FbQVv5b/FSxtf4of9PzBwX/1dXKd9ZfCvazltQEQNkWPKCRtSifEPxDr5l/Uj4fSKdsMaeRcdDyJNdDx4D3dvy47IWZT3eKeamhqOP/54ysrKePDBB7n22mvx8emQgdilnXJT5xPw/D+p+vUviElZQI2zhowvM/jLV3+hzlXL6V8ZfrXKRWhV0zzB/avoP7UEvyFD6hvQR53hsfhF3EHnCO/QGduxrXlLh5zxcnNzSU5ObmxOf+mllwKQmJjIs88+2xGLEDlqlZWVPPnkk1x44YUcd9xx/PKXv2Ts2LFMnz69TfPvqdjDq5teZem3SympcjBhs2FejiEm/8D6sCFkUBW9xpQT2KcGV0h/LCclY5lyDQRFdvh6iYiIiLRmzZo1vPfee8ydOxc/Pz/++c9/Mnz4cEJCQjwdmvxkz+JnCHz+nwAEPv9PvrT4cM/oLygsKaSPw3D9CheTCptyTZufi36TSwgdUY11xo3ws7vAL9hD0YuIdB8dUuwKDw8nPT2d9PR01q1bB8DkyZM74qNFjprL5eLll1/m7rvvZuvWrRQUFJCeno7Vam1Toeubom94ceOLvF34NpaaWk7ZYDgvx8WwPS2ns/q4CI+qIHJUOX6hTpz9JvzUj+ti8PFz09qJiIiItLR582buuusuXn31VXx8fLj88ssZNGgQ48eP93RoAuDYChX7+PbZ13Au/VeLt3z/mknMKRaO87dw2QcuAmqb3gsbWkG/mFJ8hh4HFz0Fg6Z0cuAiIt1Xh9/LrCKXeFJ2djZ33nkn69evJyIigj/+8Y/ceOONR5zPGMPHOz7mhQ0v8NnOzwgvN1yc6yIu12CvaDmtT1AdkaPLsUdVYPMzmNHnwIybsA0/VUM9i4iISKcpLi7m0Ucf5amnnqKmpobzzjuP1NRUBg0a5OnQpIFjKzw9hT3rfXF+3frjNnM+MkDT3Vw+gU76T3UQMtRgOW0+nHy7LqSKiBylDit2rV69+rDNLi+55JKOWpRIq9avX09cXBx+fn7MnTuXu+6664jPC1c7q/lvwX95ccOL5JfkM2S34bc5Lk7dYPA9oEdvYK8aIseUETq4CuMbgHXyb+CkG7D0HuXGtRIRERFp3VVXXcV///tfJk+ezOOPP86ZZ57p6ZDkQBX72PaFH/u/Dm3T5PaR5fSdWIotajr8/EnoO9bNAYqIeKd2F7vWrVvH1KlTgfq7Y1pjsVjcOrqP9Fzbt2+nqKiICRMmMGnSJB5//HEuvfRShg8fftj5iqqKeP2b13lt02sUV+5jUr7hnhzDCZsP2IcthtDBVfQaU0Zg71qcQX2xnDQXy5TfQHAv962YiIiIyAFcLhfZ2dnExcVhsVi4//77mTNnDldeeSVWq9XT4UkzFbUVvLf1PXY/+UdO/KpthS4AnyALtgvTYNp1oG0qInLM2l3suv766zHGkJqaSkxMTEfEJHJE+/fvJy0tjT/84Q+MHTuWNWvWYLVa+f3vf3/Y+QpKCnhp40v8O//fmKoqTv/KcO4aF4P3tZzO6uvCHl3fj8s32Imzzzg4+WZs4y8FH383rpmIiIjIwT744APmzp1LTk4O//nPfzj//POZNm0a06ZN83Ro8pNqZzUfbfuI5ZuX8/7W9zn//QrmfOg6qs/Y+2UQrK2jz4kqdImItEe7i125ubmkpKRw5513dkQ8IodVV1fHc889x/3338/u3bs57rjjePjhh7EcpleWMYacXTm8uPFF3t/2PhH7DZesdRG7zrQY0hnAN6S+H1f4iApsvgbXyDiYeTO2EaerH5eIiIh0uk2bNpGSksJbb72Fr68vt912GyeddJKnw5Kf1Lpq+WzHZ6zYvIJVP6yivLYcAJvTMPsoC10N9j71NH3a0HNWREQOrd3FrqioKKKjozsiFpHDqqmpYerUqXz11Vf069eP9PR0fvOb3+Dj0/puXOuqZeXmlby44UXyivIYsctw8+cuZuYZfA7IPYL6VBM5ppyQgVW4fP2xTrwaZtyItc+YTlgzERERkYO98MILXHvttTidThISEliwYIHy7i7A6XKy9se1LN+8nKwtWZRUlwBgdRkmbDHMzDOc+A0c62XS3rfc3HHBioj0UO0udiUnJ7Ns2TKuu+66johH5CAlJSWEh4fj5+fHOeecwyWXXMLcuXMJCQlpdfrSmlIyv83k5byX2VP2I1O/NzzwuYvjtx4wocUQNrSSyDHlBEbWUhfYG8tJv8c29TcQ3Nv9KyYiIiJygPLycvz8/PD19eX000/ntNNO49FHH2XGjBmeDq1HM8bwxZ4vWLF5BSs3r2Rv5V4ALC7D8VubClzhFa33MG6r3tfE664uEZEO0O5iV2JiItnZ2YwaNYqEhASioqKIjIw8aDqNxihHq7CwkLvuuouPPvqIb775hqCgINLS0g45/bb92/h73t/5x3f/wJRX8LMv6/tx9Xe0nM7m58I+spyIUeX4Brqo630cnHwzPuPjwTfAvSslIiIi0gqn08nf/vY37rvvPu6++25uvPFGhg8fzurVqz0dWo9ljGFT0SaWb17OysKV7CjfAYDFGMZsh5kbXZy0CSLKDy5wWXxchA6qImhoJc/V9eKCT4+8vLdOht/98sKOXg0RkR6p3cWuVatWkZmZCcDChQtbnaa7jMa4ePFiFi9e3BhrcXGxW+MuLS1122d3Z8XFxfzhD3/gueeeo6amhrPOOostW7bQv3//Vqf/uuhrXs9/nQ93fkhEiZNL17qYtd4QXN1yOr/QWiLHlBM+vBKrj6F66Onsj7mOuqGn1PfjKqsEKt2/gtIqHQ8iTXQ8eA93b8v2fL7ynq7BGEN2djYPPPAAeXl59OpVP9pzcXGxhyPruTbv38zq7atZtX0VW8t/ejTAGKJ3wsw8FzM2Qe/SVgpcNhchA6sJG1pJyIBqrD4GZ+ggrqrYRVFlCJb1wYdcpplUztXDy6gqr6Jc2156IJ0jvENnbMe2LsNijGnXvbZnnXUW2dnZRxyNcdasWe1ZTKcqLS0lPDyckpISwsLC3Lac4uJiIiIi3Pb53VF6ejrz58+nuLiYmJgYHn/8cX72s58dNJ3T5WTVD6t4ceOLfLHnC0ZtN5yf4+LETQbbAXt0cL9qIseUETygGpfND+vEOVhm3AR9j+uktZK20PEg0kTHg/dw97bsiJxFeY/nbNmyhWuvvZZVq1YREBDAHXfcQUpKilu3g7Ru6/6trNy8kuWFy/m2+Nv6F41h2O6fClx55qCnBQAsVkPwgCrChlYROrAKq6+B8KEw/hIYfykYJ2ScAcCer0PY+/XB27b3+FL6jC+r/0vi+zBwklvWUaQr0znCO3TGdmxr3tLuO7uys7M1GqN0mJKSEkJDQ3nqqae4/PLLsVpbDrtcXlvOP7//Jy9tfImdpds48RvDI5+7GL2j5edYrIawYRVEjiknwF5HXUAvLCf+Dtu0ayGkbyeukYiIiEjr7HY7X331FVdffTUPP/wwQ4YM8XRIPcqu8l2s3LySFYUr+Hrf142vD95jmJlXP6jRwKJWZrQYgvvX38EVOqgKm5+B4L4w7lf1Ba4h05tG8XZsBR9/qKtuLGg1L3i1KHT5+ENQL3etrohIj6LRGMWjPvjgAx544AFefvllBgwYwG233catt95KQEDL3lm7ynfxyqZXyPwmk7r9pcz6wnDXGhd9DriD0ebvJGJUOREjK/AJcFEXObq+H9cJs8E3sBPXTERERKSlkpISFi5cSEBAAPfffz/h4eF8++23hIeHezq0HmNf5T6yt2TzduHb5O7ObXy9f1F9k/mZG10M3dvKjBZDcN8aQodWEjq4Eh9/AwHhcFx8fYFr+Klga+WfVvYhcPNaqNgHQB+Al/7B3r8to/c1CfS5qllf46Be9dOLiEi7dUiDeo3GKEcrLy+PlJQU/v3vf+Pr68tHH31EQkIC/v7+Lafbl8cLG19gZeFKehXVcukaFz/70hBY0/Lz/MNriRxTRtiwSqw2cA4/A06+BZ+Rs5qurImIiIh4QE1NDenp6Tz00EPs3buX6dOnc88992Cz2VTo6gSlNaWs2rKKFZtX8L+d/8Np6nvT9XHUF7hm5LmI+rG1OQ1BfWrq7+AaUoVPgAvjG4RlzKUwIR6iz6y/G+tI7ENaFLH6pEzCJ/F3emRLRMSN2l3siouLY+nSpYwaNYr4+Hiio6M1GqMc0q5du3jggQd47rnncDqdzJ49m8cee6zF3YEu4+LDbR/ywsYXyNn5OcdthdtzXEz91mA94POCB1TRa0wZQf1qMDZfOOFKmHETtn7jOnfFRERERA5gjOGNN95g/vz5fP/99wwaNIjnn3+eq666CpvN5unwvFpFbQXvbn2XFZtX8NH2j6hz1QEQWWqYsan+Dq5RO1ufN7B3Q4GrEt9AF8bmh2XkuTDhUiyjzwG/QzeaFxGRrqHdxa6EhAQKCgoASE1NbXWa7jIao7jfe++9R3p6OqeccgqPP/44J554YuN7VXVVvJX/Fi9tfImtxYXMzDMszHERtavlZ1hsLsJHVBI5uhz/sDrq/COwnHg7lmnXQWi/Tl4jERERkdY5nU7uuecefvzxRx599FFuv/12goKCPB2W16qqq+Kj7R+xvHA5H2z7gCpnFQDhZYaTNhlOznMxdlvr8wZE1he4woZU4RvsxFisWEacDhPisYy9AALtnbciIiLSbu0udqWnp3dEHOKlnE4nf/vb3zjxxBMZP348c+bMoVevXsTGxmL56fHCvZV7eW3Tayz9Zim1xUXErjfMW+sisqzlZ/kEOIkYXY49uhwff0NtRHT9o4onzAE/JY4iIiLied9//z1vv/02t956Kz4+Prz66qsMGjSIvn01QI471Lpq+XTHp6woXMHqraspry0HILTCcMo39Y8pHv+DwdrK+PP+9tqfClyV+IX+dGF+yEn1Ba7jL9KgRiIi3Vi7i12zZs3qiDjEyxhjWLFiBcnJyXz99ddcdtllvPrqq1gsFuLi4gD4vvh7Xsp7if/k/4dee6q5NMfF6V8Z/OtaflZARA2RY8oJG1KJxQZ1w06Fk2/Bd2QcWA98sFFERESk8+3du5eHH36YZ555hrq6Os4991xGjRrF5MmTPR2a13G6nKz5cQ3LC5eT/UM2JdUlAARXGn72rWFGnmHCZoOtlQKXX9hPBa6hVfiH/ZR09j+hvgfXuEvUIF5ExEu0u9glcqB169Zx5513smrVKgICArjrrrtISUkB6otgn+38jBc2vsDH2z5iwmbDHTmGmPwDsxFDyKAqeo0pJ7BPDcbqg5lwGZYZN+Ez4ITOXykRERGRVlRWVvLkk0/y2GOPUVpayoknnsiiRYsYNWqUp0PzKi7j4ss9X7K8cDnvbHmHvZX1QyYGVhtO/c4wc6NhYqHBx3XwvL4hdT8VuCrxD6+rH7uo16j6Atf4S6G3tpWIiLc5qmLX448/jsVi4fe//33ja//4xz/aNK8a1PcM33//PVOmTAHgmmuu4eGHH2bw4MHUOGv41/f/4sWNL1K45xtO2WBYlONi2J6W81t8XNijKogcVY5fqJNaPztMvwXr9OshbEDnr5CIiIjIYVx33XW88sorREVFsWTJEhISEhpbNUj7GGPIK8pjReEKVmxewc7y+o7y/jWGGd/XP6I4Od/g10prYN+g+gJX6NAqAiJqsVjAhA/GMv5SGB8P/SdoxG4RES92VMWu5ORkIiIiWhS74uPjsVgsGNPKfcI/UYN671ZSUsL27ds5/vjjGTlyJI8++ijnnXceEydOpKS6hCVfLuHVTa9SvXc3Z+Ua5ua6sFe0/AyfoDoiR5djj6rA5meoCR8Bp9yM78TLNeKNiIiIdCmfffYZJ554IhaLhblz5zJt2jRuuOEG/P39PR2aV8h35LO8cDkrNq9gS+kWAHxrDdML6gtcMd8bAmoPns8n0Nl4B1dA5E8FruA+WMZdDOPjsQyephYYIiI9xFEVu5599tmDrlRlZWV1aEDSfdTU1PDss8/y0EMPMWDAANavX4/NZmP+/Pn8UPoDj3z2CG/lv0XvHRVcmuPilA0HX3kL7FVD5JgyQgdXYbFC7ZCTsZ1yC36jzlYyIiIiIl3KV199RXJyMitWrOCNN97gkksuYfLkyerL1QG2lm5lxeYVLN+8nO+KvwPA5jTEFBhOzjNM/c4QWHPwfLYAJ2FDqggbUklgn5r6Apd/OJbjL4Txl2IZfirY1LlFRKSnOapf/sTExINeU4P6nscYwxtvvMH8+fP5/vvvGTRoEL///e8xxrD2x7W8uOFF3vthNRPzXfw+x3DC5gPu+rMYQgdX0WtMGYG9a3FZfHCNm41t5k34DpzkkXUSEREROZQdO3Zw33338fzzz+NyubjiiiuIiYnxdFjd3q7yXazcvJIVhSv4et/XQH2Ba+KW+ju4pn1rCKk6eD6bn5PQIVWEDa0kqE8NFisYn0AsY+t7cFlGzgIf3WUnItKT6TKHHBWXy8WsWbN47733CA0N5dFHH+XmW2/m4z0fc9WKq/h211ec9rXh8RwXg/e1nNfq+1M/rtHl+AY7qfUNw0y/GeuJiRA20DMrJCIiInIY//znP7nyyiupqKjgjDPOYNGiRUydOtXTYXVb+yr3kbUli+WFy8ndnQuAxWUY90N9gevEbwxhlQfPZ/V1ETq4vsAV3K+6vsBl9cUy6rz6AteYc9X6QkREGrW52DVq1CiSkpKYO3euO+PxqMWLF7N48eLG/mLFxcVu7TVWWlrqts/uaJWVlQQGBgIwYcIEoqOjuel3N/G/yv9xyduXULN7F2fnuvhdriH0gCtwvsF1RI4pJ3xEBTZfQ1XIEGqnXk/1cZfWJyVOoLi481dKupTudDyIuJuOB+/h7m3Zns9X3nNodXV1GGPw9fVl5MiRjB49mpSUFM466ywsFgvFyluOyv6a/Xyw6wNWbV9F7p5cXLiwGMOYbXDyRhcnfWOwlx88n9XHRcignwpc/aux2sBgpW7IKdSMuZDa6LMxAeH1E5fX1P/pJrrT8SDSGXRMeIfO2I5tXYbFHK6zfDMjR44kISGBBQsWtCuw7qC0tJTw8HBKSkoICwtz23KKi4uJiIhw2+d3hD179vDQQw/xz3/+k40bNxIaGsr2/dt5ZdMrvPHdG/TdWsb5n7uYmXfwUM9BfaqJHFNOyMD6flw1g07C79RbYfQ5YLV5ZoWky+oOx4NIZ9Hx4D3cvS07ImdR3tPEGMNbb71FSkoKv/3tb7n99tsbX9cIi0envLacd7e+y4rCFXy842PqXHVgDCN3wMw8FzM2GXrtP3g+i80QMrC+wBUyoArrT5fmXUNOxDo+Hsb9AkL6duq6uEN3OB5EOpOOCe/QGduxrXmLHmOUVlVWVvLEE0+wcOFCSktLOfHEE/nom49YXb6a7MJ3mPxdHXd+7uL4rQfMaDGEDa0kckw5gZG1uCw2nMddis/JN+E3aIpH1kVERETkSHJycpg7dy4ffPABQUFBuFxNV/FU6GqbqroqPtz+IcsLl/PBtg+odlaDMYz48acCV56hb8nB81mshuABVYQPqyRkYDVWn/pr8a5+J8AJ8TDuYqz2oZ28NiIi0p0dVbGrV69e7opDupBly5Zxxx13sG3bNqKiorht4W1sHraZ+3Lv5GdfGv64xkV/R8t5bH4u7NHlRIwqxzfIRa1vKGbqDVhPSsIaPtgj6yEiIiJyJLt37+a2227jtddew2q1cv311/Pggw8yYMAAT4fWLdQ6a/l056csL1zO6h9WU1FXAcCQPYaZG+sLXANbe+rTagjpX03YkEpCBldh860vcDkjR8IJCTD+Uqy9R3XimoiIiDfRnV1ykG3btlFRUcFV869iz8Q9fPDjPzj3dRe3rjcEV7ec1i+0tr4f1/BKrD6G6tAhcPLN+E6+EvxDPbMCIiIiIm0UFBTEu+++y/nnn09qairjxo3zdEhdntPlJOfHHFYUriBrSxalNfX9UwbsM5ybZ5iZ52LI3lZmtBiC+1UTNrSS0MFV2PzqC1x1oYPq7+Aafym2/ieA7qQTEZF2OqpiV05ODqtXrz6mBZ155pnHNJ+435dffsm9997L4sWL8Yv0wzXDxcjUkZTtziX+NRcnbjLYDujsFtyvmsgxZQQPqMZigeqB0/E/5Rb8x56vflwiIiLSZVVXV/P000+zf/9+HnjgAUJCQvjyyy/p27f794FyJ5dx8cWeL1heuJx3Nr/Dvqr6Ybf7FhvO/KnANXx3a3MagvrWNBa4fALqHw+tDeiNdcLFWCYk4DN4GlitnbcyIiLi9Y6q2JWZmUlmZuYxLcido/vIsdm+fTv33nsvf/vb3zDGUDumlh/H7WBKXi13fe5i9I6W01ushrBhlUSOKSPAXofLYqNu7C/wPfkW/AdrCG4RERHpulwuF6+//jp33XUXmzdvZtSoUdx11134+fmp0HUIxhg2Fm1kReEKVmxewa7yXQD0KjH8fJNhxkYXI3e1Pm9g72rChlYROqQS38D6AledbyiucRdhnRCP7/BTwaaHTERExD2O6gwzefJkpk5VUaO7279/P6mpqfzxj3+ksrKSgZMGYj8vgInFWzh3sYs+B4zkafN3EjGygohR5fgEuKj1CcE19Zr6flxqFioiIiJd3Pvvv8/cuXNZs2YN4eHhpKWlccstt+Dn5+fp0Lqk74u/Z/nm5awoXMEP+38AwF5W/4jijDwXY7e3Pl9AZP0dXGFDKvEN/qnAZQvEOeZcbCck4DNyFvj4d9ZqiIhID3ZUxa7LLruMuXPnuisW6SQrs1fy6KOPEjoklInnDOWX5UGc+W8IrHG1mM4/vJbIMWWEDavEaoPq4EHYTrkJ38lXQYD7hiYXERER6Sgul4tbbrmFTZs2cfvtt3PPPfdo0KVW/FD6Ays2r2B54XK+d3wPQFi5Ie6b+kcUj/sBWnvQ0N9eS9iw+gKXX0j9kxxOiw+10WfhOzEBnzHngl9wJ66JiIiIGtT3CMYY3nrrLSIGRLDBfwOvVr3CjMuGcN3+YE784ODEJXhAFb3GlBHUrwaLBar6TSHgtFvwH/tz3W4uIiIiXd6uXbv417/+RVJSElarleeffx673U50dLSnQ+tSdpXvYuXmlSwvXM6GfRsACK40nPmNYWaeYdyWg/u2Qv0F0dAhlYQNrcQ/rL7A5cJK1dDTCJg0G9txF2ALjOjMVREREWnhqCoX+/btc1cc4iaff/45N99+Mzmf5hA+MYwr4gaTkuMialfLK2wWm4vw4ZVEjinHP6wOF1Zqx/wcv1NuJWDIdA9FLyIiItJ25eXl/OEPfyAtLY3y8nKmT5/O5MmTmTJliqdD6zL2Vu4la0sWKwpXkLs7F4DAKsNp39UXuE4oNPi4Dp7PN7SO8KE/FbjC6xpfr+g3laCYOVjH/YKAEPU+ExGRrkG36Xip/Px8fnvHb8l+KxssMHmsnQdMb0b9u2X24hPgJGJUOfaR5fj4G2ptQTinXI9txm/xixjumeBFREREjoLT6eT555/nvvvuY+fOnYwePZrU1FQmTZrk6dC6hJLqElb9sIrlhcv5fNfnuIwL/xrDyT8VuCYVGHxbGUvKJ9hJ+NCK+gKXvQ6Lpf718shxBE6ejXXCJQSpf6uIiHRBKnZ5mVpXLS9/9jLXnnEtrloX4waG8GBgH443/lDdNF1ARA2RY8oJG1KJxQZVQQOwnXwjvlOuhoBwz62AiIiIyFG65ZZb+L//+z/69OnD4sWLuf766/H19fV0WB5VXlvOu1vfZUXhCj7e8TF1rjp8aw3T8usLXDHfG/zrDp7PFuhsvIMrILK2qcAVMhz/ybPxOSGB4D6jO3dlREREjlKbi13Lli0jKirKnbFIO/xY8iN//eivZJdn0W/jj/xieCQXVgUyPaj544qGkEFV9BpTTmCfn/px9Z1IwGm3EXDcRerHJSIiIt3Ghg0bOO6447Bardxwww1ERkaSnJxMWFjPHUSnqq6KD7d/yPLC5Xyw7QOqndX41BkmFhpmbjRM/d4QWHPwfNYAF+FDKggbWkVg75qmAlfgAHxOiMd/UgLB/U+g8Q0REZEurs3VjcmTJ7szDjlGP5T8QPKTyfzzz28S6IKXjhtB9D4LWHtDUP00Fh8X9hEVRI4uxy/UicFCzajz8T/1VgKGnKjERURERLqNH374gXvuuYe///3vvPLKK1x22WVMmDCBCRMmeDo0j6h11vLpzk9ZXric1T+spqKuApvTMGFz/R1c0741BFcfPJ/F30X44Po7uIL61GD5acSiSt9IzLhfEBQzh+DB08Ha2hiMIiIiXZtu5emm1u9ez6OvPMqKP/2Xsh8qCbVZuS6yF0P2Aj/VrnyC6ogcXY49qgKbn6HWFkhdzFX4zLgB/0jdpSciIiLdR0lJCQsWLOCJJ56gurqas846i3Hjxnk6LI+oc9WRsyuHlZtXkrUli9KaUqyu+tETZ+YZpn9jCK06eD6LryFscP0dXMH9qhsLXFW2EGpGnU/YtMsIHH6a7vYXEZFuT2eybsTpcrLqh1X8bcPfePeu/7Lry1J8gKsjIkjq1Ru7zQZAYK8aIseUETq4CosVqgL7Yzn5Rnyn/Ao0DLSIiIh0M6tXr2b27Nns27ePE044gUWLFnHWWWd5OqxO5TIu1u9ez/LC5byz5R2KqoqwGMPYrZCQ5+LETQZ7RSsz+hjCB1cSOrSSkH7VWOrTRWqsAZQNiyNi+mUEjIojwMe/U9dHRETEnVTs6gbKa8t587s3eemLF+ibt4OLPjcEb/Nhe2got/fuwxA/P7AYQgdXEjmmjKDetQBU9p5A4Om3E3D8RWDr2U1aRUREpHsxxuB0OvHx8eH444+nT58+PP7441x11VXYfrrA5+2MMWzct5HlhctZsXkFP1b8CMYwajv8PM/FjE2GyLJWZrRB2KCfClwDqrD+9HXV4UPxoNOJmH4ZfsedT6RfcCszi4iIdH8qdnnInmeeYe9TT1N3y830ufHGVqfZVb6LV/Je4c3c16j762YK1zt4a8hwQm02JvTug8ViweLrIiKqjMjR5fgG1/fjqoo+h4BTbyVw2Ez14xIREZFu55NPPmHu3LlcdNFFpKSk0L9/fzZu3Iilh+Q13xV/11jg2rp/KxjDiF1wZZ6LmXmGPqUHz2NsEDagvgdXyMBqrD4GABdWdvc5kfBpl+M/4UL66C5/ERHpAVTs8oA9zzzD3iefAmj8b/OC18Z9G3lx44t8tn45Ea/vZtP/9rK3ro7hvn7srKsl1GbDL8RJ5JhywkdUYPM11FoDqJl0DX4n30RAr2iPrJeIiIhIe3z33XfMmzePf/zjH9hsNk4//fTG97y90LWldAsrClewYvMKvnd8D8YwdA9cludi5kZDf8fB8xgrhPSvInxoJSGDqrD5msb3fgyfSPCUywiZfCl9Q/t13oqIiIh0ASp2dbLmha4Ge598CmMMeReO54WNL7B3/edE/Wc/23J28X51DZE2G/f27Ue83U5Y3xp6jSkiZOBP/bgC+mKZeQO+U6+BoEjPrJSIiIhIO5SUlHDPPffw7LPPUldXx8UXX8yCBQsYM2aMp0Nzq51lO1m5eSXLNy9n476NAAzaa0jIczEjzzB438HzGAsE96smfGgFoYOrsPk1Fbh2B4/GZ2ICkdMvo599aGethoiISJejYlczixcvZvHixTidTgCKi4sb/7+9LKXbKXvhJfa/8lar7+976mm+XWXh/P2G47fCq8XVbK+pJSmyF9f2imDgiBoix+wlMLK+H9d++1isJyZRM+p8Km1+UA1UF3dIrCKeUFrayjMZIj2Ujgfv4e5t2Z7Pd2fe05rDxVpRUcEbb7zBxIkTefjhhznppJMaY/I2+6r28d7O91i9fTVfFX0FQL9iw8V5hpkbXQzbc/A8xgKBfWqwD60gdEgVPv6uxvf2+A2hcuQFhMVcim+vkQAUG8ALvztvot95kZZ0THiHztiObV2GxRhjjjxZz1JaWkp4eDglJSWEhYW1/wMdW9mTeAp7vww65CTba2tZvHcPN/bqzWA/P2qNwWGtYezYGiJGleMbVJ/UVIw4i6DTboXhp6gfl3iV4uJiIiLUR0QEdDx4E3dvy47IWTo87zmE5t+F0+nk73//O1u2bOG+++4DYMuWLQwdOtQrH1csqS4he0s2yzcvJ2dXDi7joneJYUaeYWaei+hdrc/n16eWiKHlhA2uwiewqcBV7NOXslEXMfCUX2IbOFE5YTek33mRlnRMeIfO2I5tzVt0Z1cn2JO+5JCFrlKnk4x9+/i7o5gaY4jy8ydpgJ3+J+xn/PBKrD71/biqJ16O/8k3EdR7VCdHLyIiItJxsrKyuPPOO/niiy/o168fd9xxByEhIQwbNszToXWo8tpyVv+wmhWbV/DJ9k+oM3VE7Dec81OBa/SO1ufzjawjYlg5YUMqGy92ApRa7RQNP48Bp/ySiOEziLBaO2lNREREuh8Vu9xszzPPsPf5ZQe9XmMMrzuKeWbvXkpcLsb4+3Nnn77MDA7GWQN1VVZqgnvhM+O3+E6/Vv24REREpFvbsGEDjzzyCCtXrsTf35/k5GTmz59PSEiIp0PrMFV1VXyw7QNWbF7BB9s+oNpZTXi54cxN9QWusVuhtRKVLcJFr6FlhA6pxC+k6VHSckswuwbG0XfmlYSNPZMwm1J3ERGRttAZ0832PvV0q69/XlHOgt276e/jQ0rffvw8LAxbs1vQ934dRp/X1oOPfydFKiIiIuIexhhuvfVW1q1bxy9/+UseeeQRr7mTq9ZZyyc7PmH55uW8+8O7VNRVEFJhOOXb+scUx28xWFtpGmIJN/Qeup+woZX4hTYVuKrwY2ufM4g48XJ6TzqfaOWCIiIiR03FLjfrfcvNB42+CHByUDAL+g/g7NBQAlq5Db33rbeo0CUiIiJewWKxsGjRIux2O1OmTPF0OO1W56ojZ1cOKzavIGtLFvtr9hNUZZj2rWFmnmHCZoOPq5UZQ2kscPmH1zW+XIsPm+0nERgzh0EnXswo/9DOWxkREREvpGKXm/W58UbqHDtwvPhGi9ctFgsXhYe3Oo/9V/H0ufHGzghPREREpFPExMR06+bDLuNi/e71LC9czjtb3qGoqoiAasOU7w0nbzRMLDT4tjKYpQmx0HtIaX2By17X2EveiYWCkClYx1/KiFMvZ1Rw9/1uREREuhoVuzpB319dwpvfL+Nnnxy5kei7M1389uqLOyEqERERETkcYwwb921keeFyVmxewY8VP+JXa4j5vv4Orph8g19dK/MFW4kcXEr4sEoCImpbDJaYHzCO6rEXE33GlYyyD+y8lREREelBVOzqBE6cLD3Zxm6bhTkftnZPe73XT7Xy3kkWrjNO/DoxPhERERFp8l3xd40Frq37t+JbZ5hUYLhsY/2dXAG1B89jAq3YB5dhH1ZOYK+WBa7NvtGURF/EiDN+SXT/6M5bERERkR5Kxa5O4Gf15bUduygaYcXsD8KyPvigacykcmaPqOC3O1z4WX09EKWIiIhIz7WldEt9gatwBfkl+dichhMKDRfmGaZ9ZwiqPngeE2AjbFAZEcPKCepdg6XZTfzbrIP4cegFDD39KoaPmNB5KyIiIiIqdnWW/k4n/Z1OGFvCnjone78Oa3yv9/hS+owtgxoPBigiIiLSw+ws28mKzStYXricvKI8rC7DuC2GpDzDid8YQqoOnsf42wgZVEGvofsJ6tuywPWjpTdbBpzDgJOvZMjxMxjc/PYuERER6TQqdnWGoF71IyvW1V8S7DO+DIC9X4fSe/z+xr8D9dMF9fJElCIiIiJeb2/lXlZuXsmKwhWs37Mei8tw3FbDdT8VuMIrDp7H+NkIHFhFn6GlBPerxmJreq+IML7tHYt9+mWMmRpLP6vt4A8QERGRTqViV2ewD4Gb10LFvsaXehkDxSX0jgwHml31C+pVP72IiIiIdAhHlYPsH7JZUbiCnB9zMC4no7bDrze6OPEbQ2TZwfMYXxsBA2voM6SE4AFVNK9hlZogNoSfTkDMbMaffAEn+arbqoiISFeiYldnsQ9pUcSyAj5BxVi68RDcIiIiIl1VWU0Z7259l+WFy/l0x6fUuWqJ3glX5rmYscnQu/TgeYyPFb8BLvoOLSJkQDVWH9P4XqXx44vgmZhxlzLhjEuZEXxwD1YRERHpGlTsEhERERGvUFlXyQfbPmBF4Qo+2PYBNc5qhu2GhDwXM/IM/R2tzGSz4jMA+g7eR8igKmy+TQWuGmNjvf9UKkb/gnE/m8NJvdRqQkREpDtQsUtEREREuq0aZw2f7PiE5YXLeXfru1TWVTJor+EXG13MzDMMLGplJqsF6wAb/QbvIXRQFTa/pgKX01hY7zOBohEXMvqMy5k+eHDnrYyIiIh0CBW7RERERKRbqXPV8fmuz1lRuILsH7LZX7Of/kWGc/MMM/NcDN3TykwWC9YBvvQZtJuwwZX4+JsWb3/BGHYMOY+hp1xBzOhRWDSSooiISLelYpeIiIiIdHku42Ld7nUsL1xO1pYsiqqK6OMwnJlnmJHnIurHVmaygHVAAL0G7MY+pAKfAFeLt/PMcPL7nU2fky5nysSJTLRZO2dlRERExK1U7BIRERGRLskYw4Z9G1heuJwVm1ewu2I3kaWGGZsMMze6GLWz9fmsAwKJ6L+HiCFl+Aa1LHAVmv58FRFH6JQ5nHTiTI7zs7X+ISIiItJtqdglIiIiIl2GMYbvHN+xonAFywuXs61sG+FlhpM21T+ieNy21uez9gsifMA+eg0pxTfY2eK9HSaSnOCf4TMxgRknn8mFIf6dsCYiIiLiKSp2iYiIiIhb5abOJ+D5f1L4618Qk7Kg1Wk2l2xmxeYVrChcQX5JPqEVhhO/Mfwmz3D8DwarOXgea99gQgcU03twMX6hLQtce00Yn/idQt24S5h26rlc1CvEHasmIiIiXZCKXSIiIiLiNnsWP0Pg8/8EIPD5f7InZAh9broRgB1lO1i5eSXLC5eTV5RHcKVh+reGOXmGCZsNtlYKXLY+wQQNKKXP4H34h9W1eK/UBPG+7STKRl3ECaf+nJ8PilSjeRERkR5IxS4RERERcYs9zzzD3qeeavHa3qee4su9X/K3aeWs37OewGrD1O8MKXmGiQUGH9fBn2PrFULAoHL6DvwR//A6mtevKo0f71mmsnvo+Yw+5WLOGzkQm1UFLhERkZ5MxS4RERER6ViOrexJX8Le55e1+vbAV9/njHUWZrlgcr7Bz3nwNLbIEPwHVdN3wA4CIna0KHDVGBsfmkls7n8OQ2dews/GjSDAV43mRUREpJ6KXSIiIiLScRxb2ZN4Cnu/DDrsZDM3HfyMos0ejP9QJ337biWgV8sCl9NY+NQcz4aIs+g7/VLOjBnLrEDfjo5eREREvICKXSIiIiLSYfakLzlioas5i5+NgDGB9O6zheA+LQtcAGtdo/g8+ExCYi4ldvoJnBIe2MERi4iIiLdRsUtEREREOsSeZ5455KOLh2JqnASbHYT0rW58baNrGO/7nYZ1wiWcedI0bugX2tGhioiIiBdTsUtEREREOsTep54+tvm+DmX/8SFkWU+hcswvOGXGyfx2WIRGUhQREZFj4rXFLofDQUZGBgDJyckejkZERETE+/W+5Wb2PvnUkSc8QN4pPyNszv38ekxf/HysbohMREREehKvLXZlZ2ezb98+evXq5elQRERERHqEPjfeiCndyb6/ZbZ5nrCrLuGSux91Y1QiIiLS03jtpbP4+Hiio6M9HYaIiIhIj+J/2fm8dXLbpn3rZAi98kL3BiQiIiI9Tpe+s8vhcLB06VKWLVtGVlbWQe+npaVht9sbp9XjiiIiIiKeFerrz9XDf6SoPATL+uBDTmcmlXP18DJC/fw6MToRERHpCbpssSs3N5c1a9bgcDgoKio66P20tDQAEhMTgfrHFpOSkkhPT+/UOEVERESkidViob/TSf+xJeypc7L367CDpuk9vpQ+Y8vACaAm9CIiItKxumyxKyYmhpiYGDIzW+/5sGDBAgoLCxv/HhsbS1xcnIpdIiIiIl1En/FlAC0KXr3Hlza+LiIiIuIO3bJnV0FBAQ6Ho/ERxuays7M7PyARERERqRfUC3z8G//aZ3wZvceXAubgQpePf/30IiIiIh2oy97ZdTgFBQWtvm6323E4HEB90SsrKwuHw0FUVBTx8fGH/Lzq6mqqq6sb/15aWtqh8YqIiIh0FW7Pe+xD4Oa1ULGPgr3lvLV+O+/V7qV2lAtfm5Uzonpz4aRBRPUOri902Yd07PJFRESkx+uWxa5DiYyMbOzvFRsbS2xsbJvmW7BgAQ8++OBBrxcXF+N0Ojs0xuZUVBNpouNBpImOB+/h7m15LJ/fOXlPCASGEDEErh5yPFddYNhTVELfyHAslvoeXcUABigu7qBlinQf+p0XaUnHhHfojO3Y1mV4VbGrtUb2bTF//nzuuOOOxr+XlpYyZMgQIiIiCAs7uKlqR4qIiHDr54t0JzoeRJroePAe7tyWNpvtqOfxVN5jtVi0X4s0o+NBpCUdE97B3duxrblPtyx2RUVFtfp6wyOLR8vf3x9/f/8jTygiIiLSzSnvEREREW/XLRvUR0VFYbfbW+3d1dZHF0VERERERERExPt0+WLXoR5NnD9/fouRFzMzM0lMTOyssEREREREREREpAvqso8xFhQUkJmZyeuvv05ubi4pKSlMmzatcVTF5ORk0tLSyMzMBCAnJ4f09PR2LXPx4sUsXry4sTmrGtSLdB4dDyJNdDx4j67YoL6B8h4Rz9HxINKSjgnv0JUa1FuMMcbNsXQ7paWlhIeHU1JS4tZGrcXFxWrCJ/ITHQ8iTXQ8eA93b8uOyFmU94h0Ph0PIi3pmPAOnbEd25q3dPnHGEVERERERERERNpKxS4REREREREREfEaKnaJiIiIiIiIiIjXULFLRERERERERES8hopdIiIiIiIiIiLiNXw8HUBXoiG4RTxHx4NIEx0P3sPd27I9n6+8R8RzdDyItKRjwjt0xnZs6zIsxhjj5li6HQ3BLdL5dDyINNHx4D3cvS07ImdR3iPS+XQ8iLSkY8I7dMZ2bGveoscYRURERERERETEa6jYJSIiIiIiIiIiXkPFLhERERERERER8RoqdomIiIiIiIiIiNfQaIzNaFQiEc/R8SDSRMeD99BojE20X4s00fEg0pKOCe+g0Ri7OI1KJNL5dDyINNHx4D00GmMT7dciTXQ8iLSkY8I7aDRGERERERERERERN1CxS0REREREREREvIaKXSIiIiIiIiIi4jVU7BIREREREREREa+h0Rhb0dCzvzNGULLZbG5dhkh3oeNBpImOB+/h7m3ZkKu0Z7wh5T0inU/Hg0hLOia8Q2dsx7bmPip2tWL//v0ADBkyxMORiIiIiBzZ/v37CQ8PP+Z5QXmPiIiIdB9Hyn0spj2XAr2Uy+Vix44dhIaGYrFY3LKM0tJShgwZwtatW906zLdId6DjQaSJjgfv0Rnb0hjD/v37GThwIFbrsXWnUN4j0rl0PIi0pGPCO3TWdmxr7qM7u1phtVoZPHhwpywrLCxMB7TIT3Q8iDTR8eA93L0tj/WOrgbKe0Q8Q8eDSEs6JrxDZ2zHtuQ+alAvIiIiIiIiIiJeQ8UuERERERERERHxGip2eYi/vz/3338//v7+ng5FxON0PIg00fHgPbQtm+i7EGmi40GkJR0T3qGrbUc1qBcREREREREREa+hO7tERERERERERMRrqNglIiIiIiIiIiJeQ8UuERERERERERHxGip2iYiIiIiIiIiI1/DxdAA9RUpKCtHR0QBERkYSHx/f6nRxcXFkZWV1ZmgibuNwOFi6dCnLli1rdb9OS0sDID8/H4D09PQW72dkZOBwOLDb7eTn5zN//nzsdrvb4xZxl8Pt89nZ2aSnpxMXF0dUVBRZWVlMmzbtoPNFW88n4j4Nv21Qvy0LCgpYsmRJi9+no/n98sZzv/Ie6YmU94i0pLzHO3TbvMeIWxUXF5uYmBhTXFxsjDFm7dq15lBf+7Jlyw75nkh3s3btWpOenm5SU1NNTEzMQe8nJye3+HtiYqKJjY1t/HtqamrjcWNM/bEUHx/vtnhF3O1I+/yyZcuM3W43gImKijLp6ektpj+a84m4V2JiosnPz2/x92P9/fK2c7/yHumplPeItKS8x3t017xHjzG6WUpKCnPmzGmsasbExLRaxXQ4HBQVFXVydCLuExMTQ2JiIlFRUQe953A4yM3NxeFwNL6WlJREdnY2BQUFAGRlZbW4GmC321tML9KdtGWfBygsLMQYQ35+PomJiS0+o63nE3G/goICMjMzG/8eHR3NmjVrGv/e1t8vbzz3K++Rnkp5j0gT5T3epbvmPSp2uVlGRgbx8fEUFBSQnZ0NQGxs7EHTLV26lNmzZ3d2eCIes2bNmhYnu4bksOGH0W63ExcX1/j3goKCVhNIke7iSPv8kbT1fCLul5WVRXJycuPfc3JyWmyLtv5+eeO5X3mPSOuU90hPo7zHe3TXvEc9u9yo4eDOzc0lKiqKqKgokpKSSEhIaLFzZGdn68CVHsVut1NcXNzitYaTWMMP45IlS5gyZQoREREkJycTHR19UG8Lke6iLfs81CcBkZGRFBUVkZ+fT2pqKtD284l0vszMTBwOB8uWLWt8rS2/X9547lfeI9I65T3S0yjv8V7dKe9RscuNGg5Su91OTEwMAKmpqYwYMaLFwe9wOIiKitKtytKjLViwgPT09MZbYO12OykpKWRlZZGWlkZsbCyzZ89Wo1bxGgfu8w3niYYkMCMjg4SEBJYtW9bm84l0noZmrQ6Hg4SEhINu3z/S75c3nvuV94i0nfIe6WmU93Rv3THv0WOMnWDq1KmN/9/w/GpDZbvh9kyRnqzhmfzmz+qnpKQQFRXFsmXLyM/Pp6ioiClTpngwSpGO09o+33DlssHs2bMbr541ONz5RDqX3W4nMTGx8bb+iIiIxm11pN8vbz/3K+8ROTzlPdLTKO/p/rpj3qNilxsd6jl7u91OQUEBubm5LQ5gkZ4oMzOT6OjoFs+BFxQU4HA4Gm91jYqKYu3atdjt9hbNEUW6o9b2+YbXm2u4Gna4vi0N5xPpPA6Hg5SUlBbJeGxsbGMCfqTfL28+9yvvETky5T3S0yjv6d66c96jxxjdqKFaXVBQ0Hj7JdTvMFOnTqWoqIjc3NzG6nR+fj4AaWlpREVF6cqneL2Gfb/hKk/DCB0FBQWt3raflJTUmeGJdLhD7fORkZEkJCSQn59/UAPXqKgo7Hb7Yc8n0nkKCgpIS0sjKSmp8XeqeYPpI/1+efO5X3mPyOEp75GeRnlP99et8x4jbrVs2TKTnJzc4u+xsbGtTrt27VqjTSLeJj093cTExBz0+tq1a01qaqrJz89v/JOammqKi4uNMcbExsY2/n+DxMTETohYxD2OtM83P1cYY0xqaqqJj49v/PvRnE/EvQ7cVsnJyS1+547m98vbzv3Ke6SnU94jUk95j/fornmPxRhj3FdKE6h/RrWh+rlv377GUSaay8zM5PXXXyczM5Pk5GTi4uI00oR0awUFBY37dW5uLsnJyUybNo34+HgcDgcjRoxotUFhw0+Sw+FgwYIF9OrVq/EZ/cTERDVqlW6prft8RkZG4+utnS/acj4R9ztwWzWMINX8imdbfr+89dyvvEd6IuU9Ik2U93iX7pr3qNglIiIiIiIiIiJeQw3qRURERERERETEa6jYJSIiIiIiIiIiXkPFLhERERERERER8RoqdomIiIiIiIiIiNdQsUtERERERERERLyGil0iIiIiIiIiIuI1VOwSERERERERERGvoWKXiIiIiIiIiIh4DRW7RERERERERETEa6jYJSIiIiIiIiIiXkPFLhERETfLyMigoKDA02GQm5tLRkaGp8MQERERL+PJXEf5jbTGYowxng5CRETEWyUlJVFQUEBWVpanQwEgOjqalJQUEhMTPR2KiIiIeIGukOsov5ED6c4u6fYiIiKwWCxYLBZyc3MPOZ3FYmHKlCkHvR4dHd04f/M/0dHRxMXFkZ2dfcRlOxyOjliVg8TFxWGxWIiLi2vT9NnZ2UyZMqUx/pSUlDbN1/AdpKWltSfcTtd82x/4Z8qUKR5bn4KCAiwWS5u//6Od/mgd6ntqyz7eWTIzM7FYLCQkJHTKfJ0lLS2NjIwMli1bdtB77d1/j3W7Llu2jKSkpC6x3UWkYyknatLTciKozycSEhIa1yEiIoK4uDgyMzMPmrazz5/KdXpmrgNHt1+C8hvpOD6eDkCkI6WkpBzzFYVly5Zht9txOBwUFRWRn59PZmYmcXFxxMbGdvqVCofD0fhjnZ2djcPhwG63H3L6jIwMkpKSiI2NJT09nbVr15KWlkZubu5hY8/IyKCoqKijw+9UDdsO6r+3nJwcsrOzSUlJYcGCBaxatYqYmBjPBtkFtPY9Nezj8fHxh0xS5NgUFBSQkpJCamrqYY/d9u6/R7tdY2JiSExMJCEhgeLi4vaupoh0UcqJelZO1LDOdrud2NhY4uPjKSgoIDs7m+zsbFJTU0lOTvZ0mG6nXKdzHSnXac9+qfxG2s2IdHN2u93Y7XYTGxtrALN27dpWpwNMTEzMQa9HRUWZwx0KqampBjDx8fGtLhswxcXFxxz/oaSnpxugcfmpqamHnHbt2rWtxtjwGcuWLTvkvHa73SQmJh5xGV1Rw/d/KA3rb7fbTX5+fqfFlZ+fbwCTnJzslumP1pG+p+66/bu6xMREY7fbD/l+e/ff9mzXhn0uPT39CGshIt2JcqKemRM1rHNMTEyr339qaqrJysrq/MCaUa7jnQ6X6xzrfqn8RjqKil3S7TUkdg0/qLGxsa1Od6yJnTHGxMTEtDqNOxO7mJgYExsba4qLiw8Ze4OGpPZQ/yA+1LzJycnGbrebrKysbpkAHOlkaIxpXLfWEnN36W7FroZpDleYkaPTcNwmJiYecpr27r/t3a4xMTEmKirqsPOLSPeinKhn5kTJycmHXOeuQrmO9zlSrnOs+6XyG+ko6tklXiMmJobY2Fiys7MP26fiWERGRgK4rQ/FgQoKCsjNzW1x229ubu4hRzhZs2YNdrudqKiog96bOnVqq9+Hw+EgLS2NxMTExvXzRrGxscTExJCZmaln+A9j6tSpOByOLjFioDdYunQpQLv7a7R3/z3cdp0zZ07jb42IeBflRD0rJ9LveNso1+lYR8p13LlfKr+RtlCxS7xKamoqAAsWLOiwz2x4pjw+Pv6w/SE6Unp6OlD/D11oOok0vH4gh8NxyOSsIdk78Ae/oUHo/Pnz2x9wF9ewX7T2/TU8+x8REcGUKVNabZyam5t7yKaqERERREdHH3LZ2dnZjU11IyIijroxa1paWmOD3SlTphyymWd7NSQLDftLQUEB0dHRZGZm4nA4SElJITo6+qBhndsaX/PvueG7bv5Zh2pcm5SU1NioNCIigoSEhBZFn8M1vG3rtm1Yr9zc3Mbpo6Oj29WceO3atUDTMdweh9t/j+TA7dpcQx+wNWvWtCM6EemqlBMdzFtzoobf86PJMVo7fx7rOTElJaXx/J6UlERmZmbj+ftwOVID5Tremescy37ZVspvpC1U7BKv0nAlMzMzs11XbRwOR+NVxIZmrJ3Z0DIjI4PY2NjGRHL27NmNr7emLQln8++joKCAjIwMkpOTOy1Z9aSGE+GBd8YkJSU1Js3z589n6tSppKWlER0d3SFXrBuacsbExDQ230xLSyMpKalN88fFxZGSksLUqVNJTU0lMjKShISEQ+4Hx6rheDkwWSkoKCAnJ6dxZMADr5S3Nb6UlBQSEhIoKioiMTGx8cp5UlLSYa+6NSSJiYmJpKenk5iYSEFBQZuKPkezbQsKCli2bBkJCQmNzU2LiopISUk55u86Ozu71QTsWBxq/z2SQ23XBlOnTgXw6DDhIuI+yokOzVwN0lwAAQAASURBVNtyovnz52O328nMzGwsYBzrXS1He06Mi4sjIyOD1NRUUlNTWbp0aePIe6mpqUcsdCjX8d5cpyP3y+aU30ibefo5SpH2OvCZ7UM1JuUI/Sla+9PQu+Fwy6aD+1M09Io4sLFiQw+K1uJp6J/RWhwN69e8IWt8fHyL6Ru+s+7Un8KYtj3T36BhmzZYtmxZq+vc0FOieZ+Thu+ntT4Tdrv9oL4ADZ9x4P5WXFzcuD2a9y9orY9FQxPeA/eDIzU9b82hvqf8/PzGfgp2u73F/tMQE2CioqIOanLc1vga9ufW+jk0/8wDv4OGv7e2T7YWZ/Pv7li27YHb5Ej9bo6kLfO2Z/893PyH266txaC+FiLeQzlRz82J8vPzG9e9+TZLTExs9bto7fx5tOfEhu3T/PtsmPbAbaZcp2fmOke7Xxqj/EY6jopd0u211qCw4Ue1+Q/6kRK79PT0xj+pqakmMTGx8b1DNV50R2J3YNLVoGEUodYaVTe8d2AxpuFE2DwhbK1w010Tu6MpFhw47eFOgg3JTUOCcqzFrtb2m4aEqPlntZbEHKqJbkMz0KMZValh3Q/1Jz4+/qD9rXkC2NpoXm2N71CNjA904HfQlgbvrc3XENvRbtvWkrWG5PdoNcR+pEER2rP/Nn/taLbrgaKiotSsV8SLKCfquTlRg/z8fJOamtpYEGwoDBzYJPxwxa62nhMbCg8Hbp/W9hPlOj0z12m+Dm3ZL41RfiMdxwcRL5Samtp423Fbb7VPTExs9fWGR9Gys7PJz8/vyDBblZmZ2eJ2/QazZ89u7INwoMTERFJTU0lLS6OgoIBp06aRk5NDbm5uY4PahtuMr7/+eux2e4f0pbBYLO3+jNbExsZ26K3HDoejxe3cDX9veBSiteVD/e3ZDc/9d5SGW6sPdxt3Q3wNvcJacyyPpKSnp7foYxIVFXXE9YuJiTlomqOJr2EfPFp2u52YmBgyMjLIzs4mNjaWhISEI37WsW7b1m7DP9bHWYqKigA6rMnxgfvvgY5luzaw2+1q1Cvi5ZQT9aycKCoqiuTk5Mb2CUlJSWRkZBAXF9fmbdaR58RDUa7Ts3KdY9kvld9Ie6nYJV6p+QhmBQUF7eqd05DwJSUlkZKS0tjw1R0akrbs7OzDJk2ZmZnEx8e3eG3t2rVcf/31jc1jZ8+ezdq1axuf5Y+KimoclSk2NrZxBBWg8SSTk5NDRkYGUVFRbTppH0vD7LboqF5HDRoaVDasU8PfD9U0teHE745EvuGzG5KE1jS8l5iYeMgRbhqKZkdj9uzZR53UtLactsZ3uOahbbFq1Squv/56MjMzycjIaNw3s7KyDvmZx7ptu3KflgP33wMdy3YVkZ5DOVHPzonS09MpKCggOzu7zdu/reeUuLg40tLSGgctgKaLeVOmTDnsvMp16vXUXKct+6XyG2kvFbvEax3LlcxDabiCeLQNoo9Weno6drudJUuWtPrjnpWVRVpaGunp6Qcldna7vdX1XLNmTeNVkIa7QxqSvwNlZmY2XkVtS2J3qCu/XU1DAtrQGL7hhHqoYlZD4uKOE2zDNjhcUtTwnv2nIdY9qbXvoK3xNcx7rFfWmu/T2dnZLFu2jIyMDBISEhpHADpUbJ7Ytg0arkIerqB5NA7cfzuaEkkR76ecqF5PzYni4uKOqtjVVg3fy/XXX09RURGRkZFcf/31REVFHfH7UK7TNH9PzXXctV82UH4jGo1RvNaBVzLbo+EKyrFcYWorh8PRePUxPj6+Mblq/qfhCmp2dnabRgvMyMjA4XA0zhcfH4+p79XX4k/DSTY1NRVjjFeNXpKdnU1mZiYxMTGNyfCRRrdrWP+4uLgjfv7RjtrYsMxp06YddrqoqCi3Db3dEdoaX1RUVIcM/RwbG9s4SlFubu4hv/eO3LbHqiG56ogRPVvbfzuSw+HosMctRaTrUk7k3TnRkdY/JycH6Pht1vBI6OzZs0lJSeH6669vvIuuLZTrtORtuY6n9suGZSu/ERW7xKs1JDTtuc2+oKCg8fZld91ZAU1DaB9pGQ1Xyg4cJvjAE0pubi4pKSmNQ4/3RJmZmY3b7sArvA23Tx84JHZubi5paWktvrdDXbU7UgJ0YBLicDi4/vrrgSNfAT5UfA2f6+k+BG2NLz09HYfD0ep+3fAISWscDscxJ8BHs23dqb13dh1u/+0oBQUFuvIp0kMoJ/LenGjWrFkkJCS0mhs0v0Oto3/vc3NzsdvtpKenU1xcTHFxceMdeW2hXMe7cx1P7Zeg/Ebq6TFG8WoNVzIPTIJak5mZ2eIqRVFREVlZWY0noWXLlh2yKeLhPj8+Pr5Nt+Y2JAdHarzY0NAxPT29scljQUEB0dHRxMfHM23aNPLz8xuf+V+1atURl93dHbjtCgoKyMrKarziuHbt2oO2QWJiYuMjENnZ2cyZM6fxezvw8YfmV9Ca91I40n5VUFDAlClTmDNnDvv27Wu8qtyWRDA2NpbExETS0tLIzc0lLi6Offv2NSZNbb1q6i5tja9huoyMDNasWUNsbCwOh4M1a9aQm5tLenp6q/v8mjVrSEhIaOyVEh0dTU5OTmNvlsN9f0ezbd2loQlyWxzL/tsRGv4x6I3/8BORgykn8t6cqOEOpMzMzMYm3pGRkY3n2qioKLec+2JiYkhJSWHKlCkttmtUVBRxcXFHPL8o1/HuXMdT+6XyG2nkmUEgRTqOvZVhtpvLyspqHKr2cMNst/YnJibGJCYmHnJ4W/sRhsal2bDEh5umtaGvD6ch5ubDJKenpze+brfb2/xZxjQNx93dhtk+3PcfFRXVpvVJT09vHDI6KirqkNt72bJljcuLiooyycnJpri42MTHxx807HJ+fr6JiYkxqampLT4/JibGLFu27KDPbm1I6ebLbRim2W63m/j4+FaHxz4c+zEMB3+4mI4lvobpGo7X2NjYFkOKt7a89PT0xnmaf+9tjbMt2/Zwx579MMN6H0nDcOytDand/PPbs/8ey3ZtruG4b22fFJHuSTlRvZ6YE61du9YkJye32IYNuUhrWjt/Hu05sfn+1Nqf2NjYwy6vgXId7811jna/bIhJ+Y10BIsxxrReBhMREZFjkZ2dTVxcXGPvja6o4Y6I4uJi3eovIiJHxeFwEBERQUxMDMuWLWtxZ1fD43WZmZmkpqY23nUn3qWr5jrKb6SBil0iIiJuEB0d3fjIa1cUERFBbGxspzzqICIi3qWh0JGVlXXIx8UsFgvx8fE6z3ixrpjrKL+RBmpQLyIi4gYpKSldosFuazIzM3E4HMyfP9/ToYiISDfUcCfXoQoKDU3ZjzT6tHRvXS3XUX4jzenOLhERETeJjo5ufMSjK+mqcYmISPeRkpJCWloasbGxjY3WHQ5H4yA+MTExrFq1So+SebmulFN0pVjE81TsEhERcZOGETmXLVvWZUYFSktLIz09nfz8fE+HIiIi3Vxubi4LFiwgNzeXgoIC7HY7UVFRJCUldak+TuI+XSXXUX4jB1KxS0RExI2ys7NJSEhg7dq1LRr4ekJmZibXX399l4hFREREvIOncx3lN9IaFbtERERERERERMRr+Hg6gK7I5XKxY8cOQkNDsVgsng5HREREpFXGGPbv38/AgQOxWo9t3CHlPSIiItJdtDX3UbGrFTt27GDIkCGeDkNERESkTbZu3crgwYOPaV7lPSIiItLdHCn3UbGrFaGhoUD9lxcWFua25RQXFxMREeG2zxfpTnQ8iDTR8eA93L0tS0tLGTJkSGPuciyU94h0Ph0PIi3pmPAOnbEd25r7qNjVioZb+MPCwtya9DmdTrd+vkh3ouNBpImOB+/RWduyPY8fKu8R6Xw6HkRa0jHhHTpzOx4p9zm25g4iIiIiIiIiIiJdkO7sambx4sUsXrwYp9MJ1N+C1/D/7lBaWuq2zxbpbnQ8iDTR8eA93L0t2/P5yntEPEfHg0hLOia8Q2dsx7Yuw2KMMW6OpdspLS0lPDyckpIS9a4Q6SQ6HkSa6HjwHp3Rs6u9OYvyHpHOp+NBpCUdE96hs3p2tSVv0WOMIiIiIiIiIiLiNVTsEhERERERERERr6Fil4iIiIiIiIiIeA0Vu0RERERERERExGuo2CUiIiIiIiIiIl5DxS7pcJmZmWRnZ5OSkkJBQYGnwxEREZEuwGUMFTV1uFwaCFxERETcy8fTAYh3cTgc5OTkkJqaisPhIDU1lfT0dE+HJSIiIh6ycUcpf/24gLfW76DGafCzWblw0gB+c3IUxw889JDhIiIiIsdKd3ZJm6SlpWGxWEhJSWnxekpKChEREY2v2+12UlNTAcjKyiIpKanTYxUREZGu4V/rt3PBUx/y5rr6QhdAjdPFm+t2cMFTH/Kv9ds7fJlxcXEH5SsHys3NxWKxkJGRcdB7CQkJREREMGXKFKZMmUJ0dHSb8xmHw9E4f0REBHFxcS3uck9KSsJisbR657vD4cBisZCQkNCmZYmIiMihqdglbZKYmEhycvJBSWFqamrjn+ays7Ox2+3Y7fZOjFJERES6io07Svnd6+txGXAe8Oii02VwGfjd6+vZuKO002N7/fXXiY2NZdmyZa2+n5iYyNq1a1m7di35+fnY7Xaio6OP+LlTpkwhLi6O4uJiiouLSUpKwuFwtJgmKiqKzMzMg+bNyMggKirqmNZHREREWtJjjM0sXryYxYsX43Q6ASguLm78f3coLe385O5Y/etf/+KGG25g6dKl/O1vf+Oiiy4CYPPmzYwePZri4uIW00+ZMgUfHx9+85vf8Oabb3oiZOlmutPxIOJuOh66v7y8PL766ivOOeccty6nPfuKu/Oe/1v9HZYjTGOxwLPvbuLB80Z12HJra2upqqo6KDdpLj09nXfffZeYmBg2b95MeHh443s1NTUHzT9v3jz+97//cdttt/HAAw+0+pmbN29m3759JCQkNM47a9YsgP9n787joir3P4B/ZljdYMB91wHU3Fk0syzNQVq1dEBLyxYd3CozBXHfYZC0NMxBS/N3b8WSZZsho3XLUlNGLZduyoCZuzLDqCgCc35/cBklUMFZDjN83q9Xrytzzpzz8R4eePzOs1i+LioqwlNPPYX3338f48ePr/D+jz/+GE899RTy8vLumJ1cA3/OE1XENuHcioqKsGHDBjz++ON2v1d1v1dY7LrF5MmTMXnyZJhMJvj6+sLPzw8+PtVbS6Jbt25Vvr5lyxYEBgbi+PHjlgJRudLSUri5ueHw4cMAgMzMTEybNq3SNQICAvDll18CKOuYrlmzxvIeR7lx4wY6dOiAiRMnYvXq1XjppZcAAOnp6VCpVJbzUlJSYDQaERMTg3bt2uHkyZPw8/NzaFZyXvxeIbqJ7cE5nTlzBvPmzcOHH34Ib29vDBkyxK7P0s3N7Z7fa02/5+nVO3HhctFtjwuCgHN3OF6u1Ax8+fsF7MkzQSK5c2msaSMvfPXaQ3e9poeHB7y9vW/7/7tWq0WfPn0QHByMkJAQpKWlISYmxnLc09OzyvfPmTMHkZGRePfdd6u8rkQiQUFBAbZv3w6lUlnlOV5eXmjdujUCAwORm5uLkJAQAIBer4ebmxu6deuG06dPs/3XEXzORBWxTTgfQRCQlpaGuLg45Obm4tKlS0hKSrLrPavb9+E0xjpCp9MhNjYWkZGRFdad0Ov1SExMrHLNiqqoVCrodLrb7rIYFRUFuVwOrVYLjUZz2+kBRERErubzzz9HYGAg1q9fj4cffhj/+c9/XHY6/4XLRThrun7b/6pT6LrVubtc76zp+h2LazWh0WgsfaHo6Ohqb6QTFhYGo9FYaVpiOZlMhvT0dMuaXdHR0dDpdFWeGxkZWeG+t2YiIiJyBsXFxXjooYcwatQoXLp0CQkJCVUO3hELR3bZyN1GWgUGBlY6x2AwVKheR0RE3PU65Z/C1tS+ffss62plZGQgNDQU6enp0Gg0ldbbqoq/vz+Aso6cUqm87fvKjwOAQqGocU4iIiJnUlJSAgBwd3dHSEgIOnfujEWLFuHJJ5+ERCJx2eloTRt53fF4dUd2lWveyKtaI7tsQavVWj6Mi4qKQnR0NPR6vU3Wy1IqlTAYDNBqtUhNTUVoaCiysrIq9YlUKhX8/PwsBa+UlBTk5uYiLS3N6gxERET2dP36dXh7e8PDwwO9e/dGWFgY5s6diyZNmtSqfg+LXXWAXq+v0MlSKpXIyspCeHg4cnJy7vp+rVZb4f3R0dGWEWJcSJWIiOoiQRDw9ddfIzY2FpMmTcKUKVPQvn17ZGdn37Vo4wqqM51wevoBfL7/dKXF6W/lJpVgeHBrLI/sZct4t5WRkQGj0YjQ0NAKr1fnw7/yUe0ymQyRkZGWr+VyeYWR7OUf/CmVSiQmJkKtVlf5AaBCoYBWq7X82VVHARIRkWs4f/48FixYgG3btuHQoUPw9vbGe++9V2v7PZzGWEf8c8h9eSftdsPrb6XX6yt0wBQKBfz9/REdHc3RW0REVOfs27cPgwYNwtChQ3HixAncuHHDcqy2dvjE8MqDcgjC7QtdQFnR8OUHOzooUVlRKysry7LTYnZ2NtLT06u1nEN8fLxlndL09PQK77+dkJAQ5OfnV3msfApleno6Ro4ceW9/ISIiIjsrLCzE0qVLERAQgPfffx/NmjXD+fPnAdTufg+LXXWAXC7Hvn37KrxW3kmLjIy87doTdxIdHX3bzhsREZErOn/+PJ5//nn06dMHP/30E8aNG4djx47VqvUpapOurXywcmRvSCVlI7hu5SaVQCoBVo7sja6tqrcovrWMRiP27dtX6YM6pVIJo9FoGWVVlcTEROh0ujuO/tJqtZYpkeX3i42NvW0hS6FQQKfTQavV3nZBeyIiIjF98skn6NSpE+bMmYMWLVogIyMDP//8M9q1ayd2tLviNMY6IiwszPKppdFotKwRkZ6ejvHjx0Mul1fqwOn1eqjVami1Wvj7+1foiKlUKly6dMlxfwEiIiKReXt7IysrC0888QTUajW6d+8udqRab1jv1ghq1ggbfs7FlgOncKNUgKe7FMN6tcLLD3a0W6Hrn5vvyOVyjBw5ElFRUVWeX74eaXkhLCUlxVL8MhqNUCgUyM7OvuNUw/LiVXh4uGUNsOjo6Ao7Pf5TbGzsPX3oSERE5Ag5OTm4fv06Vq1ahejoaHh6eoodqdokwt3Gl9dB5VtwFxQUVHsL7nvxzwXqieoytgeim9geaoeioiIkJyejsLAQc+bMAQCcPXsWLVq0qPY17P0sbdFncVS/51J+Puo19EE9D7daPe2ByBH4c56oIraJ2uHAgQNYuHAhNBoNmjVrhsLCQhQXF8PX17da73fEc6xuv4XTGImIiIhuIQgCPv30U9x333146623sGnTJsu6XDUpdFFFUokE9T3dWegiIiKqZU6ePImxY8ciJCQEW7ZsQWZmJgCgfv361S501TYsdhERERH9z48//oj7778fzz33HPLz86FWq/Hbb7851bB9IiIiouooKCjArFmz0KlTJ2zatAmDBw+GTqfDCy+8IHY0q3HNLiIiIiIAZrMZEyZMwLFjx/DGG29gzpw5aNKkidixiIiIiOziq6++Qnx8PLp3747ly5cjIiLCZUZgs9hFREREdda5c+fw1VdfYdy4cZBKpdi4cSP8/f0RGBgodjQiIiIimxIEAZs3b0a3bt3QpUsXPP/88/Dy8sLw4cPh5uYmdjyb4jRGIiIiqnOuXr2KxYsXIzAwEOPHj8dvv/0GAOjbty8LXURERORydu3ahYceeghKpRLz588HAEilUkRGRrpcoQtgsYuIiIjqkNLSUnzwwQfo1KkT5s2bh5YtW2Lz5s3o0aOH2NGIiIiIbO748eOIjIxE//79sWfPHkycOBGrVq0SO5bdcRrjLZKTk5GcnIzS0lIAZdtmlv/ZHkwmk92uTeRs2B6IbmJ7sJ9p06Zh48aNaNy4MRITEzF27Fh4eHjAaDTa5X72fpbWXJ/9HiLxsD0QVcQ2YR8nTpxA3759UVxcjCeeeALz5s1Dp06dAJT93rc1RzzH6t5DIgiCYOcsTsdkMsHX1xcFBQXw8fGx230MBgP8/Pzsdn0iZ8L2QHQT24NtHT16FF26dIFEIsH+/fuRkZGB2NhYu/6OL2fvZ2mLPovd+j3Gk0DhpZv3uXwZPo0aVT6vfmNA1tZ29yVyAvw5T1QR24TtXL9+HadPn4ZcLgcAxMXF4YknnsCAAQPsfm9HPMfq9ls4jZGIiIhc0smTJzF27Fh069YNmzdvBgAEBwdj6dKlDil01WnGk8B7oUDKI5b/fD55qsLXlv/eCy0730bCw8MRGxt7x3N0Oh0kEglSUlIqHYuMjISfnx9CQ0MRGhqKgIAAREdH3/W+kZGRle6r1+shkUig1WorvK7VahEZGVntvERERHdjNpvxf//3f+jcuTNGjBgBs9kMAIiPj3dIoau2YbGLiIiIXEpBQQHi4uLQqVMnbNq0CeHh4ZYh++QghZeAkqLqnVtSVGEEmCOkpqZCoVAgPT29yuMqlQrZ2dnIzs5GTk4OZDIZAgIC7njN8PDwKotacrkcWVlZFV5PT09HeHi4dX8JIiKi/9m+fTvCwsLw4osv4vLly3jxxRctxa66isUuIiIichnbt29HYGAgEhISEBQUhO+++w6ZmZlcgJ4qSElJgUajgVarrdZ6bWq1GnK5/I4jsKKioqDT6SpcLysrC2q1GhkZGRXO1Wq1UCgU9xqfiIgIQNlormHDhkGhUODw4cOYPn06cnJy8Oabb8LdvW4v0c5iFxERETk1QRAsC6t36dIFfn5++PDDD7F//35ERESInI5qG61Wi7CwMMjlcoSEhFQ5lbEqsbGxdzxXJpNBLpdXGN2l0+mgVCqRn59vKYLp9XoAsKylQkREVFMlJSUAAKlUivbt2+P555/Hf//7Xyxfvpxrn/1P3S71ERERkVPbtWsXpk+fjhEjRmDatGlo3bo1/vjjD0il/DzPrjSPAFfO3/546Y2aXe9fIwA3zzuf07AZEP2fml23ChqNxrIGV3R0NNRqNWJiYu76vrCwMBiNRhiNRshksirPUSqVyMrKglKphE6nQ0hIiOW9Wq0WSqWSo7qIiOieXblyBcuXL8enn36K/fv3o379+njnnXfY76kC/x8hIiIip3P8+HEolUr0798fe/bswcWLFy3H2OFzgCvngcunb/9f4cW7X+NWhRfvfL3Lp+9cXKuB8qITUDb1UK/XW0ZbWSs8PBxpaWkAytYFGzlyJICyxetTU1MBlK3XVb44PRERUXWUlJRAo9EgMDAQixYtglQqxcmTZZu7sN9TNY7sIiIiIqdRUFCAefPmYc2aNSgpKcEzzzyDhIQEdO7cWexodUvDZnc+XnqjZgWv+k2qN7LLShkZGTAajQgNDa3wukajgVqtvuN7ywtiMpkMkZGRFaYjli90r1AoYDQaodfrodVqERcXZ3m9fL2vffv2cWQXERFV23fffYdp06bh6NGjaN68OdauXYtXX321zq/JdTf8f4eIiIichpubG9LS0hAaGorly5fXya20a4W7TSc8fQBIeaT61xvzGdCqtzWJqkWj0SArK6tCsSkjIwPjx4+/a7ErPj4eKpUKAG67iyNQVtgqX7erfLqjXC6Hv78/MjIyEBYWZuXfgoiI6pLffvsNJ06cwPz58zF9+nQ0bNhQ7EhOgePdiIiIqNYym83YtGkTli1bBgBo2LAhdu3ahV27drHQRTViNBqrHFWlVCphNBorLCz/T4mJidDpdHctiAFlUxbVanWl+ygUCsTHxyM8PPze/gJERFQn5OXl4aWXXsKZM2cAAK+//jqOHz+OBQsWsNBVAyx2ERERUa2k1WoRGhqKsWPHYtWqVSgsLAQAdOjQARKJROR0VJslJibCz8/P8l9oaChSUlIQFRVV5flKpRIajcbydUpKCkJDQxEaGoqAgADk5OQgOzv7tgvT30qhUECv11vW6yoXGRlp2Z2xOnmJiKhuMRgMmD59Ojp37oyPPvoIGRkZAABvb2+0bNlS5HTOh9MYiYiIqFb5/fffERMTg++++w6enp6YPn06Zs2ahfr164sdjaqrfmPA3QsoKbr7ue5eZefbSFZWVo3fc+u0xDtNUawOuVwOQRAqva5QKKp8/V7yEhGR6ygqKkJycjKWLFkCg8GA4OBgJCUl4dFHHxU7mlNjsYuIiIhqDUEQMHbsWOzfvx/PP/88li5dig4dOogdi2pK1haYkg0UXrK8ZLp8GT6NGlU+t37jsvOJiIjqoG+++QZvvfUW2rVrh1WrVuH555/nDos2wGIXERERiery5cv48ssvMXr0aEgkEqxZswbu7u5cyNvZydpWKGKVGgyAn5+IgYiIiGqHH3/8EU2aNEHXrl3x7LPP4oMPPsBzzz2HevXqiR3NZbBcSERERKIoKSnB+++/j8DAQIwZMwa7d+8GAPTr14+FLiIiInI5f/zxB4YNG4ZHHnkEM2bMAABIJBK88sorLHTZGItdRERE5FCCIODLL79Ejx49MGnSJEgkEqSkpLDARURERC7p3LlzmDhxIrp3744vv/wSkZGRWLVqldixXBqnMRIREZFDzZ49G/Hx8ahfvz7mz5+P6dOncyttIiIicklnz55Fp06dcPnyZfTv3x9JSUl44IEHxI7l8ljsIiIiIrv766+/0KZNG0ilUowePRoXL17EwoULuZU2ERERuZzS0lKcOXMGbdq0QYsWLaBSqdC/f388++yzkEgkYserEziNkYiIiOwmPz8fb731FoKCgvDpp58CALp164aUlBQWuoiIiMilCIKArVu3onfv3njsscdQUlICAEhKSsLw4cNZ6HIgFruIiIjI5oqKivD2228jMDAQK1asQPfu3dGuXTuxYxERERHZxf79+xEeHo4nnngCx48fx7BhwyzFLnI8TmO8RXJyMpKTk1FaWgoAMBgMlj/bg8lkstu1iZwN2wPRTc7eHrKzs/Hqq69api4mJCRgxIgRkEqlMBgMYsdzKHs/S2uu7+h+z495P2LdjnV4o8cbCGvKzQiobnP2n/NEtubMbUIQBEydOhX/+te/AADPPfccZs2ahdatW+PatWu4du2ayAkdxxHPsbr3kAiCINg5i9MxmUzw9fVFQUEBfHx87HYfg8EAPz8/u12fyJmwPRDd5KztQRAESCQSnDt3DmFhYXj99dfx2muvwdvbW+xoorH3s7RFn8UR/R5BEBD1ZRT+MP6Bbo274ZMnP7HbVI7w8HCEhIRArVbf9hydTofQ0FBoNBqoVKoKx4xGI8aPHw+tVgsACAsLg0ajgVwuBwBERkZCq9VavjYajVAoFNBoNBWuU93zqnK3DNHR0UhJSUFOTo7ltVvf6+fnB6VSifT09Lvei8ThrD/niezFGdtEeb8HAKZNm4ZDhw5h+fLl6NWrl8jJxOOI51jdfgunMRIREZFV/vjjDwwbNsxSXGjevDn0ej1mzJhRpwtddNMvp3/BH8Y/AACHLx3GL6d/ETVPamoqFApFlcWg0NBQhIeHw2AwwGAwIDo6GkajscI5KpUK2dnZyM7ORk5ODmQyGQICAipdq7rn3UsGuVyOjIyMSu9NSUmpVAAjIiLbuXHjBlavXo2ePXvi8uXLAAC1Wo1t27bV6UJXbcNiFxEREd2Tc+fOYeLEiejevTu+/PJL5OTkWI55eHiImIxqE0EQsHr/akj/1+2USqRYvX81xJxckJKSAo1GA61WW6GIpNfrkZ+fX2G0l1KpREhIyB2vp1arIZfLERsba/V51c2gVCqrHCWWmpoKpVJ5xxxERFRzgiDgs88+Q7du3fD666/DYDDg2LFjANjvqY24ZhcRERHVyLVr15CUlITExERcuXIFDz30EJKSknD//feLHY0cZOTXI3Hx2sVqnVtUWoSCogLL12bBjMOXDmNA6gB4uXlV+55N6jVB6lOpNc76T1qtFmFhYZDL5QgJCUFKSgpiYmIAAP7+/jAajcjIyKhxwSg2NhaRkZF3nD5ZnfOqm6Fx48aQy+XQ6XSWQpherwcABAQEWP5MRETW27NnD6ZNm4ZffvkFjRo1wtKlSzF16lTUr19f7Gh0GxzZRURERDWWkpKCVq1a4fPPP8ePP/7IQlcdc/HaRZwvPF+t/24tdN2qoKig2tc4X3i+2sW1u9FoNIiOjgZQtvbVraOjZDIZ0tPTERkZCT8/P0RHR0On01XrumFhYTAajZWmG9b0vJpkiIyMrJD/1r8bERHZzu7du7Fnzx5MmjQJx48fx6xZs1joquVY7CIiIqI7EgQBW7dutYxEqVevHrRaLQ4dOoRnnnnGbguNU+3VpF4TNKvf7K7/+Xr53vE6vl6+1bpOs/rN0KReE5tk12q1lhFTUVFR0Ov1FUZBKZVKGAwGrFu3Dvn5+QgNDbUsFO8o1c2gUqmQlpZm+TolJQVRUVGOjEpE5JIuXryIN998EydPngQATJw4EUeOHEFycjKaNWsmcjqqDk5jJCIiotvav38/ZsyYge3bt6NRo0ZQqVTw8/ND586dxY5GIqrOdEJBEPDcN8/h8o3LMAvmSselEinaNGxj150Z/ykjIwNGoxGhoaEVXtdoNBWmFcpkMiiVSiiVSiQmJkKtVkOhUNzx2uUFM5lMVu3zIiMjLV/L5fIKC+ZXN4NCobAUwhQKxV3vT0REt3ft2jW8++67iI+Ph8lkgkwmw/z58+Hp6YlOnTqJHY9qgCO7iIiIqJK//voLL774IkJDQ7Fjxw689NJLOHLkiNNtC07i+eX0Lzh86XCVhS7g5tpdjtyZUaPRICsry7JDYnZ2NtLT05GSknLb94SEhCA/P/+u146Pj6+wqHx1zktPT6+Q414ylE/FTE9Px8iRI+96fyIiqsxsNmPTpk3o3Lkz4uLi0KRJE6SmpmLevHliR6N7xGIXERERVTJ69Gj83//9H4YMGYIDBw5gw4YNaNOmjdixyEmU78AowZ1HbEkgcdjOjEajEfv27as0OkqpVMJoNEKr1UKr1SI6Otoy2spoNCI2NvauRaTExETodLq7Lk5fnfNqmkGhUECn01WYnklERDWTlZWFsWPH4urVq1i5ciWOHDmCqKgoLtXgxDiNkYiIiHDjxg188803ePbZZwEASUlJKCgowJAhQ0RORs6o2FyMs1fPQsCdi1gCBJy9ehbF5mJ4unna7P6JiYkVRmvJ5XKMHDnytutZKZVKy+gonU6H8PBw6PV6yOVyREdHW3ZrLJeSkmKZOmg0GqFQKJCdnV1pCmF1z7tVefHqbhluFRsbe9eF8YmIqKLff/8dbm5u6Nq1K4YMGYLVq1dj9OjRHMXuIiSCIz5KczImkwm+vr4oKCiAj4+P3e5jMBjYkIj+h+2B6CZHtgdBEPDZZ58hLi4Ox48fx44dOzBo0CCH3LsusPeztEWfxV79nrNXzyL/+s2pdyaTqcrr+3v7o0WDFja7L5EzYL+HqCJHtonTp09j3rx52LBhAwYOHIjt27c75L51gSOeY3X7LRzZRUREVEf98ssvmD59Onbt2oVGjRph6dKluP/++8WORS6iRYMWFYpYBin/cU9EROK5fPkyli9fjrfffhuFhYUYOHDgXaefk/NisYuIiKgOSkpKwowZM+Dm5obJkydj3rx53EqbiIiIXJLRaMR9992Hs2fP4r777sPy5cvxxBNPcE0uF8ZiFxERUR1x8eJF+Pn5wc3NDU8//TR2796NpUuXonPnzmJHIyIiIrIpQRBw4cIFNGvWDDKZDCNHjkTXrl3xyiuvwN2dpRBXx90YiYiIXNy1a9cQHx8PuVyOTZs2AQA6d+6MjIwMFrqIiIjI5ezduxcDBw7EgAEDUFxcDAB45513oFKpWOiqI1jsIiIiclFmsxkfffQROnXqhFmzZqFp06acqkhEREQuKzc3F8899xz69u2LnTt34pFHHsG1a9fEjkUiYEmTiIjIBR05cgSjR4/GgQMH4O/vj3feeQcTJ06Ep6en2NGIiIiIbG7OnDlYvnw5bty4gSeffBJqtRrdunUTOxaJhCO7iIiIXIggCACA5s2b48yZM4iJiUFOTg7eeOMNFrpIVFc+3ICj93XFhTVrxI5CREQuorzfAwClpaXo3r07duzYga+//pqFrjqOxS4iIiIXcOrUKbz66qtYunQpAKBx48bIzc2FWq2GTCYTNxzVeRfWrMGVdesAQcDFVatZ8CIiIquYzWZ88sknuP/++2E0GgEACxYswN69ezFo0CBxw1GtwGIXERGRE7t8+TLmzp2LoKAgfPjhh/j1118tn3LWq1dP5HREZYWui6tWV3jNngWv8PBwxMbG3vEcnU4HiUSClJSUSseMRiMiIyPh5+cHPz8/hIeHQ6/XW46XHwsNDUVoaCgCAgIQHR1d6TrVPa+q9/0zv16vh0QigVarrfC6VqtFZGRktf/eRESu4D//+Q/uv/9+PP/88/jzzz9x8OBBAICXlxekUpY4qIzV3wkHDhzA+vXrERcXh4kTJ2LkyJGYOHEi4uLisH79ehw4cMAGMYmIiOhWJSUleP/99xEYGIglS5agY8eO+Oabb7BlyxZIJBKx4xEBqLrQVU7MEV6pqalQKBRIT0+vdCw0NBTh4eEwGAwwGAyIjo62jBoop1KpkJ2djezsbOTk5EAmkyEgIKDStap73q3Cw8OrLGrJ5XJkZWVVeD09PR3h4eHV/FsTETm3o0ePYujQoRg4cCAOHjyIqVOnIicnB4888ojY0agWuqcF6g8cOIDY2FjLL+Jb58n+U3mHOzw8HGq1Gr169bqXWxIREdEtSktLsXz5ckilUqSkpODll1/mVtpUq9yp0FWu/HjTSZMcEckiJSUF2dnZCAgIgNFotEz11ev1yM/Ph0qlspyrVCrvej21Wg2dTofY2Fio1WqrzouKirIU2MpzZWVlQa1WV3qfVqvlaC4iqjN++OEHfPXVV4iKisKyZcvu+uEB1W01GtmVl5eHPn36IDQ0FDk5ORg/fjzWrl1r+bTKYDDAbDbDbDbDYDAgOzsbaWlpGDduHI4fP47g4GD07dvXMsyQiIiIqu/XX3/FihUrAJQN1d+yZQuOHTuG8ePHs9BFtUp1Cl3lHD3CS6vVIiwsDHK5HCEhIRWmMvr7+8NoNCIjI6PG142Nja1yWmRNz5PJZJDL5RVGd+l0OiiVSuTn51tGmZVPrZTL5TXOSkTkDK5evYrFixcjNzcXADBu3Djs3bsXqampLHTRXVW7Z7xjxw4oFAooFArs27cPwcHBdzzf19cXwcHBCA4OxogRIwDA8klWSEgIMjIy8Oyzz1qXnoiIqA7Q6/WYNWsWUlNT4eHhgeeeew4tW7ZEjx49xI5GdVTuCCVKLl6s8pj5yhWYr16t0fUurlqN/A8+hLRhw9ue496kCTp+VvMi1D9pNBrL2lnR0dFQq9WIiYkBUFZoSk9PR2RkJGQymWWUVUhIyF2vGxYWBqPRWGFE1r2ep1QqkZWVBaVSCZ1OZ7l/WFgYtFotlEoltFotFApFzf7yREROoLS0FBs3bsTcuXNx5swZGAwGrFixAh4eHggLCxM7HjmJao3s2r59u+WX7rZt2+5a6LqdkJAQZGVlITMzEzNmzMDmzZvv6TpERER1QX5+PqZNm4YuXbogNTUVTz/9NA4ePIiWLVuKHY3quJKLF1Fy7lyV/9W00FXOfPXqba9Zcu7cbYtrNVVeLALKpgzq9foKC9ArlUoYDAasW7cO+fn5CA0NrbSGlr2Fh4cjLS0NQNn6YiNHjgRQtnh9amoqAFiKckRErkIQBGzduhW9e/fGuHHjUFJSguTk5DtODye6nWqP7MrNzYWvr69NbqpQKJCdnY19+/bZ5HpERESuaMyYMdi6dStCQ0ORlJSEgQMHih2JCEDZKKvbuZeRXQAgbdDgriO7rJWRkQGj0YjQ0NAKr2s0mgr/mJLJZFAqlVAqlUhMTIRarb7rKKrygtmdRnX987zIyMgK0xHLF8xXKBQwGo3Q6/XQarWIi4uzvF6+Rte+ffs4souIXMru3bvxxBNPwNvbG7Nnz0ZMTAx8fHzEjkVOqlrFrsGDB9v8xr6+vna5LhERkbMym83Yvn275R/iCxYswJgxYzBq1ChupU21yt2mE9ZkzS4AaPL6aw5ZpF6j0SArK6tCkSgjIwPjx4+/7ciBkJAQy2iqO4mPj6+wsH11zqtqN8hyCoXCMqKsvIAml8vh7++PjIwMTuUhIpfw119/4erVq2jRogX69esHtVqN559/Hm3atBE7Gjk5q3vOeXl5OHDgQIXXDhw4gIkTJyIiIgKff/65tbcgIiJyeT/88APuv/9+DBkyBNu3bwcA9O3bF88//zwLXeR0mk6ahCavv1atcx1V6DIajVWOhlIqlTAajdBqtdBqtYiOjraMtjIajYiNjbVMI7ydxMRE6HS6u061qe55QNmUxapGlCkUCsTHxyM8PPyu1yAiqq0KCgowc+ZMdOrUCePGjYMgCJBIJIiJiWGhi2zC6t5zQkJChfUCcnNzERISAo1Gg71790KpVIpS8MrIyIBOp0NKSkq1dsYhIiISw9GjR/H0009j0KBBOHjwIN58881qLYZNVNtVp+Blr0JXYmIi/Pz8LP+FhoYiJSUFUVFRVZ6vVCqh0WigUCgQEBCA8PBwSCQShIaGYuTIkZYF7MulpKQgNDQUoaGhCAgIQE5ODrKzsytNYazueVVRKBTQ6/WVCm2RkZGW3Rmr8/cmIqpNbty4gVWrViEgIABqtRqdO3fG/PnzIZFIxI5GLkYiCIJgzQX8/f0xa9YsTJ8+HUDZQp+fffYZcnJy0KFDB0RGRiIvLw979+61SeDqMBqNGDx4MLKzs2E0GuHn54ea/DVNJhN8fX1RUFBg1znCBoMBfn5+drs+kTNhe6C66MMPP4RKpUJpaSlGjhyJZcuWQS6Xsz24EHs/S1v0Wezd77ndlEZHjegiqo34c57qomvXrqF37974888/0bp1ayxZsgQvvPAC3Nzc2CZchCOeY3X7LVaP7DIajZDL5ZavtVotQkJC0KFDBwDAkCFDoNPprL1NjchkMmRnZwMoWwSUi3cSEVFtcfXqVZSUlAAABg4ciIEDB2L37t349NNPK/w+JXIVVY3wYqGLiKjuKCgoAADUq1cPjz32GJYuXYo///wTL730Etzc3EROR66q2rsx3o5MJoPBYABQNoXRaDRWKC4ZjcZqDdWuitFoRFpaGtLT05GVlVXpeGJiouXaRqOxyiHmWVlZd1z8k4iIyBFKSkqwYcMGzJs3DwsWLEB0dDTkcrllAWoiV9Z00iRcv3YdV9avR5PXprDQRURUBxw7dgwzZ87EgQMHcOTIEXh5eeHdd98VOxbVEVaP7Bo8eDASEhKwefNmTJgwARKJpMLaAnv37r2nT6p1Oh3S0tJgNBqRn59f6XhiYiIAQKVSQaVSISQkBNHR0RXOUalUiI6OtmzRTERE5GiCIODbb79F7969LVMW69evL3YsIodr+MrLuO/oERa6iIhc3IULF/Daa6+ha9eu2Lx5M3r16gWTySR2LKpjrC52rV+/HmazGUqlEllZWYiJiUHv3r0BlA1XzMjIuOsONlUJCQmBSqW6baHsn9s7KxSKCgvRG41Gy+tpaWn85JyIiBwuLy8PCoUCTz75JPR6PWbPno3jx4/jhRdeEDsaERERkc298847CAwMxHvvvYfQ0FD89NNP2Lx5M5o2bSp2NKpjrJ7G6Ovri5ycHOTm5sLf3x++vr4VjmdlZWHw4MHW3qYCvV5/2+mRWq0Wer0eOTk5lm2d/f394e/vf9vrFRUVoaioyPI1q85ERGQLMpkMv//+O15++WUsWrSIW2lTrcB+DxER2YvBYECTJk2wfv16KJVK7rJIorG62FWuY8eOlV7z9fW1eaELKCt2VUUmk8FoNCIqKgparRZarRZZWVmIjo6+4zbu8fHxWLhwYaXXDQYDSktLbZb7n9i5JLqJ7YFcQUFBAVasWIEGDRpY1pHcu3evZaeY8jUu74btwXXY+1ney/XZ7yESH9sDuYrvv/8eK1euxMaNG+Hv74/o6GhMmjQJnp6eltlW1cE24Roc8Ryrew+bFbt27Nhxx2/m4cOH2+pWt+Xv74/8/HzIZDIolUoAqNZOjHFxcZg2bZrla5PJhLZt28LPz88uW3DfiturEt3E9kDO6saNG1izZg0WL16M/Px8PPDAA1i6dCmkUuk9f1+zPbgOez7Le9nFiv0e28rIyIBMJrN8wMpdVam6XLE9UN3x22+/ISYmBpmZmfDy8sLRo0fx1FNPWfV9zTbhGuz9HKvb97G62LV//36EhYUBKFuEtyoSicSunxSWq2oh++rw8vKCl5eXjdMQEZGrEwQBGRkZmDlzJvR6Pdq0aYMVK1ZgzJgxkEqtXhaTyC7Y77Edo9GIvXv3Qq1Ww2g0Qq1WQ6PRiB2LiMhuTp06hblz52Ljxo0QBAFjxozBkiVL0L59e7GjEVVgdbFr/PjxEAQBarX6jlMFbel2n5gZjUZ+mkZERA5TUlKC2bNn48KFC1i2bBmmTp2KevXqiR2LiKyUmJiI2NhYxMTEWNaABYDY2FikpKRApVJBrVZDJpNZjpeP7CIicmWZmZnYsGEDBg0ahOXLlyM0NFTsSERVsrrYpdPpEBsbixkzZtgiT7XI5XLIZDLo9fpKxa3qTFskIiK6V8eOHcN3332H1157DR4eHkhNTUWbNm24yxCRC1GpVLh06RJSUlIqFLvUajUCAgIq7AgOlG2QJJPJqtw8iYjImRUXF2P9+vVQKBQICgrC2LFj0a5dOwwePJiLz1OtZvUcC7lcjoCAAFtkqdLtpibGxcVBq9Vavs7IyKjU8SAiIrKVCxcu4LXXXkPXrl3xxhtvICcnBwAQHBzMQheRi9FqtYiLi4O/vz8yMjIsr+v1esvyHbdSKBQYOXIkR3YRkcsQBAFbtmxBjx49MGnSJCQkJAAoWy9JoVCw0EW1ntUju2JiYpCeno5x48bZIo+FXq9HRkYGUlNTLaPH+vTpY1l4PiYmBomJiZYOyN69e61eIyE5ORnJycmW9cW4KxGR47A9UG1VWFiItWvX4p133sGVK1fQp08fLFy4EP7+/tXeXbGm2B5cR23cjbEc+z23d/LkSQiCgBdffBFLliyx7C6+ZcsWvPTSS5a2v3HjRphMJrz++uuQSCQ4fvy43X4ukGtxpvZAdc++ffswf/587Nq1Cw0aNEBsbCwmT55s159vbBOuoTbtxigRbreqfA1ERUVh//79iIyMhFwuh7+/f6VzHLEbo62YTCb4+vqioKDArrsSGQwG7jhB9D9sD1RbjRo1CqmpqQgICEBCQgJGjBhh908z2R5ch72fpS36LPd6jW7dulX5+pYtWxAYGIjjx49j2LBhltdLS0stOygdPnwYQNnaL7fuDFkuICAAX375JYCyotzkyZOrnQsoW2YjNTUVer0e/v7+lg9Eyz9Mlclkd5wRUL4ul9FohJ+fH3JyciCXyy2vlzMajZYpjFlZWRg5cqTD1rAl58af81Rb/f777+jZsyekUinGjx+PBQsWoEWLFna/L9uEa3DEc6xuv8XqkV3bt2+3jK4qH9r4T47ajZGIiMgWdu/ejfvvvx8SiQQzZsxA//79MWHCBHh6eoodjYiqYd++fZa1tjIyMhAaGor09HRoNJoKa3DdTvkHtzKZDEql8rbvKz8OcN1YInJe+fn5uHDhAjp37owePXpg4cKFUCqV6Nq1q9jRiO6Z1SO7hgwZAq1We9fdGMuHfzsDjuwicjy2B6oNfvvtN8TExCAzMxNffPFFhVEpjsT24DpceWRXTTnq+1qv1wOouHt3dHQ0tFqtZa29O9FqtQgLC7MsNq/VahEZGYns7Gzo9XoWtcgm+HOeaoPr16/jvffew9KlSxEUFITdu3dDKrV6We97wjbhGlxqZJdWq3X4boxERES2dOrUKcydOxcbN26EIAh44YUXEBwcLHYsIrpHRqOxwteRkZFISUmBTqe76zTDfxa0FAoF/P39ER0djaysLHvEJSJyKLPZjE8//RSzZs3CiRMn0L59e0ydOlXsWEQ2Vet3YyQiIrKnzZs3IygoCBs2bMCjjz4KnU6HTZs2oV27dmJHI6J7IJfLsW/fvgqvpaenIzs7G5GRkZUKYdURHR192x3CiYicSXFxMR588EGMHj0aBQUFWL58Of744w88//zzoo3qIrIHq0d2qVQqu+zGKAbuSkQkHrYHcqTi4mIAgIeHB4KCgtClSxfMnDnTspW22LupsT24Du7GeJMjv687deqElStXWu5bvq7sBx98gLFjx6JDhw5YsGBBhffk5eXh3XffxX/+8x94enpWmMYcFRWFU6dOif6zgVwHf86To127dg316tUDAPTs2RMhISF466234Ofnh2vXruHatWui5mObcA0utRvj/v37MX78eBQUFECpVCIgIIC7MVYT5yUT3cT2QI4gCAK2bNmC2NhYTJkyBa+99prldXvvsFgTbA+ug2t23cTva6Kb2B7IUc6ePYv58+cjKysLR44cgbe3d63r9wBsE67CpdbsioyMtCwEervdbbgbIxERiW3Pnj2YPn06du7ciQYNGsBsNluO1bYOHxEREZE1rl69irfffhuJiYm4evUqBgwYgAsXLqBt27bs91CdYHWxS6PR2CIHERGRXZw7dw6vv/460tLS4ObmhgkTJmD+/Plo0aKF2NGIiIiIbO5f//oXYmJicObMGXTu3BlqtRpDhw5lkYvqFKuLXYMHD7ZFDiIiIruoV68efvjhBwwdOhQJCQm47777xI5EREREZDd//fUXSktLsWbNGowbNw4eHh5iRyJyOG63QERELuX69etYvnw5Fi1aBADw8fHB77//ji1btrDQRURERC5Hp9Nh6NChOH/+PADgzTffxPHjxzFx4kQWuqjOqlaxa926ddi8ebNNb7x582asX7/eptckIqK6y2w249///je6dOmCmJgY/Pvf/8aNGzcAAM2aNRM5HREREZFtnThxAmPGjEFoaCi+/vprbNu2DUDZqPZGjRqJnI5IXNWaxqhQKBAeHo60tDSsW7fOqoZjMpkQExOD7du3Iysr656vYw+uvAU3UW3H9kDW+OmnnzB//nwcOHAAvr6+WLhwIcaPH4+rV6/i6tWrYserMbYH12HvZ2nN9dnvIRIP2wNZo6CgACtWrEBKSgqKiorw6KOPYuHChejWrRsMBoPY8e4J24RrcMRzrO49JIIgCNU50Wg0IjIyEjt27EB0dDSio6PRq1evagc6cOAANBoNUlJSEBISAq1WC19f32q/35G4BTeR47E90L0ym83o0aMHjh8/jilTpmD27Nnw9/cXO5ZV2B5ch72fpS36LOz3EDke2wNZ4+OPP8bo0aPRq1cvLF++HOHh4WJHshrbhGtwxHOsbr+l2gvUy2QyZGVlISUlBYmJiZZdGBUKBeRyOQICAiCTyQCUFcYuXboEo9GIffv2QafTAQA6duyItWvXYvz48Vb81YiIqK47c+YMvvrqK6hUKkilUnz00Ufw9/eHXC4XOxoRERGRTQmCgPT0dPTo0QP33XcfRo0aBW9vbwwbNgxubm5ixyOqlWq8G6NKpYJKpUJGRgaysrLuOh1RLpdj/PjxCA8Px4gRI6wKS0REdduVK1eQlJSEpKQkXL16Ff369UPPnj0RFhYmdjQiIiIim9u5cyemT5+OPXv2ICoqCqmpqZBKpRg+fLjY0YhqtRoXu8oplUoolUrL17m5uTAajcjPz4e/vz9kMhk6duxok5BERFS3lZSU4MMPP8T8+fNx9uxZdO7cGYmJiejRo4fY0YiIiIhs7s8//8TMmTPx+eefw93dHVOmTMG8efPEjkXkNO652PVPLGwREZG9TJ48GSkpKWjWrBnWrFmDcePGcSttIiIickm5ubno1q0bSkpKMHz4cMTHx6NTp05ixyJyKjYrdhEREdnS4cOH0bVrV0gkEkyaNAnNmjVDTEwMt9ImIiIil3Pt2jWcPn0aAQEB6NixI2JjY/H444/jwQcfFDsakVOSih2AiIjoVnl5eRgzZgy6d++OjIwMAECvXr2wePFiFrqIiIjIpZSWlmLjxo3o1KkTRowYgdLSUgDAkiVLWOgisgJHdt0iOTkZycnJlh8wBoPB8md7MJlMdrs2kbNhe6CCggKsWLECKSkpKCoqgkKhQOvWrWEwGMSO5nBsD67D3s/Smuuz30MkHrYHAoAdO3ZgwYIFOHToEPz9/TF58mTk5+fD3b3u/TOdbcI1OOI5VvceEkEQBDtncTomkwm+vr4oKCiAj4+P3e5jMBjg5+dnt+sTORO2h7pNq9Vi5MiRyM/PR+/evZGUlITBgweLHUs0bA+uw97P0hZ9FvZ7iByP7aFuM5vNGDZsGL7++mt4eXlh6tSpmDlzJmQymdjRRMM24Roc8Ryr22+peyVjIiKqFQRBQGlpKdzd3dGtWzc0a9YMK1euxJgxYyCVcpY9ERERuZbi4mJ4eHhAKpUiICAAL7zwApYsWYJ27dqJHY3I5fBfE0RE5HA7d+7EAw88gHfeeQcA0LJlSxw5cgQvvvgiC11ERETkUkwmE2bPno377rsPV69eBQCsXLkSmzZtYqGLyE74LwoiInKYP//8E88++ywGDBiA7OxsFBQUWI5JJBIRkxERERHZVnFxMdasWYPAwEAsW7YM9erVw6lTpwCw30Nkbyx2ERGR3RUUFGDKlCno1q0bvvjiC4wYMQJHjhzB4sWLxY5GREREZHPffvstunfvjsmTJ8Pd3R3r16/HgQMH0KlTJ7GjEdUJNluza8eOHTAajbc9Pnz4cFvdioiInIy7uzs2b96MPn36ICkpCf379xc7EhEREZHdHDlyBKdOncKiRYswbdo0NGjQQOxIRHWK1cWu/fv3Q6FQ3LbQJQgCJBKJXbeyJiKi2qW0tBSbNm3CqVOnMGfOHDRo0AC7d+9G27ZtOWyfiIiIXE5OTg4WLFgAtVqNVq1aYcqUKRgzZgxatGghdjSiOsnqYtf48eNhMBgQExODPn362CITERE5sczMTMTExOC3335Dy5YtMW3aNNSvX58LsBIREZHLuXTpEpYsWYLk5GQUFxfj/vvvx5QpU+Dt7c1CF5GIrC526XQ6xMbGIj4+3hZ5RJWcnIzk5GTLKDSDwWDXEWkmk8lu1yZyNmwPzu/QoUOYN28efvjhB3h7e2Pq1KmYOnUqioqKUFRUJHY8p8L24Drs/SytuT77PUTiYXtwftevX0dKSgpWrFgBk8mE4OBgLFq0CA8++CAMBoPY8ZwO24RrcMRzrO49JIIgCNbcKCwsDBMmTMC4ceOsuUytYjKZ4Ovri4KCAvj4+NjtPgaDAX5+fna7PpEzYXtwboIgICwsDPv378cLL7yAxYsXcySXFdgeXIe9n6Ut+izs9xA5HtuD8/v8888xfPhwdOjQAcuWLcPIkSMhlXL/t3vFNuEaHPEcq9tvsbo1qlQqpKenW3sZIiJyMiaTCZs2bQJQtn32+++/D51Oh48++oiFLiIiInI533//PQ4fPgwAeOaZZ/DRRx/hjz/+wHPPPcdCF1EtY/U0xj59+iAlJQWdOnWCSqWCTCaDv79/pfO4GyMRkWsoLi5GSkoKFixYgIsXL6JTp07o168f+vbtK3Y0IiIiIps7cuQIYmJi8M033+CJJ57AN998A4lEghdffFHsaER0G1YXuyIjI6HX6wEAMTExVZ7D3RiJiJyfIAj44osvMHPmTPz5559o2bIl1q9fz81JiIiIyCWdOXMG8+fPxwcffACz2YxRo0Zh2bJlYsciomqwutil0WhskYOIiGq5WbNmISEhAQ0bNsSiRYswbdo0NGjQQOxYRERERDZ39uxZBAUF4erVqxgwYACSkpI4ip3IiVhd7Bo8eLAtchARUS2Ul5eHdu3aQSqV4oUXXoDRaMSCBQvQvHlzsaMRERER2VRJSQlOnTqF9u3bo0WLFpg8eTL69++PoUOHQiKRiB2PiGqAq+gREVElly5dwtSpU9GpUyd8/PHHAICuXbvi/fffZ6GLiIiIXIogCPj666/Rs2dPPPHEEygpKQEAqNVqDBs2jIUuIidks2LX5s2bERQUBDc3N7i5uSEoKAgffPCBrS5PREQOcP36dSQmJiIgIADvvvsuevfuDblcLnYsIiIiIrvIzs7Go48+iqeffhp5eXkYMWKEpdhFRM7LJsWukSNHQqlUwtfXF+PHj8eIESMgCALGjx+Pxx57zBa3ICIiO9uzZw86d+6M2NhY+Pn54ZNPPsHu3bvRv39/saMRERER2ZQgCHj11VcRFhaGH3/8Ea+++iqOHz+ORYsWwdvbW+x4RGQlq9fsWrduHdLT05Geno4RI0ZUOJaSkoIJEybggw8+wKuvvmrtrYiIyA7MZjOkUik6duwIiUSCt99+G5MnT4aXl5fY0YiIiIhsqrzfI5FI4Ofnh8ceewyJiYno0aOH2NGIyIasHtml0WgQHR1dqdAFACqVCiNGjMDatWutvQ0REdnY4cOH8dRTTyEhIQEA0KxZMxw/fhzTpk1joYuIiIhcyo0bN/DOO++ge/fuuHz5MgAgISEBW7duZaGLyAVZPbJLp9NhwoQJtz0+ZMiQOx6vTZKTk5GcnIzS0lIAgMFgsPzZHkwmk92uTeRs2B4c5+zZs4iPj8e///1vmM1mNG3aFAaDQexYdAu2B9dh72dpzfXZ7yESD9uD4wiCgC+++AKLFy9GXl4eWrduDZ1Oh549e4odjW7BNuEaHPEcq3sPq4tdISEh0Ov1tz2ek5PjNIsbT548GZMnT4bJZIKvry/8/Pzg4+Nj13v6+fnZ9fpEzoTtwb6uXbuGhIQEJCUlobCwEI888giSkpIQFhYmdjSqAtuD67Dns3Rzc7vn97LfQyQutgf7++WXXzBt2jTs2bMHPj4+SEhIwOuvv4569eqJHY2qwDbhGuz9HKvb97F6GmNUVBTUajVOnDhR6dj+/fuxfPlyKJVKa29DRERWkkgk2LhxI9q1a4cvv/wS33//PQtdRERE5LKys7ORnZ2N1157DTk5OYiNjWWhi6iOsHpkV0xMDFJTUyGXyxEdHY2QkBAAQFZWFjIyMiCXyxEfH291UCIiqhlBEPDNN9/g999/R1xcHLy9vaHVatGxY0e4u1v945+IiIioVjl//jyWLFmC6dOno127doiOjsbjjz+OwMBAsaMRkYPZ5F872dnZiI6OrrQQvVKpxLp162xxCyIiqoHs7GxMnz4dP/zwA3x8fDBhwgT4+fkhKChI7GhERERENlVYWIiVK1dCrVbj8uXLaNKkCebNmwdPT08WuojqKKunMZbTaDQwm83Izs5GVlYWDAYD0tLS4Ovra6tbEBHRXeTl5WH06NEICwvDjz/+iFdffRVHjx7lGghERETkckpLS7FhwwZ06tQJc+bMQfPmzZGRkYG5c+eKHY2IRGbzeSzBwcG2viQREVXTiy++iJ9++gmPP/44EhMT0b17d7EjEREREdnF9u3b8corr6Bx48ZYtWoVoqOj4enpKXYsIqoFalTsSkpKgkQiwVtvvWV5bfPmzdV67/Dhw2uWjIiI7qqoqAhfffWVZSOQpKQkXL58GYMHDxY5GREREZHtHTx4EO7u7ujWrRvCw8OxZs0aPP/885xRREQV1KjYFRMTAz8/vwrFLqVSCYlEAkEQbvs+iUSC0tLSe09JREQVCIKAtLQ0xMXFITc3F9u3b8ejjz6Kvn37ih2NiIiIyOb+/vtvzJkzB5s2bcLAgQOxY8cOSCQSTJw4UexoRFQL1ajYtXbtWkgkkgqvZWVl2TQQERHd2U8//YTp06fj119/hY+PDxISEvDAAw+IHYuIiIjI5kwmE9RqNVasWIHr169DoVAgMTFR7FhEVMvVqNilUqkqvcapMkREjrN8+XLExMTA3d0dr7/+OubOnYsmTZqIHYuIiIjI5oxGIzp37ozz58+je/fuWL58OSIiIioNwCAi+iebL1BPRES2df78eTRu3Bhubm545plnkJ2djSVLlnArbSIiInI5giDg3LlzaNGiBWQyGV544QV07doVY8eOhZubm9jxiMhJSK29QJ8+fXDgwIHbHg8MDMTbb79t7W2IiOqcwsJCLFmyBAEBAfjoo48AAEFBQfj0009Z6CIiIiKXs3v3bgwYMAAPP/wwiouLAZRtvvPKK6+w0EVENWJ1sSs7Oxv5+fm3Pa5SqfDpp59aexsiojqjtLQUH374IYKCgjB37ly0bNkSLVu2FDsWERERkV3k5OQgKioKDzzwAHbv3o3Bgwfj+vXrYsciIidmk2mMd5oznZ+fD71eb4vbEBG5vMOHD+O5557D77//jiZNmmD16tWIjo6Gh4eH2NGIiIiIbG7WrFlISkpCcXExhg4dCrVajS5duogdi4ic3D0Vu/r06VPha5VKBZlMVuk8o9GInJwcBAQE3FM4R0tOTkZycjJKS0sBAAaDwfJnezCZTHa7NpGzqevtQRAESCQSeHt748KFC3jzzTfxxhtvwMfHB1euXBE7HjlYXW8PrsTez9Ka67PfQySeut4eyvs9AHD9+nX06NEDixYtQv/+/QGU/TyiuqWutwlX4YjnWN17SARBEGp68fDwcMsPJ61WC7lcXmWxy9/fH3K5HLGxsejYsWNNbyMak8kEX19fFBQUwMfHx273MRgM8PPzs9v1iZxJXW0PJ0+exJw5cyCXyzF//nwAZZ0+b29vkZORmOpqe3BF9n6WtuizsN9D5Hh1tT2YzWZ8/PHHWLFiBXbs2AGZTIaioiJ4eHhAKrV6hR1yYnW1TbgaRzzH6vZb7mlkV1ZWluXPUqkUKSkpePTRR+/lUkREdVJBQQESEhLwzjvv4Pr16xg2bFiF0V1ERERErmTHjh2YMWMGdDod/Pz88Ntvv+Hhhx+Gl5eX2NGIyAVZXT5XqVSQy+W2yEJE5PKKi4vx3nvvITAwEAkJCQgKCsLWrVvx+eef33H9QyIiIiJndPjwYTz55JMYPHgwDh06hLfeegs5OTl4+OGHxY5GRC7M6gXq165da4scRER1giAIWLlyJTw9PfHBBx9g7Nix3EqbiIiIXNbOnTvx7bff4rnnnsPSpUudankbInJeNtmN0WQyISUlBTk5OVUeDwgIwPTp021xKyIip7Nr1y7s3LkTM2bMgKenJ7788kt06NABDRo0EDsaERERkU1duXIFSUlJePHFFyGXy/Hqq6+iT58+CAkJETsaEdUhVhe7cnNzERYWZtkxQyKR4NY17yUSCUJCQljsIqI65/jx44iLi0NGRgY8PT0xZswYtGzZEt26dRM7GhEREZFNlZSU4IMPPsD8+fNx7tw5mEwmrFixAu7u7ix0EZHDWb1mV2xsLPz8/KDT6WA2m+Hr62v587Zt2+Dr64t169bZIisRkVO4ePEi3njjDXTt2hUZGRkYNmwYDh48iJYtW4odjYiIiMimBEHAV199hZ49e2LChAkAypa6SUxMFDkZEdVlVo/s0mq1WL9+PXr37g0A8Pf3R35+PgBAoVBApVIhPj4eqamp1t6KiMgpvPjii9i6dSv69u2LpKQkDBgwQOxIRERERHaxe/duDB06FPXr18e8efMwffp0NGrUSOxYRFTHWT2y659CQkKg0+ksX/fp06fC10RErsZsNuO7776zTOFeuHAhPv30U+zevZuFLiIiInI5eXl5OHz4MACgX79+ePvtt3Hs2DEsXLiQhS4iqhWsLnbJ5XLs3bvX8nVYWBji4+MtX6empkKv11t7GyKiWmn79u0ICwvD448/jq1btwIoK/KPHDkSEolE5HREREREtmMwGDBjxgx07twZ48aNgyAIkEgkmDZtGlq1aiV2PCIiC6uLXSqVChkZGZavo6OjYTAY0KlTJ4wcORIZGRlQKBTW3oaIqFY5dOgQnnjiCSgUChw+fBjTp0/HAw88IHYsIiIiIpsrKirCypUrERAQgKSkJHTt2hVLlizhB3tEVGtZvWaXSqVCQECA5WtfX19s27YNkZGRSE9Ph0KhQFpamrW3ISKqNT744AOoVCqYzWY8//zzWLp0KTp06CB2LCIiIiKbKywsRK9evXD8+HG0bdsW7777LkaPHg2p1OYr4hAR2YzVxS4AGDx4cIWvFQoFDAaDLS5NRFQrXL58Gd7e3vDw8MCjjz4KhUKBpUuXIiwsTOxoRERERDZnMBjg5+eH+vXr46mnnkLLli3x+uuvw9vbW+xoRER3ZXU5vnHjxpg0aZItshAR1TolJSXQaDQICgrC+vXrAQAdO3ZEZmYmC11ERETkcv773//imWeeQWhoKIqKigAAK1euRExMDAtdROQ0rC52hYSEICsryxZZiIhqDUEQ8NVXX6Fnz56YMGECAMDHx0fkVERERET2ce7cOUyaNAndunXDli1bEBoaisuXL4sdi4jonlhd7FKr1cjJycGsWbNskYeISHS5ubkYNGgQhg4dihMnTmDevHk4duwYRo8eLXY0IiIiIptbsWIFAgMD8f777+P+++/HL7/8gvT0dDRp0kTsaERE98TqNbukUinUajVmzpwJrVaLqKgoyOXySucNHz7c2lsRETmEn58fjh49inHjxmHhwoXcSpuIiIhcmslkQosWLaBWq/Hss89yl0UicnpWF7uUSiVyc3MhCAL27duHffv2VTpHIpGgtLTU2lsREdlFfn4+li5dikaNGmHBggWQyWQ4duwYpy0SERGRyxEEAZmZmVi6dCk+//xzNGnSBDNnzsSsWbPg6ekpdjwiIpuwutiVnp6O/Px8W2QhInKooqIivPfee1i6dCkMBgP69++PefPmQSqVstBFRERELufAgQOYMWMGtFotvL29sWfPHjz55JNceJ6IXI7Vxa7g4GBb5CAichiz2YzU1FTMmjULeXl5aNeuHVatWoXnn38eUqnVSxkSERER1SonT57EnDlz8H//938AgLFjx2Lx4sVo27atyMmIiOzD6mKXK0lOTkZycrJlyqXBYLDr9EuTyWS3axM5G0e2h+LiYsybNw/5+flYsGABVCoVvL29UVBQ4LAMRHfC3w+uw97P0prrs99DJB5Ht4ctW7Zg06ZNeOSRR7Bo0SL06NEDQFm7J6oN+DvCNTjiOVb3HhJBEARb3CwlJQVr165FXl4eSkpKAAD79++HSqXC9u3bnWpKkMlkgq+vLwoKCuya22AwwM/Pz27XJ3Im9m4Pf/zxB7777jtMnToVQNkw/rZt26Jx48Z2uyfRveLvB9dh72dpiz4L+z1Ejmfv9nDjxg1oNBoMGTIEnTt3RmlpKX788UcMHDiQi89TrcTfEa7BEc+xuv0Wq+fr5ObmomPHjtBoNFAoFLi1dhYcHAxBEJCQkGDtbYiI7sm5c+cwceJEdO/eHdOmTUNOTg4AoHfv3ix0ERERkUsRBAGfffYZunXrhtdffx2JiYkAADc3NwwaNIiFLiKqM6wudsXGxkIul+PYsWOIiYmpdHzkyJFIT0+39jZERDVy9epVLF68GIGBgVi7di369euHX375BQEBAWJHIyIiIrK5Xbt24aGHHoJSqcTZs2exZMkSrF69WuxYRESisHrNLq1Wa/nEoKpPCuRyOfR6vbW3ISKqkVdffRWpqakICgqCWq3GM888w08ziYiIyCX9/vvv6N+/P9zc3DBx4kTMnz8fzZs3FzsWEZForC52+fv733FR57179yIkJMTa2xAR3ZEgCPj555/x4IMPQiKRICYmBgMGDIBKpYKHh4fY8YiIiIhs6uLFi7h48SK6dOmCHj16YMmSJRgxYgS6dOkidjQiItFZPY1x8ODBWLZsGU6cOFHpWG5uLhITE6FQKKy9DRHRbe3fvx/h4eEYMGAAvvjiCwBASEgIJk+ezEIXERERuZRr165BrVYjICAAY8aMgdlsBgDMnj2bhS4iov+xutil0Wggk8kgl8sxc+ZMAMDnn3+OiRMnIjAwECEhIYiPj7c6KBHRP/3111948cUXERoaih07duCll15Cnz59xI5FREREZHNmsxn/93//h86dO2PmzJlo0qQJYmJiuEwDEVEVrJ7GCAA6nQ4xMTFYt24dAGDEiBEAAJVKhbVr19riFkREFWRkZGDMmDEoKirCkCFDkJiYiF69eokdi4iIiMjmiouL8eCDD2Lv3r3w8/PDypUrMXHiRHh5eYkdjYioVrJJscvX1xcajQYajQb79+8HAAQHB9vi0kREFjdu3IBEIoGHhwf69euH3r17Y+HChYiIiBA7GhEREZHNFRYWon79+vDw8MCDDz6IRx55BLNmzYKfn5/Y0YiIajWrpzH+U3BwMAtdRGRTgiDgs88+Q7du3bBmzRoAQJs2bbB7924WuoiIiMjlnD59GuPGjUPXrl1x7do1AMDKlSuxfPlyFrqIiKrB6mJXnz59cODAgdseDwwMxNtvv23tbYiojvrll1/w0EMPQalU4ty5c5BKbV6jJyIiIqoVrly5gvnz5yMoKAgffPABOnbsiEuXLokdi4jI6Vj9r8bs7Gzk5+ff9rhKpcKnn35q7W2IqI45e/YslEolHnzwQezZsweTJk3C8ePH8dprr4kdjYiIiMjmNm3ahMDAQCxatAjt27fHV199hR07dqBNmzZiRyMicjo2WbPrTjuA5OfnQ6/X2+I2RFSHNGjQADt37sSzzz6L+Ph4dO7cWexIRERERHZz+vRpAGW73b/yyitwd7fJP9WIiOqke/oJ2qdPnwpfq1QqyGSySucZjUbk5OQgICDgnsIRUd1x7do1aDQaXLt2DQsXLkSjRo1w6NAhNGnSROxoRERERDa3d+9eLFiwAB9++CGaN2+OqVOnYsqUKWjYsKHY0YiInN49TWOUyWTw8/OzLI4oCEKV/3Xs2BEqlQrbtm2zaWgich1msxkfffQR+vTpg7i4OKSlpeHGjRsAwEIXERERuZzc3FyMHz8effv2xXfffQetVgsA8Pb2ZqGLiMhG7mlkV1ZWluXPUqkUKSkpePTRR20WiojqBq1WixkzZuDAgQPw8/PDypUrMXHiRHh6eoodjYiIiMimDAYDli5ditWrV+PGjRt44oknkJiYiG7duokdjYjI5Vg9EVylUkEul9siCxHVIWazGVOnTsXx48cxY8YMTJw4ER07dhQ7FhEREZFdbN26FW+//TaCg4Mxf/58DBs2TOxIREQuy+pi19q1a22Rg4jqgFOnTuHLL7/ExIkTIZVK8dFHH6Fx48bo0KEDDAaD2PGIiIiIbMZsNiM1NRW9evVC165dMWrUKDRo0ABPP/00CgoKxI5HROTSalTsSkpKgkQiwVtvvWV5bfPmzdV67/Dhw2uWjIhcxuXLl5GYmIi3334b165dw4MPPoiePXsiNDRU7GhERERENvfjjz9i+vTp2Lt3LyIjI5GWlgapVMrRXEREDlKjYldMTAz8/PwqFLuUSiUkEgkEQbjt+yQSCUpLS+89JRE5peLiYqxfvx4LFizA+fPn0bVrVyQmJqJHjx5iRyMiIiKyuT/++AOxsbH48ssv4eHhgTfeeANz584VOxYRUZ1To2LX2rVrIZFIKrx262L1RES3mjx5MtatW4cWLVogJSUFL7/8MtzdrZ49TURERFTr5Obmonv37igtLUVkZCTi4+MREBAgdiwiojqpRv/qVKlUlV4bPHiwzcIQkfM7ePAgevbsCYlEgilTpqB169Z46623uJU2ERERuZyrV6/i9OnTCAoKQseOHTF79mw8/vjj6Nevn9jRiIjqNKnYAYjINej1eowaNQq9e/dGWloaAKBnz56YP38+C11ERETkUkpLS/HBBx8gKCgII0aMsCzZsnDhQha6iIhqARa7iMgq+fn5mDZtGrp06YLU1FQ89dRT6Nmzp9ixiIiIiGxOEARs3boVvXv3xrhx41BcXIzo6Og7rl9MRESOx8VziOieZWVlISoqCkajESEhIUhKSsKgQYPEjkVERERkc2azGU899RS2bt0Kb29vzJo1C7GxsfDx8RE7GhER/QOLXURUI2azGaWlpfDw8ED37t3RqlUrvPfee3juuecglXKwKBEREbmWGzduwNPTE1KpFF26dEHz5s2xePFitGnTRuxoRER0G/yXKRFV23/+8x/069cPK1euBAC0bNkShw4dwujRo1noIiIiIpdSUFCAuLg4dOnSBVeuXAEAvP3229iwYQMLXUREtZzL/us0IyMDKSkpiI6OhlarFTsOkVM7evQohg4dioEDB+LAgQO4evWq5ZhEIhExGREREZFt3bhxA6tWrUJAQAASEhLQqFEjnD59GgD7PUREzsIlpzHqdDoAgEqlgtFoRMeOHWEwGEROReR8jEYjZs6cifXr16O0tBRRUVFYtmwZAgICxI5GREREZHNfffUVpk2bhuPHj6N169bYsGEDXnjhBbi5uYkdjYiIasAlR3bl5+cjKysLACCTyeDv728pgBFR9Xl6euLrr7/GAw88gN27dyM1NZWFLiIiInJZx44dw7lz57B06VL8+eefeOmll1joIiJyQlaP7GrcuDFGjhyJNWvW2CJPBUajEWlpaUhPT7cUr26VmJgImUxmOTcmJgYAoFAooFAoLOfl5+cjJCTE5vmIXE1paSk2bNiAU6dOYf78+ahfvz52796N1q1bc9g+ERERuZxjx45h/vz5WL58OVq3bo3JkydjzJgxaNasmdjRiIjIClaP7AoJCamyEGUtnU6HtLQ0GI1G5OfnVzqemJgIoGyqokqlQkhICKKjoyudFx0djXXr1tk8H5ErEQQB3377LXr16oXx48cjJSUFhYWFAIA2bdqw0EVEREQu5eLFi3j99dfRtWtXfPLJJ/jiiy8AAF5eXix0ERG5AKuLXWq1Gjk5OZg1a5Yt8liEhIRApVJBLpdXeTw+Ph4qlcrytUKhQEpKSoVzMjIyEB4eDqVSadNsRK5Ep9NBoVDgySefhF6vx+zZs3H06FHUr19f7GhERERENnXt2jUkJCQgICAAq1evRmhoKH788UdMnjxZ7GhERGRDVk9jlEqlUKvVmDlzJrRaLaKioqosUA0fPtzaW1no9XoYjUbLFMZbabVaKBQKaLVayGQyKBQK6HQ6yGSy2xbOiOoqQRAwfvx47N+/Hy+//DIWLVrErbSJiIjIZWVmZiIuLg5yuRzr1q1DZGQkR7ATEbkgq4tdSqUSubm5EAQB+/btw759+yqdI5FIUFpaau2tLPR6fZWvy2QyGI1G6PV6REZGWl43Go0QBOG21ysqKkJRUZHla5PJZLOsRLWN0WjE559/jpdffhkSiQQajQaenp7o2bOn2NGIiMgB2O+hukar1aJ58+bo0aMHhg0bhn/9619QKpXw8vISOxoREdmJ1cWu9PT0KtfUEoO/vz/y8/Mhl8thMBiq/b74+HgsXLiw0usGg8GmRbp/YueSHOnGjRv48MMPkZSUhPz8fLRq1Qp9+/a17K5YkzZjD2wPRDexPbgOez/Le7k++z1UVxw5cgTz58/H9u3boVAokJaWBgB44oknUFhYaFmfVAxsD0QVsU24Bkc8x+rew+piV3BwsLWXsJl7LbrFxcVh2rRplq9NJhPatm0LPz8/+Pj42Cpelfz8/Ox6fSJBEPDZZ59h5syZyMnJQevWrbFx40YoFIpat5U22wPRTWwPrsOez/Jefo6z30Ou7tSpU5g3bx42btwIs9mM0aNHY+nSpbXu+6+25SESG9uEa7D3c6xu38fqYpcYbrf2ltFovKd1uby8vDiMmVxWXFwc1Go1GjVqhKVLl2Lq1KlcfJ6IqA5jv4dc2dmzZ9GpUycUFhZi4MCBWL58OcLCwsSORUREDmb1boxA2SeCSUlJCAwMhLv7zfrZ/v370adPH5sPZZPL5ZDJZFWu3aVQKGx6LyJnpNfrYTabAQBjx47F5MmTcfz4ccyaNYuFLiIiInIpxcXFyMvLAwC0aNECb7zxBr7++mvs2LGDhS4iojrK6mJXbm4uOnbsCI1GA4VCUWEh+ODgYAiCgISEhHu+/u2mJsbFxUGr1Vq+zsjIgEqluuf7ELmCCxcu4LXXXkPnzp3xr3/9CwBw33334b333kOzZs1ETkdERERkO4IgYMuWLejRowcef/xxlJSUAACWLVuGJ598krssEhHVYVZPY4yNjYVcLsfevXuh1+uxbt26CsdHjhyJlJQULFu2rEbX1ev1yMjIQGpqKnQ6HWJjY9GnTx8olUoAQExMDBITE5GRkQEA2Lt3LzQajVV/l+TkZCQnJ1sWZ+VCreQsrl27hrVr12LlypW4cuUKwsLC0KJFC9EXna8Jtgeim9geXEdtXKC+HPs95Myys7Mxb9487Nq1Cw0aNMCUKVNw4cIFeHt7ix2tWtgeiCpim3ANtWmBeolw61Cse+Dv74/ExESMGzcOubm5CAwMrNBR+uyzzxAVFWXXzpOtmUwm+Pr6oqCgwK4LtRoMBi7CR1bbvXs3IiMj8ffff0MulyMhIQFKpdLpPs1keyC6ie3Bddj7Wdqiz8J+DzkTQRDw8ssv46OPPoJUKsW4ceOwYMECtGzZUuxoNcL2QFQR24RrcMRzrG6/xeqRXf7+/igoKLjt8b179yIkJMTa2xDRP5SWlsLNzQ0BAQHw8PDAO++8g4kTJ8LT01PsaEREREQ2Vd7vkUgkaNq0KZ566ikkJCSgW7duYkcjIqJayOo1uwYPHoxly5bhxIkTlY7l5uYiMTGRi8YT2dBvv/2GiIgIxMfHAwCaNm2KY8eO4Y033mChi4iIiFzK9evXkZSUhK5du1qmriQkJOCrr75ioYuIiG7L6mKXRqOBTCaDXC7HzJkzAQCff/45Jk6ciMDAQISEhFj+UU5E9+7UqVN45ZVX0Lt3b2zbtg2nT5+2HHNzcxMxGREREZFtmc1mfPzxx+jSpQtmzJiBoqIiy07s7PcQEdHdWF3sAgCdTodx48YhPT0dgiBgxIgR0Gg0GD9+PPbt22eLWxDVWYWFhZgzZw6CgoKwYcMGDBo0CNnZ2VizZo3Y0YiIiIhsbufOnbj//vsxevRoGI1GLF++HH/88Qd69+4tdjQiInISVq/ZBQC+vr7QaDTQaDTYv38/ACA4ONgWl3Yo7kpEtdH169exadMmtG/fHgsXLoRCoYBEInGqnRarg+2B6Ca2B9fB3Rhv4vc1Vdcvv/yCgwcPYsKECZg+fTr8/f1x7do1XLt2TexoNsP2QFQR24RrcKndGP950/Lhxc78yQt3JSIxCYKAL7/8Er///jvmzJkDAMjJyUH79u3h7m6T+nStxPZAdBPbg+vgbow38fuabufs2bNYvHgxYmJi0L59exQXF+PkyZOQy+ViR7MbtgeiitgmXENt2o3RJtMYd+zYgYiICPj5+SE0NBShoaFwc3PDqFGjkJeXZ4tbENUJe/bswSOPPIJnnnkGSUlJltFbAQEBLl3oIiIiorrn6tWrWLRoEQIDA7FmzRps2rQJAODh4eHShS4iIrI/q//1vH37dgwZMgSCIEChUCA8PBwAsG3bNqSlpUGr1UKv19v1k0IiZ6fX6xEXF4e0tDS4ubkhOjoaCxYs4KcbRERE5HJKSkqwYcMGzJs3D2fPnkWnTp2gVqsxbNgwsaMREZGLsLrYFRsbCwDIysrC4MGDLa/PmDEDGRkZiIqKgkqlwqeffmrtrYhc1ksvvYSffvoJTz/9NNRqNe677z6xIxERERHZxY4dO6BSqdC0aVMkJydj/Pjx8PDwEDsWERG5EKuLXTqdDtHR0RUKXeWUSiXGjx+PjIwMa29D5FKuX7+OLVu2YOTIkQCAFStW4MqVKxg4cKC4wYiIiIjsQKfTwcPDAz169EB4eDg0Gg1GjRrF2R9ERGQXVq/ZFRISgoCAgNseHzJkCPz9/a29DZFLMJvN+Pjjj9GlSxeMGjUKWq0WABAWFsZCFxEREbmcv/76Cy+88AJCQ0Px+uuvAwAkEglUKhULXUREZDdWj+yKi4tDSkoKpk+fXuVxrVYLpVJp7W0cgltwkz3t3LkT8+bNw4EDB+Dr64uFCxeiW7dulkXo6zq2B6Kb2B5ch72fpTXXZ7+H7MlkMmHlypVYu3YtioqK8Oijj2LhwoXs9/wP2wNRRWwTrsERz7G695AIgiBYc6Pt27cjKioKI0eOREhISIVjOTk5SExMhEajqfK948aNs+bWdsMtuMnWEhMTERsbCw8PD0yZMgWzZ89G48aNxY5Vq7A9EN3E9uA67P0sbdFnYb+HbM1oNKJTp064cOECevXqheXLl1s2saIybA9EFbFNuAZHPMfq9ltsskC9wWDA2rVrb3uOSqWq9JpEIqm1xS4iWzh79iyaNGkCd3d3DB8+HAcPHsTixYu5lTYRERG5HEEQcObMGbRq1QoymQwvv/wyunbtijFjxsDNzU3seEREVMdYXexat24d8vPzbZGFyCVcuXIFb7/9NpYvX4533nkH48aNQ2BgIP7973+LHY2IiIjI5n755RdMnz4dFy5cwOHDh+Hp6Qm1Wi12LCIiqsOsLnYFBwfbIgeR0yspKcGGDRswb948nD17Fp07d0bbtm3FjkVERERkF8eOHcPMmTOxefNmuLu7Izo6GkVFRfD09BQ7GhER1XFWF7uICDh06BBGjRqFw4cPo1mzZlizZg3GjRsHDw8PsaMRERER2VxsbCxWrFiBkpISPPvss0hISECnTp3EjkVERASAxS4iqwiCAIlEglatWsFoNGLOnDmIiYlBo0aNxI5GREREZFPl/R4A8PDwQGhoKJKSkvDQQw+JnIyIiKgiqdgBiJzRiRMnMGbMGCxYsAAA4O/vj5ycHCxevJiFLiIiInIppaWl2LhxI3r37g2DwQAAmDdvHnbt2sVCFxER1Uoc2XWL5ORkJCcno7S0FEDZtpnlf7YHk8lkt2uTfRQUFGDFihVISUlBUVERnnrqKeTn51s+5SwsLBQ5ofNieyC6ie3Bddj7WVpzffZ7qDq+//57zJ8/H4cOHYKfnx927dqFBx54QOxYTo/tgagitgnX4IjnWN17SARBEOycxemYTCb4+vqioKAAPj4+druPwWCAn5+f3a5PtlNcXIw1a9Zg0aJFyM/PR69evbB8+XKEh4eLHc1lsD0Q3cT24Drs/Sxt0Wdhv4eq8vvvv2PGjBnIzMyEl5cX3njjDcTFxUEmk4kdzSWwPRBVxDbhGhzxHKvbb+HILqJqEAQBq1evRv369bFixQqMGTMGbm5uYsciIiIisotdu3YhMzMTY8aMwZIlS9C+fXuxIxEREVUbi11Et/Hzzz/jp59+wsyZM+Hp6YmvvvoKHTp0QL169cSORkRERGRTly9fRmJiIl566SUEBATglVdewf33349evXqJHY2IiKjGuEA90T/8+eefGD58OB566CHMnz8fZ86cAQDcd999LHQRERGRSylfqiEgIABLlizBmjVrAADu7u4sdBERkdOySbHLZDIhKSkJgYGBcHe/OVhs//796NOnDxebI6dw/vx5TJ48GV27dsXnn3+OESNG4NChQ2jZsqXY0YiIiIhsShAEfPHFF+jRowcmT54Md3d3rFu3Dmq1WuxoREREVrO62JWbm4uOHTtCo9FAoVDg1vXug4ODIQgCEhISrL0Nkd2NHTsWa9asQd++ffHzzz8jIyMDQUFBYsciIiIisrldu3bh2Wefxd9//42FCxfi2LFjGDduXIUPromIiJyV1cWu2NhYyOVyHDt2DDExMZWOjxw5Eunp6dbehsjmSktL8fXXX1sKtEuWLEF6ejp+/vln9O/fX+R0RERERLal1+tx6NAhAED//v2xcuVKHD9+HPPmzUODBg1ETkdERGQ7Vhe7tFotoqOjAQASiaTScblcDr1eb+1tiGxq27ZtCAkJwdNPP41vvvkGABAaGgqlUlnl9zERERGRs7p06RKmTZuGLl26YNy4cZYP+qZOnYoWLVqInI6IiMj2rC52+fv7o6Cg4LbH9+7di5CQEGtvQ2QTBw8eREREBCIiIvDnn39i5syZGDBggNixiIiIiGzu+vXrWL58OQIDA7Fy5Ur06tULCQkJ/GCPiIhcntWT8gcPHoxly5ZBqVRWOpabm4vExETExsZaexuHSE5ORnJyMkpLSwEABoPB8md74ML9jvXRRx9h2rRpAMqm186ePRtt2rSB2WyGwWAQOR2xPRDdxPbgOuz9LK25Pvs9rq2wsBAPPfQQ8vLy0K5dOyxfvhzPPvsspFIp+z0i++/qJfD5+Fv89/kn0Pm1OWLHIaoV+DvCNTjiOVb3HhLh1hXl71FAQADy8vKgVCqRkZGBjIwMbNu2DSkpKQgODsa+ffusvYVDmUwm+Pr6oqCgAD4+Pna7j8FggJ+fn92uT2XPsl69evDw8EBeXh4mTZqEpUuXIjg4WOxo9A9sD0Q3sT24Dns/S1v0WdjvcS35+fnw9/cHAEyfPh0tW7bElClT4OXlJXIyAoALyWtwcfVqy9dNXnsNTSdPEjERUe3A3xGuwRHPsbr9FqunMQKATqfDuHHjkJ6eDkEQMGLECGg0GowfP97pCl3kGoqLi5GcnIzAwECkpKQAADp06IBvv/2WhS4iIiJyOUeOHMHTTz+NkJAQXL9+HQCQlJSEt956i4WuWuLCmoqFLgC4uHo1LqxZI1IiIiLXZZNil6+vLzQaDcxmM7Kzs5GdnQ2z2Yy1a9fa4vJE1SYIAr744gt0794dU6ZMgbu7u+XTTSIiIiJXc/bsWURHR6NHjx74+uuv0a9fP1y5ckXsWHQr40lcUM/DxVWrqzx8cdVqXFDPA4wnHRyMiMh1Wb1m1z9x1AyJJTc3Fy+++CJ27tyJBg0aYNGiRZg2bRq30iYiIiKXlJSUhAULFuDq1asYMGAAkpKS0LdvX7Fj0a2MJ3FB9RAu/lb/jqdd3JAOZH+Epik7AVlbB4UjInJdNit27dixA0aj8bbHhw8fbqtbEVXJ398fx48fx4QJE7BgwQI0b95c7EhEREREdlNYWIg2bdpArVZj6NCh3GWxlhEEAUfeVUN6l0JXuYu/1Qc069A0dpGdkxERuT6ri1379+9HWFgYgLIf6FWRSCR23d2H6qZLly5h8eLFaNSoERYvXgxfX18cO3YMDRs2FDsaERERkU0JgoBvv/0WS5cuxZYtW9C0aVPExMQgLi4OHh4eYsej/xEEAUfzjyIzLxPmD1PxxPaCGr3/4oZ0oFELNJ3EReuJiKxhdbFr/PjxEAQBarUaISEhtshEdEfXr1/HqlWrsGzZMhQUFOChhx6C2WyGVCploYuIiIhcjk6nw/Tp0/H999+jXr16+PXXX/Hkk0/C29tb7GiEsgLXfw3/RWZeJjLzMnHyctnaW6nbS+7pehdXv8diFxGRlawudul0OsTGxmLGjBm2yEN0W2azGZ988glmzZqFv/76Cx06dMD777+PkSNHQiq1yV4LRERERLXGiRMnMHv2bPz73/+GRCLBK6+8gkWLFqF169ZiR6vzBEHAn4Y/kZmXiW0ntuGE6USlc9IfdkPUjzWf3dLktSm2iEhEVKdZXeySy+UICAiwRRaiOyotLcXixYthMpmQlJSEKVOmcCttIiIiclk//PAD/v3vfyMiIgKJiYno2bOn2JHqNEEQcMx4rKzAlbcNeaa8SudIJVL0ad4HQzoMweCowSh99x1c2phR7Xs0fknJUV1ERDZgdbErJiYG6enpGDdunC3yEFVw5MgRbN26FW+99RY8PDyQlpaGNm3awN/fX+xoRERERDZ148YNrFmzBo899hi6dOmCMWPGoGPHjnj44YfFjlanHTccR+aJsimKuQW5lY5LIEFYizBEtI/A4PaD0aReE8uxG2OGYsOxDAz9+e73+fJB4M0xQ20ZnYiozrK62KVSqaDVahEUFITIyEjI5fIqCxHOsBtjcnIykpOTLYvpGwwGuy6sbzKZ7HZtZ3f27FkkJCTgX//6FwRBwKBBg9CxY0e0bVu2FbPBYBA5Idka2wPRTWwPrsPez9Ka67PfU3sIgoAvvvgCixcvRl5eHvbt24fVq1cDAHr06MF+jwjyLufh+9Pf4/vT3yPvcl6l4xJI0KtxLwxsNRCPtHwEjb0blx24Dhiu33xeblevY2yHc8i/2hCSAw1uez+h91WM7XAF169ex1U+b6qD+DvCNTjiOVb3HhLhdlsoVtP27dsRHh5+55s42W6MJpMJvr6+KCgogI+Pj93uYzAY4OfnZ7frO6MrV64gKSkJSUlJuHr1Kh5++GEkJSWhT58+YkcjO2N7ILqJ7cF12PtZ2qLPwn6PuHbu3Inp06djz549aNSoEeLi4jB16lTUq1dP7Gh1jr5Ab5mieNx4vNJxCSQIbhaMiA4RCG8fjqb1m979oqcPACmPAAAuHGqIi4cqt7Em3U1o2v1K2Req/wCtelvxtyByTvwd4Roc8Ryr22+xemSXWq22/C93YyRrvfrqq0hLS0OXLl2gVqvx9NNPQyKRiB2LiIiIyOZ+//13DBgwAO7u7njttdcwd+5cNG1ajQIK2UxeQV7ZLoonMnHMcKzKc0KahWBIhyFQtFOgeYPm93yv8oLWrQWvCoUuIiKyGauLXVqtlrsx0j0TBAE//fQTBgwYAIlEgri4OAwaNAjjxo2Du7vV355EREREtcqFCxdw4cIFdO3aFT169EB8fDxGjBiBoKAgsaPVGSdMJ7Atbxsy8zLxX8N/qzynd9PeiOgQAUV7BVo0aHHvN6vfGHD3AkqKANxa8GqEJt0vVyx0uXuVnU9ERFbjbowkmuzsbMyYMQPff/89MjIyMGLECPTu3Ru9e/cWOxoRERGRTRUWFuKdd95BQkICAgMDsW/fPkilUsycOVPsaHXCX6a/sO1EWYHrj/w/qjynZ9OeiGgfgSEdhlhX4LqVrC0wJRsovGR5qSkAr8uX4dOoUcVz6zcuO5+IiKxmkwXquRsj1UReXh5mz56Njz/+GFKpFK+++ioeeOABsWMRERER2VxpaSk2bdqEuXPn4tSpUwgICMCsWbO4TIMDnLx80jKC62j+0SrP6dGkh2UNrlYNW9kniKxtpSJWqcEAcH0iIiK7sbrYFR4ejrS0NAQFBUGpVCIgIMBpd2Mk+0tPT8eYMWNw48YNPP7441Cr1ejRo4fYsYiIiIhsrri4GP369YNOp0Pjxo3x7rvvYsKECfD09BQ7mss6deWUpcB1+NLhKs/p3rh7WYGrQzhaN2zt4IREROQIVhe7IiMjodfrAdxcrP6fnG03RrKtGzduAAA8PT3xwAMPICwsDIsWLcLgwYNFTkZERERke1euXEHDhg3h4eGBgQMHIjw8HHFxcfD19RU7mks6feW0pcB16NKhKs/p2rgrIjpEYEj7IWjTqI2DExIRkaNZXezSaDS2yEEuSBAEpKenIy4uDlOmTMGbb76JNm3a4OeffxY7GhEREZHNnTp1CnPnzsX27dtx9OhR1K9fH2+//bbYsVzSmStnsO3ENmzL24bfLv5W5Tn3+d+HIR2GIKJ9BNr6cC0sIqK6xOpiF0fnUFV27tyJ6dOnY8+ePfDx8YGXl5fYkYiIiIjswmQyQa1WY+XKlbh27RoGDx6M/Px81K9fX+xoLuXs1bPIOpGFzLxMHLxwsMpzuvh3sYzgaufTzsEJiYiotrC62EV0q7Nnz2LixIn44osv4O7ujtdffx1z585FkyZNxI5GREREZHMbN25ETEwMLly4gO7duyMxMRGPPfYYF6C3kXNXzyHrRBa2ndiG/ef3V3lOJ79OlgJXB98Ojg1IRES1Uo2KXUlJSZBIJHjrrbcsr23evLla7+UC9XVDw4YNsXv3biiVSsTHxyMwMFDsSERERER2c+7cObi7u2P9+vV46aWX4ObmJnYkp3e+8HxZgStvG3TndVWeEygLLCtwdRgCua/cwQmJiKi2kwiCIFT3ZKlUCj8/P1y6dKnCaxKJBHe6jLMtUG8ymeDr64uCggL4+PjY7T4GgwF+Tr7lcGFhIVauXInr169j8eLFAID8/Pwqd+QkuhNXaA9EtsL24Drs/Sxt0Wdhv6dm9uzZg/nz52Pjxo1o0aIFrl+/jtLSUjRo0EDsaE7t4rWLlimKunM6CKj8b4tAWaBlDS65zLkLXK7SHohshW3CNTjiOVa331KjkV1r166tNCQ7Kyvr3hKSUystLcWmTZswd+5cnDp1Cl27dsXcuXPh6enJQhcRERG5nJycHMyaNQtpaWlwc3PDjh078Pzzz8Pb21vsaE7r4rWL0J7QYtuJbdh3dl+VBa6Ovh3xWIfHMKT9EAT6ccYAERFVT42KXSqVqtJrXKC+7snMzERMTAx+++03NG7cGKtWrUJ0dDQ8PT3FjkZERERkU5cuXcLixYuxZs0aFBcXY+jQoUhISMB9990ndjSndOnaJWz/azsy8zKx79w+mAVzpXM6+HRARIcIRHSIQKAskOufERFRjXGB+lskJycjOTnZMuXSYDDYdfqlyWSy27XtxWw2Y9q0adDr9Zg6dSqmTp0KHx8fXL16FVevXhU7HjkxZ2wPRPbC9uA67P0srbk++z3V8/nnn+Pdd99FSEgIFi5ciAcffBBA2f9fVD3GIiN+PPMjvj/9PfZf3A8zKhe42jRog0dbP4pBLQdB7iO3FLiMRqOD0zqGs7YHInthm3ANjniO1b1HtdfsCgoKQnR0NKZPn25VMGfAtSsq+vvvv/HFF19gypQpAID9+/ejSZMmaNu2rcjJyJU4S3sgcgS2B9fBNbtucpbva7PZjI8//hi9e/dG9+7dYTabsXXrVjz++OOQSqVix3MahusGbP9rO7blbcOvZ39FqVC5kNquUTvLCK5Ofp3q1AguZ2kPRI7CNuEanHLNLkEQKixMT67PZDIhISHBsgD9gAED0KtXLwQHB4sdjYiIiMjmduzYgRkzZkCn0yEyMhJpaWmQSqV48sknxY7mFIzXjdhxcgcy8zKx58yeKgtcbRq2wWMdy9bg6uLfpU4VuIiIyHE4jZEqKS4uhkajwcKFC3Hx4kV0794dy5cvR8+ePcWORkRERGRzR44cQUxMDL755ht4enpi2rRpmD17ttixnEJBUQF2/LUDmScysef0HpQIJZXOad2wtWUE133+97HARUREdlejYlfjxo3tlYNqkcmTJ2PdunVo2bIl1q9fj5deeglubm5ixyIiIiKyudzcXPTs2ROlpaUYNWoUli1bho4dO4odq1YrKCrA9ye/R2ZeJnaf3l1lgatVg1aWAlfXxl1Z4CIiIofiyC4CULYOV69evSCVSvHaa6+hbdu2mDZtGho0aCB2NCIiIiKbunLlCk6dOoXOnTujY8eOmDdvHh5//HH06dNH7Gi1lumGCT+c/AGZeZn45fQvKDFXLnC1bNASER0iMKT9EHRv0p0FLiIiEk2Nil179+7Fjh077ulGjz766D29j+zr+PHjiIuLQ0ZGBj7++GM899xz6NGjB3r06CF2NCIiIiKbKikpwYcffoj58+ejSZMmOHDgANzc3DBv3jyxo9VKV25cwfcnv8e2vG34+fTPKDYXVzqnef3mlhFcPZr0YIGLiIhqhRoVuzIyMpCRkXFPN7LnVtZUcxcvXsTixYvx/vvvo7i4GEOHDkVISIjYsYiIiIhsThAEfPPNN4iJicHRo0fRrFkzTJ48GdXclLxOuXLjCn74u2wE18+nqi5wNavfDEPaD0FEhwj0bNoTUgl3qSQiotqlRsWu4OBghIWF2SsLOci2bdsQFRWFgoIC9OnTB0lJSXj44YfFjkVERERkc2azGU888QQyMzNRr149zJ07FzNmzECjRo3EjlZrXC2+iv+c/A8y8zKx89RO3DDfqHROs3rNMKTDEAzpMAS9mvZigYuIiGq1GhW7Ro0ahenTp9srC9mR2WxGaWkpPDw80LNnT7Rr1w6zZs1CVFQUpFJ2VoiIiMi13LhxA56enpBKpejevTvatGmDRYsWoVWrVmJHqxUKiwvx498/IjMvEz+d+glFpUWVzmlSr4llBFfvZr1Z4CIiIqfBBerrgB07dmDGjBmIiopCbGwsWrRogYMHD3JNBSIiInI5BoMBy5YtQ3p6Og4dOoSGDRti+fLl7PfgfwWuUz9iW942/PT3T7heer3SOY29GyO8fTgiOkQguFkw3KTckZuIiJxPjYpdly5dslcOsoPDhw8jJiYG3377LTw9PTF06FDLMXb4iIiIyJUUFRVhzZo1WLJkCfLz89G7d2+cOXMGQUFBdbrfc63kGn76+ydk5mXix79/rLLA5e/tbylwhTQLYYGLiIicHkd2uSCDwYCYmBh8+OGHMJvNeO6557B06VJ07NhR7GhERERENrdlyxa8+eabyM3NRdu2bfHOO+9g9OjRdXaphusl17Hz1E5k5mXiP3//B9dKrlU6x9/bH4p2CkR0iEBo81AWuIiIyKWw2OWCvLy8sHXrVgwYMABJSUncVICIiIhcml6vx6VLl5CQkIDXX38d9erVEzuSw10vuY6fT/2MzLxM/PD3D1UWuGReMijalxW4wpqHwV3KfwoQEZFrqvZvuPT0dMjlcntmoXtUUlKCDz74AKdOncKiRYtQv359/Prrr2jZsmWdHrZPRERErum///0v5s2bh7fffhtt2rTBpEmT8MILL6BJkyZiR3OootKimwWukz+gsKSw0jm+Xr5QtFNgSIch6NuiLwtcRERUJ1T7t11wcLA9c9A9EAQB33zzDWJiYnD06FG0bt0aM2fORP369bnTEBEREbmc8+fPY+HChdBoNCgtLcUjjzyCSZMmwcvLC15eXmLHc4gbpTfwy+lfkJmXie9Pfo+rxVcrnePj6VM2gqt9BPq07AMPqYcISYmIiMTDj3ac1L59+zBjxgz88MMPqF+/PubPn4/p06ejfv36YkcjIiIisqnCwkKsXLkSarUaly9fRv/+/ZGUlIQHHnhA7GgOcaP0Bnad3mUpcF0pvlLpnEaejTC43WBEdIjA/S3vZ4GLiIjqNBa7nJAgCJgwYQL279+PcePGYeHChRzJRURERC4rKysLc+bMQWBgIDZu3Ihnn33W5ZdqKC4txq4z/ytw/fU9LhdfrnROI49GeLTdo4joEIF+LfvBw40FLiIiIoDFLqdhMBjw2WefYdy4cZBIJEhJSYGXlxe6desmdjQiIiIim8vMzETLli3Rs2dPDB06FJ988gmGDx8OT09PsaPZTbG5GHvO7EFmXia2/7Udl29ULnA19GhYocDl6ea6/38QERHdKxa7armioiKsWbMGixcvhsFgQNeuXdG/f3+EhISIHY2IiIjI5g4ePIgZM2YgKysLjz32GLZu3QqJRIJRo0aJHc0uis3F+PXMr5YCl+mGqdI5DTwaYFDbQYjoEIH+rfqzwEVERHQXLHbVUoIgIC0tDXFxccjNzUW7du2watUq9OvXT+xoRERERDb3999/Y86cOdi0aRMA4MUXX8TixYtFTmUfJeYS/Hr2V2zL2wbtX1oUFBVUOqe+e30MajcIEe0j0L91f3i51Y0F+ImIiGyBxa5bJCcnIzk5GaWlpQDKpg6W/9keTKbKn9yVW7BgAVatWgUfHx8sWLAAKpUK3t7eKCio3BkicgV3ag9EdQ3bg+uw97O05vq1qd9z7tw5hISE4Nq1a3jkkUewcOFC9OzZ05LLFZSYS3Dw0kHsOL0DP575EQU3Kvfp6rnVw4MtHsSgVoPQt1lfS4Gr0FSIQhQ6OjLZEX/OE1XENuEaHPEcq3sPiSAIgp2zOB2TyQRfX18UFBTAx8fHbvcxGAzw8/OzfH3s2DHI5XK4ubnhv//9L95//33MmTMHTZo0sVsGotrin+2BqC5je3Ad9n6WtuiziNXvKS4uxsmTJyGXywEAc+fOxYMPPoiIiAiXWXy+1FyKfef2WaYo5l/Pr3ROPfd6eKTNI4joEIGHWj8Eb3dvEZKSo/HnPFFFbBOuwRHPsbr9Fo7sqgXOnTuHhQsXIiUlBevXr8dLL72Ezp0745133hE7GhEREZFNCYKAzz//HDNnzoRUKsXvv/8ODw8Pl5myWGouhe68Dpl5mcg6kXXbAtfDbR62FLjqudcTISkREZHrYrFLRIWFhUhOToZarcaVK1fQv39/dO3aVexYRERERHaxa9cuzJgxAz///DMaNmyI2NhYmM1msWNZrdRciv3n91sKXJeuX6p0jrebNwa0GYCIDhEY0HoA6nvUFyEpERFR3cBil0h27dqFESNG4MyZMwgKCkJCQgKeffZZlxm2T0RERFROEARMnDgRqampcHNzw8SJEzF//nw0b95c7Gj3zCyYLQUu7QktLly7UOkcLzcvDGhdVuB6uM3DLHARERE5CItdIgkKCoK3tzdWr16N6OhoeHh4iB2JiIiIyC4kEgmaN2+OYcOGISEhAV26dBE70j0xC2YcvHCwbARXXhbOXztf6RxPqadlBNfDbR5GA48GIiQlIiKq21jsEkmTJk3w66+/cvF5IiIiqhPmzp3rlP0es2DGbxd+Q2ZeJrad2IbzhZULXB5SDzzU+iFEdIjAI20eQUPPhiIkJSIionIsdonIzc1N7AhEREREDuFM/R5BEPDbxd+wLW8btp3YhrNXz1Y6x0PqgQdbPYghHYZgYNuBaOTZSISkREREVBUWu4iIiIiozhMEAYcuHrKM4Dpz9Uylc9yl7niw1YOI6BDBAhcREVEtxmIXEREREdVJgiDgyKUjyMzLRGZeJk5fPV3pHHeJOx5o9QAiOkRgULtB8PH0ESEpERER1QSLXURERERUZwiCgCP5R7Atbxsy8zJx6sqpSue4S9zRr1U/DGk/BI+2exS+Xr4iJCUiIqJ7xWIXEREREbk0QRDwR/4flhFcf1/5u9I5bhI39GvZDxEdIljgIiIicnIsdhERERGRyxEEAX8a/rQUuP66/Felc9wkbujboq+lwOXn7SdCUiIiIrI1FruIiIiIyCWUF7i2ndiGbXnbkGfKq3SOVCJF3xZ9MaTDEAxuNxj+3v6OD0pERER2xWIXERERETktQRBw3HjcMoLrdgWuPs37WApcjes1dnxQIiIichgWu4iIiIjI6eQYcywFLn2BvtJxCSQIaxGGiPYRGNx+MJrUayJCSiIiIhIDi11ERERE5BT0Rj0yT2RiW942HDcer3RcAglCm4diSIchCG8fzgIXERFRHcViFxERERHVWrkFuZYRXLcrcAU3C0ZEhwiEtw9H0/pNRUhJREREtQmLXURERERUq+QV5GHbiW3IzMvEn4Y/qzynvMClaKdA8wbNHZyQiIiIajMWu4iIiIjIrnad3oWlu5Zi9gOz8UCrB6o85y/TX5YC1x/5f1R5Tq+mvSwjuFo0aGHPyEREROTEWOwiIiIiIrsRBAHv6t7FiSsn8K7uXfRr2Q8SiQQAcNJ00rIG19H8o1W+v2fTnohoH4EhHYawwEVERETVwmIXEREREdnNL6d/weFLhwEAhy8dxpc5X+LS9UvIzMvEkUtHqnxPjyY9LCO4WjVs5ci4RERE5AJY7CIiIiIiuxAEAav3r4ZUIoVZMAMA5vw8p8pzuzXuhogOZSO4Wjds7ciYRERE5GJY7CIiIiIiu7h1VFdVujbuahnB1bZRWwcmIyIiIlfGYhcRERER2VxVo7rKNa/fHB8O+RDtfNuJlI6IiIhcmVTsAERERETkespHdf2z0AUA5wrP4eSVkyKkIiIiorqAxS4iIiIisqlbR3VVRSqRYvX+1RAEwcHJiIiIqC5gsYuIiIiIbOpOo7oAwCyYcfjSYfxy+hcHJyMiIqK6gMUuIiIiIrKZ8lFdEkjueJ4EEo7uIiIiIrtw2QXqjUYjUlJSAAAxMTEipyEiIiKqG4rNxTh79SwE3LmIJUDA2atnUWwuhqebp4PSERERUV3gssUurVaLS5cuoXHjxmJHISIiIqozPN088elTnyL/en6F100mE3x8fCq85u/tz0IXERER2ZzLFruUSiXy8/NhNBrFjkJERERUp7Ro0AItGrSo8JpBaoCfn59IiYiIiKguqdXFLqPRiLS0NKSnpyMrK6vS8cTERMhkMsu5nK5IRERERERERFS31dpil06nw759+2A0GpGfn1/peGJiIgBApVIBKJu2GB0dDY1G49CcRERERERERERUe9TaYldISAhCQkKQkZFR5fH4+Hjk5uZavlYoFAgPD2exi4iIiIiIiIioDqu1xa470ev1MBqNlimMt9JqtVAoFDW6XlFREYqKiixfm0wmayMSERER1Urs9xAREZGrc9piV1VkMpllQXqtVousrCwYjUbI5XIolcrbXi8+Ph4LFy6s9LrBYEBpaalNMleFnUuim9geiG5ie3Ad9n6W93J99nuIxMf2QFQR24RrcMRzrO49nLLYdTv+/v6W9b0UCkW1R3jFxcVh2rRplq9NJhPatm0LPz+/Sltk2xp3JSK6ie2B6Ca2B9dhz2fp5uZW4/ew30NUO7A9EFXENuEa7P0cq9v3caliV1UL2VeHl5cXvLy8bJyGiIiIqPZhv4eIiIhcnVTsAPdCLpdX+Xr5lEUiIiIiIiIiIqqbnLbYJZPJqly7q6aL0xMRERERERERkeuo9cWu201NjIuLg1artXydkZEBlUrlqFhERERERERERFQL1do1u/R6PTIyMpCamgqdTofY2Fj06dPHsqtiTEwMEhMTkZGRAQDYu3cvNBqNVfdMTk5GcnKyZSci7kpE5DhsD0Q3sT24jtq4G2M59nuIxMP2QFQR24RrqE27MUoEQRDsnMXpmEwm+Pr6oqCgwK67EhkMBu44QfQ/bA9EN7E9uA57P0tb9FnY7yFyPLYHoorYJlyDI55jdfsttX4aIxERERERERERUXWx2EVERERERERERC6DxS4iIiIiIiIiInIZLHYREREREREREZHLqLW7MYqBuxIRiYftgegmtgfXwd0Yb+L3NdFNbA9EFbFNuAbuxljLcVciIsdjeyC6ie3BdXA3xpv4fU10E9sDUUVsE66BuzESERERERERERHZAYtdRERERERERETkMljsIiIiIiIiIiIil8FiFxERERERERERuQwWu4iIiIiIiIiIyGW4ix2gNuEW3ETiYXsguontwXXY+1lac332e4jEw/ZAVBHbhGtwxHOs7j0kgiAIds7idLgFN5HjsT0Q3cT24Drs/Sxt0Wdhv4fI8dgeiCpim3ANjniO1e23cBojERERERERERG5DBa7iIiIiIiIiIjIZbDYRURERERERERELoPFLiIiIiIiIiIichncjbEK5Wv2O2IHJTc3N7veg8hZsD0Q3cT24Drs/SzL+yrW7DfEfg+R47E9EFXENuEaHPEcq9v3YbGrCpcvXwYAtG3bVuQkRERERHd3+fJl+Pr63vN7AfZ7iIiIyHncre8jEaz5KNBFmc1mnD59Go0aNYJEIrHLPUwmE9q2bYuTJ0/adZtvImfA9kB0E9uD63DEsxQEAZcvX0arVq0gld7b6hTs9xA5FtsDUUVsE67BUc+xun0fjuyqglQqRZs2bRxyLx8fHzZoov9heyC6ie3Bddj7Wd7riK5y7PcQiYPtgagitgnX4IjnWJ2+DxeoJyIiIiIiIiIil8FiFxERERERERERuQwWu0Ti5eWF+fPnw8vLS+woRKJjeyC6ie3BdfBZ3sT/L4huYnsgqohtwjXUtufIBeqJiIiIiIiIiMhlcGQXERERERERERG5DBa7iIiIiIiIiIjIZbDYRURERERERERELoPFLiIiIiIiIiIichnuYgeoK2JjYxEQEAAA8Pf3h1KprPK88PBwZGVlOTIakd0YjUakpaUhPT29yu/rxMREAEBOTg4AQKPRVDiekpICo9EImUyGnJwcxMXFQSaT2T03kb3c6Xteq9VCo9EgPDwccrkcWVlZ6NOnT6XfF9X9fUL2U/6zDSh7lnq9HuvWravw86kmP79c8Xc/+z1UF7HfQ1QR+z2uwWn7PQLZlcFgEEJCQgSDwSAIgiBkZ/8/e/cd3lTZ/gH8m3Sy2qSlTFFJ2SAjbXHrq6ROcKaFV/F10VQc+EOhQ2QjJS2IoCAJuCc0irhQGwcOHNAAKjKkARVBBZo0LaUrOb8/atIWOtJmnDT9fq6r19WePDnnTs45yd37POd5CoWm3vb8/PwmHyNqbwoLCwWdTidotVpBqVSe8XhGRkaDvzUajaBSqVx/a7Va13kjCLXnklqt9lm8RL7W0jGfn58vyGQyAYCgUCgEnU7XoH1rvk/ItzQajVBUVNTg77Z+fgXbdz/zHuqomPcQNcS8J3i017yHtzH6WGZmJiZOnOiqaiqVykarmFarFcXFxX6Ojsh3lEolNBoNFArFGY9ZrVaYTCZYrVbXsvT0dBiNRpjNZgBAQUFBg6sBMpmsQXui9sSdYx4ADh48CEEQUFRUBI1G02Ad7n6fkO+ZzWYYDAbX3/Hx8di+fbvrb3c/v4Lxu595D3VUzHuI6jDvCS7tNe9hscvH9Ho91Go1zGYzjEYjAEClUp3RbsOGDUhNTfV3eESi2b59e4MvO2dy6PxglMlkSE5Odv1tNpsbTSCJ2ouWjvmWuPt9Qr5XUFCAjIwM19/btm1rsC/c/fwKxu9+5j1EjWPeQx0N857g0V7zHo7Z5UPOk9tkMkGhUEChUCA9PR0pKSkNDg6j0cgTlzoUmUwGi8XSYJnzS8z5wbh27VokJCRALpcjIyMD8fHxZ4xtQdReuHPMA7VJQExMDIqLi1FUVAStVgvA/e8T8j+DwQCr1Yr8/HzXMnc+v4Lxu595D1HjmPdQR8O8J3i1p7yHxS4fcp6kMpkMSqUSAKDVatG/f/8GJ7/VaoVCoWBXZerQcnJyoNPpXF1gZTIZMjMzUVBQgNzcXKhUKqSmpnKgVgoapx/zzu8JZxKo1+uRkpKC/Px8t79PyH+cg7VarVakpKSc0X2/pc+vYPzuZ95D5D7mPdTRMO9p39pj3sPbGP0gMTHR9bvz/lVnZdvZPZOoI3Pek1//Xv3MzEwoFArk5+ejqKgIxcXFSEhIEDFKIu9p7Jh3Xrl0Sk1NdV09c2ru+4T8SyaTQaPRuLr1y+Vy175q6fMr2L/7mfcQNY95D3U0zHvav/aY97DY5UNN3Wcvk8lgNpthMpkanMBEHZHBYEB8fHyD+8DNZjOsVqurq6tCoUBhYSFkMlmDwRGJ2qPGjnnn8vqcV8OaG7fF+X1C/mO1WpGZmdkgGVepVK4EvKXPr2D+7mfeQ9Qy5j3U0TDvad/ac97D2xh9yFmtNpvNru6XQO0Bk5iYiOLiYphMJld1uqioCACQm5sLhULBK58U9JzHvvMqj3OGDrPZ3Gi3/fT0dH+GR+R1TR3zMTExSElJQVFR0RkDuCoUCshksma/T8h/zGYzcnNzkZ6e7vqcqj/AdEufX8H83c+8h6h5zHuoo2He0/6167xHIJ/Kz88XMjIyGvytUqkabVtYWChwl1Cw0el0glKpPGN5YWGhoNVqhaKiItePVqsVLBaLIAiCoFKpXL87aTQaP0RM5BstHfP1vysEQRC0Wq2gVqtdf7fm+4R86/R9lZGR0eBzrjWfX8H23c+8hzo65j1EtZj3BI/2mvdIBEEQfFdKI6D2HlVn9fPEiROuWSbqMxgMWL9+PQwGAzIyMpCcnMyZJqhdM5vNruPaZDIhIyMDSUlJUKvVsFqt6N+/f6MDFDo/kqxWK3JychAbG+u6R1+j0XCgVmqX3D3m9Xq9a3lj3xfufJ+Q752+r5wzSNW/4unO51ewfvcz76GOiHkPUR3mPcGlveY9LHYREREREREREVHQ4AD1REREREREREQUNFjsIiIiIiIiIiKioMFiFxERERERERERBQ0Wu4iIiIiIiIiIKGiw2EVEREREREREREGDxS4iIiIiIiIiIgoaLHYREREREREREVHQYLGLiIiIiIiIiIiCBotdREREREREREQUNFjsIiIiIiIiIiKioMFiFxERUTuk1+thNpvFDgMmkwl6vV7sMIiIiCjIiJnrML9p/ySCIAhiB0FERETuS09Ph9lsRkFBgdihAADi4+ORmZkJjUYjdihEREQUBAIh12F+076xZxeJxmw2IyUlBfHx8ZBIJJDL5UhOTobBYGi0vbPd6T/x8fFITk6G0WhscltyuRwSiQRWq9UnryMzM7PB60hISEB6ejpMJlOLz09OToZEIkFycnKLbf39HrR2H9VnNBqRkJDg9rYCifO9auwnISEBubm5osRlNpshkUiQmZnpk/at1dT75M7x6C8GgwESiQQpKSl+eZ4/5ObmQq/XIz8//4zHPD1227pP8/PzkZ6eHhD7nKg9Yk5UizlRYGrNa/f39ydznY6X6wCtPx+Z33RMoWIHQB2TXq9Heno6ZDIZVCoV1Go1zGYzjEYjjEYjtFotMjIyGn1ufn4+ZDIZrFYriouLUVRUBIPBgOTkZKhUKr9W/52vA4DrdVitVpjNZuj1eteHtFqtbvT5VqvV9eFpNBphtVohk8la3K4/3oO27CODwYBt27bBaDTCZDJBoVB4HIeYnO8zULuvnK8tMzMTOTk5+PTTT6FUKsUNMgA09j45j0e1Wt1kokKt5/xHUqvVNvtZ4emx29p9qlQqodFokJKSAovF4unLJOpQmBPVYk4UmDw5PoMJcx3/aSnX8cZnJsD8pkMQiPyssLBQACAolUrBYrGc8bhWqxUKCgrOWK5QKITmDlmtVisAENRq9RmPyWQyAUCj22srnU4nABBkMplQWFh4xuMWi0XQaDSNPnb6Opyxa7XaZrfpr/egrftIJpMJCoVC0Gg0AgBBoVC0uK1A5HyvmlJ/3xcVFfktrqKiIgGAkJGR4ZP2rdXS++Q8Dlo6rsl9Go1GkMlkTT7u6bHryT51Hm86na6FV0FETsyJzlwHc6LA0dbX7k/MdYJPc7mOJ+cj85uOh8Uu8ruMjAwBQKuLBC0lNYIgCEqlstE23k7sLBaLV4odSqVSUKlUrvUplcpm2/vrPWjrPqqvvSZ2gtDyF6IgCEJBQUGTSbSvtLdil7NNc8UZcp/zc0Kj0TTZxtNj19N9qlQq2+15TyQG5kR1mBMFHm+8dl9jrhNcWsp12npMMr/pmDhmF/mdO2M2tFVMTAwA+GQcivrS0tIAANnZ2W3ulm42m2EymRp0wzWZTB7POOKN98CX+yhYqFQqKJVKGAwG3sffjMTERNdtLOSZDRs2AIDHY2t4euw2t08nTpzo+mwjopYxJ6rFnCgwdeTX3hrMdbynpVzHl8ck85vgw2IX+Z1znBhvDyTpvE9brVa7NcZDW1mtVhgMBshkMo/GKNDpdABq//EE6j7Uncvbwlvvga/2UbDRarUAGt9nzvv/nYPzNvZemkymJgdVlcvliI+Pb3LbRqPRNZCvXC5v9b7Kzc1FQkKCa+BydwbYbQtnwuD8B8hsNiM+Ph4GgwFWq9U1kPHpUzu7G1/999n5XtdfV1MD16anp7sGK5XL5UhJSWlQ+GluwFt3963zdZlMJlf7+Pj4Nk9wUFhYCKDuM8MTzR27LTl9n9bn/OzYvn27B9ERdRzMiWoxJwpMbXntjX1/tvU7MTMz0/X9np6eDoPB4Pr+bi5HcmKuE3y5ji/PR+Y3QUjsrmXU8VgsFldXUoVCIWi12mbHcHBqrLu6xWIRCgsLXfdZq1SqRp/rzS77+fn5zW7LXTKZrME66t8G0BR/vQdt3Uf1oZ122RcE97o6C0Jd1/nT91n9faHVahuM11H//XeOO9BY13vnWB9NbU+hUAgZGRlCRkaGK97Tu3w31bVfpVK52mu1WtffrR2LoKX3qbFzpX5MzuNZqVQ2GF/B3ficXdmVSqXrvXC2dR6vjb0HzttaMjIyBJ1OJ2RkZAhKpbLBbX1NvXet3bcqlarRfdWWcR8UCkWL55Snx25b9ml9zs8xf97eS9SeMSeqi4k5UeBpy2tv7PuzLd+JKpVKkMlkgk6nE3Q6nautVqt1LWtqe87nM9cJvlynrecj85uOicUuEkVRUZHrQ9j5I5PJBI1G02Ti4fyyaOxHJpM1O0CmNxM754CnzY2b0xLnmDmnfwk4v7yaei3+fA/aso/qa6+JnSC4XzAQBMH13jg5vyxPH+DSmVDU/xJta7Hr9HFMLBaL69ioP4ZBY0mM8/g9/dhraeDzxjT1PhUVFbmSM5lM1uB4ccbkPD5OT1Dcjc95DjV2HtZf5+nvgfPvxgYgbSzO+u9dW/bt6fukfmLYWu48z5Njt7nnN7dPG4uhvZ77RGJgTsScKJC19rU3V+xy9zvReUzk5+ef0fb044S5TsfLddpyPjK/6ZhY7CJRFRUVNbia4fygaWzQQWdS47yao9PpXFcbnI81lWwFWmKnVqsbjcc5E1FTVw3EeA9as4/qa8+JXWsKBqe3be6L0HnsOBOUtha7GtvHzoSo/roaS2JkMlmjg/46r1i1ZlYl52tv6ketVp9xvNVPABu7EudufE0NOny6098DdwZ5b+x5zthau28bS9jacm64e0XRk2O3/rLW7NPTKRQKDtRL1AbMiRrGw5wosLj72lvq2XW6xt4bZ/Hh9P3T2D5lrtPxcp368bt7PjK/6ZhY7KKA0tz0zC3NuuNMihp7rr+67Nf/cqv/4Xm6pp7v/JBv6nUGwnvg7hTabU3smvsi8uSnNVeX3C0YnL6/WkounEmB82qZN4tdzm031Y3+9Hib+mlNl/P63dTz8/NdP811J2+qd1pr43N3nzbXtd85JXxjSW9rE8em9m1j7dtyZbC5fX/6utty7J7+/Nbs09O5m5wTUfOYEzEnCoScqClNvfbmil3ufid6UuxirlMrmHOdpjR3PjK/6ZhCQRRAdDodzGYzjEYjzGZzq2b10Wg0AGoHY8zMzHQNwOxtzgETGxugMCYmxjWYalFRUaODMzoHnzQajZBIJE1ux2AwQK1Wtyo2f7wHnuwjd9fvC96OE6g7Bk4/JpoaNNU5QG5RUZHXY3Guu7i4uMk2zsc0Gk2Ts9wkJia2etupqamtHvy3se24G19zA4i649NPP0VaWhoMBgP0ej30ej0UCgUKCgqaXGdb960vB4b2xOnH7unask+JyLuYEzVsx5zIe7wRZ1teu7vfK8nJycjNzXVNMADUzcKXkJDQ7HOZ69TqiLmOO8ck85uOhcUuCjjJycltThpSU1ORnp7eYKYRb5PJZFCr1a4vD2cy5XzM+bfZbG40sdPpdJDJZFi7dm2jH7YFBQXIzc2FTqdrdWIH+Oc98GQftaT++xnonEloeno6gLqEpKliljNx8cWXrHNa9eb2h/Mx2b/TuoupsffA3ficz23rFN8ymQz5+fkAav/Bys/Ph16vR0pKimsWoKZiE2PfArX/NALNFzNb4/Rj19uYSBJ5B3Mi5kSBzFev3ZkDpKWlobi4GDExMUhLS4NCoWjxPWGuU/f8jpjr+PJ8BJjftDdSsQOgjsf5T3lTtm3bBqBtV12cVyTa8tzWWLt2LYDaaW9bej31Wa1WGI1GpKamQq1WQ6VSnfHjvPJoNBpbtW4nb7wHvtxHwcJoNMJgMECpVLoScOeXalNJdUFBAYDaL+KWtHbfO7eZlJTUbDuFQuGzqbe9wd34FAqFV6Z/VqlU0Ol00Gg0MJlMTb7v3ty3beFMrtrymXC6xo5db7Jara6ElYiax5yIOVEgE+u1G41GKBQKpKamIjMzE2lpaUhNTW2ySHM65joNBVOuI+b5yPym/WGxi/xu3LhxSElJafRKhcFggMFggEqlanXl3Gw2u7oD+6q3gpNMJoNOp4PVakX//v3dvuqi1+sBtByf86qVs727vPUe+GofBQuDweB6n51XzZycXagzMzMbLDeZTMjNzYVSqXRdyWvqql1LCdDpSYjVakVaWhqAlq8CNxWfc71tvYLoLe7G5zz/GjvOjUaj63aH01mt1jYnwK3Zt77iac+u5o5dbzGbzR32s4GotZgTMScKZGK9dpPJ5DquLBYLLBaLqxegO5jrBG+uI+b5yPym/eFtjOR3zqsZBoMBCoUCSqUSMTEx2L59O0wmExQKRbP/hBkMhgaV/+LiYhQUFLg+1PPz86FUKht9bnOJklqtbvV4GAqFAikpKYiPj4darUZSUhJOnDgBk8nk+hCufwXA+UXdVHxO6enp0Ov10Ol0yMjIOONxX78Hbd1Hp195LS4udsXkXE97cvr7bDabUVBQ4LriWFhYeMYxo9FoXLddGI1GTJw4EUVFRdDr9Q26lAMNr6DVH0uhpYTebDYjISEBEydOxIkTJ6DX62G1Wt1KBFUqFTQaDXJzc2EymZCcnIwTJ064kiZ3r5r6irvxOdvp9Xps374dKpUKVqvVdYzqdLpGj7ft27cjJSUFCoUCKpUK8fHx2LZtm2s8mObev9bsW19QqVRu34rTlmPXG5znv9i3jhC1F8yJmBMFMk+Pz7ZSKpXIzMxEQkJCg+NQoVAgOTm5xe8Y5jrBm+uIdUwyv2mnxB4hnzqmwsJCISMjwzWTDv6dscQ5u0dj6rc9/UepVAoajabJWXVkLUw3C9RN89tcm8ZYLJYGr0X27+wjarW6wcwnzc2819zrrT9LiL/eA2e83txH7k4jHAiae68UCkWz74GTTqc7YyacxvZNfn6+a3sKhULIyMgQLBaLoFarz3jPioqKXPug/vqVSqWQn59/xrobm52n/nadUzXLZDJBrVa3akYaQWjbbFbNxdSW+JztZDKZIJPJBJVK1eA4bmx7Op3O9Zz677u7cbqzb1s706Y7nLNTNTfFvafHblv2aX3OmdkaOx6JqHHMiVrGnEg8rX3tzc3G6O53YkFBQbP7prmZp+tjrhOcuU5bzkfmNx2TRBAEAURERBTQjEYjkpOTXeNuBCJnDwyLxcKu/kRE1GpWqxVyuRxKpRL5+fkNenY5b68zGAzQarWN9vSj9i1Qcx3mN+0Ti11ERETtRHx8vOt210Akl8uhUql8fpsDEREFJ2exo6CgoMlbxiQSCdRqNb9rglQg5jrMb9onDlBPRETUTmRmZgbE4LqNMRgMsFqtyM7OFjsUIiJqp5w9uZoqKjgHZW9p9mlqvwIt12F+036xZxcREVE7Eh8f77q9I5AEalxERNS+ZGZmIjc3FyqVyjXQutVqdU3io1Qq8emnn/J2siAWSDlFIMVCrcNiFxERUTvinI0zPz8/YGYFys3NhU6nQ1FRkdihEBFREDCZTMjJyXHN5imTyaBQKJCenh5QYzmRbwRKrsP8pn1jsYuIiKidMRqNSElJQWFhYYPBe8VgMBiQlpYWELEQERFRcBA712F+0/6x2EVEREREREREREEjVOwAApHD4cCRI0fQrVs3SCQSscMhIiIiapQgCCgtLUWfPn0glbZt3iHmPURERNReuJv7sNjViCNHjqBfv35ih0FERETklj/++ANnnXVWm57LvIeIiIjam5ZyHxa7GtGtWzcAtW9eVFSUz7ZjsVggl8t9tn6i9oTnA1Edng/Bw9f70mazoV+/fq7cpS2Y9xD5H88HooZ4TgQHf+xHd3MfFrsa4ezCHxUV5dOkz263+3T9RO0JzweiOjwfgoe/9qUntx8y7yHyP54PRA3xnAgO/tyPLeU+LHbVs2rVKqxatQp2ux1AbVXS+bsv2Gw2n62bqL3h+UBUh+dD8PD1vvRk/cx7iMTD84GoIZ4TwcEf+9HdbXA2xkbYbDZER0ejpKSE3fmJ/ITnA1Edng/Bwx+3MXqaszDvIfI/ng9EDfGcCA7+uo3RnbylbdP2EBERERERERERBSAWu4iIiIiIiIiIKGiw2EVEREREREREREGDxS4iIiIiIiIiIgoaLHYREREREREREVHQYLGLiIiIiIiIiIiCBotdInIIAsqrauBwCGKHQkRERORTzHuIiIjIX1jsEsEvR2yYkb8TFy77DsPmfIwhsz/CjPyd+OWIzSfbS05ORmZmZrNtTCYTJBIJ9Hr9GY+lpKRALpcjISEBCQkJiI+PR3p6ulvbtlqtrufL5XIkJyfDbDa7Hk9PT4dEImmwrP5zJRIJUlJS3NoWERERBR7mPcx7iIiI/I3FLj/btPNPjH/6K2zccQRV9torm1V2BzbuOILxT3+FTTv/FCWu9evXQ6VSIT8/v9HHNRoNCgsLUVhYiKKiIshkMsTHx7e43oSEBCQnJ8NiscBisSA9PR1Wq7VBG4VCAYPBcMZz9Xo9FApFm14PERERiY95D/MeIiIiMbDY5Ue/HLFh+vqdcAiA/bQu/HaHAIcATF/vuyudzdHr9dDpdDAajWckZY3RarVQKBTNXjk1m80oLi6GRqNxLVOr1VAqlQ3aqdVq6HS6M56/fv16qNVq918EERFRADl16pTYIYiKeQ/zHiIi6jhOnToFQQicoQpCxQ4gkKxatQqrVq2C3W4HAFgsFtfv3vDsZ79C0kIbiQRY8/lezL9uoNe2W11djYqKClgslkYf/+KLLzBq1CjI5XKMGjUKK1aswLRp01yPV1VVNfr8+++/H3fffTeysrIaXa9UKoXVasWLL76IG2+8sdE2lZWV6Ny5M/r16+eKAwAOHToEu92OXr16Ye/evU3GTsHDZvP/PztEgYrnQ/t26NAhLFiwAL///nujPXi8yZNjhXkP8x4SDz/niRriOdF+2e12vPbaa1iyZAlycnKa/A70FnePFRa76nnggQfwwAMPwGazITo6GnK5HFFRUS0+b8LTX+NYaWWzbQRBwN8ttAEAuwN496dj+P6QDRJJ8yliXLcIvPfQJS2uMywsDJGRkZDL5Y0+/vrrr+PBBx+EXC7H/fffD61Wi7lz57oeDw8Pb/T5V1xxBUpKSiCRSCCTyc5Yr1wuR35+PlJSUiCTyZCamor09PQGVzgjIiLQqVMn3HbbbXjjjTfwn//8BwCwZMkS3H///a7tNxU7BRfuZ6I6PB/an+LiYixatAjPPPMMqqurMWHCBEgkEp/uy5CQkDY/t615D9By7sO8h3kPtYz7maghnhPtiyAI2Lx5MzIyMrB7927ExcVBEASf70d3cx/exugFx0or8ZetotkfdxK++v52Y50tFdjcZTQaXd3mU1NTYTabGx04tS3UajUsFgvWrl2L4uJiJCQkwGg0ntFOo9Fgw4YNrr/1ej1SU1O9EgMREZE/fPjhh1i+fDlGjRqFzz//HO+++y6io6PFDssnWsp9mPcw7yEiouBWU1ODadOmwWw2Y9asWThw4ABuuukmscNyYc8uL4jrFtFiG3evcDr17Bbh1hVOTxkMBlitViQkJDRYrtPpoNVqm32uMzGUyWRISUlx/a1QKBoM+CqTyaBWq6FWq5GbmwutVguVSnXG+lQqlSshVKlUjV41JSIiChQOhwNvvvkmlEolhgwZgttuuw1RUVEYP348pNLgvp7YUg7CvId5DxERBZ/ff/8dH330ETQaDcLCwvD666+jb9++6Nu3LwAE1G34LHZ5gTtd6gFgRv5ObNxx5IxBWusLkUpwy5i+yEsZ5a3wmqXT6VBQUNAgCTMYDEhLS2sx6cvJyXENwtrUbEanUyqVWL9+faOPpaenQ6fTISYmBhMnTnTzFRAREfnfF198gRkzZqCwsBCTJk3CG2+8AalUihtuuEHs0PzCndyHeQ/zHiIiCg4lJSXIycnBU089haqqKlxxxRUYOHAgxo4dK3ZoTQruy44B5p6LFS3OTiAIAu6+uL9f4rFardi+ffsZVxvVajWsVmuj3e6dcnNzYTKZmk0MjUYj0tPTXVc+rVYrMjMzm0zoVCoVTCZTg9sLiIiIAskvv/yCCRMm4IorrsCPP/6I6dOn45lnnhE7rIDEvId5DxERtW9VVVVYsWIF4uPjodVqMWTIEHz88ccYONB7E8v4CotdfjSsTxSWTxwNqaT2SmZ9IVIJpBJg+cTRGNbHvcFhWyM3Nxdyudz1k5CQ0Oz4EKdPi63X65GQkICEhATEx8ejqKgIhYWFzXa5V6lUiI+PR3JyMiQSCRISEjBx4kRkZGQ0+ZzMzEykp6e3+XUSERH5yoEDBzBy5Ei8//77mDRpEvbt24cnn3wSsbGxYocWkJj3MO8hIqL27d5778X//d//oVOnTnjxxRdRWFiI5ORkscNyi0Ro6ZJbB+SclaikpMTtWYla45cjNrzwzUFs2vknquwCwkOluHFUH9x9cX+fJHxE7YHFYuEMLET/4vkQOMrKynD06FHXFcw5c+Zg/Pjxbnfb9/W+9EbOwryHyP/4OU/UEM+JwLFz506MGjUKEokE27Ztg9FodBW8WuKP/ehu3sJiVyN8nfQ5nSguRqeuUegUFtLioKxEwY5fcER1eD6Ir6amBi+88ALmzJmDXr16obCwsE2DzrPYVYd5D1Edfs4TNcRzQnz79+9HVlYWNm7ciHfffRcTJkxo9ToCqdjF2xhFJJVI0Dk8lAkfERFRgBAEAR988AFGjx4NjUYDu92OtLQ0OBwOsUNr95j3EBERBZ5jx47hoYcewvDhw7Fx40bcfPPNGDJkiNhheYyzMRIREREBcDgcuO666/Dxxx+jU6dOmDVrFjIyMnza24mIiIhILO+99x5uv/12lJaW4oILLkBeXh4uuaTlGZfbAxa7iIiIqEOrqqpCeHg4pFIpBg8ejL59+2LBggXo27ev2KEREREReZXdbocgCAgNDcV5552Hfv36Yd68eVCr1UHV+5q3MRIREVGHZLVakZGRgaFDh+LkyZMAgKeeegrPPfccC11EREQUdAoKCpCQkOCagfjcc8/Fzz//jJSUlKAqdAEsdhEREVEHU1VVhaeeegrx8fHIy8tDVFQUjh49CgBBl+gRERER/fjjj7jmmmtw1VVXYe/evSgtLXU9Fqy5D4tdRERE1GFs2rQJQ4cOxfTp09G5c2e89NJLKCwsxIABA8QOjYiIiMirjh8/jnvuuQejR4/Gxx9/jMmTJ2Pfvn3IysoSOzSf45hd9axatQqrVq2C3W4HUDttpvN3b5DY/oS0wuL6u6KsDLauXc9o54iUQ4ji7RPUsdhsNrFDIAoYPB98Z+fOnfjnn38we/Zs3HfffejUqRNKSkp8tj1f70tP1s+8h0g8/JwnaojnhG+cPHkS7777Li699FLMnz8fo0aNAlD7ne8L/tiP7m5DIgiC4ONY2h2bzYbo6GiUlJR4bwYm6x/AMwlATWXLbUMjgAcLAVk/72ybqB2wWCyQy+Vih0EUEHg+eM/+/fsxd+5cPPnkk+jduzcqKipQWlqKuLg4v2zf1/vSGzkL8x4i/+PnPFFDPCe8o7q6GuvWrUNJSYmr99bhw4fRt29fv9yu6I/96G7ewtsY/aX8hHsJH1DbrvyE1zadnJyMzMzMZtuYTCZIJBLo9fozHktJSYFcLkdCQgISEhIQHx+P9PT0FrebkpJyxnbNZjMkEgmMRmOD5UajESkpKW7HS0RE1Jx//vkHDzzwAIYNG4Y333wTmzZtAgBERkb6rdDVoTHvAcC8h4iI/EMQBLzzzjs477zzcP/990Ov16OqqgoAcNZZZwXtuFzNYbGLAADr16+HSqVCfn5+o49rNBoUFhaisLAQRUVFkMlkiI+Pb3adycnJjSZ3CoUCBQUFDZbn5+cjOTnZsxdBREQdXnl5ORYvXowBAwZg9erVGDt2LL755hvcd999YodGAYR5DxERBYvvv/8el19+OW6++WYcPnwY8+fPx08//YTw8HCxQxMVi10EANDr9dDpdDAajbBarS2212q1UCgUzV6JTE1NhclkarC+goICaLVaGAyGBm2NRiNUKlVbwyciIgIAbN68GbNmzUKPHj2Qn5+Pb775BhdddJHYYVGAYd5DRETBwOFw4J577sE333yD9PR0HDhwAHPmzEGXLl3EDk10HKDeG3SXA2X/NN/GXtW6db56KxDSQiW2aw8gfUvr1tsIo9GIxMREKBQKKJVK6PV6ZGRktPi8zMxMpKSkQKvVNvq4TCaDQqGA0WiEWq0GUHvbQH5+PtLS0mC1WiGTyWA2mwEACoXC49dCREQdzyeffIK+ffti+PDhuOWWW/Dqq68iJSWlw1/R9KmWch/mPQCY9xARkfcVFxfj/fffx//+9z9IpVI899xziIqKwrBhw8QOLaCwZ5c3lP0DlB5p/qf8eOvWWX685XW2VGBzk06nc41FkZ6eDp1O59bzEhMTYbVam70iqlarXV33TSYTlEql67nOrv68uklERG3x448/4uqrr8bVV1/tGoRVIpHg9ttvZ6HL11rKfZj3MO8hIiKvqqiowNKlSxEfH48777wTO3fuBABccMEFLHQ1gsUub+jaA+jWp/mfzt1bt87O3VteZ9ceXgm//hXI1NRUmM1m11VHTyUnJ2PDhg0AasfHmDhxIoDaQVzXr18PoHbcCucgrURERC35888/cc8992D06NEoKCjAHXfcgVWrVokdVsfSUu7DvId5DxEReYXD4cDrr7+OIUOGYObMmZDJZHj99dcxcuRIsUMLaLyN0Rvc6VJ/ZCegv9z9dU5+C+gzuq0Ruc1gMMBqtSIhIaHBcp1O12Q3fSdnYiiTyZCSktKgW75zwFeVSgWr1Qqz2Qyj0Yjs7GzXcue4F9u3b+cVTiIicsuRI0cwaNAglJeXY9y4ccjLy8OYMWPEDqvjaSn3Yd7DvIeIiLzi4YcfxjPPPAOZTIalS5fiwQcfREREhNhhBTwWuzo4nU6HgoKCBkmXwWBAWlpai0lfTk4ONBoNADQ5mxFQm+A5u+7LZDIAtYlhTEwMDAYDEhMTPXwVREQUzKqrq/Hnn3/i3HPPRZ8+fTBt2jRcdtlluOaaazrkVNrUdsx7iIioPThw4ADi4+MhkUhwzz33IDw8HLNmzUJMTIzYobUbvI2xA7NarY1eXVSr1bBarWdMn11fbm4uTCZTi4khANdgrqdvR6VSIScnh1NvExFRowRBwMaNGzFixAiMHz8eNTU1AGqLDtdeey0LXdQqzHuIiCjQ/fXXX0hPT8fgwYPx9ttvAwDGjBmDZcuWsdDVSix2+UvnWCDUza6GoRG17b0oNzcXcrnc9ZOQkAC9Xo/U1NRG26vV6gYDtur1eiQkJCAhIQHx8fEoKipCYWGh64plc1QqFcxms2vcCqeUlBSYTCbXuBktxUtERB3H999/j8suuwy33HIL/vzzT6SmpsJut4sdFrmLeQ/zHiIicltZWRnmz5+PAQMGQK/X4+KLL0b//v3FDqtdkwiCIIgdRKCx2WyIjo5GSUkJoqKivLdi6x9A+Ym67ZSWIqpbtzPbdY4FZP28t12idsBisUAul4sdBlFA6MjngyAIuPPOO/HKK68gJCQEaWlpmDdvHnr27Cl2aG3i633pjZyFeQ+R/3Xkz3mixnTkc2LLli2YNGkS/vrrLwwePBharRY33HBDu+zB7o/96G7ewjG7/EnWr0EyZ7dYgA56QhMREdVnt9sREhICiUSCuLg43HDDDViyZAmGDh0qdmjUVsx7iIiIGiUIAhwOB0JCQjBgwABERkZi9erVmDJlCsLCwsQOLyjwNkYiIiISTUVFBXJzczF8+HCUlpYCqL2la9OmTSx0ERERUdAxmUwYN24cVqxYAQDo27cvDhw4gKlTp7LQ5UUsdhEREZHfORwOvPbaaxg8eDAyMzNRWVkJs9kMAAgJCRE5OiIiIiLv+u233zB58mQkJCTgiy++wJ9//ul6jLmP97HYRURERH711VdfISkpCZMnT4bNZsPSpUuxd+9ejBo1SuzQiIiIiLyqtLQUGRkZGDx4MF577TVcc8012LVrF5YtWyZ2aEGNY3YRERGRX5lMJvz888945JFHMGvWLE6lTUREREFLIpHglVdewZAhQ5CXl4fk5GSxQ+oQ2LOLiIiIfOro0aOYOnUqfv/9dwDA1KlTsXfvXixbtoyFLiIiIgoqgiBgw4YNyM3NBQB07doVX375JQoLC1no8iMWu4iIiMgnysrKMG/ePAwYMABr1qzBq6++CgAIDw9H//79RY6OiIiIyLu+/vprXHjhhZg4cSLy8vJQVlYGABg4cCDH5fIzFruIiIjIq2pqaqDX6zFw4EDMnz8fZ599NjZt2oTs7GyxQyMiIiLyun379uHmm2/GpZdeisLCQjz00EP45Zdf0LVrV7FD67A4Zlc9q1atwqpVq2C32wEAFovF9bsvfHnoS6z9bC0ePu9hJMYl+mw7N998M0aNGoV58+Y12WbXrl244oor8OSTT+Kuu+5q8FhJSQkefvhhbNmyBQAwevRoLF++HOeeey4A4K677sKWLVtcf5eUlODyyy/H8uXLG6zH3XaNaSmG6dOn46WXXoLJZHItq//c/v3744YbbsCLL77Y4rZIHDabTewQiAJGez8fCgoKkJ6ejri4OCxbtgx33HEHQkNDYbVaxQ7N73y9Lz1ZP/Me5j0knvb+OU/kbe35nBAEARMnTsSuXbswYcIEzJkzB/Hx8QBqv1s7En/sR3e3wWJXPQ888AAeeOAB2Gw2REdHQy6XIyoqyifbEgQBr/7+Kn4r+w3P7X8OqoEqSCQSn2wrLCwMkZGRkMvlTbbZvHkzVCoVPvzwQ0yfPr3BY4mJicjMzMSmTZsAAAaDAYIguNYXHh6O9PR0aLVa13MyMzORmJiIoqIi1zJ32zWmpRgiIiKgUChQUFCAjIyMBs9du3YtFAoFwsPDm30PSHzcP0R12tv5UFhYiIiICIwYMQIpKSmwWCy47bbb0K1bN7FDE50v96Unt0Qw72HeQ+Li/iFqqD2dE+Xl5fjggw+QkpICAFi9ejUA4KKLLhIzrIDg6/3obu7D2xhFsvXIVuy17gUA7D6xG1uPbBU1Hr1eD51OB6PR2ODKu9lsRnFxMTQajWuZWq2GUqlsdn1arRYKhQKZmZket3M3BrVaDZ1Od8bz169fD7Va3WwcRETUNocOHcLkyZORmJiIhx9+GEDtrEPp6eksdJEL8x732zHvISIKXHa7HS+++CIGDRqE1NRUfPvttwBqi1wsdAUWFrtEIAgCnt7xNKT/vv1SiRRP73gagiCIEo/RaERiYiIUCgWUSiX0er3rsZiYGFitVhgMhlavNzMzs8G62trO3RhiY2OhUChgMplcy8xmMwC4upESEZF3WCwWzJw5E4MHD8Zrr72Ga6+9FitWrBA7LApAzHta1455DxFRYPrkk0+gVCpx9913o6KiAitXrkRCQoLYYVETeBujF0x8fyKOnzrudvtKeyVKKktcfzsEB3af2I1L11+KiJAIt9fTvVN3rB+/vlWxNkan0yE9PR0AXN3tnV3iZTIZ8vPzkZKSAplMhtTUVKSnp7d4hROo7YJvtVphtVohk8na3K41MaSkpECn07mudNZ/bURE5B0WiwUDBw7EiRMnMHr0aCxduhTjxo0TOyzyo9bkPsx7WteOeQ8RUeCZN28e5s+fj4iICGRmZiI7OxvR0dFih0XNYLHLC46fOo5/yv/xeD31E0F/MhqNyM/PBwBXQmU2m6FQKADUdpO3WCwwGo1Yv349EhISUFBQAJVK5bcY3Y1Bo9FALpe7kj69Xo+DBw9iw4YNfouViCgYCYKAo0ePok+fPpDL5bj77rsxcuRI3H777ZBK2VG8o/FG7sO8p2nMe4iIxHf06FH07NkTUqkUKSkpOHjwIBYuXIizzz5b7NDIDSx2eUH3Tt3dbnv61c3TRUdEu32VszXbbYrBYIDVaj2j+6VOp2swoKpMJoNarYZarUZubi60Wm2LSZ+zK31zVzdPb5eSkuL6W6FQuJLR1sSgUqlgNBpdv7e0fSIiat7XX3+NGTNmwGKx4Oeff0ZYWBjy8vLEDotE5G4Owryn+XbMe4iIAo/NZoNWq8Xy5cuxbt063HbbbRg+fDheeuklsUOjVmCxywvc7VIvCAL++8F/UVpVCofgOONxqUSKs7qehTeuf8NnMxSdTqfTnXGl0GAwIC0trUHSV59SqcT69S2/5pycnAaDq7rTrn6S15zmYkhPT4dOp0NMTAwmTpzo1vqIiOhM+/btQ1ZWFt555x2EhoZi6tSpqKysRFhYmNihkcjcyX2Y97TcjnkPEVHgqK6uhl6vx/z583Hs2DEMHz4cvXr1EjssaiPed+BHW49sxe4TuxtN+IC6MSz8NUOR1WrF9u3bz7hKqFarYbVaYTQaYTQaXd37nc/JzMxsMZnKzc2FyWRqMnFsTbvWxqBSqWAymWA0GjkbERFRG82cORPDhw/HO++8g1tvvRW//PILVq5cia5du4odGrUTzHva1o55DxGR/5lMJowYMQIPPvggQkNDsW7dOuzatQtXXnml2KFRG7HY5SfOmYgkaP7KpQQSn8xQlJubC7lc7vpJSEiAXq9Hampqo+2d01mrVCrEx8cjOTkZEokECQkJmDhxomsgVye9Xo+EhAQkJCQgPj4eRUVFKCwsPKMrvbvt6nM3hvoyMzM5QCsRUSvV/+4JCwvD2LFj8c0338BgMGDgwIEiRkbtDfOe1rWrj3kPEZH/OL9/+vTpg9LSUixYsAC//vor7r33XoSEhIgcHXlCIog173MAs9lsiI6ORklJCaKioryyzip7Fa4yXIUTFSdabBsbGYtP1J8gPCTcK9smag8sFgvkcrnYYRAFBH+fD3a7HS+//DJWrFiBL774AjKZDFVVVQgLC/Pb7WXBytf70hs5C/MeIv9j3kPUkL/PiaKiImRnZyMhIQGZmZkAgKqqKoSH87vIE/7Yj+7mLRyzy0/CQ8Lx5vg3UVxR7Fpms9ka3TkxkTFM+IiIyC8+/vhjzJw5Ez/99BNiY2Oxe/duXHzxxUz2yCPMe4iIKBCdOHECCxcuxOrVq1FdXY3IyEjXY8x9gguLXX7Uq0sv9OpSN8CdRcorOkREJI4ff/wRM2bMQEFBASIjI5GVlYWsrCxER0eLHRoFCeY9REQUKCorK7Fy5Uo88cQTKCkpQVJSEvLy8nD55ZeLHRr5CItdREREHdDWrVthNBrxv//9D4sWLUK/fv3EDomIiIjIJxwOB1auXAm5XI41a9YgNTUVUimHMA9mLHYRERF1ACUlJcjNzcWUKVPQv39/TJkyBRdddBFGjhwpdmhEREREXvf555/DZDLh0UcfRadOnfDRRx9hwIABiIiIEDs08gOWMomIiIJYdXU1nnnmGQwYMACLFy/Gs88+CwAIDQ1loYuIiIiCzu7duzF+/HhceeWVmDNnDoqLa8ePHD58OAtdHQiLXUREREFIEARs3LgRw4cPx0MPPYTw8HA899xzyMnJETs0IiIiIq87evQoNBoNRo4ciQ8++ACTJk3Czz//jJiYGLFDIxGw2CWisudfwJ6hw3Bs9WqxQyEioiDz9ddf45ZbbsHRo0excOFC7N+/H/fccw9CQkLEDo06KOY9RETkS5MmTcLatWtxySWX4IcffsAbb7yB/v37ix0WiYRjdonk2OrVKFu7FgBwfOXTAIC4++8XMyQiImrnDhw4gIqKCowYMQKXXHIJli9fjv/+97/o2bOn2KFRB8e8h4iIvK2mpgYff/wxrr/+egDAkiVLcOzYMUyYMAESiUTk6Ehs7NklgmOrV7sSPafjK5/mlU4iImqT48eP4+GHH8awYcOg0WggCAIkEgn+7//+j4UuEh3zHiIi8iZBEPD+++9j5MiRGD9+PD777DMAwIUXXogbbriBhS4C4IVi186dO7Fu3TpkZ2dj6tSpmDhxIqZOnYrs7GysW7cOO3fu9EKYwaOxhM/JV4lfcnIyMjMzm21jMpkgkUig1+vPeMxqtSIlJQVyuRxyuRzJyckwm82ux52PJSQkICEhAfHx8UhPTz9jPe62a+x5p8dvNpshkUhgNBobLDcajUhJSXH7dRMRtWenTp2CVqvFgAEDsHLlSowePRpLlixhkkcBg3kP8x4iIm/avn07rrzySkyYMAG//fYbZs+ejaSkJLHDogDUpmLXzp07cfXVVyMkJAQJCQnQaDTQarXQ6XTIz8+HTqeDVquFRqNBQkICQkJCcM0112DXrl3ejr9daS7hcxLrSuf69euhUqmQn59/xmMJCQlITk6GxWKBxWJBeno6rFZrgzYajQaFhYUoLCxEUVERZDIZ4uPjz1iXu+3qS05ObjS5UygUKCgoaLA8Pz8fycnJbr5qIqL26+TJkxg2bBiysrIQExODN954A9999x0uu+wysUMjAsC8pzXt6mPeQ0TUuBUrViApKQlffvkl7r33Xvz6669YsGABunXrJnZoFIBaVew6dOgQkpKSkJCQgKKiIqSlpWHNmjWuL3CLxQKHwwGHwwGLxYLCwkJs2LABU6ZMwYEDBzBmzBiMHTu2Qxa93En4nMRI/PR6PXQ6HYxGY4OEzmw2o7i4GBqNxrVMrVZDqVQ2uz6tVguFQtHiFUZ32qWmpsJkMjWIq6CgAFqtFgaDoUFbo9EIlUrV7DaJiNoz5/TZXbp0wc0334xly5Zhz549mDRpEqRSjk5AgYF5T9vbMe8hIqpjtVpht9sBANdccw3Gjx+PXbt2Yd26dejTp4/I0VEgc3uA+s8++wwqlQoqlQrbt2/HmDFjmm0fHR2NMWPGYMyYMbj11lsB1HYZz8zMhFKphMFgwM033+xZ9AHi4K1q1Bw/3uTjjrIyOE6ebNU6j698GsXPPQ9p165Ntgnt3h393zI0+bi7jEYjEhMToVAooFQqodfrkZGRAQCIiYmB1WqFwWCAWq1u1XozMzORkpICrVbrUTuZTAaFQgGj0eiKwWQyIT8/H2lpabBarZDJZK5bDBQKRaviJCJqD3bv3o2MjAzs2bMHe/bsQUREBJ588kmxw6IOqrnch3kP8x4iIk9VVlZi9erVWLRoEZYtW4a77roLgwcPxnvvvSd2aNROuHUJ+NNPP4VarUZBQQE++eSTFgtdTVEqlSgoKMDHH3+MmTNn4u23327TegJNzfHjqPn77yZ/WpvwOTlOnmx2vc0V2FpDp9O5xpBIT0+HTqdzPSaTyZCfn+8adyI9PR0mk8mt9SYmJsJqtZ7R9b8t7ZzHH1Cb8DmvsCYmJrq6+vPqJhEFoyNHjiAtLQ0jR47Ehx9+iAsuuABlZWVih0UdXHO5D/Meq8ftmPcQUUclCALWr1+PoUOH4pFHHkGXLl0QHR0tdljUDrl9v8PBgwcxbtw4r2xUpVKhsLAwaA7a0O7dEdqzZ5M/0i5d2rReaZcuza43tHt3r8Rf/8phamoqzGZzg4FY1Wo1LBYL1q5di+LiYiQkJJwxloSvJScnY8OGDQBqx9mYOHEigNpBXNevXw8AruSUiChYaLVaDBw4EOvWrcOll16Kbdu24fXXX0dsbKzYoVEH11zuw7zHc8x7iKgj2rdvHy644AJMmjQJJ06cwJIlS7Bv376guSOM/Mut2xi9VeSqLzo62ifrFYM7XepbM3YFAHSf9hDi7r/fk7DcYjAYYLVakZCQ0GC5c5IBJ5lMBrVaDbVajdzcXGi12havJjoTR5lM5na7lJSUBt3ynQPHqlQqWK1WmM1mGI1GZGdnu5Y7x73Yvn07r3ASUVA5deoUzjnnHOTm5uL666/nLIsUMFrKfZj3uNeOeQ8RUZ3u3bvj4MGDmDZtGmbPno3uXrrIQR2T22N2NeXQoUOwWq0YPXq0a9nOnTuh0+lgNptx3333sRILuBI4dxI/fyV8QG1yV1BQ0CBZMhgMSEtLa3IsCaVS6bqq2JycnJwGA7y6066xWZGcVCqV68qqM5FUKBSIiYmBwWBAYmJii9siIgpUgiDg/fffx5IlS/Dyyy9DLpcjKysLjz/+OEJDPf66JvIr5j3utWPeQ0Qd2T///IP58+ejb9++mDp1KmJjY2E2m9G1mfEbidzl8bRNS5YsadCF+uDBg1AqldDpdNi2bRvUajU2btzo6WZazWAwwGQyQa/XQ6/X+337jYm7/350n/ZQs238mfBZrdZGrwqq1WpYrVYYjUYYjUakp6e7rjparVZkZma6utM3JTc3FyaTqcVBWt1tB8A1mOvp8apUKuTk5HDqbSJqt7Zv344rrrgCN9xwA3bu3OkaIygyMpKFLmq3mPe0vR3AvIeIgld5eTmeeOIJDBgwAKtXr8aWLVsgCAIAsNBFXuNxsWvDhg2uQT6B2hlmJBKJa+rmW265BYsXL/Z0M61itVqRk5MDpVKJ1NTUBvGJrbnEz5cJX25uLuRyuesnISEBer0eqampjbZXq9XQ6XRQqVSIj49HcnIyJBIJEhISMHHiRNesRU56vR4JCQlISEhAfHw8ioqKUFhYeEZXfnfbNUalUsFsNp+RcKakpMBkMjU6a1Jjr5uIKFAcOnQIt99+O5KSkvDVV19hypQp+PXXX3lrEgUN5j3Me4iInOx2O1544QUMGjQIjz/+OHr27Im33noLH330EYdqIK+TCM4SahtJpVIYDAbccsstAGqnbI6Pj8e2bdsAAGvXrsV9990Hu93uebRtYDKZkJmZ6ZrRxh02mw3R0dEoKSlBVFSUT+I6fSwLf17ZJApEFosFcrlc7DCI/Or555/Hvffei+uuuw65ubkYPnw4AJ4PwcTX+9IbOQvzHiL/4+c8dUSVlZUYMmQIysrKMHfuXKSnpyMsLAwAz4lg4Y/96G7e4vG9ETKZDBaLBUDtLYxWq7XBFWmr1erW1avGWK1WbNiwAfn5+Y0Wq3Jzc13rtlqtjV51KygoaHY8BLHE3X8/Kk5VoGzdOnR/6EEmfEREHUBlZSVWr16N66+/HoMGDcKdd96JQYMG4ZJLLhE7NCKfYt5DRNQx7dq1C1u2bMG0adMQERGBjRs3on///oiOjhY7NApyHhe7xo0bhyVLlkAul0On00EikTTobr1t2zYoFIpWr9dkMmH79u2wWq0oLi4+4/Hc3FwAcA3w6RxjQafTudpoNBooFApkZmY2WB4out5zN/o9+ojYYRARkY8JgoANGzYgOzsbBw8exJ49e6DX6xESEsJCF3UYzHuIiDqOw4cP4/HHH8fLL7+MkJAQ3Hrrrejbt2+Die2IfMnjMbvWrVsHh8MBtVqNgoICZGRkuA7gkpISGAyGFgf1bIxSqXQVqxpz+ow3KpWqwUD0VqvVtXzDhg2u2WyIiIj86csvv8T555+PSZMm4cSJE1iyZAlWrFghdlhEREREXldSUoLHHnsMAwcOxEsvvYRx48bhhx9+QN++fcUOjToYj3t2RUdHo6ioCAcPHkRMTMwZ3RELCgowbtw4TzfTgNlsbvL2SKPRCLPZjKKiItdMNzExMYiJifFqDERERC3ZuXMnLr/8coSGhmLatGmYPXs2unfvLnZYRERERD5x++2344MPPsCIESOQl5eHq6++moPPkyi8Np95//79z1gWHR3t9UIXANd00KeTyWSwWq1ITU11TR9dUFCA9PR0KJXKJtdXWVmJyspK1982m83rMRMRUcfw999/48SJExg2bBhGjx6NxYsXIyUlBQMGDBA7NCIAzHuIiMh7BEHAl19+icsuuwwSiQSPP/44brnlFtx5550ICQkROzzqwLxW7Prss89ctw42xjlboy/FxMSguLgYMpnMNR2zO9O35+TkYP78+Wcst1gsPp1FksklUR2eD9TelZeXY/Xq1Vi5ciUGDhyIgoICSKVS3HfffQDgmszFHTwfgoev92Vb1s+8h0h8PB8oGPzwww+YM2cOfvjhB2zYsAEqlQqDBw/G4MGDW32M85wIDv7Yj+5uw+Ni144dO5CYmAigtqrbGIlE4tPkyamxgezdkZ2djUceqRsw1WazoV+/fpDL5T6bgtspGKdXNRgMkMlkrl51bZmggDqmYDwfKPjZ7Xa89NJLmD17No4cOYKBAwfi8ccfR0xMjEfd9nk+BA9f7su2XDVn3uNdzHuorYLxfKCO4cCBA8jOzobBYEBISAimTp2Kyy67zONjmudEcPD1fnQ39/G42JWWlgZBEKDVapu9VdCbmkoirFZrmxKMiIgIREREeBoWoXYfbNu2DVqtFlarFVqtNiBnwiQi8oaqqipccMEF2LFjB7p3746nn34a6enpCAsLa/M6j61ejeNPP4Oahx5E3P33ezFaolrMe7yHeQ8RdTSvvPIK7r33XlRXV+PGG2/EkiVLMGTIELHDIjqDx7MxmkwmZGZmYubMmRg3blyTP96kUCggk8kaHbvLndsWqfVyc3MhkUiQmZnZYHlmZibkcrlruUwmc00M4LzCSUQUbMrKygAA4eHhuPzyy5GdnY0DBw7gwQcf9LzQtfJpQBBwfOXTOLZ6tbdCJqJWYN5DRFTn1KlTqKmpAQBcfPHFGDt2LLZs2YJ33nmHhS4KWB737FIoFIiPj/dGLI1q6tbE7OxsGI1GaDQaALVdyJ2/k/dpNBqcOHECer3eldQBgFarRXx8/BnvvdFohEwma3TGTCKi9uqPP/7A448/ji1btmDPnj3o1KkTli9f7tlKrX8A5Sewf82bsG/Y1OCh4yufhuWv3zHovklA51hA1s+zbRGRW5j3EBEBDocDr732GmbNmoVZs2a5btX++uuvxQ6NqEUeF7syMjKQn5+PKVOmeCMeF7PZDIPBgPXr17t6jyUlJbkGns/IyEBubi4MBgMAYNu2bR53G1+1ahVWrVrlGl+MA7XW2bRpE6ZOnYoNGzbgxRdfxI033ggAOHToEAYNGnTGwMsJCQkIDQ3FPffcg40bN4oRMrUz7el8oI7HZrPhqaeewpo1a1BRUYH//Oc/OHjwIHr37u3ReiW2PxH98pU4visM9p8bHyvJvmETjv3yCrqPqkbJ/z6DENXXo22SfwXiAPVOzHuaxryHfK09nQ/UMW3ZsgVz587Fjz/+CJlMhsrKylZNttNaPCeCQyANUC8RmhpVvhVSU1OxY8cOpKSkQKFQICYm5ow2/piN0VtsNhuio6NRUlLi9kCtw4cPb3T5pk2bMGDAABw4cMCVKDnZ7XaEhIRg9+7dAICPP/64wYCxTvHx8Xj33XcB1Camq1evdj3HX/R6PTQaDXJzc7F+/XoUFhY2WF6/ndVqRUZGBsxmM5KTk1FUVOTXWKl9slgsHJSSAtJzzz2HrKwsHD9+HOeddx7y8vJw9dVXe2flR3bi2LTrcbyJQld93UfYELfyA6DPaO9sm/zC159tbclZvLWO1uY+zrwHQKtznwceeMDtuLyBeQ/5GvMeClR//PEH0tPTsXnzZoSHh2PatGl47LHHfH688pwIDv7Yj+7mLR737Pr0009dvauWLFnSaBt/zcZITTOZTFi/fj3MZjNiYmJcveCcPehkMplbt4FqNBpkZmbCbDY3OhlAamoqjEYjjEYjCgoKkJ+f7/XXQkTkT3///TfCw8Px/PPP43//+1+bZr9ryrFX3nar0AWgtt0rbyMuc7TXtk8UrJj3EBG1TdeuXfHDDz/gv//9L5544gn0799f7JCI2sTjnl1XXXUVjEZji7MxenuQel/yxlVSd/izel3/SqTBYEBOTg7y8/Oh0+kajEXRFIPB4LqF1NmDT6vVnnGFk6iteDWHAsW3336L+fPn46WXXkLPnj1RUVEBh8OBzp07e3U7rsHoW6n7tIc4S2M7Esw9u1qLeQ9RHeY9FCjKysqQl5eH8PBwzJo1C0DtuNmN3a3lSzwngkMg9ezyuNgllUqRmZmJnJwcT1YTUIIt6XPOWln/imR6ejqMRqNbXe2NRiMSExNdg64ajUakpKSgsLAQZrOZM2CSV/ALjsR24MABZGVl4a233kJISAhee+01TJw40Wfb2zN0GNCWr2CJBEP3/OL9gMgnWOyqw7yHqA7zHhJbTU0NnnvuOcydOxd///03lEolfvjhB6/2YG8NnhPBIZCKXVJPN+Tr2RjJO6xWa4O/U1JSYDabYTKZWnyu2WxuMLuQSqVCTEwM0tPTmfARUbt3/PhxTJs2DUOHDsVbb72Fm266Cbt37/ZpoQsAuj/4YNue91DbnkfUkTDvISJqnCAIePfdd3HeeefhvvvuAwDodDp8//33ohW6iHzB4zG7NBqNT2ZjFEOwzkokl8uxadOmBvdbv/rqq/j8889x66234vPPP0d0dHSTzz958uQZM2/873//w8aNG306Iwd1LJyBhcTy9ttv4+mnn4ZSqcTChQtx4YUXAoBPP98q/jiM/QVfoUcrn9ftthsQ+t//8rO3HeFsjHWY9xDVYd5DYqmursYjjzyCo0ePIiMjAw8++CC6du2K0tJSUePiOREcgmo2xh07diAtLQ0lJSVQq9WIj4/vkLMxtoU/u2qaTCZs374dAFyzBjmX5+TkuMaiqM9sNkOr1brGZHOOXeFcR05OjlvjXhC5g12XyV8cDgdee+01JCQkYNiwYXA4HNi8eTOuu+46SCQSn25bqKnBT0+tgfCiHuE11a16LmdjbJ94G2Md5j1EdZj3kD8dOnQIH330kasn1/bt29GnTx/06dNH5Mjq8JwIDoF0G6PHxa4BAwa4xkZociPtbDbGYEz6iAIdzwfyh08//RQzZ87Ejh07MGnSJLzxxht+2/bx7Tuwf2Y25Ed/cy0L7WRHz4QSVFpDm52VsfsIG+JGlAGaLSx2tTMsdtXh5zxRHZ4P5A8WiwWLFy/GypUrUVVVhf3792PgwIFih9UonhPBIZCKXR7fxuicypmIiChQ/fzzz8jIyMDmzZsRHh6OGTNm4LHHHvPLtmvKylA4ezG6bn4HcjivLwmQDzyJ2FGnEBZaDZxVu7Sxgper0EVERETkhsrKSqxevRoLFy6ExWLBmDFjsHTp0oAtdBH5gsfFrnHjxnkjDiIiIp84cOAARo0aBYfDgdtuuw1PPPEEzj33XL9s+9CmD/HPokWIKq0b5ydCVo3eSVZEjlZC8p/HgDdSgZpKV0GrfsGrQaErNALoHOuXuImIiKj9uvfee/Haa6/h7LPPxsqVK3HbbbdBKvV4bjqidsXjYhcREVGgKS0txZEjRzB48GAMGDAAc+bMwfXXX4/ExES/bL/iyFFsf3QWYnd8i27/LpOEOBA3ogyy86QIuSYPUN4JSKXAg4VA+QkAQBwAvPI2jr+Yj+53pSDujnrjXXaOBWT9/BI/ERERtS8mkwljxoyBRCLB//3f/2HkyJGYNm0aIiMjxQ6NSBRuFbvWrl2L2NhYrw4y//bbb6O4uDgoZnEkIqLAUFNTg3Xr1mHevHno2bMnTCYTQkJCMHfuXL9sX7Db8cuzz6NKtxqx1RWu5V16VaBXYgnCzr8BkmuWAN161T1J1q9BESsuczRCNdM5bgURERG1aO/evcjMzMS7776Ld955BzfeeCMSExP9doGPKFC5VexSqVRITk7Ghg0bsHbtWnTr1q3lJzXBZrMhIyMDn376KQoKCtq8Hl8I1im4idoDng/kCUEQ8NFHH2HevHn49ddf0aNHD9x1112wWCwICQnxSwylv+zDb3MXofvhIjivoYZE2NFTaUPnYXJUjFuKk/2vBGoAWCzNrYrnQxDx9b70ZP3Me4jEw/OBPPXPP/9Aq9Xi5Zdfht1uxw033IB+/frB0kKOEah4TgQHf+xHd7fh9myMVqsVKSkp+Oyzz5Ceno709HSMGjXK7YB27twJnU4HvV4PpVIJo9GI6Ohot5/vT5yViMj/eD5QWzkcDlx99dUwGo3o3LkzZs6ciRkzZqBr167+2f6pUyhckIdO76xHiOBwLZcpTiJudBlCL7sPuOIxIML9eHg+BA/OxliHxzVRHZ4P5Il3330Xt99+O8rKynDRRRdh6dKluPDCC8UOyyM8J4JDu5yNUSaToaCgAHq9Hrm5ua5ZGFUqFRQKBeLj4yGTyQDUFsZOnDgBq9WK7du3w2QyAQD69++PNWvWIC0tzYOXRkREVDvTUEREBKRSKUaMGIFzzz0X8+fPR58+ffwWw+GPP8PhufMQbT3mWhYeVY3eiSWIHDkE0htWAn3G+C0eIiIiCk52ux2CICA0NBSjRo1C//79MW/ePNx8882QSCRih0cUcFo9QL1Go4FGo4HBYEBBQUGLtyMqFAqkpaUhOTkZt956q0fBEhERFRcX44knnsDbb7+Nn3/+GV26dMGTTz7p10Sv6p9j2JYxBzHffQFnH2WJVEDssFLIz7MjNHkOcP5UIITzwBAREVHbOYdqyMjIgEajwUMPPYRzzjkHu3btYpGLqBltzsLVajXUarXr74MHD8JqtaK4uBgxMTGQyWTo37+/V4IkIiKqrKzEM888gyeeeAIWiwVKpRJHjx7FgAED/JbsCQ4H9j3/Gk4+/RRiKstdyzvHVaJXkhXhyishuX4ZID/HL/EQERFR8Nq5cydmzpwJo9GIyMhInDp1yvUYC11EzfPaJWcWtoiIyFc2btyIRx55BIcOHcLZZ5+Np59+Gv/9738hlUr9FoNt3378OD0bseZf0PnfZdJwB3qOLkG34V0Rcv1aYPgtAJNPIiIi8sDx48fx6KOP4pVXXgEA3HnnnVi4cCH69evXwjOJyIn3VxARUcArKiqCxWJBbm4uHnroIURGRrb8JC9xVFZiR85TCN/wCmIddTPVRZ1Tjp5jbAi96A4geT7QiYOqEhERkefCw8OxefNmqFQq5OXltWpiOCKqxWIXEREFnD179mDOnDlYsWIF+vTpgwcffBB33303YmNj/RrH0S++xqFZcyA7cdS1LKxLDXollaDz8LMhveEN4JyL/BoTERERBZeqqirodDrYbDbMmjULUVFR2Llzp18n3SEKNix21bNq1SqsWrUKdnvtlXuLxeL63RdsNpvP1k3U3vB8IAD4+++/odVq8corr8But+Oiiy7CXXfdBQCQSqWwWCx+icNutWL3wqXosfUzyJwLJQJih5Qh5rwKVF/4AEoSpwKhEYAPYuL5EDx8vS89WT/zHiLx8HwgoHbw+ffeew8LFiyA2WzGueeeiylTpiA8PBydOnXyW94TCHhOBAd/7Ed3tyERBEHwcSztjs1mQ3R0NEpKShAVFeWz7VgsFsjlvO2FCOD50NGdPHkSy5YtQ25uLk6ePIlLLrkES5cuxfnnn+/XOARBwIHX8lGybCm6nCp1Le8UW4VeSVZEjBwLyYQVQNwgn8bB8yF4+HpfeiNnYd5D5H88H2jr1q2YOXMmtm7diq5duyIrKwvTp09H586dW35yEOI5ERz8sR/dzVvYs4uIiET38ccfY+7cuRg4cCByc3Nx4403+n2WoTLzQex45DF037sTXf5dJg1zIG6kDdHDwxByzXJg9GTAj4PiExERUfBxOBxIS0vDvn37cP/992Pu3Lno0aOH2GERBRUWu4iIyO8EQcBHH32Efv36YcSIEbj55pvxxhtv4NZbb0VYWJh/Y6muxq4nV0Py8nPobq92Le921in0TChBWNItwDU5QFcmoURERNQ2x48fx3vvvYe7774bUqkUzz//PGQyGQYPHix2aERBicUuIiLyqx07dmDmzJn49NNPcf311+P999+HRCLBpEmT/B7Lse+2Y3/mLMT8/btrWWjnGvRKKEGXYT0gHb8WGJjs97iIiIgoOJw6dQorVqxATk4ObDYbRo8ejTFjxvh9qAaijobFLiIi8ovff/8djz/+OF599VUAwF133YWFCxeKEkuNzYZtjz+BqE/eQwz+HbpSIiBm4El0H1mOkMumAv/JBsK7NL8iIiIiokY4HA68+uqrePzxx/HHH39AoVBg7dq1GD16tNihEXUIXit2ffbZZ7BarU0+fsstt3hrU0RE1M4cOXIEgwcPRkVFBa666irk5uZi1KhRfo9DEAQcevt9HMtZDFmZ1bU8Ql6F3kkliBw+HJIbVgK9/R8bERERBY9p06Zh1apViImJwfLlyzF16lRERESIHRZRh+FxsWvHjh1QqVRNFroEQYBEIvHpVNZERBR4qqqqcPjwYSgUCvTp0wePPvooLrvsMlx11VWixFN++E8UPvIYuv/4A7r9u0wS4kDceaWQDRcQoloAjNUAIez0TERERK23f/9+DBw4EBKJBFOmTEHnzp2RnZ3NWQaJROBxRp+WlgaLxYKMjAwkJSV5IyYiImrHBEHAW2+9hezsbISFheHHH39EaGgoFi1aJE48djt+fmYt7GvXoHtNpWt5l94V6JVQgvAxKuD6ZYCsnyjxERERUft25MgRzJkzBy+88ALefPNNpKSkYPTo0bxlkUhEHhe7TCYTMjMzkZOT4414iIioHdu6dStmzJiBb7/9Ft26dUNWVhbsdjtCQ8XpLXVi54/Y+2g2Yv40u77wQiLt6KUsQZch0Qi5/jlg2E2ARCJKfERERNR+lZaWIi8vD8uWLUN5eTn+85//YMCAAWKHRUTwQrFLqVQiPj7eG7GIbtWqVVi1apXrlkuLxeLT2y9tNpvP1k3U3vB8aN8EQUB6ejoMBgNCQ0MxZcoUzJw5E3FxcSgvL0d5eblf43GUl2NP3jOQf7wJMYLgWi6LP4keo2yoUf4XpZdkQoiIBpoZb1IsPB+Ch6/3pSfrZ95DJB6eD+3f119/jSlTpuCff/7BoEGDMH/+fFx11VWQSCSwWCxih9fu8JwIDv7Yj+5uQyII9f4LaAO9Xo+33noLH3/8sSerCSg2mw3R0dEoKSlBVFSUz7ZjsVh4/zbRv3g+tE92ux0hISEAgBkzZsBsNmPJkiUYNGiQaDH99sEn+Gv+AkTZTriWhUdVo3dSCToN7Q/JhBXAOReKFp87eD4ED1/vS2/kLMx7iPyP50P7JAgCHA4HQkJCcOTIEVx22WXIyMjAPffcI1ov9mDBcyI4+GM/upu3eHxGJiUlQa/XY9CgQdBoNJDJZIiJiTmjHWdjJCIKHqdOncJTTz2F559/HoWFhYiKikJubi6kUqloMVX+/Q+2PToLsdu/hvNrTyIV0H14KWKGVUF65Uzg4oeBUM6ERERERK2zbds2zJgxAxMmTMCMGTPQp08f7N+/X9Tch4ia5nGxKyUlBWazGQCQkZHRaBvOxkhEFBwcDgdeeeUVPP74466ZFg8dOoSRI0eKluwJDgd+0b+EytVPI7bqlGt55x6V6J1kRdh5F0IyfgXQnWNoEBERUescPHgQjz32GN58801IpVKMHTvW9RgLXd5h0mYj8oV3cPDum6DM5Fjg5B0eF7t0Op034iAiogD3xRdfYPr06di5cydiYmKwfPlyTJ06FRER4vWUsv6yFz8/koXYQ/vQ6d9lIeF29BhjQ7chEQi5ZiUw+nYOQE9EREStUlpainnz5uGZZ55BVVUVrr/+emi1WgwfPlzs0ILKsVWr0emFdwAAnV54B8e69kPcA/eLGxQFBY+LXePGjfNGHEREFOB++ukn7NmzBzNnzsRjjz0GmUwmWiyOykoULlqGyLdeR6yjrudw9Lnl6DHGhtBENXD1YqBrnGgxEhERUfsllUrxxhtvYMSIEcjLy8OVV14pdkjBw/oHUH4C+9e8CfuGTQ0eOv7007D8/TsG3TcJ6BwLyPqJFCS1dxxFj4iIGvXnn39i/vz5mDVrFs455xykp6fjhhtuwDnnnCNuXJ99id8fnwNZ8d+uZWFda9A7yYrOg3tDMv45YIBKxAiJiIiovXE4HFi/fj0OHTqE7OxsdOnSBV999RX69+/P2xW9yfoH8EwCju0Mg/3nxgcXt2/YhGO/vIK40dXAg4UseFGbeO2sffvttzFw4ECEhIQgJCQEAwcOxHPPPeet1RMRkZ+UlpZi9uzZGDhwINauXYvXX38dABAeHi5qoavqRDG+vvch2O5Pryt0SQXEDitF/+tOoMstUyG5/zsWuoiIiKhVtmzZgvPPPx+33XYbli9fjrKyMgBAfHw8C13eVn4Cx3aG4XgThS6n4z9H4djOMKD8RLPtiJrilTN34sSJUKvViI6ORlpaGm699VYIgoC0tDRcc8013tgEERH5WHV1NZ599lkMGDAAixYtQv/+/fH+++8jKytL1LgEQcDel97Aj+OuRuw3RtfyTt0robj6GOKuGYiQqV8AyQuA8M7iBUpERETtyp49e3DDDTfgP//5D3bt2oX/+7//w549e9C1a1exQwtax155u8VCl9Pxn6Nw7JW3fRwRBSuPb2Ncu3Yt8vPzkZ+fj1tvvbXBY3q9Hvfddx+ee+453HvvvZ5uioiIfOjTTz/F/fffj169ekGv1+Puu+9GaKi4d7uXHjBj5/QsdP/1J3T5d5k0zIEeo2yIHiKBVPUEMDYNkIaIGicRERG1L4Ig4I477kBhYSFSU1OxePFixMfHix1WUDu2ejWOv5DfquccfyEf6NYLcfdz0HpqHYkgCIInK0hMTERSUhKeffbZRh9PSUnBoUOHsG3bNk8241c2mw3R0dEoKSlBVJR7Vee2sFgskMvlPls/UXvC80EcP/zwAzp16oTzzjsPgiDgueeew6RJk0S/oilUVWFH7tMIfeNFhNlrXMu79TuFnsoShI2+BrguD4g+S8QofYfnQ/Dw9b70Rs7CvIfI/3g+iOPkyZN47733MGnSJADAd999BwC44IILxAyrQ7BUWHB09EVo0/zYEgmG7vnF2yGRD/jjs83dvMXjS/Ymkwn33Xdfk49fddVVzT4eSFatWoVVq1bBbq+d2ctisbh+9wWbzeazdRO1Nzwf/OvQoUNYuHAhNm7ciEsvvRSbNtXOhHPrrbeiuroaFotFtNhO/GDC3wsXI+b4EdeysM416JVYgk4DonHqitUoi78acEgAEeP0JZ4PwcPX+9KT9TPvIRIPzwf/stvteO2117BkyRL89ddfkMlkOP/88zF48GAAEDXvCXaCIODzI5/jqZ+ewrhLpZj4laPV6+g6ZQr3UTvhj882d7fhcbFLqVTCbDY3+XhRUREUCoWnm/GLBx54AA888ICrUiiXy316hRMAr+gQ1cPzwfeKi4uxaNEiPPPMM6iursb48eOh1WoD4r2vKSnB99kLEfPZB4hxLpQIiBl0Et3PK0PIhfcA4+aga2S0mGH6TSDsE/IOX+7LkJC238LLvIdIXDwffE8QBGzevBkZGRnYvXs34uLisGrVKowbNw5hYWFihxf0/in/B0989wQ+++MzSBwCKsOAGikQ2op6V/e71Ih79BHfBUle5+vPNndzH4+LXampqcjOzkZ6evoZs3Tt2LEDeXl5yMjI8HQzRETkIYvFgoEDB6K4uBgJCQlYunQp/vOf/4gdFgRBQNGGd2DRLkFMed2VmsiYKvROsiJi0EBIblgJ9BsrYpRERETU3sydOxcLFy5EZGQkZs2ahYyMDJ8X9ak2t3vnwDvI25aH0upS9Dsm4L4P7Bh4tHXrefdiYPrkG3wTJAU9j4tdGRkZWL9+PRQKBdLT06FUKgEABQUFMBgMUCgUyMnJ8ThQIiJqPYfDgSNHjuCss86CXC5HWloaRo4ciUmTJgXEVNonfz8M0/RsdN+9Hc5RwqShDsSdVwrZkBpIr8gGLpoGhIaLGicRERG1D3/++Sd69+4NqVSKSZMm4fDhw1iwYAHOOis4x/kMNIdLD2P+t/Px3dHvEGIXoN4q4Jatjnq9uQREDD6FinABkp+6NLkeYfRJ3HluGcKl7IFHbeOVabYKCwuRnp6ONWvWNFiuVquxdu1ab2yCiIhaacuWLZgxYwZKSkqwe/duhIWFYcmSJWKHBQAQamqwa4UOeEGP7jVVruVd+55CL2UJwkZcAox/CojlrEhERETUspKSEuTk5OCpp57CunXrMHnyZAwbNgzPP/+82KF1CHaHHW/uexMrTCtwquYU4o8IuO9DO845VtcmvFs1eo8tQee42tzvmGDH8Z/P7GnXfYQNcUPKAN8NI0kdgNfmlNfpdNDpdNixYweKi4uRmJiI6OiOMa4KEVEg+eWXX5CVlYX33nsPYWFhePDBB1FVVRUwY1Mc274T+zIeQ+yRg65loZ3s6KksQdeBnSG9ZjUwahIgadN8PURERNSBVFVVYc2aNViwYAFOnDiBkSNHol+/fmKH1aGYrWbM3ToXO4/tRFi1gNu/cmDCDwKkwr8NJAJih5RBnhCCMNVCwDgHqKlE3IgyAGhQ8Oo+wuZajtAIoHOsn18NBQuvFbucxowZ4+1VEhGRm6ZPn46VK1fC4XBg4sSJWLx4ccBMElJTVoZts3MQ9dFGxArO7EeAfGA54s6zISRxInD1E0CX7qLGSURERO1DYWEhJk6ciKKiIvTt2xcvvPAC7rjjDo8m7yD3VTuq8cLPL2DNrjWodlRj6O+1vbl615s4MUJWjd5jrYi86BpIxj8JdO0BDLkeKD8BAIgDgFfexvEX89H9rhTE3XFL3ZM7xwIyFi6pbVpV7Fq6dCkkEgkeffRR17K3337brefecsstLTciIqJWEwQBkn97QXXu3BkXX3wx8vLycP7554scWZ2Dmzbjn0WLICstdi2LiK5G7yQrIgf2hWT8S0D8FSJGSERERO2FM/c566yzUFFRgSeeeAL/93//h86dO4sdWoex58QezNk6B3uL96JTpYD/fe7A1TsE1+MSqYDuw0shGxOO0Bv0wPCb63rty/o1KGLFZY5GqGY6Zyglr2pVsSsjIwNyubxBsUutVkMikUAQhCafJ5FIYLfzhlsiIm+y2+144YUXsGLFCnz55ZeQy+WYN28eQkNDXcUvsVUcOYptjz6O7ju2wtlBXRIioPuIUsQMrYD0koeAyzKAcCanRERE1Lxff/0VWVlZSExMRHZ2Nnr27Amz2YzwcE5k4y+V9ko8u/NZvLj7RdgFO0YXOaD5yIHudRNqo1NsFXqPtSL8ohsguS6PvfZJFK0qdq1Zs+aMf6AKCgq8GhARETVPEARs3rwZGRkZ2L17N+Li4rBnzx5cdNFFATMul2C34+dnX0CNbhW6V1e4lnfpWYFeiSUIHzIGmLAC6DVCxCiJiIioPTh27BgWLFiANWvWoKamBl27dnU9xkKX/5j+NmHu1rk4ZDuEruUC7vzUgct/rtebK8SBHiNLETWyE0JvfAEYdoOI0VJH16pil0ajOWPZuHHjvBYMERE1b+fOnXj00Ufx2WefoVOnTpg1axYyMjIQFXXmTDZiKf5pN355NBuxv//q+pIJibCj5xgbug0MgTRZCyTeA0g5ngYRERE1raKiAk899RRycnJgs9lwwQUXIC8vD5dcconYoXUo5dXleMr0FN7c+yYECDh/rwP3fuyArLyuTeeeleidZEXYhbdCcq0W6BwjXsBE8MEA9URE5Dvff/89Pv/8c9xzzz1YsGAB+vbtK3ZILo5Tp/DD/Dx02bQesYLDtTy6/0n0HG1DyKjrgWtzgejAiZmIiIgClyAIWL16NeLi4rBu3TrXEDrkP1v/3Ir5387HkZNHICsTcO8nDpy/r643lzTMgZ6jbeh6XjeE3vAqMOQ6EaMlquNxsSspKQlr167F6NGjG318wIABmDp1aoNxvoiIyD1WqxVLlixBWloa4uPjce+99+KSSy7B8OHDxQ6tgd8//gx/zp0PmfUf17LwbtXolVSCzvHdIbluNTB0vIgREhERUXtgNBphMpmQkZGBTp064eOPP0Z8fDxvV/SzksoS5G3Lw6aiTYAg4PKfam9b7Fo3OgW69j2FXoklCL1wEiRXLwY6cYB5ChweF7sKCwtRXFzc5OMajQZvvvkmi11ERK1QVVWFZ599FgsXLsSJEyfgcDiQm5uL0NDQgCp0VR47jh9mzkH37z6H7N9lEqmA2KFliBlWhpAL04ArZwORgXObJREREQWen376CRkZGfjoo4/QpUsXTJkyBTExMRg6dKjYoXU4xt+MeOL7J3D81HF0LxGg2ezA6IN1vblCIuzolVCCzkPlCL1pLTAwWcRoiRrnldsYm+tKWlxcDLPZ7I3NEBEFPUEQYDAYkJ2djaKiIpx11ll48cUXMXnyZLFDa0AQBOx5/jWUP/0UulecdC3vHFeJXkklCB8wCJIJK4F+SSJGSURERIHuzz//xJw5c/Diiy/C4XBg8uTJWLRoEWJiOOaTvx0/dRyLv1+Mgt8KIBEEXF0o4PYvHIisrmsTdU45eiptCLlgMiRXLwIio8ULmKgZbSp2JSU1/OdFo9FAJpOd0c5qtaKoqAjx8fFtCs7fVq1ahVWrVsFutwMALBaL63dfsNlsLTci6iB4PtT69ttvkZqaiq5du2L27Nm477770KlTp4B6f8oOHIR5ziL0OLgHXf5dJg13oOcoG7oNtKPygkdgVaYBIWGAxSJqrO1VIO1v8oyv96Un62feQyQeng91Jk6ciG+++QaXXnop5s+f7xoex8Icwm8EQcDHhz/G0z8/jdLqUvQ+IeC+D+0YeriuTWgnO3olWhE5KBanklei5pzLgFMO4JR39hPPieDgj/3o7jYkgiAILTdrKDk52dWby2g0QqFQNFrsiomJgUKhQGZmJvr379/azYjGZrMhOjoaJSUlPp3hzGKxQC7nfc1EQMc+H/bv34/Kykqcd955EAQBTz/9NP773/8iLi5O7NAacFRVoTDnKUSsfwVhjhrX8qhzytFzjA2hwy4Dxi8HYhQiRhkcOvL5EGx8vS+9kbMw7yHyv458PlRXV+PDDz/EjTfeCKB28p3jx4/juuuu4+DzIjhadhTzv5uPb/78BlKHgAnfC0j5yoHwetc+ZPEn0WOUDSEX3Q0kLwAiunk9jo58TgQTf+xHd/OWNvXsKigocP0ulUqh1+tx5ZVXtmVVREQd1rFjxzB//nzodDokJiZi69atkEgkmDZtmtihneHIlq04NGs25MePuJaFdalBr8QSdInvCsnVa4CRqQCTVCIiImqEIAjYtGkTsrKysG/fPhiNRowbNw7nn3++2KF1SA7BgQ37NmB54XKU15TjnL8FTP3QDsVfdW3CutSg91grIgf1QsiNrwCKy8ULmKiVPB6zS6PRQKHgVXwiIneVl5fjqaeewpIlS1BaWooLLrgAS5cuDcirmdXFFnyfvQCxWz6C6xqNREDskDJ0H14GaeJtQPJCoEusmGESERFRAPv+++8xc+ZMfPXVV+jSpQvmzZvHIpeIDpUcwtytc2H6x4TQGgETv3Hgxu8EhDr+bSAREDPoJOLOK4X0ojRg3FwgoquoMRO1lsfFrjVr1ngjDiKiDuHkyZMYPnw4fvvtN8THx+O5556DWq0OuEKXIAj49XUDSpYtRWx53X3xkTFV6J1kRUT82ZCMf41X+IiIiKhZTz31FKZPnw6pVAqNRoN58+ahd+/eYofVIdU4avDyLy9j9c7VqLRXYuCfAqZ+YMdZJ+rahEdVo8/5VoTH94X0pjeBcy8WL2AiD3hlNkabzQa9Xo+ioqJGH4+Pj8eMGTO8sSkionbp2LFjiIuLQ5cuXZCSkoKzzjoLU6dORXh4uNihnaHUfAg7HnkMcXt3wHkNTxrqQNxIG2SDqiC99P+Ay2YAYZ3EDJOIiIgCVHFxMaKjoxESEoLrrrsOX3zxBRYvXoxhw4aJHVqHta94H+ZsnYNfTvyCiCoBd37pwLXbBEidDSQCug8rQ8ywMoRcfD9w5eNAeGcxQybyiMfFroMHDyIxMdE1W4ZEIkH9Me8lEgmUSiWLXUTUIf3444+YOXMm9u/fj7179yIiIgJ5eXlih9UooboapmWrEfrKc4iz180x3e2sU+ipLEHYoERgwgqgJxNVIiIiOlNFRQWeeeYZPPHEE1i2bBnuueceDBo0CO+8847YoXVYVfYq6H7U4fmfnkeNUIPhhxxI3+xAL2tdm0h5FXqfb0WY4hyE3PQWcDZvMaX2T9pyk+ZlZmZCLpfDZDLB4XAgOjra9fsnn3yC6OhorF271huxEhG1G4cPH8bdd9+N0aNH45NPPsGll16KkydPih1Wk/7+bju+UY1H5xfXIPzfQldoJzvOuqQYfcfVICwlD7jnYxa6iIiI6AwOhwOvv/46hgwZgpkzZyI6OhqxsRzPU2y7ju1C6nup0P+oR9ipaqR/aMfcN+oKXZIQAT1G2XDOVcWIvO5+hEz9hoUuChoe9+wyGo1Yt24dRo8eDQCIiYlBcXExAEClUkGj0SAnJwfr16/3dFNERO3C4sWLsWjRIpw6dQpXXnkl8vLyoFQqxQ6rUTWlpfh+1hOQffIuYuHslStA/u+gpCEjJwDX5gJRHFuDiIiIzrR3715MnjwZhYWFkMlkyMvLw4MPPojIyEixQ+uwyqvL8czOZ/DqL69CgICEXx1I+8iBmLK6Np3iKtE7yYpQxQBIb1oNnJUoXsBEPuCVMbvqUyqVMJlMuPLKKwEASUlJeOutt7y9GSKigFVdXQ2FQoHc3Fxce+21ATf4vFPRW+/jeM5ixJRZXMsiZNXonWRFZP8ekFynA4ZcJ2KEREREFOji4uLwxx9/YPr06Zg1axZ7dIns+6PfY97WeThcdhjdygXcXeDAJb/UDTMkDXUgbpQNsoGVteOwXp4JhEaIFzCRj3h8G6NCocC2bdtcfycmJiInJ8f19/r162E2mz3dDBFRQBIEAe+88w7OP/98HD9+HACQlZWFnTt34rrrrgvIQlf54SP4cuJdqJo1E1H/FrokIQ70GF2Cc686jk7XTYHkge9Z6CIiIqIz/PXXX7jvvvuwcOFCAEBsbCwOHjyIJ598koUuEdmqbJi3dR6mfDIFh0v/wMW7HViutzcodHXpVQHFtccgu+gcSDWfAuPmsNBFQcvjYpdGo4HBYHD9nZ6eDovFgkGDBmHixIkwGAxQqVSeboaIKOB8//33uOyyy3DzzTdj9+7dKCwsBABEREQgNNTrHWc9Jtjt2LVCh33XXoe4Xd+7lnfpXZv4xF6uqE18rl0CRHQTMVIiIiIKNCdPnsSCBQswYMAA6HQ6bN261TUxWefOnLVPTJ///jlufudmvPXrW5CXCsgwOPDwuw5Enap9XBruQO/zLej7HxvCrpsBafqXQJ8x4gZN5GMe/zem0WgQHx/v+js6OhqffPIJUlJSkJ+fD5VKhQ0bNni6GSKigGE2m5GdnY0NGzYgJCQE6enpmDdvHnr16iV2aE06vvMn7JmRje6Hi1zLQiLt6KUsQdf+EkivnAtccD8QEiZilERERBRo7HY7nn/+ecyZMwd//fUXBg8eDK1WixtuuCEge7B3JMUVxVjy/RJsPrQZEASM2yXgjs8c6FxZ16bbWafQK6EE0nOH147N1XukeAET+ZFXuh6MGzeuwd8qlQoWi6WJ1kRE7duXX36JDRs2YMKECdBqtRg6dKjYITXJfvIkfpiXi27vG9BdcLiWy+JPoscoG0KGXgFc/yQQ01/EKImIiChQ1dTUICcnB3a7HatXr8aUKVMQFsaLY2ISBAEfHvwQS35YAmulFT0sAtI3O3Deb3W3LIZE2tEroQRdz7FDenk2cMl0XtSkDsXjYldsbCwmTpyI1atXeyMeIqKAU1FRgWeeeQbjx4/HkCFDcMcdd2Dw4MG48MILxQ6tWYc+LMDR+QsgKznuWhYeVY3eSSXodE4UJNesBc5TA7wqS0RERPWYTCZs2bIF06dPR0REBN555x2ce+65iIqKEju0Du+vk39h0XeLsOXwFkgcAq7bLmDSlw5EVte1iT63HD3HlEBy7qja3lw9h4sXMJFIPC52KZVKFBQUeCMWIqKA4nA48MYbb2DWrFn47bffsH//fuj1eoSEhAR0oavir7/xw4w5iNv+JWT/LpNIBcQOK0Xs0DJIEycDyQuBzjFihklEREQB5rfffsPjjz+OV199FaGhoUhNTUXfvn0xciRvfRObIAgw/GrAk9ufRFl1GfoeFzD20zENAAEAAElEQVT1AzsGHalrE9q5Br2TStC5rwDpFbOBix4GQgJvHFkif/D4yNdqtUhMTMRjjz2GxYsXeyMmIiLRff7555g5cyYKCwshk8mQl5eHBx98UOywmiU4HPhZ/zKqnn0acZXlruWde1SiV6IV4f37QzL+KaD/peIFSURERAHHarUiJycHK1asQGVlJa6++mrk5uaib9++YodGAP6w/YF5387DD3/9gBC7gFu+E3DrNw6E2evayAeeRNxIGyTnJkB64yqgxxDxAiYKAB4Xu6RSKbRaLbKysmA0GpGamgqFQnFGu1tuucXTTRER+cXOnTtx5ZVXIjw8HI888ghmzZqFmJjA7gVl+WUffno0C3EH97o+2EPCHegxugRR8TWQXvoocOmjQFikqHESERFR4Jk8eTI++OADjBo1Cnl5eUhOThY7JAJgd9jx6p5X8cyOZ1Bhr0D/v2p7c537T12b8G416J1kRWRvCaRXLgAufACQhogXNFGA8LjYpVarcfDgQQiCgO3bt2P79u1ntJFIJLDb7Y08m4goMBw9ehTFxcUYPnw4Ro8ejdzcXKjVavTvH9gDtzsqK7Ft0ZPo/NZriHPUfc5Gn1uOHqNtCB04Fpiwglf3iIiIyEUQBHz22We48sorIZFIMGfOHKSkpGDy5MkICWGhJBAcsBzAnK1z8NPxnxBWLeC2rx2Y8L2AEOcY9BIBsYPL0H1EKSTnjoXkptVA94GixkwUSDwuduXn56O4uNgbsRAR+V1ZWRmWLl2KpUuXYvDgwdi2bRukUilmzpwpdmgt+uPTr/DH7DmQF//lWhbWtQa9E63ofE4kJMnLAOVdgFQqXpBEREQUUL755hvMmDED3333HT744ANcd911GDt2LMaOHSt2aASg2l6NdT+vg/5HPWocNRj8h4CpH9rRp96/3BGyavQea0VEjxBIx+UA56ezNxfRaTwudo0ZM8YbcRAR+VVNTQ2ef/55zJ07F3/99RcGDx6MOXPmQNIOZiasKrbgu4y5iPu6AHLnQomA2KFl6D6sFNJRNwPXLAG69RIzTCIiIgog+/fvR1ZWFjZu3IjQ0FA8+OCDSEpKEjssqufn4z9jztY5+NXyKyKqBNzxhQNXFwpwXbaUCug+rBTdh5YB/S+C5MZngNh4MUMmClicmqGeVatWYdWqVa5bLi0Wi09vv7TZbD5bN1F748/zoaqqCuPGjcPu3bsRFxeHpUuX4o477kBYWBisVqvf4mgtQRBwaMMm2NesRlxFmWt5p9gq9EqyIuysHii/4ilUK8YBNQAsFvGCJY/w+yF4+HpferJ+5j1E4vH3+fDmm29i2rRpqKmpwfjx4zFnzhwMGDAAQO25T+KqtFfi+b3PY33RejjgwEizA+kfORBXUtcmMrYKfcZaERobjlOXzEflyDsAiTRo8j1+RwQHf+xHd7chEQRBaLlZyxvT6/VYs2YNDh06hJqaGgDAjh07oNFo8OmnnyIqKsrTzfiNzWZDdHQ0SkpKfBq3xWKBXC5vuSFRB+CP88Fms7nO6UcffRSdO3dGRkYGunXr5tPteoPtwEHseCQbPfbvci2ThjnQY5QN0QMqIL1gKnDFY0BEVxGjJG/h90Pw8PW+9EbOwryHyP/8cT6Ul5cjLCwMYWFhOHjwIO666y4sXrwYF198sU+3S62z7a9tmLd1Hn4v/R1dTgn436cOXPFT3b/okhAH4kaWImbgSUBxaW1vLvm54gXsI/yOCA7++p/OnbzF44FcDh48iP79+0On00GlUqF+7WzMmDEQBAFLlizxdDNERG3222+/YfLkyRgxYgROnToFAFi2bBkWLlwY8IUuoaoK2xc9iYM33tig0NWt3ykorvsH8ksGQKr5DLhmMQtdREREBLvdjhdffBGDBg3CunXrAAD9+/fHli1bWOgKIGVVZVj47ULc8/E9+L30dyTtc+DJtfYGha7OPSqhuOYY5CMAyYQnIfnfu0FZ6CLyBY+LXZmZmVAoFPj111+RkZFxxuMTJ05Efn6+p5shImo1q9WKjIwMDB48GK+99hqGDx/errrqH/3me3yjGo8ur65FuL0aABDauQZnXXoCff9TibAbFwBpnwN9OHYiERERAZ988gkSEhJw991349SpU4iMjBQ7JGrEV4e/ws3v3owN+zcg+qSA6RvtmPm2A/KTtY9LwxzolWTF2VecQNioyyB94Dsg6V5OOkTUCh6P2WU0GpGbmwsAjQ7srFAoYDabPd0MEVGrrF27FllZWSguLsbo0aORl5cHlUoldlhuqSkpwXfZCyH/7EPE4t+rexIBMYNOIm5EKaRDVcD1ywD5OeIGSkRERAHh999/R1paGj755BNEREQgIyMD2dnZkMlkYodG9VgrrMjdlov3zO8BgoBLfxZw16cOdDtV16Zrnwr0SrQiRNYFkmueBsbcAbSDCZSIAo3Hxa6YmBiUlJQ0+fi2bdugVCo93QwRUaucOHECnTt3xvLlyzF58mRI28GVMEEQ8OuGTbBqlyC2vO5zNVJehV5JJYjsJ4Pk2qeA4bcw6SEiIiKXqKgomEwmTJ48GYsWLcI55/CCWCARBAEf//Yxcr7PQXFFMWJtAtI2O6A0192yGBJuR0+lDVHnnAIGJkMyYQUQ3VfEqInaN4+LXePGjcPixYuhVqvPeOzgwYPIzc1FZmamp5shImrWN998g3nz5uGVV15Br1698H//9394+OGH0alTJ7FDc0vpb3/A9Mhj6LF7O5yjiElCHYg7r3ZAUkninUDyfKATB+4kIiLq6Gw2G3JzcxEREYHZs2dDJpNh//79HOA7AB0rP4ZF3y3CZ398BokgIHmHgMmfO9Cpqq5N1Nnl6Km0QRrdDZJrnwRG/ZcXNok85HGxS6fTwWg0QqFQuApeGzduxCeffAK9Xg+lUomcnByPAyUiasy+ffuQnZ2NjRs3IjQ0FF9++SVSU1PbzRgVQk0Ndjylh/RFPXrUVLqWd+1TgV4JJQg7WwFMWAGcywFliYiIOrrq6mqsXbsW8+bNw7Fjx5CYmIjHHnsMISEhLHQFGEEQ8M6Bd5C3PQ+lVaXoVSwgfbMdw3+vaxMaaUevJCu69a2EMPhaSK5fDkT1Fi9ooiDicbELAEwmEzIyMrB27VoAwK233goA0Gg0WLNmjTc2QUTUwD///IP58+dDp9PBbrfj1ltvRU5ODgYOHCh2aG77Z/su7MvIRvcjB13LQiPt6JlQgq7nOCC9LAO4ZDoQGiFilERERCQ2QRDwzjvvICsrC/v370fv3r2xbt063HXXXQgJCRE7PDrNn2V/Yv7W+fj26LeQOgRM2CZg4pcOhNfUtYlWnETP0TZIomTAdasgOU/N3lxEXuSVYld0dDR0Oh10Oh127NgBABgzhrODEZHvfPrpp1i9ejUuvPBCLF26FBdddJHYIbnNXlaG7+YsgWzz2+guOMdqECAbUI4eI20IGXBhbW+uuEGixklERESBoaamBllZWfjzzz+xYMECPPLII+jSpYvYYdFpHIIDb+x9AytMK3Cq5hT6/SNg6od2DDha1yasSw16J1nRpVcVMHQCcN0yoFtP8YImClJeKXbVxyIXEfmC3W7HK6+8gqSkJAwfPhwTJ06EXC7H1Vdf3ehMsIHK/O5H+GfRIsTYTriWRURXo1eSFZ3O6gxJ8oraWXfawYD6RERE5DtmsxmbN2/GAw88gLCwMLzxxhvo06cPevXqJXZo1Aiz1Yy5W+di57GdCLELSNnqwM1bBYQ6nC0EyAedRI+RpUC3GOD6pcDwm9mbi8hHPP5vKikpCTt37mzy8QEDBmDZsmWeboaIOrBPPvkESqUSd999NxYtWgQAkEqluOaaa9pNoevUX39jy21TUJkxHdH/FrokIQLiRtrQ/6pj6PyfGyB5YBuQcCcLXURERB3YiRMn8Mgjj2DIkCF48MEH8euvvwIAlEolC10BqNpRjbU/roX6PTV2HtuJ+CMCtC/YkfJ1XaErPKoa56iOo5fSBumomyB98AdgBGfXJvIlj3t2FRYWori4uMnHNRoN3nzzTTz66KOeboqIOpgff/wRM2fOxCeffILIyEhkZWUhKytL7LBaRXA48OPqF2DXP4MeVRWu5V16VqJXohXhZ/UFxr8IDEwWL0giIiISXUVFBZ5++mksXrwYVqsVSUlJyMvLa1fjkXY0e07swZytc7C3eC/CqwXc8aUD128TIHWOUiEREDu0DN2HlwLd4oDxTwLDbhA1ZqKOwiu3MTbXs6K4uBhms9kbmyGiDuTAgQMYM2YMBEHA//73PyxatAj9+vUTO6xWOfHzL9j9SDbift/vWhYSYUfPMTZ0O7cS0gvvB654DAjnmBtEREQd3ZQpU/Daa6/h3HPPxerVqzFx4kRI2ds7IFXaK7Fm1xq88PMLsAt2DP1dwH0f2tHbUtcmQl6FPmOtiJTXAOelANfmAp1jxAuaqINpU7ErKSmpwd8ajQYymeyMdlarFUVFRYiPj29TcETUsdhsNhw5cgRDhgzBgAEDMH/+fFx//fXtbixA+6lT+GHBUnR9503ECa6BGhDdvxw9Rpcg9NxRtQPQ9xktXpBEREQkum3btiExMRESiQSPPPIIxowZgwcffBAREZyJOVDt+GcH5nwzB4dsh9CpUsDtnztw1Q7B9bhEKqD7iFLEDimDENUTGP8UMOQ68QIm6qDaVOySyWQNenMJggBBEM5o179/f4wbNw6ZmZltj5CIgl51dTXWrVuHvLw89OrVCzt27EBISAgef/xxsUNrtd8++QJ/zpkLufUf17LwbjXolWhF57PCILnyCWBsOhDi9flBiIiIqJ3Yu3cvnnjiCXzwwQfYuHEjbrrpJiiVSiiVSrFDoyaUV5djhWkF3tj7BgQIGHPAAc1HDsSW1rXp1L0SvceWICKqBhh1GyTXLAY6ycULmqgDa9N/WwUFBa7fpVIp9Ho9rrzySq8FRUQdgyAIeOedd5CVlYX9+/ejd+/emDZtmthhtUnFseP4fuYc9Pjuc7hSGqmA7kPLEDusFNIhV9fOuiM7W8wwiYiISERHjx7F3Llz8dxzz8HhcGDSpEkYNWqU2GFRC7b+uRXzv52PIyePoGu5gLuMDly2u15vrlAHeowshXzgSQhRvYEJK4FBV4kYMRF53LVAo9FAoVB4IxYi6kAcDgeSk5Px2WefoUuXLsjKysLjjz+OLl3a1/hVgiDgl+dfx6mVy9Gj8qRreafuleidVILwPjGQXPc0MOwmzrhDRETUQQmCgE2bNmHy5Mk4efIkLrroIixfvhxjx44VOzRqRkllCfK25WFT0SZAEHDhXgH3fOJAdHldmy49K9ArqQThXe3AmDsgufoJIDJavKCJCIAXil1r1qzxRhxE1EFUVFQgMjISUqkUY8aMwaBBgzBv3jyEh4e3u0KXdd8B7HokGz2KfoYzcmmYAz1G2yBTlEOSeDegmgd0kokYJREREYmlpqYGgiAgNDQUCQkJrrznkksuQUwMBysPZJ/+9ikWfb8Ix08dh6xMwJSPHRi7v643lzTMgZ5jShDd/xSE6LOAG1YCA8aJGDER1deqYtfSpUshkUjw6KOPupa9/fbbbj33lltuaV1kRBRUTpw4gYULF2Ljxo3YvXs3unbtiry8PNf4fxaLpYU1BA6hqgo/5KxAp/Uvo4ejxrU86uxy9BxjQ2i/gbUD0J9zoYhREhERkVgEQcCHH36IjIwMaDQaPPzww+jXrx8KCwshkUjaVd7T0Rw/dRyLv1+Mgt8KAEHAf34ScOenDnSpqGvTte8p9EosQVgnB5B4DySq+UBklHhBE9EZWlXsysjIgFwub1DsUqvVkEgkjQ5Q7ySRSGC329seJRG1WxUVFVi5ciUWL16MkpISJCUl4e+//0bXrl0bTHTRXhz+8lv89tjjiDl+xLUsrEsNeiWWoMtZAiSXZQMXPwyEchYlIiKijqiwsBAzZ87E559/jk6dOqG6utr1WHvMfToKQRDwvvl9aLdpUVJZgjirAM1mB0Ydqvs/NyTCjl4JJejWrwKC7GzgxmcAxeUiRk1ETWlVsWvNmjVnfEDXH6yeiKi+t956C4888gh+//13nHvuuVizZg1SU1MhlUrFDq3Vqi1WfJu1AHFbNsN104FEQMzgk4gbUQpp/MXAhKeA7gNFjJKIiIjEcuzYMUyfPh2vvfYaJBIJ7rnnHixYsAB9+/YVOzRqwdGyo1jw3QJ8/efXkAgCrikUcNsXDkTW1SkRdU45eipLEBohAGM1kIybC0R0FS9oImpWq4pdGo3mjGXjxvG+ZCJq3G+//YbS0lIsW7YMDzzwACIi2l9vJ0EQsO/1t2Fblou4cptreWRMFXonWRHRuyskVz0NjJnMAeiJiIg6sMjISBQUFOCaa65Bbm4uzjvvPLFDohY4BAc27NuA5YXLUV5Tjt4nBEz90I4hh+vahHayo3eSFV37VEKQ96/tzXXuJeIFTURu8XiAeiIip927d2P27NlYuXIlzjrrLDzwwAO466672u0ArKUHf4NpejZ67N2Bbv8uk4Y6EDeyFPIBJyEZlQJcnQN0jRM1TiIiIvK/qqoqrF69GjabDXPmzEG3bt2wa9cu9OrVS+zQyA2/2X7D3K1zUfh3IULsAm76XkDK1w6E1Rt9RzbgJHqMskEaBuCC+yG5cjYQ3lm0mInIfSx2EZHHjh49ijlz5uD555+Hw+HANddcA41Gg4iIiPbZm6umBoXLViPs5XXoYa/rv9617yn0SihBWJ9+wPiXgQEqEaMkIiIiMQiCgPz8fGRnZ8NsNiM+Ph5ZWVkIDw9noasdqHHU4OVfXsbqnatRaa/EOX8LmPqBHYq/69qEda1B7yQruvSsghAzAJKbVgFnXyBe0ETUaix2EVGblZWVYenSpcjLy0N5eTkuv/xy5OXlISkpSezQ2uzo94U4kDkL3f/6zbUstJMdPRNK0K1fNSQXPQRcnsWrekRERB3Q119/jRkzZuD7779HVFQUcnJy8PDDDyM8PFzs0MgN+4r3Yc7WOfjlxC8IqxEw8RsHbvpOQIjj3wb1xmOVhEmACx+C5IpZQFgnUeMmotZjsYuI2qygoADz58/HkCFDoNVqMWHChHY7y1BNWRm+zV6EmIJ30R3OWXcEyAeeRNzIUoScMwaYsALoPVLUOImIiEgcDocDU6dOxd69e/HQQw9h9uzZiIvjUAbtQZW9Cvof9Xjup+dQI9Rg4GEB939oR98TdW0ioqvRe6wVnWKrIXQfDMlNq4GzEsULmog8wmIXEblNEAR88MEHOPvsszFy5EjcdNNN2LBhA26++WaEhrbfj5Nf3/4AJxY/ge5lFteyCFk1eidZEdk7ApIrlwBj0wBpiIhREhERkb/9888/eO+993DvvfdCKpXi+eefh0wmw8CBnH25vdh1bBfmfjMXRSVFiKgScPsWB64tFCB1XtuUCug+tAzdh5UCoSHAxY9AcnkmEBYpatxE5Jn2+98pEflVYWEhZsyYgS+++ALXX3893n//fUgkEqSkpIgdWpud/PMItj0yCz13fYfof5dJQhyIG1GGmMFlkAy9DrguD4g+S9Q4iYiIyL/Ky8uxfPlyaLValJaWQqlUYsyYMe16qIaOpry6HM/sfAav/vIqBAg476AD6ZsF9CgRXG0iY6rQe6wVkbIaCD2GQXLjKqCvUsSoichbgrbYZTAYUFxcjMLCQqSkpECl4kDSRG1x6NAhzJo1C6+//jqkUinuvfdeLFiwQOywPCLY7djxzHPAumfRs7rCtbxLrwr0SixBeK844LpngaETgHZ6WyYRERG1nt1ux8svv4zZs2fjzz//xIABA/DCCy9g9OjRYodGrfD90e8xb+s8HC47jM4VAu74zIFxu+qKXJIQAXHn2RAz6CQQGgpckgHJZTOA0PY3sRIRNS4oi10mkwkAoNFoYLVa0b9/f1gslhaeRUSnO3LkCIYMGYLKykpce+21yM3NxYgRI8QOyyPHdv6MPTOyEXf4gGtZSIQdPZU2dDu7AtKkewDVXCAyupm1EBERUTCaNm0aVq9ejdjYWKxcuRLp6ekcfL4dKa0qxbLty/DWr28BABJ+dSDtYwExpXWFrs5xleg91orwbnYIPUfUjs3Ve5RYIRORj3hc7IqNjcXEiROxevVqb8TjFcXFxSgoKIBarYZMJkNMTAxMJhOUSnZJJWpJZWUlDh8+jPj4ePTp0weZmZm47LLLMG7cOLFD84i9vBzfzc1F9Pv5iBMcruUyxUn0GGVDyFlDagegP/t8EaMkIiIif9u7dy8GDx4MiUSC9PR0REVFISsrC9HRvPDVnnzxxxdY+O1C/HPqH3QrF3DPJw5cvKeuyCUNdaDHaBtk8eVASBhwWSYklz5S+zsRBR2Pi11KpRIFBQXeiOUMVqsVGzZsQH5+fqPbyM3NhUwmc7XNyMgAAKhUqga3LRYXF7PQRdQCQRCwYcMGZGdnIyIiAj/99BNCQ0Mxf/58sUPzmPlDI/6avwAxJcdcy8KjqtE7sQSdeksguXwWcNHDQCiv3BIREXUUhw8fxuzZs/HSSy/hzTffRGpqKkaOHImRIznzcntSXFGMJT8sweaDmwFBwMW/CLinQEC3U3WFri69K9A70YqwLg4IvUdBctOzQM/hIkZNRL7mcbFLq9UiMTERjz32GBYvXuyNmADU3oq4fft2WK1WFBcXn/F4bm4ugNpbFQHAaDQiPT0dOp2uQbv09HSsXbvWa3ERBaOvvvoKM2bMwA8//ICoqCg89thjcDgcLT8xwJ36+x98P2MOem7bAvm/yyRSAbHDShE7tAzS+Etre3PFxosaJxEREfmPzWaDVqvF8uXLcerUKahUKgwZMkTssKiVBEHA5oObseSHJbBUWhBjE5D2sQMJB+r15gp3oJeyBFHnnKq9qHl5JiQXP8zeXEQdgMfFLqlUCq1Wi6ysLBiNRqSmpkKhUJzR7pZbbmnVepVKJZRKJQwGQ6OP5+Tk4ODBg66/VSoVkpOTGxS7DAYDkpOToVarW7Vtoo5CEATcdtttePPNNxEaGopp06Zh9uzZ6N69u9iheURwOPDT2ldQtXolelaWu5Z3jqtEryQrInpGAVc/C4z6LwegJyIi6kC++OILpKam4tixYxgxYgTy8vJw9dVXQ8J8oF35++TfWPjdQmw5vAUQBIzbKeCOzwV0/n/27jysqTP9G/j3JGHfAog7KmFxqSugttO9QtXasRuodbq3Qu1MO/PrWBi7qF1cwHZmWktbaGfatzNTVKhTa0dQotVqtVZA64pVAu4rJIR9Sc77R0wghh2SQPh+rsvrKjnbc3LOybl7n+fcT21jossrsBoDI8ogc9VDHBJhGGmx/2g7tpqIbKnLya6YmBgUFRVBFEXk5uYiNzfXYh5BEKDT6bq6KROVSgWNRmN6hbEppVKJqKgoKJVKyOVyREVFIT8/H3K5vNkkHGCoUVRbW2v6W6vVdltbiXqihoYGyGQyCIKAYcOGISYmBitXrkRISIi9m9ZlpcdO4PCfF6N/0XEYn9lJnPUYMLEMPkHVECbMA6YvBzx6d0KPiKizGPdQXyOKInQ6HWQyGUaOHAm5XI6VK1fiqaeeglQqtXfzqANEUcTXJ7/Ge7nvoaK+AgPUIuKz9Bh7ujHJJXXVYWBkGbyH1kCUugD3vAbh5t8DUoccm42IWtDlKz4jI6PZ1wytSaVSNfu5XC6HRqOBSqVCbGys6XONRgNRFJtdBjD0EmuuLpFare7WJN2NGFySrVVVVeGjjz7CV199hR07dsDb2xsJCQmQSCQAYNdRS7t6PehranDk72nw25SB/vrG69Z7eBUGTNJCGDAUFXcvR8Pw24E6AHUcoZV6Lt4fHIe1j2Vn1s+4h/qS/fv3Y8mSJZg5cyZeeukluLq6Yu/evZBIJHY9J3k9dNz5yvNI/iUZB64dgKAXMStXxKM79XBuaJzHJ6gKAyaVQeoson5gOKqik6H3CwG05fZrOLULrwnHYIvj2N5tdDnZNWnSpK6uotv4+fmhtLQUCoWiQ//TvnjxYrz88sumv7VaLQIDA+Hr6wtvb29rNNXE19e37ZmIukin0+HLL7/E66+/jgsXLiAkJARarRbDhw+3d9PMdPZ6OLN9N86+vgT9Sy+aPnPyaMDAyWXwGNRgqM1wRwK8nN27q6lEVsf7g+Ow5rHsTK8Uxj3UFxQWFmLx4sXIyMiAVCrFXXfd1ePOv57Wnp5Kp9fh38f/jQ8PfIgaXQ2GXhXx/GYdwi40zuPkboj7PAfVQpS5AdPegNPU5+EjYc+93oTXhGOw9nFsb+zjUH05O9vDzMXFBS4uLt3cGqKeYfv27fjTn/6Ew4cPo1+/flizZg3i4+Ph5NT7C3PWlaqxN2EZ+u/eCj/jh4II/1EV6HdTBSTDIwwF6AeOtWcziYh6FMY95Mi0Wi2WLFmCjz76CPX19Zg9ezZWrVqF0aNZq6k3OqU+haV7luLQtUOQ6kQ8slfEI3v0kJk6oYrwDa1E//HlkDiJwLDfQHjgQw4+RETdk+zSarVIS0vDJ598guLiYjQ0GPqSHjhwAHFxcdi2bVu3PilsqfaWRqNpcRpRX3X8+HGcPHkSixcvRmJiInx8fOzdpC4TRRHHvlyPqr+/h/7Vjd3S3fzrDAXo+7tBmJYMTH4W4BM9IiKiPkMmkyEjIwMTJ07Eu+++izvuuMPeTaJOqNfV4x9H/oHUQ6lo0DdAcVHEws06DL/SOI+zVz0GTSmDe0AdRCd3IOpNYPJzwPXyHETUt3U52VVUVITIyEj4+fkhKioKn376qWnapEmTIIoiVq1ahRUrVnR1UyYKhQJyuRwqlcoiuRUVFdVt2yHqjc6ePYtly5bhjTfewIgRIxAXF4fZs2cjMDDQ3k3rFppTRTj48mIM+PUXeF7/TOKkR8B4LXxDqiCMvh+YmQz4DLFrO4mIiMj69Ho9vvrqK5w+fRqvvfYa3N3d8eOPP2LYsGGmmqTUuxy9dhRv7HkDJ9Un4VQv4ne79fjtPhESYwlmYy/+seWGZ5ojbocwew3gF2TPZhNRD9PlO0BiYiIUCgVOnjyJhIQEi+lz585FRkZGp9ff0quJixcvhlKpNP2dmZmJuLi4Tm+HqLcrKyvDq6++irCwMPzzn//E2rVrAQBOTk4OkegS6+uxb/lfcfqBBzDg119Mn3sNrYbivivwC/eBMO/fwLz/MNFFRETUB2zfvh2TJ0/G448/jg8++ACVlZUAgBEjRjDR1QvVNNTgr7l/xfzN83FSfRKjzop49596PPBTY6LLRV6PEdHX0H9COQRXD2DWX4EnvmWii4gsdLlnl1KpRHJyMgBAEASL6QqFosXRE1ujUqmQmZmJdevWIT8/H4mJiZg8eTJiYmIAAAkJCUhOTkZmZiYAw0grqampXdgTICUlBSkpKaaRiDgqEfUG9fX1+OKLL5CcnIySkhKMHj0ab775JqZNm2bX0RU74sSad+D91WacmH8fRr74usX0Kz8fwOV3ViLg6jnTZzL3BgyMKIPnkDrUTngCFbcsAly8gF6yz0St4f3BcfTE0RiNGPdQb3X8+HEsW7YMOTk5cHZ2xu9//3u8/PLLqKurQ11dnb2b1y68HswdLDmI5IPJOFd5Dq61In63Q4/p+WLjDBIRATeVw390BQQJUD/sdlRNWwm991CgrMx+Daduw2vCMfSk0RgFURTFtmdrWUhICBYuXIg///nPKCoqQkhIiFmg9Je//AXbtm3D/v37u7IZm9JqtfDx8UFZWZlVRyVSq9UccYK6LDs7GzNnzsTgwYPx9ttv48knn+zU6Fz2cjXlI1xbs8b0d78XX0TA718AANSXabFn8dvot/1/kOD6T5Ugwi+0Ev3GlUM6ZDTw2w+AwMn2aDqR1fD+4DisfSy7I2Zh3EO9iSiKmDJlCnJzc/Hoo49i+fLlCArqfb16eD0YVNRV4O/5f8e6E+sAABNUesRnieinbfxfVDf/OgyaooGLTwNEFy8I9y4Hwp8AmuloQb0XrwnHYIvj2N64pcs9u6ZNm4YVK1aYelw1VVRUhOTkZCQmJnZ1M0TUxN69e+Hu7o4JEyZg+vTp+PzzzxEbGwsPDw97N61DjiX9DcLnaWafXVuzBlfLayFVKKBJWoX+lRrTNBffOgyaXAbX/lIIdy4BfvMiIO39o0oSERFRyyoqKrBx40b87ne/gyAISElJgSAImDyZD7t6s13nduGtn97CpcpL8KgW8eQ2Pe463KQfhlTEgPFa+IZWQpAACImG8Nu/Az5D7dVkIupFupzsSk1NhVKphEKhMCW8/vvf/2Lr1q1IS0tDeHg4Vq5c2eWGEhFw6tQpLF68GJmZmbjrrrvw/fffQxAEPPXUU/ZuWsdozmL/8r/Dc9PmZicLX6RBD8CYpxekegSMK4dfWCWEkLuA+/8G+HHkVSIiIkfW0NCAf/zjH1i6dCkuX76MESNG4NZbb8WUKVPs3TTqAk2NBsn7k7FJtQkAMLVAj2e3ipBXNia63AfUYtBkDZw9dRBdvIEZq4CJ89mbi4jarcvJLgDIz89HQkKCaSTGRx55BAAQFxeHTz75pDs2QdSnXbt2DW+//TY+/vhj1NfX44EHHsCqVavs3azO0ZzFhbjb4HnIvV2zewyqwcCIMjj3lwPT/wqMn8tAh4iIyIGJooj//e9/SEhIwPHjxzFgwAB88sknmDp1qr2bRl0giiK2nt6KFftWoLSmFD4VIp7dqsfNJxqTXIKTiAETyyBXVBnCvbCZEO7/G+A9yH4NJ6JeqVuSXT4+PkhNTUVqaioOHDgAAJg0aVJ3rJqoz1Or1QgLC4NarcaUKVOwevVq3HHHHfZuVqecrziP3BUvIaydiS7AUKfB+da5wL3vAB7+VmwdERER9QRLlizBO++8A3d3d7zxxht45ZVX4OXlZe9mURdcrbqK5fuWY9uZbYAo4s7DIp7cJsKzpjHR5TmkGgMjyuDkrofo5gvMTAbGxfIhJxF1Srcku4y0Wm2zIzL2FhyViHoKvV6PCxcuYOhQQ02Cp556CjfddBMeeughCILQa0ZZBAxP8XKv5mJD8QYMzNyFubv0HVr+2hFv1KhC4VknAep6z34TdQXvD46DozE24nlNrTl37hwGDx4MiUSCWbNm4fTp0/jLX/6CQYMGoaGhoVfFPu3RV64HURSRdTYLHx79EBX1FfAvExGXrcckVZPeXC56DArXwHtYDQQBqAuejqq734bo0R/QaOzXeLKpvnJNODqHGo0RALZv346kpCQolUqzz2NjY7Fq1SqMGDGiq5uwKY5KRPa0fft2vPLKKygrK8OxY8fg7Oxs7yZ1SkVdBTYWbsTagrUo1hYDANatbECn0uGCgNHHj3Vn84h6NN4fHAdHY2zE85qao1arsWLFCnzwwQf47LPP8Pjjj9u7STbRF66H8xXn8eaeN7H34l4IoojofBGP7RDhWtf4v5/ew6swYJIWMlc9RHd/CPetBm56mL25+qC+cE30BQ41GuO2bdtw7733QhRFREVFITo6GgCwdetWrF+/HkqlEiqVyqrBE5EjOHLkCBISEpCVlQVnZ2e89NJLqK+v73XJrkJNIdIL0rGpcBOqGqpMnw+5JqJ4sAxBFxo6vM5+L/6hO5tIREREdlZbW4uPPvoIb7/9NtRqNSZNmtTrHpBT8/SiHukF6Xg//31UN1RjUImI+CwdxpxtnEfipsfgSDW8htQaPhjzIIT73gU8A+zTaCJyOF1OdiUmJgIAcnJyMG3aNNPnr7zyCjIzMzFnzhzExcVh7dq1Xd0UkcP64x//iA8//BB6vR7z58/H8uXLe1XA16BvwM6zO5FekI59l/aZPhf0IiJPiXgg3x1hRRWdWne/p2IQ8MIL3dVUIiIisrPc3FzMmTMHRUVFCAwMxPvvv4/f/e53kEgk9m4adZGqTIWlPy7FwasHIdGLmP2ziDm79HBu8qxTrqhE/4laSJ1FiB4BEGa9B4x5wH6NJiKH1OVkV35+PuLj480SXUYxMTFYsGABMjMzu7oZIocjiqKpxp23tzfuuOMOrF69GpGRkXZuWfuVVJdgw8kNWP/relyqvGT63KNaxL2HZZieK8CvrAZAY6JLkOmh6idB0KVmVniDb28F/u+x2VZoOREREdmaMfYZPnw4GhoasGrVKrz00ktwc3Ozd9Ooi+r19fh/R/8fPj74Mer0dRh2RcTC/+kQ3CTek3roMGSKGh4D6gwfjIuFMCOJAxARkVV0OdkVHh6O4ODgFqffe++92L59e1c3Q+QwGhoa8I9//APvv/8+du/eDT8/PyxZsgQymazXDPBw+OphpBekI7s4G/X6etPnw66IeOiAGyYfqoZzQ63ZMk6eDfALrYRPUBXkbhKUHvWEcNCjxW2IEyvx5IgKOEucrLYfREREZH0nTpxAYmIiJk+ejNdeew0BAQEoLCyEkxPv8Y7geMlxLN2zFMdLj0PWIGLOHj0e2itCen1MIhGA/8gKBIwrh0QmQvQcAOH+vwGjZtm13UTk2Lqc7Fq8eDHS0tKwaNGiZqcrlUrExMR0dTNEvZ4oivjuu++QmJiI48ePY8CAAThx4gRuueWWXhHs1epqsaV4C9KPp+NIyRHT5xK9iCm/Ag8e8ICiWIumvbgAwGNQDfxCK+ExqBaC1AkIvhcDT27BwFFluNqgw7UjlvX8+o3VImBUBWC9QcGIiIjIyq5cuYI333wTqamp0Ol08PPzM03rDbEPta5WV4tPfvkEnx/5HDpRh5DzIhZu1iPwWmMBepm3DkOnlMKt3/WHoxMehTB9BeDu18JaiYi6R5eTXXK5HLm5uXjhhRcQHh5uNq2wsBBpaWlITU3FZ599ZrHsc88919XNdysOwU3W8ssvv+D111/Hjz/+CHd3dyQkJOAPf/gDPD09e/xQ2peqLmFj8UZ8d+Y7lNWVmT73qhJx3yEnTMsD5NoaAI3ns0Smh4+iCr4hlXDx1kHv5o+a8c+jdtzvIKm8Au+TWwAAAWMNibGmCa9+Y7WmzwFAW14OXQ//joi6G+8PjsPax7Ir62fcQ9ZSU1ODlJQUvP/++6ioqMCUKVPw1ltvYcqUKT0+7rGV3n49HC49jKSDSThTcQbO9SLm/6DHrP0iJNfzXKIABIwph/+YckikgM5jIKqmrUBD0D1ALYBangdkrrdfE2Rgi+PY3m0IoiiKbc/WssjISOTn53d4OUEQrBpQdQWH4Kbu9umnn+L555/Hs88+izfffBODBg2yd5NaJYoi9l3ah/Tj6dhxbgf0ot40LeiSiEcOemLSoQo43XANO3vVwze0Ej5B1ZA6icCAccDNC4GxjwBOroaZNGeBDyOAJq85Xj3iiWtHvNBvbLlZogsyF+APeYA80Kr7S9TT8P7gOKx9LLsjZmHcQ92tpqYGI0eOhIuLC1atWoWHHnqo15RqsJXeej1U1Vfh/fz3kV6QDhEixpzW4/ksEQPVjf9L6ezbgCFTSuHqe70q/aTHgHuXA25y+zSaeoXeek2QOVscx/bGLV3u2fXpp5+itLS0q6shcihqtRorVqxAfHw8QkJC8PTTT+O2227D6NGj7d20VlXWV+Lbwm+RXpCOorIi0+dSnYhbTkrwUL47Ak+XAShrspQIz8G18A2thMfAWkMwO2qWIck1/FbgxuBWHmhIYFWVmD4KAOBSXg5vLy/zed39megiIiLqBbZs2YIDBw7gL3/5C1xdXbF161YoFAq+ruhA9lzYgzf3vIkLlRfgViPise/1iD7YmOQSJcCAcVr4jayAIAFE76EQZr8PhETZsdVE1Fd1Odk1adKk7mgHkUOora1FSkoK3nnnHajVakgkEiQlJUEmk/XoRJdKo0J6QTo2qTahsr7S9LlPpYjfHnbD3Xk6eGmr0TTJJXHSQ379VUVnLx3g7AWEPwdMWQD4BbW+QXmgRRJLp1YDfJpDRETUqxw8eBAJCQnIycmBh4cH4uLi4Ofnh5EjR9q7adRNymrL8G7uu/jm1DcAgEmn9IjPFuFX3pjoculXjyFTSuHifb3Xf8TTEKLfAlyt11uUiKg1XU52EZHhtb/169dj8eLFKCoqwrBhw/DBBx9g/vz59m5aixr0Ddh5bifSC9Kx7+I+s2nBF0TMPeSDsYfKINOZF5x39q6HX1glfIZXQ+IkAr5BwNTngYnzGdAQERH1EefOncPrr7+OL7/8EgDw5JNP4u233zYrQk+937bT2/DOvndwrfoavKpEPKXU4/ajTXpzyYCBEzTwDamCIACifBiE2WsAxV32azQREZjsIuoWP/74I+bNmwcfHx8kJSXhpZdegqurq72b1azSmlJsOLkB60+sx8XKi6bPZQ0i7vhVhgcOuGHQGQ2AJq8nCyI8B9fAL6wS7v3rDG8mBt0B3PwCEHovIJHaejeIiIjIjh577DHs3LkT0dHRSE5OxsSJE+3dJOpG16qvYeW+ldh6eisgirjluIhnc0R4VzUmutwG1mHIZDWcPK735pq8AELUMsDF0z6NJiJqgskuok4qKChAbW0tJkyYgNtuuw0pKSmYO3cu/P397d20Zh29dhRfFXyF7KJs1OnrTJ/7lot4+KgXbttfC4+KahiGyDGQOOvhq6iEPKQKzp46QOoCjH/c0JNr4Fg77AURERHZQ319Pb777js89NBDAIDVq1ejtLQU06dPt3PLqDuJoojvVN8haX8SymrL4Fsu4rktekw+2aQ3lzMweJIaPiOqDb25fEdAmP0hEHS7HVtORGSOyS6iDrp8+TKWLVuGTz/9FJGRkdi7dy8EQcALL7xg76ZZqNPVYUvxFqQXpOPwtcONE0QRI88D84/4IeyXEkj1GrPlXOTXR1UcXg2JTAQ8BwCTFwCRTwMe/Wy7E0RERGQ3oijiv//9L/7yl7/g5MmTyMnJQVRUFCZPnmzvplE3u1hxEW/99BZ2n98NiCLuPiTiyW0i3GsbE13uQ2sxJEINmZseIgRg6vMQpr0BOHvYseVERJaY7GoiJSUFKSkp0OkMXXHVarXpv61Bq9Vabd3U/SorK/HRRx9hzZo1qKiowJQpU/Dmm29Co9HYu2kWLldfxrfF32LT6U3Q1GlMnzs1iLjnhDN+m++C/uc0AK42LiSI8BpaA7/QSrgFGF5VbOg/HtWTnkFd6H2A1BmoA1CntkqbeT0QNeL14DisfSy7sn7GPdSWn3/+GUuWLMHPP/8MT09PvPrqqxg1ahTUauvEAn1JT7oe9KIe3xZ/i4+PfYxqXTUCNCLis/QYX9ykN5crMDSiFN6BNQAAnXwEKqPfhW5wJFBZZ/hH1AU96ZqgzrPFcWzvNgRRFMW2Z+tbtFotfHx8UFZWBm9v6xXcVqvV8OXoc71CZWUlRo8ejbNnzyI0NBSrVq3CQw89BEEQ7N00E1EUsf/SfqQXpGP72e3Qi3rTND+tiHnHfHHzz5Vwraw2W07qooM8uAq+wZVw8tADggQYPRu4eSEQOBWw0T7yeiBqxOvBcVj7WHZHzMK4h5rzt7/9DS+//DKkUini4uKwdOlSDBgwwN7Nchg95Xo4rT2NpXuWIu9yHgS9iBl5IubvFOFS3/i/iJ4jqjF4kgZSFxGiIIFwy++Bu18DnNzs2HJyND3lmqCuscVxbG/cwp5dRC0QRRFXrlzBgAED4OHhgfnz52Po0KGIj4+Hk5OTvZtnUllfiU2Fm7C2YC0KywobJ4gixp6TYv5RPyh+uQKJ/prZcq6+dfANq4T3sGpDfXlXHyD8SWDKAkA+zLY7QURERHZ37do1yOVyyGQy3H///di9ezeWL1+OUaNG2btp1M0a9A3417F/IeVgCmp1tRhyTUT8Zh1GnW+cR3QHhkWWwHOwoZ6r2C8MwgMfAYF8hZWIej4mu4iaceDAAbzyyis4efIkTpw4AVdXV6xatcrezTJTVFaEtQVrsbFwIyrrK02fO9WLmHnSA7PyZPA9VwrgUuNCggjvwGr4hlXCzb/e0GnLPxS4+XlgwqOst0BERNQHVVdX44MPPsCKFSvw3nvv4bnnnkNoaCi+/vprezeNrOBE6Qks3bMUR0uOQqoT8dA+EbG79ZA1eYvZJ6QKAyaUQep0vTfXrX+EcOdfAKeeOdo4EdGNuiXZpdVqkZaWhk8++QTFxcVoaGgAYEgYxMXFYdu2bVbtFk/UXc6cOYPXX38d//73vwEATzzxBKqqquDq2jNu7Dq9Dj+c+wHpBenYe3Gv2bR+ZSIePx6A8J/L4FJp/h6z1EUH35AqyEMq4eR2/fXG4GmGVxWDpwESia12gYiIiHoIvV6P//znP3jttddw9uxZBAUF8VVFB1anq8Onhz/FZ4c+Q4PYgBGXRCzcrEPQ5SYzeQLDp1yDe//rNbj6j4HwQAowJNwubSYi6qwuJ7uKiooQGRkJPz8/REVF4dNPPzVNmzRpEkRRxKpVq7BixYquborIqt555x288847qK2tRXR0NFavXo0JEybYu1kAAE2NBhtObcC6gnW4UHmhcYIoYtJZJ/zuqB+G/nIREvGS2XKufnXwC6uEV+D1VxVlbsCEecDU54H+fCWBiIioryooKMD8+fNx4MAB+Pr64q9//SteeOEFuLi42LtpZAWHrh7C0j1LcUpzCk4NIh7drcfsfSKk15+BigD8RlWg/1gtJDJAFKQQbn8ZuOMVQMZzgoh6ny4nuxITE6FQKLB//36oVCqzZBcAzJ07F2lpaUx2UY8kiqKpyLwoiggLC8Pq1asxffp0O7fM4GjJUawtWIusoizU6mpNn7vUiZh90gcz8gR4nS8B0CQBJjG8quh3/VVFAID3EEMtrvAnAXc/2+4EERER9RjG2Kd///64ePEiFi1ahFdffZWFoR1UdUM11hxYg38f+zdEiAg7J2LhZj2GlDQZo8wHCJp6FW5+1+PGAeMgPJgCDOoZD32JiDqjy8kupVKJ5ORkAGh2ZDqFQgGVStXVzRB1K1EUsWHDBqxatQqbN29GQEAAEhIS8Oqrr0Iqldq1bXW6Omw9vRXpBek4dPWQ2bT+ahHPnBiEcftK4FRVajZN6qqDb0glfEOqIHO9/phu6BTDq4qjfwtIe05RfSIiIrKtCxcuYOnSpRg6dCiWLl0KPz8/qFQquLlxRD1H9fPFn7F0z1KcqzgHlzoRj+7UY2aeCOF6nksvCAi4SYuA0eUQpIAokUG44xXgtpcBmbN9G09E1EVdTnb5+fmhrKysxen79+9HeDjf8aaeY8+ePXjllVewZ88eeHl54cCBA7j33nvt3m3/UuUlZPyagcxfM1Fa0ySRJYq4+ZwbHj0sx8BD5yGI58yWc+tXB9/QCngPrYEgBSCRAWMeNiS5hkbadieIiIioRykvL8fq1avx3nvvoaqqCrNmzTL17mKiyzGV15Xjr3l/ReavmQCAcUV6xGeJ6F/W2JtL8ANCpl6Gi4+h1jIGTTCMtDhwrD2aTETU7bqc7Jo2bRpWrFiBmJgYi2lFRUVITk5GYmJiVzdjEykpKUhJSYFOZxiKRK1Wm/7bGrRabdszUbdRqVR48803sWnTJkilUjz77LNISEhAQEAA1Gq1XdokiiJ+KfkFG4o2YNelXdCJjeeba62Ih0/6I3p/AzwulQKoaFxQIsJneDV8QytNXc71rr6oGTcfteMfh+g50DCfnfarM3g9EDXi9eA4rH0su7J+xj2OraGhAf/617+QlJSEK1euICwsDG+++SbuvfdeaDQaezevz7PW9bDn0h68d+g9XK25CvcaEU9s0+OeQ41JLp1UwMBxZfAPq4AgAUSJE2qm/gk1EXGGtwB6UexIjoX3CMdgi+PY3m0IoiiKbc/WuuDgYBQXFyMmJgaZmZnIzMzE1q1bkZaWhkmTJiE3N7erm7AprVYLHx8flJWVWXUUSbVazfoINvTll1/iySefxIMPPohVq1Zh5MiRdmtLVX0VvlN9h/SCdJzSnDKbNkQt4LkTQzDqp0uQVteYTZO66eAXWgm5osmrigGjDb24xs8BnHrvE1peD0SNeD04Dmsfy+6IWRj3OKa6ujqMGTMGFRUVeOutt/DMM89AJuuWgdipG3T39VBaU4pVP69CVlEWAGDyr3o8t0WEb0WT3lwBIhRTrsDZ63pSe3A48OBHQP/R3dYOos7iPcIx2OI4tjdu6ZY7Xn5+PhISEkzF6R955BEAQFxcHD755JPu2ARRh1VXV+ODDz7A7NmzMXr0aDz22GMYNWoUpkyZYrc2FZcVY92Jdfjm1DeoqG/sqSWIIm4/64V5R7zR75czAIrNlnMPqIVvWCW8htRAkFz/MHS6IcmluAtopl4eERER9S25ubnYsWMHFi1aBGdnZ3zzzTcYMWIEPD097d00shJRFJFVlIVVP6+CulYN70oRz+To8ZvjjUmuBpkEQyaWwje4CoIAiFIXCHe/CtzyB0DKBCgROaZu+XXz8fFBamoqUlNTceDAAQDApEmTumPVRB2m1+vxn//8B6+99hrOnj0LlUqF1NRUSCQSuyS6dHoddp/fjfSCdPx44UezaW41Ih4rGow79lXB5WIJAE3jRCkgH14J39BKuPper6fg5AFM+h0wJR7oF2KzfSAiIqKeq7i4GK+++irS09Mhk8nw6KOPYsiQIRg7lvWXHNnlyst456d3sOPcDkAUcdtREU8rRXhVNya6JIP0GDX5EpzcGwcvEh5IAQLC7NNoIiIb6fZUPpNcZE9KpRKvvPIKDh48CD8/P/ztb3/DwoUL7dKWstoy/Pfkf7H2xFqcrzhvNi1I7YTnTgxG8N5zkNScNZsmcdejX2g55IoqSF2uBys+w4Cp8cCkxwA3uY32gIiIiHoytVqN5cuXY82aNairq8OsWbOQlJSEIUOG2LtpZEWiKOLrk1/jvdz3UFFfAX+tiOey9YgobExy1TtLMTz8GryHVxt6c8lcIdzzhuGtAIl9Rx4nIrKFbkt2bd++vdVilw8//HB3bYqoWQcPHkR0dDRcXFzwyiuv4NVXX4VcLrd5O46XHEd6QTo2F21Gra7W9LmgFxF93g8xv7hDfvg0gEKz5dz618I/rBKeg5u8qjjsN4agZOR97GZOREREZp544gl89913CA8Px7vvvou7777b3k0iKzurPYtle5fh50s/QxBFRB0U8fj3ItxqGxNdskAdQiMuNdZ3HXaLoTeXf7CdWk1EZHtd/r/nAwcOIDIyEoDhKUNzBEGw6ug+1HedP38epaWlGDduHCZOnIj33nsPjzzyCIYPH27TdtTr6pFzOgfpBek4ePWg2TSPahFPFw/HLT+VwenSVbNpohTwDaqEX2hl49DPEidgXAww9Xlg8ETb7AARERH1eHq9HkqlEtHR0RAEAUuXLsW8efPw6KOPQiKRtL0C6rV0eh3+c/w/WHNgDWp0NRhQKiI+S4+xZ5r05nKVISjyCryGGgY4Ep3cIUQtAyYvAHh+EFEf0+Vk14IFCyCKIpKSkhAeHt4dbSJqU3l5OZKTk/Hee+9h1KhRyM3NhUQiwcsvv2zTdlyuvIzMk5nIOJGBkpoSs2kj1W549sQgDN9zGkKtymyaxEOPfmHlkAdVQep8PUjxCAAinwUinwG8BthqF4iIiKgX+OGHH7Bo0SLs378f3333HWbNmoXIyEjTQ2dyXKfUp7B0z1IcunYIgl7E/ftFzNslwrm+MdHlFKRD2KSLjXHliNshzF4D+AXZqdVERPbV5WRXfn4+EhMT8corr3RHe4ha1dDQgM8++wxLly7FlStXMGbMGLz99tsQbDgaoSiKyLuch/SCdGw7sw06sbHXokQv4rcXBuKBA07wPFIMoNxsWbeBdfAPK4fnoNrGARQHjDO8qjj2EcDJ1Wb7QURERD1fQUEBEhMT8e2338LJyQl//OMfcfPNN9u7WWQD9bp6/OPIP5B6KBUN+gYEXhXx/P90CL3YOE+duwwhUy7BY2AdAEB09oQQ/SYQ8Qx7cxFRn9blZJdCoUBwMN//Juurq6tDZGQkDh8+jIEDByItLQ1PP/00ZDLb1LKqqq/C/4r+h/SCdJxUnzSb5lMtwYLTIxDxYwmkV8yL0etlgH9QBXxDK+HibUyMCcCoWYYk1/BbARsm64iIiKh3+H//7//h2WefhU6nQ2xsLFauXMm4u484eu0oluxZgl/Vv0KqExGzR8TDe/WQXQ8lRQCuoQ0YOf4iJE7Xe3Mp7oLw2w8AX9uW8yAi6om6nCVISEhARkYGnnvuue5oD5GFsrIy+Pj4wNnZGTNnzsQjjzyCP//5z/D09LTJ9s9oz2DtibX45uQ3KK8376k1Xu2FpwsGYPAeFYS6X82mCV4i+odq4RNUBakxCHH2AsKfAKYsYLdyIiIislBZWQlnZ2c4OTnhzjvvxJ133only5ezN1cfUdNQg49++Qj/7+j/g17UI/iCiIWb9Rh2tfGVxVovJ4RNvQD3fvUAANHZC8L0d4DwJ/kAlYjoui4nu+Li4qBUKhEaGorY2FgoFAr4+flZzMfRGKmjioqK8Oqrr2L37t04ceIE3N3dkZSUZJNt60U9dp/fjfSCdOw+v9tsmlQnIvbSMMzMA9yOFgFQm013GVSP/mFaeAxs8qqib5Ch4PzE+YCrt032gYiIiHoPnU6HL774AkuWLMFrr72GF154ASNGjMC2bdvs3TSykdxLuVi2dxlOa0/DqV7Eo7v0+O3PIiTX81x6QYDHqDqMHHsBEun1hUKiIPz2fcBnqN3aTUTUE3U52bVt2zZkZmYCAFatWtXsPL1lNMaUlBSkpKSY2qpWq63abq1Wa7V192ZqtRrvvfcePvvsM9TV1eHee+/F6dOnMXDgQKtvW1unxeYzm/FN8Te4UHXBbFq/aic8VzgcE/dchqSkyGyaXibAT1EO/9BKOHs1njP1Q3+D2knPoH7E3YBEClTrgGrz5BgZ8HogasTrwXFY+1h2Zf2Me3oGURShVCqxbNkyHD9+HP7+/gAMx4Mc04k178D7q804Mf8+jHzxdVQ1VOGTY5/gm+JvAACjzxh6cw1UN/bmqpE7Y/TUc3D1NYzerXf2QvWdS1A3OgbQCwDPF+rleI9wDLY4ju3dhiCKotj2bC279957oVQq2xyNcdq0aV3ZjE1ptVr4+PigrKwM3t7W64WjVqvh6+trtfX3RqmpqVi8eDHUajXCw8Px7rvv4u6777b6dk+UnkB6QTr+p/ofanQ1ZtOmavzx+LF+6L/nV6C+3mya6A0MCtXAZ0R1Y70EqQswfo6hJ9fAsVZvu6Pg9UDUiNeD47D2seyOmIVxj/2cPn0azz77LLZt2wZXV1e8/PLLSExMtOpxIPu6mvIRrq1ZY/q78snZWByaj0uVl+BWK2L+93pMP9D4v2cNEgm8b6rGsNElEIz15sNmAPf/DfAebOPWE1kP7xGOwRbHsb1xS5d7dimVSo7GSN2mrKwMXl5eWLNmDR599FFIrDiKTL2uHtvObEN6QTryr+SbTZPqRDx+KQRR++vgfLwIwGXTNBGAy+AGDAzTwH1AXeOrip4DgcnPAZFPAx79rNZuIiIicgxyuRyHDx/Gk08+ibfffhuBgYH2bhJZ0dWPzBNdAODx/77FrbdLUDgIiM8W4a9tTHRV+zvjpqnn4OJt6M0lusohzEw2PFRlbS4iolZxNEayq507d2LZsmX46quvMGjQIPzxj3/ESy+9BFdXV6tt82rVVWT+momMXzNwtfqq2bRBtW5YWKTAqB/OACUnzKbpnCTwU5SjX2gFnD2bvOYxeBJw8wvAmAcBmbPV2k1ERES9W1lZGVauXAlXV1csW7YMPj4++PXXX+Hj42PvppGVXf3oI1z7YE2z0+bu0pv9XS+Vwnd8JUaFXmjszTXqfgiz/gp4DbByS4mIHEO3FKjnaIzUUcePH0diYiI2bdoEJycn7N69G7GxsXBxcbHK9kRRxIErB5BekA7laSUaxIamE3GXdggePeID3z3HgYZfzJbV+UgwJKwUPsOrIZFdf9omSIDRs4GbFwKBU/l0jYiIiFpUV1eHTz75BG+99RZKSkowZcoUvPHGG5BKpUx09QFnkpeh8p/r2jVvdX9njJ1y1vRgVXTzg3DfamDsI4w3iYg6oMvJrujoaKxfvx6hoaGIiYlBcHAwR2OkFl26dAnLli3DZ599Bp1Ohzlz5mDFihVW6x1Y3VCNzarNSC9Ixwm1eU8tZ52AZ6+Mwh17KyA9YV5wXgQgG6LHkJGlcA9o8qqiq49hWOcpCwD5MKu0mYiIiByDKIr4+uuvsXjxYpw6dQpDhgzB559/jscffxxSqbTtFVCvpa3TYvuZ7Sj58EP8Jvt8u5cL7H+t8Q2CMQ9CuO9dwDPASq0kInJcXU52xcbGQqVSAQCSkpKanae3jMZI1rdjxw6kpqbitttuw7vvvoupU6daZTtntWex7sQ6bDi1AeV15WbTFHU+iCscgeAfCiGWHjabVu8shV9wBQaEaOHk0eSc9Q8Fbn4emPAo4OxhlTYTERGRY9HpdHj99ddx+fJlLF++HH/605/g7u5u72aRlVTVV+GHcz9gc9Fm7D6/G7N/qLV4RbEt1454A87uCHhtNXDTg9ZpKBFRH9DlZFdqamp3tIMclE6nwxdffIGpU6di7NixmDt3Lvz9/REVFQWhm7ti60U9fjz/I9IL0rH7/G6IaDLQqChiVnkwHj7kCq+9x4CGvKZTUSeXYVjoNfgMr4Kk6VURPM3wqmLwNMCKxfKJiIjIMZw6dQqbN2/GSy+9BJlMhvT0dAwZMgT9+/e3d9PICup0ddh9fjeyi7Kx49wOVDdUm6bN6WCiy+jaAScEMNFFRNQlXU52TZs2rTvaQQ5GFEVkZWUhISEBR48exbx585Ceng5BEBAdHd2t2yqrLcPGUxux7sQ6nCk/YzbNQ+eEBVdG45YfSyGc/NVsml4QIBkKDA+7Crd+TV5VlLkBE+YBU58H+o/q1rYSERGRY7p27RreeustfPzxx2hoaMDMmTMRGhqKSZMm2btp1M0a9A34+eLPyCrOwrbT21Be3/gWgaAXMfa0iOgCZ+hlekgbOp7w6vfiH7qzuUREfVKXk11EN8rPz8crr7yC7du3w83NDa+99hoSEhK6fTsnSk9g7Ym1+J/qf2ZP0QBgTH0AnjsViMAdJyBq8s2m1bnIIA+uwuCQUji5NwlAvIcYanGFPwm4W9adIyIiIrpRdXU13n//faxcuRJarRZTp07Fu+++i9DQUHs3jbqRXtTjwJUDyCrKQs7pHJTWlDZOFEUEXQaijjvhtgLATVMDoKZT25E/8QgCXnihexpNRNSHdSjZ9e6770IQBPz5z382fbZhw4Z2LcsC9X3DqVOnEBkZCQB4+umn8dZbb2Ho0KHdtv56fT22ndmGtQVrkXc5z3yiKOKRytGYfUAKtz2HAf1Fs1cVq31dMDzsCnyHVULStCbs0CmGVxVH/xaQOnVbW4mIiMjxPffcc/jqq6+gUCjw2WefISYmpttLNZB9iKKIYyXHkFWUhezibFyuumw2PUAj4p4CGaYVOEN+sRyAeY3iSpkrrgZ647zHFdx6pO3tfXsr8KcnZnfjHhAR9V0dSnYlJCTA19fXLNllvKGLotjicixQ79jKyspw/vx5jBkzBiEhIVi+fDlmzZqF8ePHd9s2rlVfQ8avGcg8kYkr1VfMpslFNyy8NAbhuy5DLDSPJHSCAH2gFKEjL8LNv75xgkQG3PQQMHUhMDSi29pJREREju+nn37C1KlTIQgCFi1ahMmTJ2PhwoVwcXGxd9OoG5xSn0JWcRayi7ItS2RUi7j9hBT3nfTAwFNqGBJctabp9YIUpwYNgfuwOvxm6HFEylS4JJWiVOYJ4WDLgxyJEyvx5IgKuEicrbRXRER9S4eSXZ988onFk6qcnJxubRD1HnV1dfjkk0/w1ltvYdCgQTh48CCkUikWL17cLesXRRG/XP0FXxV8hZzTOWjQN5hND9cNxTO/DsLA7Ueh1+4z68VV4+oM7+AqDA+5Bplbk1cV3fyAyKeByc8B3oO7pZ1ERETUNxw+fBgJCQnIzs7G119/jYcffhiTJk1iXS4HcFZ7FlnFWcgqysIpzSmzaU4NIiafkmB2oQ+CjqkhNNQBqDOb56T/EOiGyxA57CQedv3JbNpAnQ4DR5XhaoPOMNriDfqN1SJgVMWNHcOIiKgLOpTsiouLs/iMBer7HlEU8fXXX2Px4sU4deoUhgwZYtbbr6tqGmqQVZSF9IJ0HC89bjZNAgG/qxyPGbk6OO39BRCL0bTsZ4WfG0aEXUG/wHIITV9VDBhteFVx/BzAya3b2kpERESO78KFC1iyZAk+//xz6PV6zJ8/H+Hh4fZuFnXRpcpL2FK8BdlF2ThSYv52gCCKuOmMgIdUfhhzqAzSqloA18zmOefVD6XDfDB6xFnM9tpvuQFnL2DEbcCvWQCAgLEVAGCW8Oo3Vmv6nIiIug8L1FOH6PV6TJs2DTt27ICXlxeWL1+OP/3pT3B3d+/yus+Wn8X6E+vx31P/RVltmdm0gZDj+UujMXbHGeiLzGt1NUgkqA90wuiR5+DmV282DWEzDKMqKu4CWD+DiIiIOuibb77B7373O1RVVeGuu+7C6tWrTfVJqfcprSlFTnEOsoqzkH85HyLMS7EMuyLiEVU/RByqgnNJOQDz8hklrt44EzgAQ0aU4C7fI3CS3DDaoiAFQqYB4+cCI+8Drv1qSnYBTRNeXug3tpyJLiIiK2l3sis0NBTx8fFYtGiRNdtjVykpKUhJSTHVF1Or1VatNabVaq227u5WXV0NNzdDj6jx48cjJCQEr7zyCgICAlBbW4va2to21tA8vahH7tVcbCjagL2X91oEHL9pCML8o34Y8MMRiBW7zHpxVbq5wDO4FqNDLkDm2jhFdHJH7ZhY1E54EnpfheFDjaZT7SPb6U3XA5G18XpwHNY+ll1ZP+OeljU0NEAURTg5OSEkJAQjR45EYmIioqOjIQgC1Gq1vZtIHVBeX47dF3dj2/ltyLuWB51ofp77a0U8UOiH247o4HmuFIB5IfoqmQtODB4Gn+HVuG3gYdwmLbDYRkP/sagb9RDqwmZD9AgwfFhZC6FeBh+pCwRdY6wcMLai2SSXKHVBWb0MIs8v6oN60z2CWmaL49jebQhia5XlmwgJCUFsbCxWrlzZpYb1BlqtFj4+PigrK4O3t+V79d1FrVbD19fXauvvDlevXsVbb72Fb775BseOHYOXlxdEUezyKEPldeXYeGoj1p5Yi9Pa02bTnAUZnq4Mx937qiHZdxC44RTV9PPEiLArGDhUA0HSZILPMGBqPDDpMcBN3qX2ke31huuByFZ4PTgOax/L7ohZGPc0EkUR3377LRITE/H888/jT3/6k+lzjrDYu1TVV+GHcz9gc9Fm7D6/G/V6897/7jUi7j/th6jjzpAXXLCINxsECY4PGAEMF3DL0OMIdDJ/hREA4D3EUCJj/Dyg/6iWG6M5C1SVmH2kLS+Ht5eX+Xzu/oA8sCO7SeQwesM9gtpmi+PY3riFrzFSs6qrq/H3v/8dq1atglarxdSpU3H16lV4eXl1Kdg7qT6JtQVrsUm1CdUN1WbThksC8PyFUQjbfgq603vMptVLpKge5oqxYacx2u+C+UqH32p4VXHkfYCUpzQRERF13P79+7Fo0SL88MMPcHd3h17f2Gucia7eoU5Xhx/P/4isoizsOLfDItaUNYiYdt4Xs056YuDBc0D9VYt1/Oo3FNphnhg/vAhz3HZbbsTZExjzgOE1xRG3AxKJ5Tw3kgdaJLF0ajXA/7EnIrKaDmUG/P39rdUO6kEyMjLw8ssv49y5c1AoFPjss88QExPT6UCvXl+P7898j/SCdORezrWYPl0Yh7lHvOClzIVY9b3ZQDTlbm5wDWnAmJAzkLk0eeImcQLGxRiSXIMndqpdRERERFeuXMEf//hHrF27FhKJBAsWLMCbb76JQYMG2btp1A4N+gb8fPFnZBVnYdvpbSivLzebLogipl7xwcMqfwzPvQCh4hosCs179sO5YQMwYvglzPLOhUwwr8MlChIIwdOACfMMD1edu16rloiIrIvdYMjCuXPnUFVVhb///e9YuHAhnJ2dO7Wea9XX8PWvX2P9r+txpcq8uKe71BULKiJw214txH0HAMCsWte1AB8MC7uKUUMumL+q6BEARD4LRD4DeA3oVLuIiIiIjNzd3fH9999j1qxZSEpKwk033WTvJlEb9KIeB64cQFZRFnJO56C0ptRintFlHph3ejBG5l6B5HIJAPN5Sl08cWLocPgPL8dd/X5BtOSQ5YYGjgcmzIMwNoZxJxFRL9OhZNf+/fuxffv2Tm3onnvu6dRyZH2HDh3CG2+8gZSUFAwdOhQvvPACnn76acjl8g6vSxRFHLp2COkF6dhSvAUN+gaz6aOcAhF3NgTDlcehO7vTLMFVJ5VBO8wDE8KKMNr3hlcVB44Dpi4Exj4COLl2fCeJiIiIANTW1uLDDz9EeXk5li1bBk9PTxw6dAj9+/e3d9OoFaIo4ljJMWQVZSG7OBuXqy5bzDO42hWPnR+BCfllcCo8C8B8dO9qqTMODQ6G03Ad7hh0BLdKf7XckPcQYFysoRdX/9FW2hsiIrK2DiW7MjMzkZmZ2akNWXN0H+qc8+fP44033sAXX3wBURRx//33Y8GCBXBxcYGLi0uH1lXTUIOsoiysPbEWx0qOmU0TIOBBWQQePugKV+U+iNVFZq8qatw9IQvRIzykEFJn0WxJjJoF3LzQUJeL9TKIiIiok/R6PdatW4dXX30VxcXFCA0NxauvvgpnZ2cmunqwU+pTyCrOQnZRNs6Un7GY7tPgjN9dDsbNh2rh+stJQDxiNl0nSHC4vwLVw1wRHngSTzlvs9yIsycwejYwwViHS2qt3SEiIhvpULJr0qRJiIyMtFZbyEbKy8uRlJSEv/71r6iursY999yD1atXIzw8vMPrOl9xHutOrMOGkxtQVmv+9Ezu5I3nyyMxefdV6Pb/BMD8VcWL/f0QGHYNNw/+1fxVRWcvIPwJYMoCwC+oE3tIRERE1Gjnzp1YtGgRcnNz4ePjg+TkZLz44oudLtVA1nVWexbZxdnYXLQZpzSnLKa76KWYWzYSdx4FvH8+AbH2sMU8v/oOxcVh/RA67Dxi3H+Ek2D+4N1Qh+sew0iKo+4DnD2stj9ERGR7HUp2zZs3D4sWLbJWW8hGtm/fjuXLl2PMmDFYvXo1Zs6c2aHi83pRj58u/oT0gnTsPLsTIsyHag53DcUzxSMweOsvaDi/1awXV43UCaUjfDAxTIXRPje8qugbZCg4P3E+4Gq9oc+JiIio79Dr9XjxxRdRUFCAP/3pT3j99dc56FIPdLnyMrYUb0FWURaOlByxmC6IwIM1ozH9hBv89xRALDPU2GoahV7w8MeJwGEYMFyDaPkBeAtVlhsaOA4YPw/CuBjAa6CV9oaIiOyNBer7AFEUsXHjRgQFBWHChAmYPXs2vv76a8yePRsyWftPgYq6Cmws3Ii1BWtRrC02myaTyDBPdjNm5UkgU+6BWHMcTat1lXh4A6ECpgSdgLPLafMVB90B3PwCEHovu40TERFRl126dAkbN25EfHw8JBIJPv/8c8jlcgQHB9u7adREaU0pcopzkFWchfzL+RYPUAHgHv1IPKDyxZA9hdCfN/TgajqXxsUTB4eEwG14He7p9wumSS17ecFrMDA+1tCLa8AYK+0NERH1JB1KdpWUlFirHWQl+/btwyuvvIJdu3Zh1qxZ+O677yAIAh5++OF2r+OU+hTWnliLTYWbUNVg/oRsoEsAni8Lx4Sd51CfvwOAeQByZkB/DAkrxa2DC8xLbkldgPFzDD25Bo7t/A4SERERXVdZWYn33nsPycnJqKysxJQpUzBp0iRERETYu2l0nbZOi+1ntiO7KBs/XfwJOtGyrm+kLBixZwcj+Ofz0B87CgDQN5leK3VC7qCRqB8mwy2DC7BQttlyQ04ewJjZwPi5hgerfKBKRNSnsGeXg1KpVFi8eDHWr18PiUSCuLg4vPnmm+1evkHfgB1ndyC9IB0/X/rZYvodnhPx+KmB8M/KRcOl/6G+ybRqmTMuD/fHpJGFGO190HxBz4HA5OeAyKcBj36d2jciIiKipnQ6HT7//HMsWbIEFy9eRFhYGJKSkjBx4kR7N40AVNVX4YdzPyCrKAu7zu9Cvb7eYp4wl2H43ZVgjMkvgfjzQUB/wizBpRcE/BIQgqvDfHHT0NN40mVb83W4FHcbRlIcNYt1uIiI+jAmuxzQhQsXMGbMGNTW1uL+++9HUlISxoxpX5ftkuoSbDi5AetOrLMY0tlN5obHJbciOrceyNkFsS7X7FXFy56+0IVI8RvFcYQ7F5uvePAkw6uKYx4EZCwGS0RERN3nxRdfxMcff4yAgACkpKRgwYIFcHJysnez+rQ6XR1+PP8jsoqzsOPsDlQ3VFvMM9R1EOZX3ITIX6og7NoPsVpl8SLjSflQnAociqHDruJ+z/3N1+EaMA6YMBfCuFjW4SIiIgAdSHZlZGRAoVBYsy3UBTU1NTh79ixCQ0MxePBgLF68GHfeeSfuuuuudi1/+OphpBekI7s42+JpW5DHMMSXTsCorELUHcw2C0L0EFA0cBAGhJXhzkFHzV9VFCSGYZxvXggETgU6UASfiIiIqDVHjx7F6NGjIZFIsHDhQvj5+SEhIQHe3hzkxl4a9A34+dLPyCrKwrbT21BeX24xTz9Xf8zTR+A3R3Rw+X4/dKXZAMzLYFx290NeYBi8h1dhujwPsyWWbxnAaxAwLtbQi2vATVbaIyIi6q3aneyaNGmSNdtBnaTX67F27Vq8+uqrcHV1xeHDh+Hk5ISlS5e2uWytrhbZRdlIL0jH0ZKjZtMECJjuPRXzTvjDe/NeNFz5L+qaTK9wcsX5Ef0xMbQQ93vnmq/Y1QeIeAqYvACQB3Z9J4mIiIiuO3PmDF577TX8+9//Rnp6OubNm4dx48Zh3Lhx9m5an6QX9Th45SA2F21GzukclNaUWszj4+KDB12mIuqEMzy356P+jKHGVtOXECuc3bF3yBiIwwTc0f8I/izdYLkxJw9g9G+BCXOBoDtZh4uIiFrE1xh7sR07dmDRokXIy8uDXC7HH/7wB4ii5Sg2N7pQcQHrT6zH1ye/hqZWYzbN29kbz0huxx0/VUCn/AFifb3Zq4rnvfxRG+qC24KOYrKTynzF/qHAzc8DEx5ljQQiIiLqVhqNBitXrsT777+P2tpaTJ8+HWPHcpAbexBFEcdKjiGrKAvZxdkWpS8AwF3mjpm+t+I+lQ/6/e8oag8ZElxN3x+ol8qwb8BolA7zxqQhhVgo+18LdbjuMoykOPp+xphERNQuTHb1QqIoYu7cucjIyICTkxP+7//+D6+//jr8/PxaXeaniz9hbcFa7Di3A3pRbzb9Ju8wLLg2FiO+O4a6wxvNElw6CPh1cCD6hVbg7gFHIJXckFALnmZ4VTF4GiCRdOOeEhEREQHff/89YmNjUVJSggkTJmD16tWIjo62d7P6nFPqU8gqzkJ2UTbOlJ+xmO4idcHd/W/FAxcGYeiOQlTv2QrodKhtMo8IAb8EBEMVOBjBgRcxx3UXfJqtwzUWGH+9Dpf3IOvtFBEROSQmu3qR+vp6ODk5QRAEBAcHY+7cuVixYkWrtdQq6irwbeG3WHtiLYrKisymyQQZZstvR8wxL7h8uhO6a8fMXlXUOrmhOGgwxocW42Gvn8xXLHMDJj4KTH0eCBjZjXtJREREZHhQp9PpIJPJMHr0aAQEBOC9997DY489BqmUr6/ZylntWWQXZyOrOAsn1SctpssEGW4deDMeLAtB6L4LqNm+A/qqKtxYjr5IPhj5Q0PQb3gF7vPYh0clP1huzHMgMD7W0ItrIHvtERFR5zHZ1QtUVlbi3XffxRdffIGDBw/Cx8cHK1asgNBKwXeVRoX0gnR8W/gtqhrMn5YFuPbDs8LtuPnHUtRt+x5oaDCrmXDauz8qQj1w54jDmOpUaL5i7yHAlAVA+JOAe8s9yYiIiIg6a8+ePVi0aBEeeOABJCYmYuDAgTh27FirsQ91n8uVl7GleAuyi7Nx+Nphi+kCBEwZMBkP6sdjfJ4aNZ9ug+7qDtzYP6vE3Re7h4yBdLiIaX4H8bpkreXGnNyv1+GaxzpcRETUbZjs6sF0Oh0+//xzLFmyBBcvXkRYWBjOnDmDcePGNRvsNegbsPPcTqQXpGPfxX0W06f4TcJTF0MwZONB1B7LMOvFpRMkODI4CD6hVbin/0G4SMzrJWDoFMOriqN/C0g5lDcRERF1v5MnT+Ivf/kLNmzYAJlMZjaqNBNd1lVaU4qc4hxkFWch/3I+RFjWgZ0QMAEPuN+MKYdq0LDue9Sp9qDyhnmqnd3ww6Cx0A73xNT+BXhZugHON9bhgmCowzVhHjDqfsDF03o7RkREfRKTXT2UUqnEn/70Jxw9ehQBAQH46KOP8Nxzz8HJyTLRVFpTig0nN2D9ifW4WHnRbJqbzA0x8rvx21+cIf1kG3Tq/WZ1E8qcPfBrUCDGhJ7BPM9d5iuWyICbHgKmLgSGRlhhL4mIiIiAsrIyvP766/jkk0/Q0NCAhx56CKtWrUJYWJi9m+bQyuvKse3MNmQXZeOniz9BJ+os5hnlNwr3+9+JO36VQvj3blTnp1j04GqQyrBvwCicHjoQo4ecxVPOSsiFG9NgAPrfBEww1uEabJ2dIiIiApNdZlJSUpCSkgKdznCjV6vVpv+2Bq1W2+K0X375BSqVCn/+85/x4osvwtvbGxUVFWbzHFcfx4aiDfj+wveo09eZTRviNhhP1k1FxA+XoNv9P0CnM3tVsVA+CJoQb9w54jBulpnXX9C7+qJ23HzUjn8coudAw4dqdZf2lagtrV0PRH0NrwfHYe1j2ZX196S4p6qqCl9//TUmTpyIt956CzfffLOpTdS9qhuqsefyHmw/vx0/XfkJ9fp6i3mGeQ5DdMCduOe0Fzy/zUft3lTUNDRYzHc0IBgHhgRj0LBS/Nb1JwyXXLGYR+8egLpRD6Ju1EPQBYwxfKhDn48t+TtPZI7XhGOwxXFs7zYEURQt+yj3cVqtFj4+PigrK4O3t7fVtqNWq+Hr6wsAOH36NJYuXYqlS5ciKCgI9fX1uHLlCoYMGWK2TJ2uDluKtyC9IN2ihoIAAXf1/w0ePzcc/v/bh9qCE2bTGwQJDgwJhUdoHWYE5MJDUms2HQGjDa8qjp8DOLl1/w4TtaLp9UDU1/F6cBzWPpbdEbPYI+7R6XT497//jdOnT2PJkiUAgDNnziAwMJCvK1pBna4OP57/EVnFWdhxdgeqG24sHw8M9hiMGcPvxQx1IHx2HET5lq3QV1r2zjovH4Sdg8fAbXg9pnvlIUJiWbQeTu6G1xMnzAWC7gKkfL5+I/7OE5njNeEYbHEc2xu38M5jZxqNBitWrMAHH3yA2tpajB49GomJiXBycjJLdF2qvIT1J9bj65Nfo7Sm1GwdXs5e+J08GtPzAf1HW6Ar22n2qmKpiyeOBikwMuQcnvD83rIRYTMMoyoq7gIYYBIREZEV5eTk4JVXXsEvv/yCAQMG4OWXX4anpyeGDRtm76Y5lAZ9A36+9DOyi7KhPKNEeV25xTz93Pph+vB7MbNhNAb++Cu0H3yLhitXUHbDfGUecmwfNA6Vw9xwh99hvCH9qoU6XHcaRlIcfT/g4mXFvSMiImodk112UldXh08++QTvvvsuSktLMWHCBKxevRrR0dGmeURRxP5L+5FekI7tZ7dDL+rN1jFSHoZn66ZizPfFqNqRiXq9+fQTvoG4GuKLO4YdQpxTtnkDnDyASb8DpsQD/UKstp9EREREAHD06FG888472LJlC1xcXJCQkIDFixfD05PFybuLXtTj4JWDyCrKwtbTWy0ekAKAt7M3oodH4z73KQjadxbl//oOtSe/xI1z1jq74odB43AmsD8mDijEC7LvWqjDNQYYf70Ol88Qy+lERER2wGSXnaRkpuDVV19F/0H98cUXX+Cxxx6DVGoYarmyvhKbCjdhbcFaFJYVmi0nE2SYMfAuzDs9GJ6f/oC6U5+bFQmtl0jx85DRcAnV4f6AffAVzOt8wWcYMDUemPQY4Ca37k4SERERwfAA76WXXsKBAwfw2GOP4Z133sHw4cPt3SyHIIoijpUeQ5YqC9nF2bhcddliHneZO+4Zdg/u63cHRv+iQeVHm1GVuw7XbphPL5Eib+Bo5A9VIGjwJTzgvBcjJJbrg+cAYFwsMH4uMHAc3wwgIqIeh8kuOxBFET95/YQhC4bg5uk344mHn4AgCCgqK8LagrXYWLgRlfXmT876ufXD4z734u79Naj7MBt6rRZNS9Jfc/XGgaCRCAm5gKfclZAJ5r28MPxWw6uKI+9j3QQiIiKyKUEQsHr1asjlckREcITn7lCoKcTmos3ILsrGmfIzFtOdJc64M/BOzBgchYhCEdXrs1GxIxFX6y0L0p/sr8DOQaPhHViNWe4/4wnJVssNytwMryeOn2cofcF4koiIejDepexgz4U9GP3tESzd5YX14nF8rPgYB68exN6Ley3mDQ+YhKerwhGUcxxVP/wLNTeMJ3DMbzjOhQzAHcMO4yXZRvOFpc7A2EcMSa7BE624R0REREStCw8PZ/HhLjqrPYvs4mxkFWfhpNqyMLxMkOGWwbdg5vDpuOWqHPVZSmi3vIkrzYxcdcV3ILYMHI+6YU6Y5n0QKySfw0UwH3FRhAAh6A5gwjxg9G9Zh4uIiHoNJrtsTBRF/JL8OubuMvS8mrtLj3VIwd7bJKZ5XKWueGDQvXhE5Q/nD7ehTpVq9qpinUSGPUPHQggV8EC/vRgk3JAk8wgAIp8FIp8BvAbYYK+IiIiIyBouV17GluItyC7OthiJGzCMxj1l4BTMCJqBO+uCIG7ZibLl7+PqxYsW81Z4+EA5aALOD/XHVP8CvCLLtCx5ARhG6J4wF8K4OazDRUREvRKTXTaWn7QYd2+5ZPaZMfG1b8YwPOl9L36zV4Pqv2+GvqLC7FXFK25y7Asag+HBl/G0ew5chRu6oQ8cB0xdaOjN5eRq5T0hIiIiImsorSmF8rQSWUVZyLucBxGixTwTAiZgZtBMTHObBKdtP6Hs4//gWkGBxXz1zi7YM3g8DgwejtEDzmGe0/cIaq4Ol0d/Qx2uCXOBgeNZh4uIiHo1Jrts6GrKR3D/YmOz0+bu0uOx03rUn0nDjePcHPJXQBUyBLcOPYoEp8wbpgrAqFnAzQsNdbkYmBARERH1OuV15dh+ZjuyirLw08WfoBN1FvOM8huFGSNmYHrAbfD88SjKkjZBvW85cEOZC71EgiNDxuD7ASPRf4gWv3XZi+clzcSgMjdDHDnhUdbhIiIih8I7mo1c/etKXEv7stV56s80FhetlTrhh6ETUB/qhIf8fsRcyW7zmZ29gPAngCkLAL8gazSZiIiIiKyouqEaO8/uRFZRFnad34V6vWXx+BHeIzAzaCamD5mG/ofPo+wfm1Cx/QOU19VZzHtmoAJZ/cdCP1SCmR778b7k4xbqcN1uKDQ/+reAq7fV9o+IiMhemOyygfYkupr6tf9QlNzsi6fclPAWqswn+gYZCs5PnM/ghIiIiKiXqdPV4cfzPyKrOAs7zu5AdUO1xTyDPAZhRtAMzBwxE8OKq6D9ZhPKs57EubIyi3nVfgORNWA8Lgz1w50+h7FE+m/4NVuHaxQwfi6E8XMAn6FW2DMiIqKeg8kuK7v60UcdSnQBQNiVc+inOgbvsU0SXUF3ADe/AITeC0ik3dxKIiIiIrKWBn0Dfr70M7KLsqE8o0R5XbnFPP6u/pg+YjpmBs3EqHIvaDdtgjbhRZw5f95i3hoPb+wYMhF5g4Zjkv8pPC3LhkJyyWI+eAQY6nCNnwsMmsByF0RE1Gcw2WVl19Z82LnljnghYEI9MH6OoR7XgJu6uWVEREREZC16UY+DVw4iqygLW09vRWlNqcU83s7eiB4ejZlBMzFRMhwVWdnQJr+DoqNHLebVOTkjb9gEbOsfhqEDr+FBpz34P8lai/lEmSsEUx2uu1mHi4iI+iTe/ays34t/wLUP1nR8udkRwMvvAx79rNAqIiIiIupuoijiWOkxZBdlI7s4G5cqLXtbucvccc+wezAzaCameo9H9fYd0P7jU6j27gX0evP1CRKcGjYGm/rdBNkQHX7r8hM+lfyv+TpcI24DJsyDMHo2S10QEVGfx2SXlQW88AIaNBeg+fLrdi8jf/whBLy2woqtIiIiIqLuUqgpRFZRFrKLs3Fae9piurPEGXcG3okZI2bgtgE3Q7cvH9q/fYuibX+EWFNjMf/lQUH4tv94XBnsg2iPPCRJP22+Dle/kYYEF+twERERmWGyywYGPPkIZPmf49qRtp+y9RurRb+nY23QKiIiIiLqrLPlZ5FdlI2s4iycVJ+0mC4TZLhl8C2YGTQTdw29C7LjhSj713c4t3kZdGq1xfwVfv2xdfAk5A8cit/4HMfvpd8gWHLRcsMeAcDYGGDCXGDQRNbhIiIiagaTXTYgEQQEjDU8jWst4dVvrPb6fAxaiIiIiHqay5WXsaV4C7KLs3H42mGL6QIETB44GTOCZiB6WDTcL2lQtuk7XN4Ug/ozZyzmr/Pwwt7hk6D0D0VIwAU8JPsRr0kKLOYTZa4QRt4HTJgHBN8DSJ2ssn9ERESOgskuG2ot4dWY6CIiIiKinqK0phTK00pkFWUh73IeRIgW84wPGI/7gu7DvcPvhW+1BNrNWVC/Ho+Lhw5ZzKt3csaxoInY4DsKnoNq8KDTHvxH8jVchHrLjY+4HRg/F8KY2YCrjzV2j4iIyCEx2WVjzSW8mOgiIiIi6jnK68qx/cx2ZBVl4aeLP0En6izmGek7EjODZmL6iOkYLPVD+bbtKPvba7j24x5AZz6/KAg4N2IM/us/FiUDPXCf68/4UJoCf6HccuP9woDxcw0jcsuHWWsXiYiIHBqTXXbQmPDyQr+x5Ux0EREREdlZdUM1dp7biSxVFnad34V6vWVPqxHeIzAzaCZmjJiBIM9hqNz7E8re/gC/KrdBrKqymF89eASyBk7Egf6DcZfHL1gkXdt8HS73fsC4GEOSa/Ak1uEiIiLqIia7bMHdH5C5AA21po8CxlY0n+SSuRjmJyIiIiKrqtPVYc+FPdhctBk7zu5AdUO1xTyDPAZhRtAMzBwxEyN9R6L26DGUfbQWJzdnQXftmsX8NX4B+GFYBLL9QjDetwgPS7fj7ebqcEldIIyaxTpcREREVsBkly3IA4E/5AFVJWYfa8vL4e3lZT6vu79hfiIiIiLqdg36Bvx86WdkF2VDeUaJ8jrLVwn9Xf0xfcR0zAyaifEB49Fw7jzK1m1C0aY/o66oyGJ+nbsnDoZEIMNnFPr1K8NDsh/xjeRfzdfhGn4bMGEuhDEPsA4XERGRlTDZZSvyQIsklk6tBnx97dQgIiIior5BL+px8MpBZBVlYevprSitKbWYx9vZG9HDozEjaAYmD5gMsUwLbVYWzmxKRvWBAxbzizInqEInIcN3DLT9nDHbeS/+IX0P/QStZQP8Q4EJc4FxcwDf4dbYRSIiImqCyS4iIiIicjiiKOJY6TFkF2UjuzgblyovWczjLnPH3cPuxn1B9+GWQbdAWq9DxfbtuLDpRVTs2gU0NFgscyX4JmwKGI+Dfv0x3S0PS6Sft1CHyx8YG2NIcg0OZx0uIiIiG2Kyi4iIiIgcRqGmEFlFWcguzsZp7WmL6c4SZ9wx9A7MDJqJ24feDlfBGVX79uFqylKUb90KfWWlxTKVg4dje2A4NvsEYYrXCcRIN+NdyXGL+USpC4SRM4EJjwIh01iHi4iIyE6Y7CIiIiKiXu1s+VlsKd6CzUWbcVJ90mK6TJDhlsG3YGbQTNwdeDc8nDxQe/w4yt5bg3PffYeGq1ctlqn364fc4MlI9wpDoPwqHpbuxkuSNLg2W4frVmD89TpcbnIr7CERERF1BJNdRERERNTrXK68jC3FW5BdnI3D1w5bTBcgYPLAyZgRNANRw6Lg6+qL+vPnUfb5V7i86VvUnSq0WEbv7oGTIyfjK5/RqJGLeEj2I9KlGS3U4QoxjKTIOlxEREQ9jsMmuzQaDdLS0gAACQkJdm4NEREREXWVukaNnNM5yCrKQt7lPIgQLeYZHzAeM0fMxL0j7kV/9/7QlZVBu3ELijd9i+rcPMuVymS4OCocX/uPxRFvX8xy3ocV0o8RIrlgOa+7PzD2EWD8PGAI63ARERH1VA6b7FIqlSgpKYG/v7+9m0JEREREnVReV47tZ7YjqzgLP134CTpRZzHPSN+RmBE0AzNGzMBQr6HQ19aiYsdOnN30LSp3/gCx3vLVw7KQm7B18ERs9gzE7W5H8JhkA26RHrOYz1CHa8b1OlxRrMNFRETUCzhssismJgalpaXQaDT2bgoRERERdUB1QzV2ntuJ7KJs7Dq3C3X6Oot5RniPwMygmZgxYgYUcgVEvR5V+3NxYdMnKN+yFfrycotlaocMw17FFPzHTYFQz/N4WLoLCZK85utwDfsNMGEuhDEPsg4XERFRL9Ojk10ajQbr169HRkYGcnJyLKYnJydDLpeb5uXrikREREQ9z94Le7F873K8dstruGXwLc3OU6erw54Le7C5aDN2nN2B6oZqi3kGeQzCjKAZmDliJkb5jYIgCKg58SuufPYuyr77HxouXbJYRu/rh6Ojb8GXHiMBj2o8LPsR30i/aL4Ol1+woQfX+FjAd0QX95qIiIjspccmu/Lz85GbmwuNRoPS0lKL6cnJyQCAuLg4AIbXFuPj45GammrTdhIRERFRy0RRxPv57+N0xWm8n/8+bh50M4Trta4a9A3Yf2k/soqyoDyjRHmdZW8sf1d/TB8xHTODZmJ8wHhIBAnqL11C6T//ibJvN6H2xAnLjbq548zYqVgvvwkF7u54QLYXf5P+DaGS883M62eowzVhHjAkgnW4iIiIHECPTXaFh4cjPDwcmZmZzU5fuXIlioqKTH9HRUUhOjqayS4iIiKiHmTPhT04WnIUAHC05Ch2n98NDycPZBVlYevprSitsXyo6e3sjejh0ZgRNAORAyIhk8igKy+HdsN/UfbtJlT9/DMg3lCcXipD6U3h2DxwPLKcB2Kay0E8K/k3bpYch0Qwn1eUOkMIm2FIcIVEAzJnq+0/ERER2V6PTXa1RqVSQaPRmF5hbEqpVCIqKsr2jSIiIiIiM6IoYs2BNYj5UUTsDzqsv12ClyQvoUHfYDGvm8wN9wy7BzNHzMRvBv8GTlIniHV1qPh+J8q+3YSK77+HWGdZu6s6bAx2D4/Al85BGOtSiIelOXhDkttCHa5bgPFzIdz0IODma4U9JiIiop6g1ya7miOXy00F6ZVKJXJycqDRaKBQKBATE9Pi+mpra1FbW2v6W6ttpoYDERERkQOwZdyz58IejNp4GHN26QEAc3fpAdTh69skAABniTPuGHoHZgTNwB1D74CbzA2iXo/qAwdw7dtN0GZnQ19WZrFe3ZBA/DLyZnzuFgYXZw0elu5GlvQTBAiW88JPAYyfB4yfA/gFWW1fiYiIqOfolcmulvj5+Znqe0VFRbW7h9fKlSvx5ptvWnyuVquh01kOb91dmFQjasTrgagRrwfHYe1j2Zn12yruEUURB1a9ej3B1WjuLj2cJE4IeiEBdwy6Ax5OHgCAisMFuJqdjeotW6FvptC8KJej8Kab8ZXPWBQ7yfCgbA8+kmYirJk6XHpXOerCfou6UQ9BN3BSYx0utbrb9o+oK/g7T2SO14RjsMVxbO82HCrZ1Vwh+/ZYvHgxXn75ZdPfWq0WgYGB8PX1hbe3d3c1r1m+vuxCT2TE64GoEa8Hx2HNYymVSju8jK3inrxVf8G0nCvNTnt4Zy2qgg5hwDNR0H6zEdpNm1Bz7JjljK6uuDbxFnwbMB7Zgi+mO+XhRclnbdbhkoREw1XmDNdu2xui7sffeSJzvCYcg7WPY3tjn16Z7FIoFM1+bnxlsaNcXFzg4uLS1WYRERER9Xi2iHuupnwE9y82tjqP+xcbcer/fWtZaF4iQdX4SHwfGI5/CUMwSXYCD0k34i1JLtwEy5pdCLwZmDAXwk0PsQ4XERERAejFyS65XA6VSmWR3GJxeiIiIiL7ufrRR7i2Zk37Zm6S6NKFjUZe2FR8KlPAR7iCh6S7oJTuab4Ol2+QYSTF8XMMNbmIiIiImujxya6WXk1cvHgxlEol4uLiAACZmZmm/yYiIiIi27v60Ue49kE7E11NKMfchf+E3YIHpT/iH9IvMVJyznImN1/gpocNSa6hkxvrcBERERHdoMcmu1QqFTIzM7Fu3Trk5+cjMTERkydPNo2qmJCQgOTkZGRmZgIA9u/fj9TU1C5tMyUlBSkpKabirCxQT2Q7vB6IGvF6cBw9sUC9kTXinmtrPuzUctOO7cDvx6Vb1uGSOKE+6B7UjX4Y9SPuBqTOhgnXR98m6q34O09kjteEY+hJBeoFUbyxUAJptVr4+PigrKzMqgXq1Wo1i/ARXcfrgagRrwfHYe1j2R0xS3fGPZ3t2dVvrBYBYysaPwicCoyfC9z0EODu16U2EfVE/J0nMsdrwjHY4ji2N27psT27iIiIiKh3CXjhBYjaiyj5IrPdy5gSXazDRURERN2EyS4iIiIi6jZe8x+EkPtPXDvSdi+xfmO18H3kbuDWF4HAKazDRURERN2CyS4iIiIi6jYuUgncrr+S2FrCy9ijS7zzz8DgSbZqHhEREfUBEns3gIiIiIgch+R676yAsRXoN7b5IrJNa3QJYG8uIiIi6l5MdhERERGRVTSX8LIoRk9ERETUzfgaYxPWGIK7NRxelagRrweiRrweHIe1j2VX1m+tuEdaXo6mLy8GmF5p9EK/seUWiS5teTl0anWXt0vUm/B3nsgcrwnHYIvj2N5tCKIoilZuS6/TnUNwt4bDqxI14vVA1IjXg+Ow9rHsjpil2+OeCweBtDvbP3/cTmDwxK5vl6gX4e88kTleE47BFsexvXELX2MkIiIiou7j7g/IXNo3r8zFMD8RERFRN+JrjERERETUfeSBwB/ygKoSs4+15eXw9vIyn9fd3zA/ERERUTdisouIiIiIupc80CKJpVOrAb6iQkRERDbA1xiJiIiIiIiIiMhhsGdXExyNkch+eD0QNeL14Dj64miMLeF5TdSI1wOROV4TjoGjMfZwHI2RyPZ4PRA14vXgOPrkaIwt4HlN1IjXA5E5XhOOgaMxEhERERERERERWQGTXURERERERERE5DCY7CIiIiIiIiIiIofBZBcRERERERERETkMjsbYDGPNfluMoCSVSq26DaLegtcDUSNeD47D2sfSGKt0Zbwhxj1EtsfrgcgcrwnHYIvj2N7Yh8muZpSXlwMAAgMD7dwSIiIioraVl5fDx8en08sCjHuIiIio92gr9hHErjwKdFB6vR4XLlyAl5cXBEGwyja0Wi0CAwNx9uxZqw7zTdQb8HogasTrwXHY4liKoojy8nIMHjwYEknnqlMw7iGyLV4PROZ4TTgGWx3H9sY+7NnVDIlEgqFDh9pkW97e3rygia7j9UDUiNeD47D2sexsjy4jxj1E9sHrgcgcrwnHYIvj2J7YhwXqiYiIiIiIiIjIYTDZRUREREREREREDoPJLjtxcXHB0qVL4eLiYu+mENkdrweiRrweHAePZSN+F0SNeD0QmeM14Rh62nFkgXoiIiIiIiIiInIY7NlFREREREREREQOg8kuIiIiIiIiIiJyGEx2ERERERERERGRw2Cyi4iIiIiIiIiIHIbM3g3oKxITExEcHAwA8PPzQ0xMTLPzRUdHIycnx5ZNI7IajUaD9evXIyMjo9nzOjk5GQBQWFgIAEhNTTWbnpaWBo1GA7lcjsLCQixevBhyudzq7SayltbOeaVSidTUVERHR0OhUCAnJweTJ0+2uF+0935C1mP8bQMMx1KlUuHTTz81+33qyO+XI977GfdQX8S4h8gc4x7H0GvjHpGsSq1Wi+Hh4aJarRZFURTz8vLElr72jIyMFqcR9TZ5eXliamqqmJSUJIaHh1tMT0hIMPs7Li5OjIqKMv2dlJRkum5E0XAtxcTEWK29RNbW1jmfkZEhyuVyEYCoUCjE1NRUs/k7cj8h64qLixMLCwvN/u7s75ej3fsZ91BfxbiHyBzjHsfRW+MevsZoZYmJiZg7d64pqxkeHt5sFlOj0aC0tNTGrSOynvDwcMTFxUGhUFhM02g0yM/Ph0ajMX0WHx8PpVIJlUoFAMjJyTF7GiCXy83mJ+pN2nPOA0BRURFEUURhYSHi4uLM1tHe+wlZn0qlQmZmpunv4OBg5Obmmv5u7++XI977GfdQX8W4h6gR4x7H0lvjHia7rCwtLQ0xMTFQqVRQKpUAgKioKIv51q9fjzlz5ti6eUR2k5uba3azMwaHxh9GuVyO6Oho098qlarZAJKot2jrnG9Le+8nZH05OTlISEgw/b1//36zY9He3y9HvPcz7iFqHuMe6msY9ziO3hr3sGaXFRkv7vz8fCgUCigUCsTHxyM2Ntbs5FAqlbxwqU+Ry+VQq9VmnxlvYsYfxk8//RQRERHw9fVFQkICgoODLWpbEPUW7TnnAUMQ4Ofnh9LSUhQWFiIpKQlA++8nZHuZmZnQaDTIyMgwfdae3y9HvPcz7iFqHuMe6msY9ziu3hT3MNllRcaLVC6XIzw8HACQlJSEoKAgs4tfo9FAoVCwqzL1aStXrkRqaqqpC6xcLkdiYiJycnKQnJyMqKgozJkzh4VayWHceM4b7xPGIDAtLQ2xsbHIyMho9/2EbMdYrFWj0SA2Ntai+35bv1+OeO9n3EPUfox7qK9h3NO79ca4h68x2kBkZKTpv43vrxoz28bumUR9mfGd/Kbv6icmJkKhUCAjIwOFhYUoLS1FRESEHVtJ1H2aO+eNTy6N5syZY3p6ZtTa/YRsSy6XIy4uztSt39fX13Ss2vr9cvR7P+MeotYx7qG+hnFP79cb4x4mu6yopffs5XI5VCoV8vPzzS5gor4oMzMTwcHBZu+Bq1QqaDQaU1dXhUKBvLw8yOVys+KIRL1Rc+e88fOmjE/DWqvbYryfkO1oNBokJiaaBeNRUVGmALyt3y9Hvvcz7iFqG+Me6msY9/RuvTnu4WuMVmTMVqtUKlP3S8BwwkRGRqK0tBT5+fmm7HRhYSEAIDk5GQqFgk8+yeEZz33jUx7jCB0qlarZbvvx8fG2bB5Rt2vpnPfz80NsbCwKCwstCrgqFArI5fJW7ydkOyqVCsnJyYiPjzf9TjUtMN3W75cj3/sZ9xC1jnEP9TWMe3q/Xh33iGRVGRkZYkJCgtnfUVFRzc6bl5cn8pCQo0lNTRXDw8MtPs/LyxOTkpLEwsJC07+kpCRRrVaLoiiKUVFRpv82iouLs0GLiayjrXO+6b1CFEUxKSlJjImJMf3dkfsJWdeNxyohIcHsd64jv1+Odu9n3EN9HeMeIgPGPY6jt8Y9giiKovVSaQQY3lE1Zj9LSkpMo0w0lZmZiXXr1iEzMxMJCQmIjo7mSBPUq6lUKtN5nZ+fj4SEBEyePBkxMTHQaDQICgpqtkCh8SdJo9Fg5cqV8Pf3N72jHxcXx0Kt1Cu195xPS0szfd7c/aI99xOyvhuPlXEEqaZPPNvz++Wo937GPdQXMe4hasS4x7H01riHyS4iIiIiIiIiInIYLFBPREREREREREQOg8kuIiIiIiIiIiJyGEx2ERERERERERGRw2Cyi4iIiIiIiIiIHAaTXURERERERERE5DCY7CIiIiIiIiIiIofBZBcRERERERERETkMJruIiIiIiIiIiMhhMNlFREREREREREQOg8kuIiIiIiIiIiJyGEx2ERER9UJpaWlQqVT2bgby8/ORlpZm72YQERGRg7FnrMP4pvcTRFEU7d0IIiIiar/4+HioVCrk5OTYuykAgODgYCQmJiIuLs7eTSEiIiIH0BNiHcY3vRt7dpHdqFQqxMbGIjg4GIIgwNfXF9HR0cjMzGx2fuN8N/4LDg5GdHQ0lEpli9vy9fWFIAjQaDRW2Y/ExESz/YiIiEB8fDzy8/PbXD46OhqCICA6OrrNeW39HXT0GAFAcnKyaf7g4GDEx8db5Xu3JuN31dy/iIgIJCcn26VdKpUKgiAgMTHRKvN3VEvfU3vOR1vJzMyEIAiIjY21yXK2kJycjLS0NGRkZFhM6+q529ljmpGRgfj4+B5xzIl6I8ZEBoyJeqaO7Lut75+MdfperAN0/HpkfNM3yezdAOqb0tLSEB8fD7lcjqioKMTExEClUkGpVEKpVCIpKQkJCQnNLpuRkQG5XA6NRoPS0lIUFhYiMzMT0dHRiIqKsmn237gfAEz7odFooFKpkJaWZvqRjomJaXZ5jUZj+vFUKpXQaDSQy+VtbtcW30FHj5FGo0FERARKS0sRFxeHyZMnY//+/UhOTsb69etRVFTUrn3rSYzfM2DYv/3790OpVCIxMRErV67Etm3bEB4ebt9G9gDNfU/G8zEmJqbFQIU6zvg/kklJSa1eT109dzt6TMPDwxEXF4fY2Fio1equ7iZRn8KYyIAxUc/UlfPTkTDWsZ22Yp3u+M0EGN/0CSKRjeXl5YkAxPDwcFGtVltMT0pKEnNyciw+VygUYmunbFJSkghAjImJsZgml8tFAM1ur7NSU1NFAKJcLhfz8vIspqvVajEuLq7ZaTeuw9j2pKSkVrdpq++gM8coLi5OVCgUFvNnZGSIAMSEhIQ2t9tTGL+rljQ99oWFhTZrV2FhYYe+y47O31FtfU9xcXHtOq+p/eLi4kS5XN7i9K6eu105psbzLTU1tY29ICIjxkSW62BM1HN09vy0JcY6jqe1WKez5yTjm76JyS6yuYSEBBFAh5MEbQU1oiiK4eHhzc7T3YGdWq3ulmRHeHi4GBUVZVpfeHh4q/Pb6jvozDEqLCxsNog13iCioqLavS57a+uGKIqimJOT02IQbS29LdllnKe15Ay1n/F3Ii4ursV5unrudvWYhoeHiwqFotXliagRY6JGjIl6ns6en7bEWMextBXrdPacZHzTN7FmF9lce2o2dJafnx8AWL0ewoIFCwAAixcvhkKh6NQ6VCoV8vPzzbrh5ufnd3nEke74DjpzjBQKRbOvRRn3p7PfU08VFRWF8PBwZGZm8j3+VkRGRppeY6GuWb9+PQB0ubZGV8/d1o7p3LlzTb9tRNQ2xkQGjIl6Jv6Wtw9jne7TVqxjzXOS8Y3jYbKLbM548+/uQpLG97RjYmKsWgdBo9EgMzMTcrm8SzUKUlNTARj+xxNo/FE3ft4Z3fUddNcx0mg0pvod1iocak9JSUkAmj9mxvf/jcV5m9v//Pz8Fouq+vr6Ijg4uMVtK5VKUyFfX1/fDn+/ycnJiIiIMBUub63AblfcGNirVCoEBwcjMzMTGo3GVMj4xqGd29u+pt+z8btuuq6WCtfGx8ebipX6+voiNjbWLPHTWsHb9h5b437l5+eb5g8ODu70AAd5eXkAGn8zuqK1c7ctrf3PmvG3Izc3twutI+o7GBMZMCbqmTqz783dPzt7T0xMTDTd3+Pj45GZmWm6f7cWIxkx1nG8WMdav5kA4xuHZO+uZdT3qNVqU1dShUIhJiUltVrDwai57upqtVrMy8szvWfdUrfw7uyyb6y30NUu6HK53GwdTV8DaImtvoPOHiPjsklJSWJCQoJpHRkZGe1atqdoT1dnUWzsOn/jMWt6LJKSkkx/31i/w1h3oLmu93K53KK7dNPtKRQKMSEhwex7vrHLd0td+6OiokzzJyUlmf7uaC2Ctr6n5q6Vpm0yns/h4eFm9RXa2z5jV/bw8HDTd2Gc13i+NvcdGF9rSUhIEFNTU8WEhAQxPDzc7LW+lr67jh7bqKioZo9VZ+o+KBSKNrvQd/Xc7cwxbcr4O2bL13uJejPGRI1tYkzU83Rm35u7f3bmnhgVFSXK5XIxNTVVTE1NNc2blJRk+qyl7RmXZ6zjeLFOZ69Hxjd9E5NdZBeFhYWmH2HjP7lcLsbFxbUYeBhvFs39k8vlrRbI7M7AzljwtLW6OW0x1sy58SZgvHm1tC+2/A46c4xEsfHGZ/xnrL/Rm7Q3YSCKomk/jYw3yxsLXDZXp6Ozya4b65io1WrTudG0hkFzQYzx/L3x3Gur8HlzWvqeCgsLTcGZXC43O/7GNhmDlBsDlPa2z3gNNXcdNl3njd+B8e/mCpA2186m311nju2Nx6RpYNhR7VmuK+dua8u3dkybawPrWhC1H2MixkQ9WUf3vbVkV3vvicZzomli0DjvjecJY52+F+t05npkfNM3MdlFdlVYWGj2NMP4Q9Nc0UFjUGN8mpOammp62mCc1lKw1dMCu5iYmGbbYxyJqKWnBvb4DjpyjG6Uk5MjKhSKFkdn6qk6kjC4cd7WboTGc8f4XXQ22dXcMTYGRE3X1VwQI5fLmy36a3xi1ZFRlYz73tK/mJgYi/OtaQDY3DnR3va1VHT4Rjd+B+0p8t7ccsa2dfTYNhewGYPfjmjvE8WunLtNP+vIMb2R8Zonoo5hTGTeHsZEPUt7972tnl03au6eaEw+3Hh8mjumjHX6XqzTtP3tvR4Z3/RNTHZRj9K0m+yN2hp1xxgUNbesrbrsN725Nf3xvFFLyxt/5Fvaz57wHbR2jJpj3Kf2zt/ajagr/zrydKm9CYMbj1dbwYUxKDA+LevOZJdx2y11o7+xvS3960iX86bd1DMyMkz/WgviW+qd1tH2tfeYtta1X6FQiHFxcc0GvR0NHFs6ts3N35kng60d+xvX3Zlz98blO3JMb9Te4JyIWseYiDFRT4iJWtLSvreW7GrvPbEryS7GOgaOHOu0pLXrkfFN3yQDUQ+SmpoKlUoFpVIJlUrVodFq4uLiABiKMSYmJpoKMHc3Y8HE5goU+vn5mYqpFhYWNluc0Vh8UqlUQhCEFreTmZmJmJiYDrXNFt9BR4+RcVQlY6HYtoprd6UYbWusMfKR8Ry48ZxoqWiqsUBuYWFht7fFuO7S0tIW5zFOi4uLa3GUm8jIyA5ve86cOR0u/tvcdtrbvq6OZrVt2zYsWLAAmZmZSEtLQ1paGhQKBXJyclpcZ2ePrTULQ3fFjefujTpzTImoezEmMp+PMVH36Y6YqDPnZ3vvK9HR0UhOTjYNMAA0jsIXERHR6rKMdQz6YqzTnnOS8U3fwmQX9TjR0dGdCuwAww9YfHy82Ugj3U0ulyMmJsZ08zAGU8Zpxr9VKlWzgV1qairkcjk+/fTTZn9sc3JykJycjNTU1A4HdoBtvoOOHiPjfrZn6O+m32dPZwxCjaMrGb+LlpJZxsDFGjdZ43fb2vEwTjMG2/bU3HfQ3vYZl+3sEN9yuRwZGRkADP+DlZGRgbS0NMTGxppGAWqpbfY4toDhfxqB1pOZHXHjudvdGEgSdQ/GRIyJerKunJ+tMcYACxYsQGlpKfz8/LBgwQIoFIo2vxPGOo3L98VYx1rnpBHjm95FYu8GUN/T1s19//79ADr31MX4RKIzy3bEp59+CsAw7G17ghUjjUYDpVKJOXPmICYmBlFRURb/jE8elUplh9Zt1B3fQWeOUWvDORtvjsZhex2BUqlEZmYmwsPDTQG48abaUlCdk5MDwHAjbktHj71xm5MnT251PoVCYbWht7tDe9unUCi6ZfjnqKgopKamIi4uDvn5+S1+7915bDujI/9z1Jbmzt3upNFoTAErEbWOMRFjop7Mmudna5RKJRQKBebMmYPExEQsWLAAc+bMaTFJcyPGOuYcKdax1zlp3Dbjm96FyS6yuWnTpiE2NrbZJxWZmZnIzMxEVFRUhzPnKpXK1B3YWr0VjORyOVJTU6HRaBAUFNTupy5paWkA2m6f8amVcf726q7voDPHaMGCBS2+opCfn4/w8HCrPGGxh8zMTNP3bHxqZmTsQp2YmGj2eX5+PpKTkxEeHm56ktfSU7u2AqAbgxCNRoMFCxYAaPspcEvtM663s08Qu0t722e8/po7z5VKpel1hxtpNJpOB8AdObbW0tWeXa2du91FpVLxySdROzEmYkzUk1nr/GxLfn6+6bxSq9VQq9WmXoDtwVjHcWMde52TAOOb3oivMZLNGZ9mZGZmQqFQIDw8HH5+fsjNzUV+fj4UCkWr/xOWmZlplvkvLS1FTk6O6Uc9IyOjxadlrQVKMTExHa6HoVAoEBsbi+DgYMTExGDy5MkoKSlBfn6+6Ue46RMA4426rad58fHxSEtLQ2pqKhISEiymW/s76Mwx2rZtG6ZNm2Z61SA4OBh5eXlIS0sz60rdm9z4PatUKuTk5JieOObl5VmcM3FxcabXLpRKJebOnYvCwsJmv4emT9Ca1lJoK6BXqVSIiIjA3LlzUVJSgrS0NGg0mnYFglFRUYiLi0NycjLy8/MRHR2NkpISU9DU3qem1tLe9hnnS0tLQ25uLqKioqDRaEznaGpqarPXQG5uLmJjY6FQKBAVFYXg4GDs37/fVA+mte+vI8fWGox1XtqjM+dudzA+cbX3qyNEvQVjIsZEPVlXz8/OCg8PR2JiIiIiIszOQ4VCgejo6DbvMYx1HDfWsdc5yfiml7J3hXzqm/Ly8sSEhATTSDq4PmKJcXSP5jSd98Z/4eHhYlxcXIuj6sjbGG4WaBzmt7V5mqNWq832RX599JGYmBizkU9aG3mvtf1tOkqIrb4DY3s7eoxu/C6MI8B0x4hPttTad6VQKFr9DoxSU1MtRsJp7nvIyMgwbU+hUIgJCQmiWq0WY2JiLEatKiwsNB2DpusPDw8XMzIyLNbd3Og8TbdrHKpZLpeLMTExHR4KXd6J0axaa1Nn2mecTy6Xi3K5XIyKijI7j5vbXmpqqmmZpt97e9vZnmPb0ZE228M4OlVrQ9x39dztzDFtyjgyW3PnIxE1jzFR2xgT2U9H97210Rjbe0/Myclp9di0NvJ0U4x1HDPW6cz1yPimbxJEURRBREREPZpSqUR0dLSp7kZPZOyBoVar2dWfiIg6TKPRwNfXF+Hh4cjIyDDr2WV8vS4zMxNJSUnN9vSj3q2nxjqMb3onJruIiIh6ieDgYNPrrj2Rr68voqKies0rOkRE1LMYkx05OTktvjImCAJiYmJ4r3FQPTHWYXzTO7FAPRERUS+RmJjYI4rrNiczMxMajQaLFy+2d1OIiKiXMvbkaimpYCzK3tbo09R79bRYh/FN78WeXURERL1IcHCw6fWOnqSntouIiHqXxMREJCcnIyoqylRoXaPRmAbxCQ8Px7Zt2/g6mQPrSTFFT2oLdQyTXURERL2IcTTOjIyMHjMqUHJyMlJTU1FYWGjvphARkQPIz8/HypUrTaN5yuVyKBQKxMfH96haTmQdPSXWYXzTuzHZRURE1MsolUrExsYiLy/PrHivPWRmZmLBggU9oi1ERETkGOwd6zC+6f2Y7CIiIiIiIiIiIochs3cDeiK9Xo8LFy7Ay8sLgiDYuzlEREREzRJFEeXl5Rg8eDAkks6NO8S4h4iIiHqL9sY+THY148KFCwgMDLR3M4iIiIja5ezZsxg6dGinlmXcQ0RERL1NW7EPk13N8PLyAmD48ry9va22HbVaDV9fX6utn6g34fVA1IjXg+Ow9rHUarUIDAw0xS6dwbiHyPZ4PRCZ4zXhGGxxHNsb+zDZ1QxjF35vb2+rBn06nc6q6yfqTXg9EDXi9eA4bHUsu/L6IeMeItvj9UBkjteEY7DlcWwr9ulccQciIiIiIiIiIqIeiD27mkhJSUFKSgp0Oh0AQxc8439bg1artdq6iXobXg9EjXg9OA5rH8uurJ9xD5H98HogMsdrwjHY4ji2dxuCKIqildvS62i1Wvj4+KCsrIy1K4hshNcDUSNeD47DFjW7uhqzMO4hsj1eD0TmeE04BlvV7GpP3MLXGImIiIiIiIiIyGEw2UVERERERERERA6DyS4iIiIiIiIiInIYTHYREREREREREZHDYLKLiIiIiIiIiIgcBpNd1O0yMzOhVCqRmJgIlUpl7+YQERFRD6AXRVTVNUCv50DgREREZF0yezeAHItGo8H+/fuRlJQEjUaDpKQkpKam2rtZREREZCfHLmjxzx9V+PbgBdTpRDhLJZg9cRCeuVWBMYNbHjKciIiIqLPYs4vaJTk5GYIgIDEx0ezzxMRE+Pr6mj6Xy+VISkoCAOTk5CA+Pt7mbSUiIqKeYePB87h/zS7894Ah0QUAdTo9/nvgAu5fswsbD57v9m1GR0dbxCs3ys/PhyAISEtLs5gWGxsLX19fREREICIiAsHBwe2OZzQajWl5X19fREdHm/Vyj4+PhyAIzfZ812g0EAQBsbGx7doWERERtYzJLmqXuLg4JCQkWASFSUlJpn9NKZVKyOVyyOVyG7aSiIiIeopjF7T4v3UHoRcB3Q2vLur0IvQi8H/rDuLYBa3N27Zu3TpERUUhIyOj2elxcXHIy8tDXl4eCgsLIZfLERwc3OZ6IyIiEB0dDbVaDbVajfj4eGg0GrN5FAoFMjMzLZZNS0uDQqHo1P4QERGROb7G2ERKSgpSUlKg0+kAAGq12vTf1qDV2j6466yNGzdi4cKFWL9+Pb744gs88MADAIDi4mKEhYVBrVabzR8REQGZTIZnnnkG//3vf+3RZOpletP1QGRtvB56v+PHj+Pw4cOYMWOGVbfTlXPF2nHPx9tPQmhjHkEAPvm+AG/eF9pt262vr0dNTY1FbNJUamoqvv/+e4SHh6O4uBg+Pj6maXV1dRbL/+Uvf8G+ffvwxz/+EcuWLWt2ncXFxSgpKUFsbKxp2WnTpgGA6e/a2lrcf//9+Pjjj7FgwQKz5b/66ivcf//9KC4ubrXt5Bj4O09kjtdE71ZbW4vPP/8cM2fOtPq22nuuMNnVxO9//3v8/ve/h1arhY+PD3x9feHt3b5aEjfddFOzn2/cuBEhISE4deqUKUFkpNPpIJVKcfToUQDAli1b8PLLL1usIzg4GN9++y0AQ2D60UcfmZaxlbq6OowYMQILFy7EmjVr8NRTTwEAMjIyEBcXZ5ovLS0NGo0GCQkJGDZsGM6ePQtfX1+btpV6L54rRI14PfROFy5cwJIlS/D555/D1dUV9957r1WPpVQq7fSyXYl7frtmN66W17Y4XRRFXG5lupFOD3x7+Cr2FWshCK2nxgK8XLDpxdvaXKeTkxNcXV1b/N6VSiUmT56MSZMmITw8HOvXr0dCQoJpurOzc7PLv/7664iNjcX777/f7HoFQUBZWRm2bduGmJiYZudxcXHBkCFDEBISgqKiIoSHhwMAVCoVpFIpbrrpJly4cIHXfx/B40xkjtdE7yOKItavX4/FixejqKgIJSUlePfdd626zfbGPnyNsY/Iz89HYmIiYmNjzepOqFQqJCcnN1uzojlxcXHIz89vcZTFOXPmQKFQQKlUIjU1tcXXA4iIiBzNhg0bEBoain/84x+44447sHPnTod9nf9qeS0uaWta/NeeRFdTl9tY3yVtTavJtY5ITU01xULx8fHtHkgnMjISGo3G4rVEI7lcjoyMDFPNrvj4eOTn5zc7b2xsrNl2m7aJiIioN6ivr8ett96KefPmoaSkBKtWrWq28469sGdXN2mrp1VISIjFPGq12ix7PX369DbXY3wK21G5ubmmulqZmZmIiIhARkYGUlNTLeptNcfPzw+AIZCLiYlpcTnjdACIiorqcDuJiIh6k4aGBgCATCZDREQERo4cibfeeguzZs2CIAgO+zpagJdLq9Pb27PLaICXS7t6dnUHpVJpehg3Z84cxMfHQ6VSdUu9rJiYGKjVaiiVSqxbtw4RERHIycmxiIni4uLg6+trSnilpaWhqKgI69ev73IbiIiIrKmmpgaurq5wcnLCpEmTMHnyZLzxxhvo169fj4p7mOzqA1QqlVmQFRMTg5ycHERHR6OwsLDN5ZVKpdny8fHxph5iLKRKRER9kSiK+O6775CYmIgXXngBf/jDHzB8+HDk5eW1mbRxBO15nXBRxkH898AFi+L0TUklAh6eNASrYyd0Z/NalJmZCY1Gg4iICLPP2/Pwz9irXS6XIzY21vS3QqEw68lufPAXExOD5ORkJCUlNfsAMCoqCkql0vTfjtoLkIiIHMOVK1ewbNkybN26FUeOHIGrqys+/PDDHhv38DXGPuLGLvfGIK2l7vVNqVQqswAsKioKfn5+iI+PZ+8tIiLqc3Jzc3H33Xdj9uzZOH36NOrq6kzTemrAZw/P3KqAKLac6AIMScOnbw2yUYsMSa2cnBzTSIt5eXnIyMhoVzmHlStXmuqUZmRkmC3fkvDwcJSWljY7zfgKZUZGBubOndu5HSIiIrKyqqoqLF++HMHBwfj4448xYMAAXL16FUDPjnuY7OoDFAoFcnNzzT4zBmmxsbEt1p5oTXx8fIvBGxERkSO6cuUK5s+fj8mTJ2PXrl147rnncPLkyR5Vn6InGTPYG3+bOxESwdCDqympRIBEAP42dyLGDG5fUfyu0mg0yM3NtXhQFxMTA41GY+pl1Zzk5GTk5+e32vtLqVSaXok0bi8xMbHFRFZUVBTy8/OhVCpbLGhPRERkT+np6QgLC8Prr7+OQYMG4euvv8bu3bsRGBho76a1ia8x9hGRkZGmp5YajcZUIyIjIwMLFiyAQqGwCOBUKhWSkpKgVCrh5+dnFojFxcWhpKTEdjtARERkZ66ursjJycF9992H5OTkFkdipkYPTByC0P5e+PzHImw8eB51OhHOMgkemDAYT98aZLVE142D7ygUCsydOxdz5sxpdn5jPVJjIiwtLc2U/NJoNIiKikJeXl6rrxoak1fR0dGmGmDx8fFmIz3eKDExsVMPHYmIiGyhsLAQtbW1WLNmDeLj4+Hk5GTvJrWbILbVv7wPMg7BXVZW1u4huDvjxgL1RH0ZrweiRrweeoba2lqkpKSgqqoKr7/+OgDg0qVLGDhwYLvXYe1j2R0xi63inpLSUrh5esPNSdqjX3sgsgX+zhOZ4zXRMxw8eBBvvvkmUlNT0b9/f1RXV6Ourg4+Pj7tWt4Wx7G9cQtfYyQiIiJqQhRFrF27FqNHj8af//xnfPnll6a6XB1JdJE5iSDA3VnGRBcREVEPc/bsWTz55JMIDw/Hxo0bsWXLFgCAm5tbuxNdPQ2TXURERETX/fDDD5g6dSoeffRRlJaWIikpCYcOHYKzs7O9m0ZERETUrcrKyvDqq68iLCwMX375JaZNm4b8/Hw8/vjj9m5al7FmFxEREREAvV6P559/HidPnsQf//hHvP766+jXr5+9m0VERERkFZs2bcLKlSsxduxYrF69GtOnT3eYHthMdhEREVGfdfnyZWzatAnPPfccJBIJvvjiC/j5+SEkJMTeTSMiIiLqVqIoYsOGDbjpppswatQozJ8/Hy4uLnj44YchlUrt3bxuxdcYiYiIqM+prKzE22+/jZCQECxYsACHDh0CAEyZMoWJLiIiInI4e/fuxW233YaYmBgsXboUACCRSBAbG+twiS6AyS4iIiLqQ3Q6Hf7xj38gLCwMS5YswaBBg7BhwwaMGzfO3k0jIiIi6nanTp1CbGwsfvOb32Dfvn1YuHAhPvjgA3s3y+r4GmMTKSkpSElJgU6nA2AYNtP439ag1Wqttm6i3obXA1EjXg/W8/LLL+OLL76Av78/kpOT8eSTT8LJyQkajcYq27P2sezK+hn3ENkPrwcic7wmrOP06dOYMmUK6uvrcd9992HJkiUICwsDYLjvdzdbHMf2bkMQRVG0clt6Ha1WCx8fH5SVlcHb29tq21Gr1fD19bXa+ol6E14PRI14PXSvY8eOYfTo0RAEAQcOHEBmZiYSExOteo83svax7I6YxWpxj+YsUFXSuJ3ycnh7eVnO5+4PyAO7b7tEvQB/54nM8ZroPtXV1bh48SIUCgUAYPHixbjvvvtw++23W33btjiO7Y1b+BojEREROaQzZ87giSeewNixY/H1118DACZNmoTly5fbJNHVp2nOAh9GAGl3mv55p99v9rfp34cRhvm7SXR0NBITE1udJz8/H4IgIC0tzWJabGwsfH19ERERgYiICAQHByM+Pr7N7cbGxlpsV6VSQRAEKJVKs8+VSiViY2Pb3V4iIqK26PV6/Otf/8LIkSPxyCOPQK/XAwBWrlxpk0RXT8NkFxERETmUsrIyLF68GGFhYfjXv/6F6OhojBw50t7N6luqSoCG2vbN21Br1gPMFtatW4eoqChkZGQ0Oz0uLg55eXnIy8tDYWEh5HI5goODW11ndHR0s0kthUKBnJwcs88zMjIQHR3dtZ0gIiK6btu2bYiMjMQTTzyBiooKPPHEE6ZkV1/FZBcRERE5jG3btiEkJASrVq1CWFgYsrOzsWXLFhagJzNpaWlITU2FUqlsV722pKQkKBSKVntgzZkzB/n5+Wbry8nJQVJSEjIzM83mVSqViIqK6mzziYiIABh6cz3wwAOIiorC0aNHsWjRIhQWFuL//u//IJP17RLtTHYRERFRryaKoqmw+qhRo+Dr64t//vOfOHDgAKZPn27n1lFPo1QqERkZCYVCgfDw8GZfZWxOYmJiq/PK5XIoFAqz3l35+fmIiYlBaWmpKQmmUqkAwFRLhYiIqKMaGhoAABKJBMOHD8f8+fNx4sQJrF69mrXPruvbqT4iIiLq1fbs2YNXXnkFjzzyCF5++WUMGTIEBQUFkEj4PM+qUu8EKq60PF1X17H1/fsRQOrc+jye/YH4nR1bbzNSU1NNNbji4+ORlJSEhISENpeLjIyERqOBRqOBXC5vdp6YmBjk5OQgJiYG+fn5CA8PNy2rVCoRExPDXl1ERNRp5eXlWL16NdatW4cDBw7A3d0df//73xn3NIPfCBEREfU6J0+eRExMDG699Vbs27cP165dM01jwGcDFVeA8gst/6u61vY6mqq61vr6yi+0nlzrAGPSCTC8eqhSqUy9rboqOjoa69evB2CoCzZ37lwAhuL169atA2Co12UsTk9ERNQeDQ0N+OSTTxAaGoq3334bUqkUZ88aBndh3NM89uwiIiKiXqOsrAxvvPEGPv74YzQ0NODBBx/EqlWrWIDe1jz7tz5dV9exhJd7v/b17OqizMxMaDQaREREmH2empqKpKSkVpc1JsTkcjliY2PNXkc0FrqPioqCRqOBSqWCUqnE4sWLTZ8b633l5uayZxcREbVbVlYWXn75ZRQUFGDAgAFITU3FM8880+drcrWF3w4RERH1GlKpFBkZGYiIiMDq1av75FDaPUJbrxNeOAik3dn+9T32NTB4Ylda1C6pqanIyckxSzZlZmZiwYIFbSa7Vq5cibi4OABocRRHwJDYMtbtMr7uqFAo4Ofnh8zMTERGRnZxL4iIqC85fPgwzpw5g6VLl2LRokXw9PS0d5N6BfZ3IyIioh5Lr9fjyy+/xIoVKwAAnp6e2Lt3L/bu3ctEF3WIRqNptldVTEwMNBqNWWH5GyUnJyM/P7/NhBhgeGUxKSnJYjtRUVFYuXIloqOjO7cDRETUJxQXF+Opp57CxYsXAQAvvfQSTp06hWXLljHR1QFMdhEREVGPpFQqERERgSeffBJr1qxBVVUVAGDEiBEQBMHOraOeLDk5Gb6+vqZ/ERERSEtLw5w5c5qdPyYmBqmpqaa/09LSEBERgYiICAQHB6OwsBB5eXktFqZvKioqCiqVylSvyyg2NtY0OmN72ktERH2LWq3GokWLMHLkyP/f3r3HN1mf/x9/p5xRaFrwgOKBFBA5kxaP06mkbuo8kgIqzKmQykGHCC1F5YyQUsCpRVpU1G1u0HrWOW1g+03nYdCC8zA3aMA5FEWatMiZ9v79wbeBSoG2SXo3d1/Px8OHJLl731f6ySe5euVz0HPPPafCwkJJUtu2bdWlSxeTo4s9TGMEAABNyieffKKMjAz9+c9/Vps2bTRlyhRlZWWpffv2ZoeGumrfSWrZRjq478THtmxz6PgIKSoqqvfPHDkt8XhTFOvC4XDIMIyj7ne5XLXe35B4AQDWsW/fPuXm5mru3LkKBAIaNGiQcnJydNVVV5kdWkyj2AUAAJoMwzB0xx13aP369br99ts1b948nXPOOWaHhfqynyVNKJZ27wjdVbFzpzp26HD0se07HToeAIBm6M0339QDDzygs88+W4899phuu+02dliMAIpdAADAVDt37tRrr72m22+/XTabTU8++aRatmzJVK5YZz+rRhGrMhCQEhJMDAgAgKbhb3/7mzp37qzevXvr5ptv1jPPPKNbb71Vbdu2NTs0y6BcCAAATHHw4EE9+eST6t69u0aOHKkPP/xQknThhRdS6AIAAJbzxRdf6MYbb9RPf/pTTZkyRZJks9l05513UuiKMIpdAACgURmGoddee039+vXTuHHjZLPZlJ+fr5SUFLNDAwAAiLhvv/1WY8eOVd++ffXaa68pLS1Njz32mNlhWRrTGAEAQKN68MEHNX/+fLVv314zZszQ5MmT2UobAABY0rZt29SzZ0/t3LlTl1xyiXJycnTxxRebHZblUewCAABR99///lddu3ZVXFycbr/9dn3//feaNWsWW2kDAADLqays1Ndff62zzjpLp59+ujwejy655BLdfPPNstlsZofXLDCNEQAARE1ZWZkeeOAB9ejRQ3/4wx8kSX369FF+fj6FLgAAYCmGYeitt97SwIEDdc011+jgwYOSpJycHN1yyy0UuhoRxS4AABBxe/fu1aJFi5SUlKTFixerb9++Ouecc8wOCwAAICrWr1+v1NRUXXvttdq0aZNuvPHGULELjY9pjEfIzc1Vbm6uKisrJUmBQCD072ioqKiI2rmBWEN/AA6L9f5QXFysu+++OzR10ev1aujQoYqLi1MgEDA7vEYV7bYM5/yNnff8bcvftHzNcv2636+VcgqbEaB5i/X3eSDSYrlPGIahiRMn6ne/+50k6dZbb9W0adN05plnas+ePdqzZ4/JETaexmjHul7DZhiGEeVYYk5FRYXi4+NVXl6ujh07Ru06gUBACQkJUTs/EEvoD8BhsdofqqqqFBcXp2+//VYpKSm67777dO+99zbrrbSj3ZaRyFkaI+8xDEPDXhumL4JfqE+nPvrDdX+I2lSO1NRUOZ1Oeb3eYx5TUlKi5ORk5eXlyePx1HgsGAxqzJgx8vl8kqSUlBTl5eXJ4XBIktLS0uTz+UK3g8GgXC6X8vLyapynrsfV5kQxpKenKz8/X6WlpaH7jvzZhIQEud1uFRQUnPBaMEesvs8D0RKLfaI675GkSZMm6dNPP9XChQs1YMAAkyMzT2O0Y13zFqYxAgCAsPzrX//S9ddfHyounHbaafL7/ZoyZUqzLnThsPe/fl9fBL+QJH224zO9//X7psazcuVKuVyuWotBycnJSk1NVSAQUCAQUHp6uoLBYI1jPB6PiouLVVxcrNLSUtntdiUlJR11rroe15AYHA6HCgsLj/rZ/Pz8owpgAIDI2b9/vx577DH1799fO3fulCR5vV698847zbrQ1dRQ7AIAAA2ybds23XPPPerXr5/eeOMN+f3+0GOtWrUyMTI0JYZh6PH1jyvu/9LOOFucHl//uMycXJCfn6+8vDz5fL4aRSS/36+ysrIao73cbrecTudxz+f1euVwOJSZmRn2cXWNwe121zpKbOXKlXK73ceNAwBQf4ZhqLCwUH369NGvf/1rBYNBbdy4URJ5T1PEml0AAKBe9uzZo4ULFyo7O1u7du3ST37yE+Xk5OjCCy80OzQ0kuFvDNf3e76v07H7KvepfF956HaVUaXPdnymy1ZepjYt2tT5mp3bddbKX6ysd6w/5vP5lJKSIofDIafTqfz8fGVkZEiSEhMTFQwGVVhYWO+CUWZmptLS0o47fbIux9U1hk6dOsnhcKikpCRUCKsuOCclJdUoPgMAwvPhhx9q0qRJ+uCDD9ShQwfNmzdPEydOVPv27c0ODcfAyC4AAFBvy5cv15lnnqmXX35Zf/vb3yh0NTPf7/le3+3+rk7/HVnoOlL5vvI6n+O73d/Vubh2Inl5eUpPT5d0aO2rI0dH2e12FRQUKC0tTQkJCUpPT1dJSUmdzpuSkqJgMHjUdMP6HlefGNLS0mrEf+RzAwBEzkcffaR//OMfGjdunDZt2qRp06ZR6GriKHYBAIDjMgxDb731VmgkSrt27eTz+fTpp5/qpptuitpC42i6OrfrrFPbn3rC/+LbxB/3PPFt4ut0nlPbn6rO7TpHJHafzxcaMTVs2DD5/f4ao6DcbrcCgYCWL1+usrIyJScnhxaKbyx1jcHj8WjVqlWh2/n5+Ro2bFhjhgoAlvT999/r/vvv11dffSVJGjt2rD7//HPl5ubq1FNPNTk61AXTGAEAwDGVlJQoIyNDq1evVocOHeTxeJSQkKDzzjvP7NBgorpMJzQMQ7e+eat27t+pKqPqqMfjbHHqenLXqO7M+GOFhYUKBoNKTk6ucX9eXl6NaYV2u11ut1tut1vZ2dnyer1yuVzHPXd1wcxut9f5uLS0tNBth8NRY8H8usbgcrlChTCXy3XC6wMAjm3Pnj36zW9+o/nz56uiokJ2u10zZsxQ69at1bNnT7PDQz0wsgsAABzlv//9r0aNGqXk5GStWbNGd955pz7//POY2xYc5nn/6/f12Y7Pai10SYfX7mrMnRnz8vJUVFQU2iGxuLhYBQUFys/PP+bPOJ1OlZWVnfDc8+fPr7GofF2OKygoqBFHQ2KonopZUFCg4cOHn/D6AICjVVVV6bnnnlPPnj2VlZWlzp07a9WqVZo+fbrZoaGBKHYBAICj3H777frd736nn/3sZ9qwYYOeeeYZde3a1eywECOqd2C06fgjtmyyNdrOjMFgUOvWrTtqdJTb7VYwGJTP55PP51N6enpotFUwGFRmZuYJi0jZ2dkqKSk54eL0dTmuvjG4XC6VlJTUmJ4JAKifoqIi/epXv9Lu3bu1ZMkSff7550pLS2OphhjGNEYAAKD9+/frzTff1M033yxJysnJUXl5ua6++mqTI0MsOlB1QNt2bZOh4xexDBnatmubDlQdUOsWrSN2/ezs7BqjtRwOh4YPH37M9azcbndodFRJSYlSU1Pl9/vlcDiUnp4e2q2xWn5+fmjqYDAYlMvlUnFx8VFTCOt63JGqi1cniuFImZmZJ1wYHwBQ0yeffKIWLVqod+/euvrqq/X4449r5MiRTAe3CJvRGF+lxZiKigrFx8ervLxcHTt2jNp1AoEA00GA/0N/AA5rzP5gGIZefPFFZWVladOmTVqzZo2uvPLKRrl2cxDttoxEzhKtvGfbrm0q23t46l1FRUWt509sm6jTTzo9YtcFYgF5D1BTY/aJr7/+WtOnT9eKFSt0xRVXaPXq1Y1y3eagMdqxrnkLI7sAAGim3n//fU2ePFkffPCBOnTooHnz5unCCy80OyxYxOknnV6jiBWI4497AIB5du7cqYULF2rRokXavXu3rrjiihNOP0fsotgFAEAzlJOToylTpqhly5YaP368pk+fzlbaAADAkoLBoM4//3xt27ZNvXv3VnZ2tq699lrW5LIwil0AADQT33//vRISEtSiRQvdcMMN+uijjzRv3jy20gYAAJZjGIa2b9+uU089VXa7XSNGjFDv3r115513qmVLSiFWx26MAABY3J49ezR//nw5HA49//zzkqSePXuqoKCAQhcAALCctWvX6oorrtBll12mAwcOSJKWLFmiMWPGUOhqJih2AQBgUVVVVXruuefUs2dPTZs2TaeccgpTFQEAgGVt3rxZt956qy644AK99957+ulPf6o9e/aYHRZMQEkTAAAL+vzzz3X77bdrw4YNSkxM1KOPPqqxY8eqdevWZocGAAAQcQ899JAWLlyo/fv367rrrpPX61WfPn3MDgsmYWQXAAAWYhiGJOm0007TN998o4yMDJWWlurXv/41hS6Y6odnVuhf5/fW9qVLzQ4FAGAR1XmPJFVWVqpv375as2aN3njjDQpdzRzFLgAALGDr1q266667NHfuXElSp06dtHnzZnm9XtntdnODQ7O3felS/bB8uWQY+v6xxyl4AQDCUlVVpRdeeEGDBw9WMBiUJM2cOVNr167VlVdeaW5waBIodgEAEMN27typhx56SD169NCKFSu0du3a0Lec7dq1Mzk64FCh6/vHHq9xXzQLXqmpqcrMzDzuMSUlJbLZbMrPzz/qsWAwqLS0NCUkJCghIUGpqany+/2hx6sfS05OVnJyspKSkpSenn7Ueep6XG0/9+P4/X6/bDabfD5fjft9Pp/S0tLq/LwBwAr+3//7f7rwwgt1++23a9OmTfr4448lSW3atFFcHCUOHBL2K2HDhg166qmnlJWVpbFjx2r48OEaO3assrKy9NRTT2nDhg0RCBMAABzp4MGDevLJJ9W9e3fNmzdP3bp105tvvqlXX31VNpvN7PAASbUXuqqZOcJr5cqVcrlcKigoOOqx5ORkpaamKhAIKBAIKD09PTRqoJrH41FxcbGKi4tVWloqu92upKSko85V1+OOlJqaWmtRy+FwqKioqMb9BQUFSk1NreOzBoDY9q9//Us33HCDrrjiCn388ceaOHGiSktL9dOf/tTs0NAENWiB+g0bNigzMzP0QXzkPNkfq064U1NT5fV6NWDAgIZcEgAAHKGyslILFy5UXFyc8vPzdeedd7KVNpqU4xW6qlU/fsq4cY0RUkh+fr6Ki4uVlJSkYDAYmurr9/tVVlYmj8cTOtbtdp/wfF6vVyUlJcrMzJTX6w3ruGHDhoUKbNVxFRUVyev1HvVzPp+P0VwAmo2//vWvev311zVs2DA98sgjJ/zyAM1bvUZ2bdmyRYMHD1ZycrJKS0s1ZswYLVu2LPRtVSAQUFVVlaqqqhQIBFRcXKxVq1Zp9OjR2rRpkwYNGqQLLrggNMwQAADU3UcffaRFixZJOjRU/9VXX9XGjRs1ZswYCl1oUupS6KrW2CO8fD6fUlJS5HA45HQ6a0xlTExMVDAYVGFhYb3Pm5mZWeu0yPoeZ7fb5XA4aozuKikpkdvtVllZWWiUWfXUSofDUe9YASAW7Nq1S7Nnz9bmzZslSaNHj9batWu1cuVKCl04oTpnxmvWrJHL5ZLL5dK6des0aNCg4x4fHx+vQYMGadCgQRo6dKgkhb7JcjqdKiws1M033xxe9AAANAN+v19ZWVlatWqVWrVqpdtuu01dunRRv379zA4NzdTmoW4d/P77Wh+r+uEHVe3aVa/zff/Y4yp7+hnFnXzyMY9p2bmzur1Y/yLUj+Xl5YXWzkpPT5fX61VGRoakQ4WmgoICpaWlyW63h0ZZOZ3OE543JSVFwWCwxoishh7ndrtVVFQkt9utkpKS0PVTUlLk8/nkdrvl8/nkcrnq9+QBIAZUVlZqxYoVmj59ur755hsFg0EtXrxYrVq1UkpKitnhIUbUaWTX6tWrQx+677zzzgkLXcfidDpVVFSkt99+W1OmTNFLL73UoPMAANAc7NixQ/fff7969eqlVatW6frrr9fHH3+sLl26mB0amrmD33+vg99+W+t/9S10VavateuY5zz47bfHLK7VV3WxSDo0ZdDv99dYgN7tdisQCGj58uUqKytTcnLyUWtoRVtqaqpWrVol6dD6YsOHD5d0aPH6lStXSlKoKAcAVmEYhv70pz9pwIABGjNmjA4ePKjc3NzjTg8HjqXOI7s2b96s+Pj4iFzU5XKpuLhY69ati8j5AACwopEjR+rPf/6zkpOTlZOToyuuuMLskABJh0ZZHUtDRnZJUtxJJ51wZFe4CgsLFQwGlZycXOP+vLy8Gn9M2e12ud1uud1uZWdny+v1nnAUVXXB7Hijun58XFpaWo3piNUL5rtcLgWDQfn9fvl8PmVlZYXur16ja926dYzsAmApH3zwga677jq1bdtWDz74oDIyMtSxY0ezw0KMqlOxa8iQIRG/cHx8fFTOCwBArKqqqtLq1atDf4jPmjVLo0aN0ogRI9hKG03KiaYT1mfNLknqfN+9jbJIfV5enoqKimoUiQoLCzVmzJhjjhxwOp2h0VTHM3/+/BoL29fluNp2g6zmcrlCI8qqC2gOh0OJiYkqLCxkKg8AS/jvf/+rXbt26fTTT9fFF18sr9er2267TV27djU7NMS4sDPnLVu2aMOGDTXu27Bhg8aOHauf/exnevnll8O9BAAAlvfXv/5VF1xwga6++urQH7gXXHCBbrvtNgpdiDmnjBunzvfdW6djG6vQFQwGax0N5Xa7FQwG5fP55PP5lJ6eHhptFQwGlZmZGZpGeCzZ2dkqKSk54VSbuh4nHZqyWNuIMpfLpfnz5ys1NfWE5wCApqr6/bVnz54aPXq0DMOQzWZTRkYGhS5ERNjZ84IFC2qsF7B582Y5nU7l5eVp7dq1crvdphS8CgsLVVJSovz8/DrtjAMAgBk+//xzXX/99bryyiv1z3/+U/fff/9RU6yAWFSXgle0Cl3Z2dlKSEgI/ZecnKz8/HwNGzas1uPdbrfy8vLkcrmUlJSk1NRU2Ww2JScna/jw4aEF7Kvl5+crOTlZycnJSkpKUmlpqYqLi4+awljX42rjcrnk9/uPKrSlpaWFdmesy/MGgKZk//79+s1vfqPu3bsrOztbvXr10syZM2Wz2cwODRZjMwzDCOcEiYmJmjZtmiZPnizp0EKfL774okpLS3XuuecqLS1NW7Zs0dq1ayMScF0Eg0ENGTJExcXFCgaDSkhIUH2eZkVFheLj41VeXh7VOcKBQEAJCQlROz8QS+gPaI6eeeYZjRkzRlVVVRo+fLgeeeQRORwO+oOFRLstI5GzRDvvOdaUxsYa0QU0RbzPoznavXu3Bg4cqI0bN6pr166aO3euRo4cqRYtWtAnLKIx2rGueUvYI7uCwaAcDkfots/nk9Pp1LnnnitJuvrqq1VSUhLuZerFbreruLhY0qFFQFm8EwDQVOzatUsHDx6UJF1xxRW68sor9dFHH+mPf/xjjc9TwCpqG+FFoQsAmo/y8nJJUvv27XXNNdfokUce0X/+8x/dcccdatGihcnRwarqvBvjsdjtdgUCAUmHpjAGg8EaxaVgMFinodq1CQaDWrVqlQoKClRUVHTU49nZ2aFzB4PBWoeYFxUVHXfxTwAAGsPBgwe1YsUKTZ8+XTNnzlR6erocDkdofS7Ayk4ZN0579+zVD089pc73TqDQBQDNwMaNGzV16lRt2LBBn3/+udq0aaPf/OY3ZoeFZiLskV1DhgzRggUL9NJLL+mee+6RzWarsbbA2rVrG/RNdUlJiVatWqVgMKiysrKjHs/OzpYkeTweeTweOZ1Opaen1zjG4/EoPT09tEUzAACNzTAM/elPf9LAgQPl8XhUWVmp9u3bmx0W0OhOvutOnf+vzyl0AYDFbd++Xffee6969+6tl156SQMGDFBFRYXZYaGZCbvY9dRTT6mqqkput1tFRUXKyMjQwIEDJR0arlhYWHjCHWxq43Q65fF4jlko+/H2zi6Xq8ZC9MFgMHT/qlWr+OYcANDotmzZIpfLpeuuu05+v18PPvigNm3apFGjRpkdGgAAQMQ9+uij6t69u5544gmlpKTo3Xff1UsvvaRTTjnF7NDQzIQ9jTE+Pl6lpaXavHmzEhMTFR8fX+PxoqIiDRkyJNzL1OD3+485PdLn88nv96u0tDS0rXNiYqISExOPeb59+/Zp3759odtUnQEAkWC32/XJJ5/orrvu0uzZs3XmmWeaHRJA3gMAiJpAIKBTTjlFTz/9tIYOHcouizBN2MWuat26dTvqvvj4+IgXuqRDxa7a2O12BYNBDRs2TD6fTz6fT0VFRUpPT5fT6Tzm+ebPn69Zs2YddX8gEFBlZWXE4v4xkkvgMPoDrKC8vFyLFy/WSSedFFpHcu3ataGdYqrXuDwR+oN1RLstG3J+8h7AfPQHWMVf/vIXLVmyRM8++6wSExOVnp6ucePGqXXr1qHZVnVBn7CGxmjHul4jYsWuNWvWHPfFfMstt0TqUseUmJiosrIy2e12ud1uSarTToxZWVmaNGlS6HZFRYXOOussJSQkRGUL7iOxvSpwGP0BsWr//v1aunSp5syZo7KyMl188cWaN2+e4uLiGvy6pj9YRzTbsiG7WJH3RFZhYaHsdnvoC1Z2VUVdWbE/oPn45z//qYyMDL399ttq06aN/vWvf+kXv/hFWK9r+oQ1RLsd65r7hF3sWr9+vVJSUiQdWoS3NjabLarfFFarbSH7umjTpo3atGkT4WgAAFZnGIYKCws1depU+f1+de3aVYsXL9bIkSMVFxf2sphAVJD3RE4wGNTatWvl9XoVDAbl9XqVl5dndlgAEDVbt27Vww8/rGeffVaGYWjkyJGaO3euzjnnHLNDA2oIu9g1ZswYGYYhr9d73KmCkXSsb8yCwSDfpgEAGs3Bgwf14IMPavv27XrkkUc0ceJEtWvXzuywAIQpOztbmZmZysjICK0BK0mZmZnKz8+Xx+OR1+uV3W4PPV49sgsArOztt9/WihUrdOWVV2rhwoVKTk42OySgVmEXu0pKSpSZmakpU6ZEIp46cTgcstvt8vv9RxW36jJtEQCAhvrPf/6jt99+W/fee69atWqllStXqmvXruwyBFiIx+PRjh07lJ+fX6PY5fV6lZSUVGNHcOnQBkl2u73WzZMAIJYdOHBAy5cvl8vlUs+ePXXHHXfo7LPP1pAhQ1h8Hk1a2HMsHA6HkpKSIhFLrY41NTErK0s+ny90u7Cw8KjEAwCASNm+fbsmTJigPn366Ne//rVKS0slSYMGDaLQBViMz+dTVlaWEhMTVVhYGLrf7/eHlu84ksvl0vDhwxnZBcAyDMPQK6+8or59+2r8+PGhwn+LFi3kcrkodKHJC3tkV0ZGhgoKCjR69OhIxBPi9/tVWFiolStXhkaPDR48OLTwfEZGhrKzs0MJyNq1a8NeIyE3N1e5ubmh9cXYlQhoPPQHNFW7d+/WsmXL9Oijj+qHH37Q4MGDNWvWLCUmJtZ5d8X6oj9YR1PcjbEaec+xffXVVzIMQ7/85S81d+7c0O7ir776qn71q1+F+v6zzz6riooK3XfffbLZbNq0aVPU3hdgLbHUH9D8rFu3TjNmzNAHH3ygk046SZmZmRo/fnxU39/oE9bQlHZjtBnHWlW+HoYNG6b169crLS1NDodDiYmJRx3TGLsxRkpFRYXi4+NVXl4e1V2JAoEAO04A/4f+gKZqxIgRWrlypZKSkrRgwQINHTo06t9m0h+sI9ptGYmcpaHn6NOnT633v/rqq+revbs2bdqkG2+8MXR/ZWVlaAelzz77TNKhtV+O3BmyWlJSkl577TVJh4py48ePr3Nc0qFlNlauXCm/36/ExMTQF6LVX6ba7fbjzgioXpcrGAwqISFBpaWlcjgcofurBYPB0BTGoqIiDR8+vNHWsEVs430eTdUnn3yi/v37Ky4uTmPGjNHMmTN1+umnR/269AlraIx2rGveEvbIrtWrV4dGVy1YsKDWYxprN0YAACLhww8/1IUXXiibzaYpU6bokksu0T333KPWrVubHRqAOli3bl1oyk1hYaGSk5NVUFCgvLy8GmtwHUv1F7d2u11ut/uYP1f9uMS6sQBiV1lZmbZv367zzjtP/fr106xZs+R2u9W7d2+zQwMaLOyRXVdffbV8Pt8Jd2OsHv4dCxjZBTQ++gOagn/+85/KyMjQ22+/rVdeeaXGqJTGRH+wDiuP7Kqvxnpd+/1+STV3705PT5fP5wuttXc8Pp9PKSkpocXmfT6f0tLSVFxcLL/fT1ELEcH7PJqCvXv36oknntC8efPUo0cPffjhh4qLC3tZ7wahT1iDpUZ2+Xy+Rt+NEQCASPrf//6nhx9+WM8995wMw9CoUaM0aNAgs8MC0EDBYLDG7bS0NOXn56ukpOSE0wx/XNByuVxKTExUenq6ioqKohEuADSqqqoq/eEPf9CDDz6oL7/8Uuecc44mTpxodlhARDX53RgBAIimF198UT179tSzzz6rq666SiUlJXr++ed19tlnmx0agAZwOBxat25djfsKCgpUXFystLS0owphdZGenn7MHcIBIJYcOHBAl1xyiUaOHKny8nItXLhQX3zxhW677TbTRnUB0RD2yC6PxxOV3RjNwK5EgHnoD2hMBw4ckCS1atVKPXv2VK9evTR16tTQVtpm76ZGf7AOdmM8rDFf1z179tSSJUtC161eV/bpp5/WHXfcoXPPPVczZ86s8TNbtmzRb37zG/2///f/1Lp16xrTmIcNG6atW7ea/t4A6+B9Ho1tz549ateunSRpwIABSk5O1gMPPKCEhATt2bNHe/bsMTU++oQ1WGo3xvXr12vMmDEqLy+X2+1WUlISuzHWEfOSgcPoD2gMhmHo1VdfVWZmpiZMmKB77703dH+0d1isD/qDdbBm12G8roHD6A9oLNu2bdOMGTNUVFSkzz77TO3atWtyeY9En7AKS63ZlZaWFloI9Fi727AbIwDAbB999JEmT56s9957TyeffLKqqqpCjzW1hA8AACAcu3bt0qJFi5Sdna1du3bp8ssv1/fff6+zzjqLvAfNQtjFrry8vEjEAQBAVHz77be67777tGrVKrVo0UL33HOPZs6cqdNOO83s0AAAACLud7/7nTIyMvTNN9/ovPPOU3Z2tq6//nqKXGhWwi52DRkyJBJxAAAQFe3atdNf//pX3XDDDVqwYIHOP/98s0MCAACImv/+97+qrKzU0qVLNXr0aLVq1crskIBGx3YLAABL2bt3rxYuXKjZs2dLkjp27KhPPvlEr776KoUuAABgOSUlJbrhhhv03XffSZLuv/9+bdq0SWPHjqXQhWarTsWu5cuX66WXXorohV966SU99dRTET0nAKD5qqqq0u9//3v16tVLGRkZeuGFF7R//35J0qmnnmpydAAAAJH15ZdfauTIkUpOTtYbb7yhd955R9KhUe0dOnQwOTrAXHWaxuhyuZSamqpVq1Zp+fLlYXWciooKZWRkaPXq1SoqKmrweaLByltwA00d/QHhePfddzVjxgxt2LBB8fHxmj17tsaMGaNdu3Zp165dZodXb/QH64h2W4ZzfvIewDz0B4SjvLxcixcvVn5+vvbt26chQ4Zo1qxZ6t27twKBgNnhNQh9whoaox3reg2bYRhGXQ4MBoNKS0vTmjVrlJ6ervT0dA0YMKDOAW3YsEF5eXnKz8+X0+mUz+dTfHx8nX++MbEFN9D46A9oqKqqKvXr10+bNm3ShAkT9OCDDyoxMdHssMJCf7COaLdlJHIW8h6g8dEfEI4XXnhBt99+uwYOHKiFCxfK5XKZHVLY6BPW0BjtWNe8pc4L1NvtdhUVFSk/P1/Z2dmhXRhdLpccDoeSkpJkt9slHSqM7dixQ8FgUOvWrVNJSYkkqVu3blq2bJnGjBkTxlMDADR333zzjV5//XV5PB7FxcXpueeeU6dOndStWzezQwMAAIgowzBUUFCgfv366fzzz9eIESPUrl073XjjjYqLYxluoDb13o3R4/HI4/GosLBQRUVFJ5yO6HA4NGbMGKWmpmro0KFhBQsAaN5++OEH5eTkKCcnR7t27dJFF12k/v37KyUlxezQAAAAIu69997T5MmT9dFHH2nYsGFauXKl4uLidPPNN5sdGtCk1bvYVc3tdsvtdodub968WcFgUGVlZUpMTJTdbucbdgBARBw8eFDPPPOMZsyYoW3btum8885Tdna2+vXrZ3ZoAAAAEfef//xHU6dO1csvv6yWLVtqwoQJmj59utlhATGjwcWuH6OwBQCIlvHjxys/P1+nnnqqli5dqtGjR7OVNgAAsKTNmzerT58+OnjwoG655RbNnz9fPXv2NDssIKZErNgFAEAkffrpp+rTp49sNpvGjRunU089VRkZGWylDQAALGf37t36+uuv1b17d3Xr1k2ZmZm65pprdOmll5odGhCTWM0OANCkbNmyRbfffrv69eunwsJCSdKAAQM0Z84cCl0AAMBSKisr9eyzz6pnz55yu92qrKyUJM2dO5dCFxAGRnYdITc3V7m5uaE3mEAgEPp3NFRUVETt3ECsoT8gGAxq8eLFys/P1/79++VyuXTmmWcqEAiYHVqjoz9YR7TbMpzzk/cA5qE/QJLWrFmjGTNm6LPPPlNiYqJGjBihsrIytWzZ/P5Mp09YQ2O0Y12vYTMMw4hyLDGnoqJC8fHxKi8vV8eOHaN2nUAgoISEhKidH4gl9Ifmzefzafjw4SorK9PAgQOVk5OjIUOGmB2WaegP1hHttoxEzkLeAzQ++kPzVlVVpRtvvFFvvPGG2rRpo4kTJ2rq1Kmy2+1mh2Ya+oQ1NEY71jVvaX4lYwBAk2AYhiorK9WyZUv16dNHp556qpYsWaKRI0cqLo5Z9gAAwFoOHDigVq1aKS4uTklJSRo1apTmzp2rs88+2+zQAMvhrwkAQKN77733dPHFF+vRRx+VJHXp0kWff/65fvnLX1LoAgAAllJRUaEHH3xQ559/vnbt2iVJWrJkiZ5//nkKXUCU8BcFAKDR/Pvf/9bNN9+syy67TMXFxSovLw89ZrPZTIwMAAAgsg4cOKDc3Fx1795djzzyiNq1a6etW7dKIu8Boo1iFwAg6oLBoMaPH68+ffrolVde0dChQ/X5559rzpw5ZocGAAAQcW+++ab69u2rCRMmqGXLlnrqqae0YcMG9ezZ0+zQgGYhYmt2rVmzRsFg8JiP33LLLZG6FAAgxrRq1Uovv/yyLrjgAuXk5OiSSy4xOyQAAICo+de//qWtW7dq9uzZmjRpkk466SSzQwKalbCLXevXr5fL5TpmocswDNlstqhuZQ0AaFoqKyv1/PPPa+vWrXrooYd00kkn6cMPP9RZZ53FsH0AAGA5paWlmjlzprxer8444wxNmDBBI0eO1Omnn252aECzFHaxa8yYMQoEAsrIyNDgwYMjERMAIIa9/fbbysjI0D//+U916dJFkyZNUvv27VmAFQAAWM6OHTs0d+5c5ebm6sCBA7rwwgs1YcIEtW3blkIXYKKwi10lJSXKzMzU/PnzIxGPqXJzc5WbmxsahRYIBKI6Iq2ioiJq5wZiDf0h9n366aeaPn26/vrXv6pt27aaOHGiJk6cqH379mnfvn1mhxdT6A/WEe22DOf85D2AeegPsW/v3r3Kz8/X4sWLVVFRIafTqVmzZunSSy9VIBAwO7yYQ5+whsZox7pew2YYhhHOhVJSUnTPPfdo9OjR4ZymSamoqFB8fLzKy8vVsWPHqF0nEAgoISEhaucHYgn9IbYZhqGUlBStX79eo0aN0ty5c3XWWWeZHVbMoj9YR7TbMhI5C3kP0PjoD7Hv5Zdf1i233KJzzz1X8+fP17BhwxQXx/5vDUWfsIbGaMe65i1h90aPx6OCgoJwTwMAiDEVFRV6/vnnJR3aPvvJJ59USUmJnnvuOQpdAADAcv7yl7/os88+kyTddNNNeu655/TFF19oxIgRFLrCUOLN0jcXX6ISb5bZocBCwp7GOHjwYOXn56tnz57yeDyy2+1KTEw86jh2YwQAazhw4IDy8/M1c+ZMff/99+rZs6cuuugiXXDBBWaHBgAAEHGff/65MjIy9Oabb+raa6/Vm2++KZvNpl/+8pdmhxbztucuVbsVr0iS2q14RdtPPkunjB9nblCwhLCLXWlpafL7/ZKkjIyMWo9hN0YAiH2GYeiVV17R1KlT9Z///EddunTRU089xeYkAADAkr755hvNmDFDTz/9tKqqqjRixAg98sgjZocV+4JfSbt36D/L/qjKVa/WeOj7xx9X4Nv/quc9I6T2nSQ7swXQMGEXu/Ly8iIRBwCgiZs2bZoWLFigk08+WXPmzNH999+vk046yeywAAAAIm7btm3q0aOHdu3apcsvv1w5OTl8wRcJwa+kJ5K1fUMrVX5a+3pLlate1fbPf6tTBh6QJhRT8EKDhF3sGjJkSCTiAAA0QVu2bNHZZ5+tuLg4jRo1SuXl5ZoxY4ZOO+00s0MDAACIqIMHD2rr1q0655xzdPrpp2vChAm65JJLdP3118tms5kdnjXs3qHtG1rp+2MUuqoderxCp+zeQbELDcIqegCAo+zYsUMTJ05Uz5499cILL0iSevfuraVLl1LoAgAAlmIYht544w31799f1157rQ4ePChJWrBggW644QYKXRG0/bcvnbDQVe37Tztq+29finJEsKqIFbteeukl9ejRQy1atFCLFi3Uo0cPPf3005E6PQCgEezdu1fZ2dlKSkrSb37zGw0cOFAOh8PssAAAAKKiuLhYV111la6//npt2bJFQ4cODRW7EFnbly7V9ysK6vUz368o0PalS6MUEawsIsWu4cOHy+12Kz4+XmPGjNHQoUNlGIbGjBmjn//855G4BAAgyj766COdd955yszMVEJCgv7whz/oww8/1CWXXGJ2aAAAABFlGIbuvvtupaSk6G9/+5vuvvtubdq0SbNnz1bbtm3NDs+Svn/8iUb9OTRvYa/ZtXz5chUUFKigoEBDhw6t8Vh+fr7uuecePf3007r77rvDvRQAIAqqqqoUFxenbt26yWazadGiRRo/frzatGljdmgAAAARVZ332Gw2JSQk6Oc//7mys7PVr18/s0OzvM73TtD3jz3eoJ8D6ivskV15eXlKT08/qtAlSR6PR0OHDtWyZcvCvQwAIMI+++wzXXfddVqwYIEk6dRTT9WmTZs0adIkCl0AAMBS9u3bpyVLlqhv377auXOnpENrcr311lsUuhrJKePGqfOv3PX6mc6/cuuUceOiFBGsLOyRXSUlJbrnnnuO+fjVV1993MebktzcXOXm5qqyslKSFAgEQv+OhoqKiqidG4g19IfGs23bNs2fP1+///3vVVVVpVNPPVWBQMDssHAE+oN1RLstwzk/eQ9gHvpD4zEMQy+//LLmzJmjL7/8UmeeeaZKSkrUv39/s0Nrlmw3XqnXNhbqhr+f+NjXLpXuvvFK8tQY0hjvbXW9RtjFLqfTKb/ff8zHS0tLY2Zx4/Hjx2v8+PGqqKhQfHy8EhIS1LFj3XaKaKiEhISonh+IJfSH6NqzZ48WLFignJwc7d69Wz/96U+Vk5OjlJQUs0NDLegP1hHNtmzRokWDf5a8BzAX/SH63n//fd1///36xz/+oY4dO2rBggW677771K5dO7NDa772JOqOc79V2a6TZdtw0jEPMwbu0h3n/qDO8YkSfSWmRPu9ra65T9jTGIcNGyav16svv/zyqMfWr1+vhQsXyu2u31BFAEDk2Ww2Pfvsszr77LP12muv6S9/+QuFLgAAYFnFxcUqKSnRvffeq9LSUmVmZlLoagJOr6xU717l6ty39hE6nftWqHevcp0exdHGsL6wR3ZlZGRo5cqVcjgcSk9Pl9PplCQVFRWpsLBQDodD8+fPDztQAED9GIahN998U//85z81bdo0tW3bVj6fT926dVPLlmG//QMAADQp3333nebOnavJkyfr7LPPVnp6uq655hp1797d7NBQrX0nqWUb6eA+ndL3B0nS958eHlXcuW9F6H61bHPoeKABIvLXTnFxsdLT049aiN7tdmv58uWRuAQAoB7WrVunKVOm6K9//as6duyosWPHKiEhQT169DA7NAAAgIjavXu3lixZIq/Xq507d6pz586aPn26WrduTaGrqbGfJU0olnbvkCSdIkm/fUnfP1ugzr9K0ymjbjl8bPtOh44HGiBiX+3n5eUpLy9P69evV1lZmVJSUhQfHx+p0wMA6mDLli2aNm2a/vCHPyguLk6jR4/WrFmzWBcEAABYTmVlpZ5//nk9/PDD2rp1q7p3764VK1bolltuOfEPwzz2s2oUsU7JHKiWnvvJVxFREZ/HMmjQoEifEgBQR7/85S/17rvv6tprr5XX61Xfvn3NDgkAACAqVq9erbvuukudOnXSY489pvT0dLVu3drssAA0AfUqduXk5Mhms+mBBx4I3ffSSy/V6WeprgNA5O3bt0+vv/56aCOQnJwc7dy5U0OGDDE5MgAAgMj7+OOP1bJlS/Xp00epqalaunSpbrvtNmYVAaihXsWujIwMJSQk1Ch2ud1u2Ww2GYZxzJ+z2WyqZCcFAIgYwzC0atUqZWVlafPmzVq9erWuuuoqXXDBBWaHBgAAEHH/+9//9NBDD+n555/XFVdcoTVr1shms2ns2LFmhwagCapXsWvZsmWy2Ww17isqKopoQACA43v33Xc1efJk/eMf/1B8fLy8Xq8uueQSs8MCAACIuIqKCnm9Xi1evFh79+6Vy+XSwoULzQ4LQBNXr2KXx+M56j6mygBA41m4cKEyMjLUqlUr/frXv9ZDDz2kzp07mx0WAABAxAWDQZ133nn67rvv1K9fP2VnZ+tnP/vZUQMwAODHIr5APQAgsr777jt16tRJLVq00E033aTi4mLNmzdPSUlJZocGAAAQUYZh6Ntvv9Xpp58uu92uUaNGqXfv3rrjjjvUokULs8MDECPiwj3B4MGDtWHDhmM+3r17dy1atCjcywBAs7N7927NnTtXSUlJeu655yRJPXr00B//+EcKXQAAwHI+/PBDXXbZZbr88st14MABSYc237nrrrsodAGol7CLXcXFxSorKzvm4x6PR3/84x/DvQwANBuVlZV65pln1KNHDz388MPq0qWLunTpYnZYAAAAUVFaWqphw4bp4osv1ocffiiXy6W9e/eaHRaAGBaRaYzHmzNdVlYmv98ficsAgOV99tlnuvXWW/XJJ5+oc+fOevzxx5Wenq5WrVqZHRoAAEDETZs2TTk5OTpw4IBuvPFGLViwQL169TI7LAAxrkHFrsGDB9e47fF4ZLfbjzouGAyqtLQ0Zqbb5ObmKjc3V5WVlZKkQCAQ+nc0VFRURO3cQKxp7v3BMAzZbDa1bdtW27dv16RJk3TfffepY8eO+uGHH8wOD42sufcHK4l2W4ZzfvIewDzNvT9U5z2StG/fPvXr10+zZ88O7S4dCATMDA8maO59wioaox3reg2bYRhGfU+empoaenPy+XxyOBy1FrsSExPlcDiUmZmpbt261fcypqmoqFB8fLzKy8vVsWPHqF0nEAgoISEhaucHYklz7Q9fffWVHnroITkcDs2YMUOStHfvXrVt29bkyGCm5tofrCjabRmJnIW8B2h8zbU/VFVV6YUXXtDixYu1Zs0a2e127d+/X61atWKHxWauufYJq2mMdqxr3tKgkV1FRUWhf8fFxSk/P19XXXVVQ04FAM1SeXm5FixYoEcffVR79+7VjTfeWGN0FwAAgJWsWbNGU6ZMUUlJiRISEvTPf/5Tl19+uVq3bm12aAAsKOwF6j0ejxwORyRiAQDLO3DggJ544gl1795dCxYsUI8ePfTWW2/p5Zdf5htNAABgOZ999pmuu+46DRkyRJ9++qkeeOABlZaW6vLLLzc7NAAWFvYC9cuWLYtEHADQLBiGoSVLlqh169Z6+umndccdd7CVNgAAsKz33ntPf/rTn3Trrbdq3rx5MbW8DYDYFZHdGCsqKpSfn6/S0tJaH09KStLkyZMjcSkAiDnvv/++3nvvPWVkZKh169Z67bXXdO655+qkk04yOzQAAICI+uGHH7Rw4ULdcccdcjgcuvvuuzV48GA5nU6zQwPQjIRd7Nq8ebNSUlJCO2bYbDYduea9zWaT0+mk2AWg2dm0aZOmTp2qF198Ua1bt9aoUaPUpUsX9enTx+zQAAAAIurgwYN6+umnNWPGDH377bfauXOnFi9erJYtW1LoAtDowl6zKzMzUwkJCSopKVFVVZXi4+ND/37nnXcUHx+v5cuXRyJWAIgJ33//ve677z6df/75evHFF3XjjTfq448/VpcuXcwODQAAIKIMw9Drr7+u/v3765577pF0aKmb7OxskyMD0JyFPbLL5/Ppqaee0sCBAyVJiYmJKisrkyS5XC55PB7Nnz9fK1euDPdSABATfvnLX+qtt97SBRdcoJycHF122WVmhwQAABAVH374oW644Qa1b99e06dP1+TJk9WhQwezwwLQzIU9suvHnE6nSkpKQrcHDx5c4zYAWE1VVZX+/Oc/h6Zwz5o1S3/84x/14YcfUugCAACWs2XLFn322WeSpIsuukiLFi3Sxo0bNWvWLApdAJqEsItdDodDa9euDd1OSUnR/PnzQ7dXrlwpv98f7mUAoElavXq1UlJSdM011+itt96SdKjIP3z4cNlsNpOjAwAAiJxAIKApU6bovPPO0+jRo2UYhmw2myZNmqQzzjjD7PAAICTsYpfH41FhYWHodnp6ugKBgHr27Knhw4ersLBQLpcr3MsAQJPy6aef6tprr5XL5dJnn32mKVOm6OKLLzY7LAAAgIjbt2+fFi9erKSkJOXk5KhPnz6aN28eX+wBaLLCXrPL4/EoKSkpdDs+Pl7vvPOO0tLSVFBQIJfLpVWrVoV7GQBoMp5++ml5PB5VVVXptttu07x583TuueeaHRYAAEDE7d69WwMGDNCmTZt09tln67HHHtNtt92muLiIr4gDABETdrFLkoYMGVLjtsvlUiAQiMSpAaBJ2Llzp9q2batWrVppyJAhcrlcmjdvnlJSUswODQAAIOICgYASEhLUvn17XX/99Tr99NN13333qW3btmaHBgAnFHY5vlOnTho3blwkYgGAJufgwYPKy8tTjx499NRTT0mSzj33XL399tsUugAAgOX8+9//1k033aTk5GTt27dPkrR48WJlZGRQ6AIQM8IudjmdThUVFUUiFgBoMgzD0Ouvv67+/fvrnnvukXRomjYAAIAVffvttxo3bpz69OmjV199VSkpKdq5c6fZYQFAg4Rd7PJ6vSotLdW0adMiEQ8AmG7z5s268sordcMNN+jLL7/UjBkztGnTJt12221mhwYAABBxixcvVvfu3fXkk0/qoosu0gcffKBVq1apc+fOZocGAA0S9ppdcXFx8nq9mjp1qnw+n4YNGyaHw3HUcbfccku4lwKARpGQkKAvvvhCY8aM0axZs9SlSxezQwIAAIianTt3qkuXLvJ6vbrpppvYZRFAzAu72OV2u7V582YZhqF169Zp3bp1Rx1js9lUWVkZ7qUAICrKyso0b948dejQQTNnzpTdbtfGjRvVoUMHs0MDAACIKMMw9Pbbb2vevHl6+eWX1blzZ2VmZmratGlq1aqV2eEBQESEXewqKChQWVlZJGIBgEa1b98+PfHEE5o3b54CgYAuvfRSTZ8+XXFxcRS6AACA5WzYsEFTpkyRz+dT27Zt9dFHH+m6665j4XkAlhN2sWvQoEGRiAMAGk1VVZVWrlypadOmacuWLTr77LP1+OOP69Zbb1VcXNhLGQIAADQpX331lR566CH99re/lSTdcccdmjNnjs466yyTIwOA6Ai72GUlubm5ys3NDU25DAQCUZ1+WVFREbVzA7GmMfvDgQMHNH36dJWVlWnmzJnyeDxq27atysvLGy0G4Hj4fLCOaLdlOOcn7wHM09j94bXXXtPzzz+vK664QrNmzVK/fv0kHer3QFPAZ4Q1NEY71vUaNsMwjEhcLD8/X8uWLdOWLVt08OBBSdL69evl8Xi0evVqdezYMdzLNJqKigrFx8ervLw8qnEHAgElJCRE7fxALIl2f/jiiy/05z//WRMnTpQkffzxx+ratas6deoUtWsCDcXng3VEuy0jkbOQ9wCNL9r9Yf/+/crLy9PVV1+t8847T5WVlXr33Xd1xRVXRO2aQDj4jLCGxmjHuuYtYc/X2bx5s7p166a8vDy5XC4dWTsbNGiQDMPQggULwr0MADTIt99+q7Fjx6pv376aNGmSSktLJUkDBgyg0AUAACzFMAy9+OKL6tOnj+677z5lZ2dLklq0aEGhC0CzEnaxKzMzUw6HQxs3blRGRsZRjw8fPlwFBQXhXgYA6mXXrl2aM2eOunfvrmXLlumiiy7S+++/r6SkJLNDAwAAiLgPPvhAP/nJT+R2u7Vt2zbNnTtXjz/+uNlhAYApwl6zy+fzhb4xsNlsRz3ucDjk9/vDvQwA1Mvdd9+tlStXqkePHvJ6vbrppptqfY8CAACIdZ988okuueQStWjRQmPHjtWMGTN02mmnmR0WAJgm7GJXYmLicRd1Xrt2rZxOZ7iXAYDjMgxDf//733XppZfKZrMpIyNDl112mTwej1q1amV2eAAAABH1/fffa/v27Tr//PPVr18/zZ07V0OHDlWvXr3MDg0ATBf2NMYhQ4bokUce0ZdffnnUY5s3b1Z2drZcLle4lwGAY1q/fr1SU1N12WWX6ZVXXpEkOZ1OjR8/nkIXAACwlD179mjBggVKSkrSqFGjVFVVJUl68MEHKXQBwP8Ju9iVl5cnu90uh8OhqVOnSpJefvlljR07Vt27d5fT6dT8+fPDDhQAfuy///2vfvnLXyo5OVlr1qzRr371Kw0ePNjssAAAACKuqqpKzz//vM477zxlZWWpc+fOysjIYJkGAKhF2NMYJamkpEQZGRlavny5JGno0KGSJI/Ho2XLlkXiEgBQQ2FhoUaOHKl9+/bp6quvVnZ2tgYMGGB2WAAAABF34MABXXLJJVq3bp0SEhK0ZMkSjR07Vm3atDE7NABokiJS7IqPj1deXp7y8vK0fv16SdKgQYMicWoACNm/f79sNptatWqliy66SAMHDtSsWbP0s5/9zOzQAAAAIm737t1q3769WrVqpZ/85Ce64oorNG3aNCUkJJgdGgA0aWFPY/yxQYMGUegCEFGGYaiwsFB9+vTR0qVLJUldu3bVhx9+SKELAABYztdff63Ro0erd+/e2rNnjyRpyZIlWrhwIYUuAKiDsItdgwcP1oYNG475ePfu3bVo0aJwLwOgmXr//fd16aWXKi0tTd9++61atGhhdkgAAABRsXPnTk2fPl09evTQ008/rW7dumnHjh1mhwUAMSfsYldxcbHKysqO+bjH49Ef//jHcC8DoJnZtm2b3G63Lr30Uq1du1bjx4/Xpk2bNGHCBLNDAwAAiLjnnntO3bt315w5c3TOOefojTfe0Jo1a9S1a1ezQwOAmBORNbuOtwNIWVmZ/H5/JC4DoBk56aST9N577+nmm2/WggUL1LNnT7NDAgAAiJpvvvlGNptNeXl5uuuuu9SyZUT+VAOAZqlB76CDBw+ucdvj8chutx91XDAYVGlpqZKSkhoUHIDmY8+ePcrLy9OePXs0a9YsdejQQZ9++qk6d+5sdmgAAAARt3btWs2cOVPPPPOMTjvtNE2cOFETJkzQySefbHZoABDzGjSN0W63KyEhIbQ4omEYtf7XrVs3eTwevfPOOxENGoB1VFVV6fnnn9cFF1ygrKwsrVq1Svv375ckCl0AAMByNm/erNGjR+uCCy7Qn//8Z/l8PklS27ZtKXQBQIQ0aGRXUVFR6N9xcXHKz8/XVVddFbGgADQPPp9PU6ZM0YYNG5SQkKAlS5Zo7Nixat26tdmhAQAARFRZWZnmzZunJ554Qvv379d1110nr9erPn36mB0aAFhO2BPBPR6PHA5HJGIB0IxUVVXp/vvv18aNGzVlyhSNHTtW3bp1MzssAACAiDMMQ3/+85+1ePFiOZ1OzZgxQzfccIPZYQGAZYVd7Fq2bFkk4gDQDGzdulWvvfaaxo4dq7i4OD333HPq1KmTzjnnHAUCAbPDAwAAiJiqqiqtXLlSAwYMUO/evTVixAidfPLJ+sUvfqHy8nKzwwMAS6tXsSsnJ0c2m00PPPBA6L6XXnqpTj97yy231C8yAJaxc+dOZWdna9GiRdqzZ48uvfRS9e/fX06n0+zQAAAAIu5vf/ubJk+erLVr1yotLU2rVq1SXFwco7kAoJHUq9iVkZGhhISEGsUut9stm80mwzCO+XM2m02VlZUNjxJATDpw4ICeeuopzZw5U99995169+6t7Oxs9evXz+zQAAAAIu6LL75QZmamXnvtNbVq1UoTJ07UQw89ZHZYANDs1KvYtWzZMtlsthr3HblYPQAcacKECcrPz9fpp5+u/Px83XnnnWrZMuzZ0wAAAE3O5s2b1bdvX1VWVmrYsGF65JFHlJSUZHZYANAs1euvTo/Hc9R9Q4YMiVgwAGLfxx9/rP79+8tms2n8+PE644wz9MADD7CVNgAAsJxdu3bp66+/Vo8ePdStWzc99NBDuuaaa3ThhReaHRoANGtxZgcAwBr8fr9GjBihgQMHatWqVZKk/v37a8aMGRS6AACApVRWVurpp59Wjx49NHTo0NCSLTNnzqTQBQBNAMUuAGEpKyvTpEmT1KtXL61cuVK/+MUv1L9/f7PDAgAAiDjDMPTWW29p4MCBGj16tA4cOKD09PTjrl8MAGh8LJ4DoMGKioo0bNgwBYNBOZ1O5eTk6MorrzQ7LAAAgIirqqrSL37xC7311ltq27atpk2bpszMTHXs2NHs0AAAP0KxC0C9VFVVqbKyUq1atVLfvn11xhln6IknntCtt96quDgGiwIAAGvZv3+/Wrdurbi4OPXq1UunnXaa5syZo65du5odGgDgGPjLFECd/fWvf9WFF16oJUuWSJK6dOmiTz/9VLfffjuFLgAAYCnl5eWaOnWqevXqpR9++EGStGjRIq1YsYJCFwA0cZb967SwsFD5+flKT0+Xz+czOxwgpv3rX//S9ddfryuvvFIff/yxdu3aFXrMZrOZGBkAAEBk7d+/X4899piSkpLk9XrVoUMHff3115LIewAgVlhyGmNJSYkkyePxKBgMqlu3bgoEAiZHBcSeYDCoqVOn6qmnnlJlZaWGDRumRx55RElJSWaHBgAAEHGvv/66Jk2apE2bNunMM8/UihUrNGrUKLVo0cLs0AAA9WDJkV1lZWUqKiqSJNntdiUmJoYKYADqrnXr1nrjjTd08cUX68MPP9TKlSspdAEAAMvauHGjvv32W82bN0//+c9/9Ktf/YpCFwDEoLBHdnXq1EnDhw/X0qVLIxFPDcFgUKtWrVJBQUGoeHWk7Oxs2e320LEZGRmSJJfLJZfLFTqurKxMTqcz4vEBVlNZWakVK1Zo69atmjFjhtq3b68PP/xQZ555JsP2AQCA5WzcuFEzZszQwoULdeaZZ2r8+PEaOXKkTj31VLNDAwCEIeyRXU6ns9ZCVLhKSkq0atUqBYNBlZWVHfV4dna2pENTFT0ej5xOp9LT0486Lj09XcuXL494fICVGIahP/3pTxowYIDGjBmj/Px87d69W5LUtWtXCl0AAMBStm/frnvvvVe9e/fWH/7wB73yyiuSpDZt2lDoAgALCLvY5fV6VVpaqmnTpkUinhCn0ymPxyOHw1Hr4/Pnz5fH4wnddrlcys/Pr3FMYWGhUlNT5Xa7IxobYCUlJSVyuVy67rrr5Pf79eCDD+pf//qX2rdvb3ZoAAAAEbVnzx7Nnz9f3bt31xNPPKHk5GS9++67Gj9+vNmhAQAiKOxpjHFxcfJ6vZo6dap8Pp+GDRtWa4HqlltuCfdSIX6/X8FgMDSF8Ug+n08ul0s+n092u10ul0slJSWy2+3HLJwBzZVhGPJ4PCopKdGdd96pOXPm6MwzzzQ7LAAAgKh4++23NW3aNDkcDj311FNyu92MYAcACwq72OV2u7V582YZhqF169Zp3bp1Rx1js9lUWVkZ7qVC/H5/rffb7XYFg0H5/X6lpaWF7g8GgzIM45jn27dvn/bt2xe6XVFREbFYgaYmGAzq5Zdf1p133imbzaZly5apdevW6t+/v9mhAQAaAXkPmhufz6fTTjtN/fr104033qjf//73crvdat26tdmhAQCiJOxiV0FBQa1rapkhMTFRZWVlcjgcCgQCdf65+fPna9asWUfdHwgEIlqk+zGSSzSm/fv365lnnlFOTo7Kysp0xhln6IILLgjtrlifPhMN9AfgMPqDdUS7LRtyfvIeNBeff/65ZsyYodWrV8vlcmnVqlWSpGuuuUa7du3Srl27TIuN/gDURJ+whsZox7peI+xi16BBg8I9RcQ0tOiWlZWlSZMmhW5XVFTorLPOUkJCgjp27Bip8GqVkJAQ1fMDhmHoxRdf1NSpU1VaWqquXbtq8eLFcrlcTW4rbfoDcBj9wTqi2ZYNeR8n74HVbd26VdOnT9ezzz6rqqoq3X777Zo3b16Te/01tXgAs9EnrCHa7VjX3CfsYpcZjrX2VjAYbNC6XG3atFGbNm3CDQtokrKysuT1etWhQwc98sgjmjhxotq1a2d2WAAAk5D3wMq2bdumnj17avfu3bryyiu1cOFCJScnmx0WAKCRhb0bo3ToG8GcnBx1795dLVserp+tX79egwcPjvhQNofDIbvdXuvaXS6XK6LXAmKR3+9XVVWVJOmOO+7QhAkTVFpaqqysLApdAADAUg4cOKAtW7ZIkk4//XT9+te/1htvvKHVq1dT6AKAZirsYtfmzZvVrVs35eXlyeVy1VgIftCgQTIMQwsWLGjw+Y81NTErK0s+ny90u7CwUB6Pp8HXAaxg+/btuvfee3Xeeefpd7/7nSTp/PPP1+OPP65TTjnF5OgAAAAixzAMvfrqq+rXr5+uueYaHTx4UJL0yCOP6LrrrmOXRQBoxsKexpiZmSmHw6G1a9fK7/dr+fLlNR4fPny48vPz9cgjj9TrvH6/X4WFhVq5cqVKSkqUmZmpwYMHy+12S5IyMjKUnZ2twsJCSdLatWuVl5cX1nPJzc1Vbm5uaHFWFmpFrNizZ4+WLVumJUuW6IcfflBKSopOP/100xedrw/6A3AY/cE6muIC9dXIexDLiouLNX36dH3wwQc66aSTNGHCBG3fvl1t27Y1O7Q6oT8ANdEnrKEpLVBvM44citUAiYmJys7O1ujRo7V582Z17969RqL04osvatiwYVFNniKtoqJC8fHxKi8vj+pCrYFAgEX4ELYPP/xQaWlp+t///ieHw6EFCxbI7XbH3LeZ9AfgMPqDdUS7LSORs5D3IJYYhqE777xTzz33nOLi4jR69GjNnDlTXbp0MTu0eqE/ADXRJ6yhMdqxrnlL2CO7EhMTVV5efszH165dK6fTGe5lAPxIZWWlWrRooaSkJLVq1UqPPvqoxo4dq9atW5sdGgAAQERV5z02m02nnHKKfvGLX2jBggXq06eP2aEBAJqgsNfsGjJkiB555BF9+eWXRz22efNmZWdns2g8EEH//Oc/9bOf/Uzz58+XJJ1yyinauHGjfv3rX1PoAgAAlrJ3717l5OSod+/eoakrCxYs0Ouvv06hCwBwTGEXu/Ly8mS32+VwODR16lRJ0ssvv6yxY8eqe/fucjqdoT/KATTc1q1bddddd2ngwIF655139PXXX4cea9GihYmRAQAARFZVVZVeeOEF9erVS1OmTNG+fftCO7GT9wAATiTsYpcklZSUaPTo0SooKJBhGBo6dKjy8vI0ZswYrVu3LhKXAJqt3bt366GHHlKPHj20YsUKXXnllSouLtbSpUvNDg0AACDi3nvvPV144YW6/fbbFQwGtXDhQn3xxRcaOHCg2aEBAGJE2Gt2SVJ8fLzy8vKUl5en9evXS5IGDRoUiVM3KnYlQlO0d+9ePf/88zrnnHM0a9YsuVwu2Wy2mNppsS7oD8Bh9AfrYDfGw3hdo67ef/99ffzxx7rnnns0efJkJSYmas+ePdqzZ4/ZoUUM/QGoiT5hDZbajfHHF60eXhzL37ywKxHMZBiGXn31VX3yySd6+OGHJUmlpaU655xz1LJlROrTTRL9ATiM/mAd7MZ4GK9rHMu2bds0e/ZsZWZm6pxzztGBAwf01VdfyeFwmB1a1NAfgJroE9bQlHZjjMg0xjVr1uhnP/uZEhISlJycrOTkZLVo0UIjRozQli1bInEJoFn46KOPdPnll+vmm2/WokWLQqO3kpKSLF3oAgAAzc+uXbs0a9Ysde/eXU8++aSef/55SVKrVq0sXegCAERf2H89r169WldffbUMw5DL5VJqaqok6Z133tGqVavk8/nk9/uj+k0hEOv8fr+ysrK0atUqtWjRQunp6Zo5cybfbgAAAMs5ePCgVqxYoenTp2vbtm3q2bOnvF6vbrzxRrNDAwBYRNjFrszMTElSUVGRhgwZErp/ypQpKiws1LBhw+TxePTHP/4x3EsBlvWrX/1K7777rq6//np5vV6df/75ZocEAAAQFWvWrJHH49Epp5yi3NxcjRkzRq1atTI7LACAhYRd7CopKVF6enqNQlc1t9utMWPGqLCwMNzLAJayd+9evfrqqxo+fLgkafHixfrhhx90xRVXmBsYAABAFJSUlKhVq1bq16+fUlNTlZeXpxEjRjD7AwAQFWGv2eV0OpWUlHTMx6+++molJiaGexnAEqqqqvT73/9evXr10ogRI+Tz+SRJKSkpFLoAAIDl/Pe//9WoUaOUnJyse++9V5Jks9nk8XgodAEAoibskV1ZWVnKz8/X5MmTa33c5/PJ7XaHe5lGwRbciKZ3331XM2bM0IYNGxQfH6/Zs2erb9++oUXomzv6A3AY/cE6ot2W4ZyfvAfRVF5eriVLligvL0/79u3TkCFDNGvWLPKe/0N/AGqiT1hDY7RjXa9hMwzDCOdCq1ev1rBhwzR8+HA5nc4aj5WWlio7O1t5eXm1/uzo0aPDuXTUsAU3Ii07O1uZmZlq3bq1JkyYoAcffJARjz9CfwAOoz9YR7TbMhI5C3kPIi0YDKpnz57avn27BgwYoIULF4Y2scIh9AegJvqENTRGO9Y1b4nIAvWBQEDLli075jEej+eo+2w2W5MtdgGRsG3bNnXu3FktW7bULbfcoo8//lhz5sxhK20AAGA5hmHom2++0RlnnCG73a4777xTvXv31siRI9WiRQuzwwMANDNhF7uWL1+usrKySMQCWMIPP/ygRYsWaeHChXr00Uc1evRode/eXb///e/NDg0AACDi3n//fU2ePFnbt2/XZ599ptatW8vr9ZodFgCgGQu72DVo0KBIxAHEvIMHD2rFihWaPn26tm3bpvPOO09nnXWW2WEBAABExcaNGzV16lS99NJLatmypdLT07Vv3z61bt3a7NAAAM1c2MUuANKnn36qESNG6LPPPtOpp56qpUuXavTo0WrVqpXZoQEAAERcZmamFi9erIMHD+qWW27R/Pnz1bNnT7PDAgBAEsUuICyGYchms+mMM85QMBjUww8/rClTpqhDhw5mhwYAABBR1XmPJLVu3VopKSnKycnRpZdeanJkAADUFGd2AEAs+vLLLzVy5EjNnDlTkpSYmCi/36/Zs2dT6AIAAJZSWVmpZ599VgMHDlQgEJAkPfzww3r//fcpdAEAmiRGdh0hNzdXubm5qqyslHRo28zqf0dDRUVF1M6N6CgvL9fixYuVn5+vffv26Re/+IXKyspC33Lu2rXL5AhjF/0BOIz+YB3Rbstwzk/eg7r4y1/+ohkzZujTTz9VQkKCPvjgA1188cVmhxXz6A9ATfQJa2iMdqzrNWyGYRhRjiXmVFRUKD4+XuXl5erYsWPUrhMIBJSQkBC18yNyDhw4oKVLl2r27NkqKyvTgAEDtHDhQqWmppodmmXQH4DD6A/WEe22jETOQt6D2nzyySeaMmWK3n77bbVp00a//vWvlZWVJbvdbnZolkB/AGqiT1hDY7RjXfMWRnYBdWAYhh5//HG1b99eixcv1siRI9WiRQuzwwIAAIiKDz74QG+//bZGjhypuXPn6pxzzjE7JAAA6oxiF3AM7733nt59911lZWWpdevWev3113XuueeqXbt2ZocGAAAQURUVFcrOztadd96ppKQk3XXXXbrwwgs1YMAAs0MDAKDeWKAe+JF///vfuvnmm3XZZZdp5syZ+uabbyRJ559/PoUuAABgKdVLNXTv3l3z5s3T0qVLJUktW7ak0AUAiFkRKXZVVFQoJydH3bt3V8uWhweLrV+/XoMHD2axOcSE7777TuPHj1efPn30yiuvaOjQofr000/VpUsXs0MDAACIKMMw9Morr6hv374aP368WrZsqeXLl8vr9ZodGgAAYQu72LV582Z169ZNeXl5crlcOnK9+0GDBskwDC1YsCDcywBRd8cdd2jp0qW64IIL9Pe//12FhYXq0aOH2WEBAABE3AcffKCbb75ZW7du1axZs7Rx40aNHj26xhfXAADEqrCLXZmZmXI4HNq4caMyMjKOenz48OEqKCgI9zJAxFVWVuqNN94IFWjnzp2rgoIC/f3vf9cll1xicnQAAACR5ff79cknn0iSLrnkEi1ZskSbNm3S9OnTddJJJ5kcHQAAkRN2scvn8yk9PV2SZLPZjnrc4XDI7/eHexkgot5++205nU5df/31evPNNyVJycnJcrvdtb6OAQAAYtWOHTt0//33q1evXhozZkzoi76JEyfq9NNPNzk6AAAiL+xiV2JiosrLy4/5+Nq1a+V0OsO9DBARH3/8sa6++mr9/Oc/13/+8x9NnTpVl112mdlhAQAARNzevXu1cOFCJSUl6dFHH9WAAQO0YMECvtgDAFhe2JPyhwwZokceeURut/uoxzZv3qzs7GxlZmaGe5lGkZubq9zcXFVWVkqSAoFA6N/RwML9jeu5557TpEmTJB2aXvvggw+qa9euqqqqUiAQMDk60B+Aw+gP1hHttgzn/OQ91rZ792795Cc/0ZYtW3T22WcrJydHN998s+Li4sh7mgD6A1ATfcIaGqMd63oNm3HkivINlJSUpC1btsjtdquwsFCFhYV65513lJ+fr0GDBmndunXhXqJRVVRUKD4+XuXl5erYsWPUrhMIBJSQkBC18+NQW7Zr106tWrXSli1bNG7cOM2bN0+DBg0yOzT8CP0BOIz+YB3RbstI5CzkPdZSVlamxMRESdLkyZPVpUsXTZgwQW3atDE5MhyJ/gDURJ+whsZox7rmLWFPY5SkkpISjR49WgUFBTIMQ0OHDlVeXp7GjBkTc4UuWMOBAweUm5ur7t27Kz8/X5J07rnn6k9/+hOFLgAAYDmff/65rr/+ejmdTu3du1eSlJOTowceeIBCFwCg2YlIsSs+Pl55eXmqqqpScXGxiouLVVVVpWXLlkXi9ECdGYahl19+WX379tWECRPUsmVLderUyeywAAAAouKbb76Rx+NRv3799MYbb+jiiy/WDz/8YHZYAACYKuw1u36MUTMwi9/v1y9/+Uv9/e9/18knn6zZs2dr0qRJbKUNAAAsaeHChZo1a5Z27dqlyy+/XAsXLtQFF1xgdlgAAJguYsWuNWvWKBgMHvPxW265JVKXAmrVqVMnlZaW6p577tHMmTN12mmnmR0SAABA1Ozdu1dnnXWWvF6vrr/+enZZBADg/4Rd7Fq/fr1SUlIkHZpCVhubzRbV3X3QPO3YsUNz5sxRhw4dNGfOHMXHx2vjxo06+eSTzQ4NAAAgogzD0J/+9CfNmzdPr776qk455RRlZGQoKytLLVtGfLIGAAAxLexPxjFjxsgwDHm9XjmdzkjEBBzX3r179dhjj+mRRx5ReXm5fvKTn6iqqkpxcXEUugAAgOWUlJRo8uTJ+stf/qJ27drpH//4h6677joWngcA4BjCLnaVlJQoMzNTU6ZMiUQ8wDFVVVXpD3/4g6ZNm6b//ve/Ovfcc/Xkk09q+PDhiouLyF4LAAAATcaXX36pBx98UL///e9ls9l01113afbs2TrzzDPNDg0AgCYt7GKXw+FQUlJSJGIBjquyslJz5szRzp07tWjRIo0fP55vNAEAgGX99a9/1e9//3v9/Oc/V3Z2tvr162d2SAAAxISwh8NkZGSooKAgErEAR/n888+1aNEiSVKrVq20atUqlZaWatKkSRS6AACApezfv1+PPvqovvjiC0nSqFGj9Le//U1vvfUWhS4AAOoh7JFdHo9HPp9PPXr0UFpamhwOhxITE486LhZ2Y8zNzVVubm5oMf1AIBDVhfUrKiqidu5Yt23bNi1YsEC/+93vZBiGrrzySnXr1k1nnXWWpENtA2uhPwCH0R+sI9ptGc75yXuaDsMw9Morr2jOnDnasmWL1q1bp8cff1yS1LdvX/IeC6I/ADXRJ6yhMdqxrtewGcfaQrGOVq9erdTU1ONfJMZ2Y6yoqFB8fLzKy8vVsWPHqF0nEAgoISEhauePRT/88INycnKUk5OjXbt26fLLL1dOTo4GDx5sdmiIMvoDcBj9wTqi3ZaRyFnIe8z13nvvafLkyfroo4/UoUMHZWVlaeLEiWrXrp3ZoSGK6A9ATfQJa2iMdqxr3hL2yC6v1xv6P7sxIlx33323Vq1apV69esnr9er666+XzWYzOywAAICI++STT3TZZZepZcuWuvfee/Xwww/rlFNOMTssAABiXtjFLp/Px26MaDDDMPS3v/1Nl19+uWw2m7KysnTllVdq9OjRatky7JcnAABAk/Ldd99p+/bt6tOnj/r166f58+dr6NCh6tGjh9mhAQBgGWEvUM9ujGio4uJiXXXVVbriiiv00ksvSZIGDhyoe+65h0IXAACwlN27d2vevHnq3r27Ro0apaqqKknS1KlTKXQBABBhYRe7PB4PuzGiXrZs2aLbb79dKSkp+tvf/qa7775bF198sdlhAQAARFxlZaVWrFihnj176qGHHtKpp56qadOmsUwDAABRFPbwmdTUVK1atUo9evSQ2+1WUlJSzO7GiOgrKCjQyJEjtX//fl1zzTXyer1spQ0AACzpwIEDuuiii1RSUqJOnTrpN7/5je655x61bt3a7NAAALC0sItdaWlp8vv9kg4vVv9jsbYbIyJr3759stlsat26tS6++GKlpKRo9uzZGjJkiNmhAQAARNwPP/ygk08+Wa1atdIVV1yh1NRUZWVlKT4+3uzQAABoFsIuduXl5UUiDliQYRhatWqVsrKydO+99+r+++9X165d9fe//93s0AAAACLuf//7nx566CGtWbNGX3zxhdq3b69FixaZHRYAAM1O2MUuRuegNu+++64mT56sf/zjH+rYsaPatGljdkgAAABRUVFRoQULFmjJkiXau3evhgwZorKyMrVv397s0AAAaJbCXqAeONI333yjm266SZdffrlKSkp03333qbS0VOPGjTM7NAAAgIhbsWKFunfvrvnz56t79+7605/+pKKiInXt2tXs0AAAaLbqNbIrJydHNptNDzzwQOi+l156qU4/ywL1zUOHDh300Ucfye12h5I+AAAAq/ruu+/UsmVLPfXUU/rVr36lFi1amB0SAADNns0wDKOuB8fFxSkhIUE7duyocZ/NZtPxThNrC9RXVFQoPj5e5eXl6tixY9SuEwgElJCQELXzN4bdu3eHhuzPmTNHklRWVlbrjpzA8VihPwCRQn+wjmi3ZSRyFvKe+vnwww81c+ZMPfvsszr99NO1d+9eVVZW6qSTTjI7NMQQq/QHIFLoE9bQGO1Y17ylXiO7li1bJpvNVuO+oqKihkWImFZZWannn39eDz/8sLZu3arevXvr4YcfVuvWrSl0AQAAyyktLVVWVpYKCgrUokULrVmzRrfdDS+GowAAH79JREFUdpvatm1rdmgAAOBH6lXs8ng8R93HAvXNi2EYevvtt5WRkaFPPvlEnTt31uOPP6709HS1atXK7PAAAAAi6vvvv9fcuXO1dOlSHThwQDfccIO8Xq969epldmgAAOAYwt6N0Upyc3OVm5sbmnIZCASiOv2yoqIiaueOlqqqKj3wwAPy+/2aOHGiJk6cqI4dO+qHH34wOzTEuFjsD0C00B+sI9ptGc75yXvq5pVXXtFvfvMbOZ1OzZ49W5dccomkQ78voKFitT8A0UKfsIbGaMe6XqPOa3b16NFD6enpmjx5cliBxQLWrqjpf//7n1555RVNmDBBkrR+/Xp17txZZ511lsmRwUpipT8AjYH+YB2s2XVYrLyuq6qq9MILL2jgwIHq27evqqqq9NZbb+maa65RXBwbmSMyYqU/AI2FPmENTWnNrjp/YhuGUWNhelhfRUWFpk2bph49eujee+/Vxx9/LEkaNGgQhS4AAGA5a9as0eDBgzVq1CjNnj1b0qHNmK677joKXQAAxBA+tXGUAwcO6IknnlBSUpLmz5+v7t2766233lL//v3NDg0AACDiPv/8c/3iF7/QkCFD9Omnn+qBBx7QsmXLzA4LAAA0UL3W7OrUqVO04kATMn78eC1fvlxnnHGGnn76ad1xxx1q0aKF2WEBAABE3ObNm9W/f39VVlbq1ltv1bx589StWzezwwIAAGFggXpIOrQO14ABAxQXF6d7771XZ599tu6//36ddNJJZocGAAAQUT/88IO2bt2q8847T926ddOMGTP085//XIMHDzY7NAAAEAH1KnatXbtWa9asadCFrrrqqgb9HKJr06ZNysrKUmFhoV544QXdeuut6tevn/r162d2aAAAABF18OBBPfPMM5oxY4Y6d+6sDRs2qEWLFnr44YfNDg0AAERQvYpdhYWFKiwsbNCFormVNerv+++/15w5c/Tkk0/qwIEDuuGGG+R0Os0OCwAAIOIMw9Cbb76pjIwM/etf/9Kpp56q8ePHq46bkgMAgBhTr2LXoEGDlJKSEq1Y0EjeeecdDRs2TOXl5Ro8eLBycnJ0+eWXmx0WAABAxFVVVenaa6/V22+/rXbt2unhhx/WlClT1KFDB7NDAwAAUVKvYteIESM0efLkaMWCKKqqqlJlZaVatWql/v376+yzz9a0adM0bNgwttIGAACWs2/fPrVp00ZxcXHq27evunbtqtmzZ+uMM84wOzQAABBlVDmagdWrVyslJUWLFi2SJJ1++un6+OOPNWLECApdAADAUgKBgKZMmaKePXtq586dkqSFCxfqqaeeotAFAEAzUa9Kx44dO6IVB6Lg008/1bXXXiuXy6XPPvtM+/btCz1ms9lMjAwAACCy9u3bpyVLligpKUk5OTlKTEzUtm3bJJH3AADQ3DCsx4ICgYDGjBmjAQMG6K233tKtt96qL774QjNmzDA7NAAAgIh79dVXdf7552vSpEk6+eST9fzzz6u4uFg9evQwOzQAAGCCeq3ZhdjQpk0bvfXWW7rsssuUk5PDpgIAAMDS/H6/duzYoQULFui+++5Tu3btzA4JAACYqM7FroKCAjkcjmjGggY6ePCgnn76aW3dulWzZ89W+/bt9Y9//ENdunRh2D4AALCcf//735o+fboWLVqkrl27aty4cRo1apQ6d+5sdmgAAKAJqPM0xkGDBik+Pj6asaCeDMPQ66+/rv79++uee+7RM888o927d0uSzjjjDApdAADAUr777juNGzdOffr00apVq/Taa69JOjSqnUIXAACoxppdMWrt2rW68sordcMNN+jLL7/UjBkz9MUXX6h9+/ZmhwYAABBRu3fv1ty5c5WUlKQnn3xSF154od5//32NGzfO7NAAAEATxJpdMcgwDI0dO1br16/X6NGjNWvWLLbSBgAAllVUVKSHH35Y3bt3l9fr1c0338wIdgAAcEwUu2JEIBDQiy++qNGjR8tmsyk/P19t2rRRnz59zA4NAAAg4t5++2116dJF/fv31w033KA//OEPuuWWW9S6dWuzQwMAAE0c0xibuH379mnx4sVKSkrSmDFj9P7770uSnE4nhS4AAGA5GzZs0NVXX62f//znyszMlCTZbDaNGDGCQhcAAKgTil1NlGEY+uMf/6jzzz9fDzzwgDp06KDf/e53uuiii8wODQAAIOK++uor3XHHHXI6nfL5fLrjjjuUn59vdlgAACAGMY3xCLm5ucrNzVVlZaWkQ1MHq/8dDRUVFcd8bObMmXrsscfUsWNHzZw5Ux6PR23btlV5eXnU4gHMdLz+ADQ39AfriHZbhnP+ppT3fPvtt3I6ndqzZ49++tOfavbs2erXr18oLsBqeJ8HaqJPWENjtGNdr2EzDMOIciwxp6KiQvHx8SovL1fHjh2jdp1AIKCEhITQ7Y0bN8rhcKhFixb697//rSeffFIPPfQQW2mjWfhxfwCaM/qDdUS7LSORs5iV9xw4cEBfffWVHA6HJOnhhx/WpZdeqp/97GcsPg/L430eqIk+YQ2N0Y51zVuYxtgEfPvttxo3bpzOP/98/fa3v5UknXfeeXr00UcpdAEAAEsxDEMvvfSS+vTpo2uvvVYHDhyQJM2ZM0c///nPKXQBAICwUewy0e7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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "id": "bench-ratio-md",
   "metadata": {},
   "source": "## Performance Ratio Summary\n\nThree matched-pair diagnostics in one figure: SP speedup, LASDD dynamic-procedure overhead, and WL base-model overhead. Only completed matched pairs are shown."
  },
  {
   "cell_type": "code",
   "id": "bench-ratio-code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-05T13:47:20.959014Z",
     "start_time": "2026-06-05T13:47:15.809568Z"
    }
   },
   "source": "escape_case = lambda s: s.replace('_', r'\\_')\n\nmerge_keys = ['Platform', 'Case', 'N', 'Dynamic proc.', 'Base model']\n\ndf_dp = df_sorted[df_sorted['Precision'] == 'DP'].copy()\ndf_sp = df_sorted[df_sorted['Precision'] == 'SP'].copy()\n\ndf_speedup = df_dp[merge_keys + ['SGS model', 'Time/iter (ms)', 'Resolution']].merge(\n    df_sp[merge_keys + ['Time/iter (ms)']],\n    on=merge_keys, suffixes=('_DP', '_SP')\n)\ndf_speedup['Ratio'] = df_speedup['Time/iter (ms)_DP'] / df_speedup['Time/iter (ms)_SP']\ndf_speedup['Label'] = df_speedup.apply(\n    lambda r: f\"{escape_case(r['Case'])} {r['Resolution']} {r['SGS model']}\", axis=1\n)\ndf_speedup['Metric'] = 'SP speedup'\n\ndyn_keys = ['Platform', 'Case', 'N', 'Base model', 'Precision', 'Resolution']\ndf_lad = df_sorted[df_sorted['Dynamic proc.'] == 'LAD'].copy()\ndf_lasdd = df_sorted[df_sorted['Dynamic proc.'] == 'LASDD'].copy()\n\ndf_dyn_ratio = df_lad[dyn_keys + ['Time/iter (ms)']].merge(\n    df_lasdd[dyn_keys + ['Time/iter (ms)']],\n    on=dyn_keys, suffixes=('_LAD', '_LASDD')\n)\ndf_dyn_ratio['Ratio'] = df_dyn_ratio['Time/iter (ms)_LASDD'] / df_dyn_ratio['Time/iter (ms)_LAD']\ndf_dyn_ratio['Label'] = df_dyn_ratio.apply(\n    lambda r: f\"{escape_case(r['Case'])} {r['Resolution']} {r['Base model']}-{r['Precision']}\", axis=1\n)\ndf_dyn_ratio['Metric'] = 'LASDD/LAD overhead'\n\nbase_keys = ['Platform', 'Case', 'N', 'Dynamic proc.', 'Precision', 'Resolution']\ndf_sm = df_sorted[df_sorted['Base model'] == 'SM'].copy()\ndf_wl = df_sorted[df_sorted['Base model'] == 'WL'].copy()\n\ndf_base_ratio = df_sm[base_keys + ['Time/iter (ms)']].merge(\n    df_wl[base_keys + ['Time/iter (ms)']],\n    on=base_keys, suffixes=('_SM', '_WL')\n)\ndf_base_ratio['Ratio'] = df_base_ratio['Time/iter (ms)_WL'] / df_base_ratio['Time/iter (ms)_SM']\ndf_base_ratio['Label'] = df_base_ratio.apply(\n    lambda r: f\"{escape_case(r['Case'])} {r['Resolution']} {r['Dynamic proc.']}-{r['Precision']}\", axis=1\n)\ndf_base_ratio['Metric'] = 'WL/SM overhead'\n\nratio_panels = [\n    (df_speedup.sort_values(['Case', 'N', 'SGS model']), 'SP speedup: $t_{DP}/t_{SP}$', 2.0, '#4e79a7'),\n    (df_dyn_ratio.sort_values(['Case', 'N', 'Base model', 'Precision']), 'LASDD overhead: $t_{LASDD}/t_{LAD}$', 1.0, '#f28e2b'),\n    (df_base_ratio.sort_values(['Case', 'N', 'Dynamic proc.', 'Precision']), 'WL overhead: $t_{WL}/t_{SM}$', 1.0, '#59a14f'),\n]\n\nfig, axs = plt.subplots(3, 1, figsize=(12, 12), constrained_layout=True)\n\nfor ax, (sub, title, reference, color) in zip(axs, ratio_panels):\n    y = np.arange(len(sub))\n    ax.barh(y, sub['Ratio'], color=color, edgecolor='black', linewidth=0.5)\n    ax.axvline(reference, color='k', linestyle='--', linewidth=1.1)\n    ax.set_yticks(y)\n    ax.set_yticklabels(sub['Label'], fontsize=9)\n    ax.invert_yaxis()\n    ax.set_xlabel('Ratio')\n    ax.set_title(title)\n    ax.grid(axis='x', alpha=0.25)\n    xmax = max(sub['Ratio'].max() * 1.15, reference * 1.2)\n    ax.set_xlim(0, xmax)\n    for yi, value in zip(y, sub['Ratio']):\n        ax.text(value + 0.02 * xmax, yi, f'{value:.2f}', va='center', fontsize=8)\n\nfig.suptitle(r'Matched-Pair Performance Ratios --- A100 (80 GB)', fontsize=16)\nplt.show()",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1200 with 3 Axes>"
      ],
      "image/png": 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XVfT85R33vHNxV30Vlp3PZf1SVTV37E1uX1XVMYCxpmlj3/czjy/a/rzHVrn/Nq/JeLx4LC4b35PnYNmYXUQ8bxHxXhTb3dR7edHrs+y1HY9/eI4URZHt1h3j92EwGIwB5B7LNM/zxgAy50scZ94t73PY87zMOVx0blZpO0+9Xh8v+/pf5HXdZJ8mDQaDsWVZ8jxOjsnp98y886woytgwjKWf9UXOBRERPVwH4/EtC5QQEREREdHOE9l+RRYIeOzK5TJUVb2XKe5ERHT/GOwiIiIiItoT5XIZhmHs9CIBd01Mw2XQj4jo8WKwi4iIiIhoT7TbbTiOg9FotLcrEZqmiSRJNlY3j4iIdg+DXUREREREe0TXdVQqlb3M7hKLSzCri4jocfvMtjtARERERET35+LiAmEYIgiCbXflXomVQLvdLgNdRESPHINdRERERER7RFEU9Ho9JEmy7a7cq36/D8/zYFnWtrtCRER3jNMYiYiIiIiIiIjo0WBmFxERERERERERPRoMdhERERERERER0aPBYBcRERERERERET0aDHYREREREREREdGjwWAXERERERERERE9Ggx2ERERERERERHRo8FgFxERERERERERPRoMdhERERERPSJRFG27C0RERFt1MB6Px9vuBBERERERbUa5XMZwONx2N4iIiLaGmV1EREREK4jjGLZto1wu4+DgAEdHRzBNE0EQ5LY/OjrCwcHBzK1cLsM0TYRheM9HsF1HR0col8vb7sajFQQBDMPYdjeIiIi2isEuIiIiooLa7TbK5TLCMISmaTg9PYVhGOj3+7BtG61Wa+5zu90uer0eer0eut0uLMtCHMcwTRO2bd/jUdBtxHG80wFK3/fhOE7uY7vedyIiok3hNEYiIiKiAqIogq7r0DQNFxcXUBQl83ir1YKmaTNZNUdHR0jTFPO+cjmOg3a7Dc/zcHp6elfd3xlHR0colUoPdpqdaZoAgF6vt+WezErTFLquzz23u9x3IiKiTWJmFxEREVEB5+fnAG4ytKYDXQBklteqfN+HoihoNpu37SLdgzAMZdBo13Q6HViWNffxXe47ERHRJjHYRURERFTAXa5wV6lUkKYp4ji+s33Q7YkpgLtaE6vb7c6dwrjrfSciItokBruIiIiICtA0DQDguu7Gty2CXKqqFmrvOI4sfH90dATbtjO1mOI4hq7raLfbiKIItm3j6OgIR0dHC/vfarWg6zoODg6g6/rcovtF24l+ij7OC+ZFUYSDg4PcvuUVtF/n+ER/0zSde/zLiOl/YizskjRNkSTJ3DG0y30nIiLaNAa7iIiIiApoNBpQFAVBEKBcLqPVam0k2ysIAsRxXDjjRgR56vU6fN9HvV5HHMfwfT/TLooiuK6L4+NjlEolnJycALgJVOUVxDdNE67rolKpwPM8lEol2LaNdru9VrtyuYx2uw1VVdFoNFAqlaDr+q2CTbc5vlKplDv9dJkwDGHbtlyAQFEU+e9dKvbebrdRrVYz9z2UvhMREW3cmIiIiIgKGQ6HY03TxgDkTVGUcb1eH49Go9znKIoyzvvKNRwOx6enp3Ib854//RwAY8/zZh6bfL5op6rqzP2iP8PhUN7ved4YwNj3/cw26/X6WFGUtdvV6/VMu8FgIPuVd//p6enMcSmKMtN+1ePblHnnfhdomrZwDO1y34mIiDaNmV1EREREBamqisFggOFwCM/zYBgG0jRFu93GixcvFtbcOjg4yNxEdphlWbi8vCyUdVQqlQAgd7W9vOcbhpG5X1VVeJ4HAJlMsGazCU3TUK/XM8/3PA9pmsosoFXaKYoyk22madpa2VXzFD2+TShS8yoIAti2jYODA9i2Ddd14bouHMeBaZpzMwHnPU9kYS2r5SYen3dui9briuMYruui1Wqh3W6j3W4jDMOZLLDb9peIiOiuvbPtDhARERE9NKqq4vT0FKenpwBualO1222YppkbiAJugi8iWCW2sWr9JEVRoGmaDEIYhgHbtlcqOn5ycgLHcWTgJU1TpGkq62blieO4cDuxzW0VQp8+vk0pUvNKrIQYBAG63W7mMVFn7OLiYmYbi54n6qONRqO5+/V9f25h+qJ9j6IIzWYzs/84jlEul2f2fdv+EhER3TUGu4iIiIhuyfd9xHGMMAwRx3FukfCTk5ONZDVdXFygVqshCAKZfaOqKnq9XqEC96IPSZJk/luv13NrXQE3q0UWbbdqsf1Nmz6+TRHBxWV6vV5uO1VVcXJyAtd1ZfCpyPMURZGBxnnjJwgCDAaDW/Xdtu2ZfqmqCsuycvd7m/4SERHdNQa7iIiIiDbANM2Fwa5NURRFZtOEYYhut4t2uw3bthcGPARRIF70UfxXUZSFARERuCjabltT2aaPb1PbjKKo0NTIMAznZlmVy2V0Op2VnieCmPMCR1EULXy8SN/TNJXZe9PmHcu6/SUiIroPrNlFREREVMCyVQRfvnwJ4Ca76b4YhiFXZIyiqNBKhyLY8uGHH8r7VFVFEARLn1u0naIo6Pf7uY+tuhrjqu3zju+28mpe5a1mKIJG84KBr1+/zj2eec+LokgGNOdZNoWxSN8VRYGiKDg+PobrupnH847lNv0lIiK6Dwx2ERERERVwfHw8t/h2EAQIgmCmYPqmpWlaKNgkTAc1RAFyAJki82IapnhsehvimIu2azQaSNN0pl273c7t57xssGXHWvT4buvly5dQFEVmi6VpmjsVUfRnXm2sKIpyHxPP6/f7cmpqq9WC7/u4vLxcWGsrDENZQ+s2fb+8vIRhGGi1WjBNEwcHB7kBvdv2l4iI6D5wGiMRERFRASKrKQgCWVy+VCqh3+/LqWR3ndHS7/dh2zZUVYVhGCiXy3j58iWCIMitrSSKolerVQyHQxls8n0/09YwDNTrdbRaLURRBNM08fr1a4RhiCiK5PTIou3q9Tp838+0e/ny5dzgiQjEhGGYqUE2Lzi26vEBN9NM4zjGYDBYOSD57NmzzLTIZrOJRqMx025eHSshDEO5WuT08/JWuVwmDMOlgaWifZ+cHhtFEWq1GlzXzZ0au25/iYiI7s2YiIiIiAoZDAbj09PTsaqqYwBjAGNN08ae5819jqIoYwDj0Wi0kT74vj82DENuV1XV8enpaabNcDgcAxjX6/Vxt9sda5om+9rtduduu9vtjg3DGAMYK4oytixrPBgM1mo3Go3GlmWNFUUZq6o6rtfr49FoNDYMY2xZVu42p49JbGO6/TrHJ9qs8zqIfp+ensp+5VFVde5Y8H1/rKrq3OdNv4ZF1Ov1ca/XW9hmWd8Hg0Hu8fR6vY33l4iI6L4cjMfj8XbCbERERER0F+I4RrlclhlWj80uHl+apjg6OsJgMJjJtkrTFC9evMDFxUXuY0dHR0uzwvKUy2UMh8Nb9dt1XTQajZlst3a7jeFwOJOJdpv+EhER3RfW7CIiIiIiuiVRGH86mBXHMWzbzg10TT5v1cCRqBF3W0EQzEwXjeMY3W43d8rluv0lIiK6T6zZRURERES0pjRN0Ww2EQQBFEWB67p49uyZXHlR1MLKq6fm+37meXkZVvOcn5/n1t5ate+WZcEwDNlv4GbVyOki9rftLxER0X3iNEYiIiKiR2YXp/lt0mM/viI2MYWRiIjoseI0RiIiIiKiB6TdbsOyrG13g4iIaGdxGiMRERHRI6OqKh5z8v5jP75lBoMBXNfddjeIiIh2FqcxEhERERERERHRo8HMLtpL//7f/3v86q/+Kn7kR34EBwcH2+4OERERERER0V4aj8f4d//u3+GDDz7AZz6zmWpbDHbRXvrVX/1VPH/+fNvdICIiIiIiIiIAr169wo/+6I9uZFsMdtFe+pEf+REAN2+mp0+fbrk3RPfj+vqa4532Bsc77RuOedonP/mTP4m3b9/i4uJi210hujeP+XP++voaz58/l9fpm8BgF+0lMXXx6dOnj/YDgygPxzvtE4532jcc87Qv3nnnHRwcHHDM09557GN+kyWGNjMZkoiIiIiIiIiIaAcw2EVERERERERERI8Gg11ERERERERERPRosGYXERERERERPRh/5a/8FfzGb/zGtrtBRDuMwS4iIiIiIiJ6MP7kn/yTuL6+3nY3iGiHcRojERERERERPRj/5t/8G7x69Wrb3SCiHcbMLiIiIiIiInow/uyf/bN4+/YtPvnkk213hYh2FDO7iIiIiIiIiIjo0WCwi4iIiIiIiIiIHg0Gu4iIiIiIiIiI6NFgza4902q10Ov1oKoqXNeFqqrb7tJWfXT8VXz2Hb4NaD984f1n+O73Xm+7G0T3guOd9s0ujPkPvvg+vvXN7lb7QEREBOxZsCtNU9RqNURRBABQVRWe50HTNOi6jjRNoaoq4jiGoijwPA+GYcjnl8tleJ4Hy7KW7kvXdURRhNFoBEVRAABRFKFWq2EwGAAAwjCE67pI0xSWZcHzPPn8MAzh+z663eVfGFqtFs7PzwEAZ2dn0DRNPmaaJpIkkftUFAXdbhfNZhOO46DX683dbpHjbbVacF0X4/E49xyIc5okCQCg0Wgs3J44R3Eco1QqZc6LaZro9/sYjUZz9zUcDuduO88HH30N7z75/ErPIXqojt47wOe+P/teJXqMON5p3+zCmP/0429sdHtpmiIMQ7x8+TLzPXny8aOjI/ndV1VV+d253W6j2+0iSZKZ7/T08H3ta1/D97///W13g4h22N4Eu+I4hq7r8DxP/hGMoiiT2TQZ2BHtB4PB2tlPhmHAdV34vj/zWJqmsG0bl5eXUBQFpmkiDEMYhgHbtpGmKeI4XrqPVquF4XAog1mToiiSQSahXq+j1WohCAK4rrvWcU06Pz+HYRhot9uo1+szj0+e0zRNcXx8jCRJctuKx7vdLgzDQJqm6HQ6mTalUglBEGQCZnEcI03TWx8LEREREe0O13URx3Hmh9xpmqbNfA+O4xi+72MwGCBNU+i6vvIPorTbvva1r+H6+nrb3SCiHbY3Nbscx0G9Xs8EWTRNk1lX01RVRaVSkVlg63BdF51OJzcQ0+l0YBiG3L9t2zIo1u12c3+9mpamKZrNZm4wDQBqtRoajcbM/aqqQtO0hVldRYhgoW3bhTLQRFaZyGab1u/3AUD+8qYoykxQzLKsmeP1fR+O46x5FERERES0i3zfh2maKz8vCILM90lFUW71nZ52z6//+q/j13/917fdDSLaYXsT7ArDsHBAJE1TtFotJElSaMriPKVSCfV6vXAGVZFMrkn9fl/W3iqXy5kvA2EYQlXVTFaayBazLAvVahVBEKy0v2m+76NareLk5ARhGBbqv+hTGIYzj4kvJbZt5z4O3ExlnM7kms70yvPmzRtcX19nbkRERET0sMVxDNM0oev6wu+207Md6GH7I3/kj+BP/ak/te1uENEO24tglwjCLJuO6LoudF2Hrus4Pz/HxcXFrffdaDRys7sMw0AYhvL+IplR0+I4RhRFcBwHw+EQiqLIwJrjODPZYXEcw3EceXy3zezqdDqwLAuKokDTtMLBM1EXLc/l5SWAm4DX0dFR7jYty5LTG8XUz2WazSYODw/l7fnz54X6SkRERES7SVEUnJycoNfr4eLiArVaTdbCbbfbsuYXs7qIiPbPXgS7RJBrWeaR53kYDAYYDofodrs4Pj6+dfaTmIrXbDZn+tRoNPDixQvYtj2ThVWUYRjyedVqFWEYIggCaJo2sz0xdXEwGMi6WOsKggCVSkX+u1qtzp1OOS2O47nHKqY6jkYjnJ2dwbbtmdfNcRy5r6JTGBuNBq6uruTt1atXhfpKRERERLtLfCcUpUHE98yzszO56NG637OJiOjh2otgF3ATFCoajAF+GIxa5TnzNBoNtNvtmfTp09NTjEYjmdW1ak2C6T/a4o/8y5cvZYF927YRRRF0XV//AHL4vo8kSWCaJkzTRK/Xk5lmi4g2ohC/yKRrt9szbS3LgqZpM9sUxx1FEaIoWli0VHjy5AmePn2auRERERHRwzWZtSV+HBXfCy3LQrfblYEuBruIiPbL3qzG6Ps+dF1HuVyWRc9F7ae8YEmapmsXxZwmUqzzphWqqoooihCG4cqBNcMw4DiO3I7Icpos6h6GIVzXzV2tcV1pmqLf72M0GmXuN00Tvu/PPQ6xAqXneTKDa5L4wlKv16EoiqwDlpeB5jgObNtmYXoiIiKiR0r8aAvcfG8W3x3L5TIGgwEqlYqcupgkSaYEifgOn/edk4iIHr+9CXapqorLy0vUajUZdFIUBWdnZ7KNWNkwSRKkaQrHcXB6eprZTq1WyxSc9zwPtm1n2ozH45n9e56Ho6OjTGDNcRwkSYJSqZSpn+U4jgz06LqORqMxtwB7t9uFbduyPsH06oW3lXe8cRzn7sd1XRnwmrxPnFMAC4+lUqmg1+vhxYsXAG5es4uLi9wVM+v1Orrd7saPl4iIiIh2w7wg1XA4XNrmtrVpabf9iT/xJ/Cbv/mb2+4GEe2wg3FeZIbokbu+vsbh4SG+VPkyPvvO3sR8ac994f1n+O73Xm+7G0T3guOd9s0ujPkPvvg+vvVNZlHR/bi+vmZpEtorj3nMi+vzq6urjR0jr/Jpr33n4tuP9gODaNpj/gNJNI3jnfYNxzwREdEPMdhFRERERERED4ZhGPjBD36AX/zFX9x2V4hoRzHYtUdarRZ6vR5UVYXrulyVBsBHx1/lNEbaG7swxYXovnC80765izG/6WmJaZoiDEO8fPlyZuEm8fhkjVtVVWVNrjRNZTF6sTAT7a/f/M3fxNu3b7fdDSLaYXtzlS/+QIoVXVRVhed50DQNuq7LP5xxHENRFHiel1kFsFwuw/O8ucXVJ+m6jiiKMBqNZHH1KIpQq9XkqohilURRWH7yD75YmbHIyjGtVgvn5+cAgLOzs0wBfNM0kSSJ3KdYjabZbMJxnIWFO4scb6vVguu6uQX5J89pkeL0tm3jww8/zCwIIFaanOxnFEVwXRe9Xm+l12SeDz76Gt598vm1n0/0kBy9d4DPfZ9lGmk/cLzTvrmLMf/px9/Y6PZc10Ucx7kroQuapuWuIn58fDzzXZeIiGiez2y7A/chjmO8ePECpmliOBxiOBzC87xMZpPneej1ehgOh3KFwziO196nYRiZVQwnpWkK27ZxcXGB4XCIKIoQhiGAm6CP53kyKLdIq9XCcDjEYDDAYDDI/PGPokgGmYR6vY52u40gCGZWkFzH+fk5DMNAu93OfVyc08FggIuLCzSbzbltTdOcCb71+330+/3MfWEYyqWkiYiIiOjh8H1/re9xYRiiVCohSRK0Wq1bfUcnIqL9sBfBLsdxUK/XUa/X5X2apsmsq2mqqqJSqRQKOM3jui46nQ7SNJ15rNPpwDAMuX/btmUqdrfbzU3rnpamKZrN5twU7lqthkajMXO/qqrQNO3WyzFHUQRVVWHbdqEMNJFVJrLZpp2cnMiAH3AToFRVFYZhIAgCef/5+fmtMrmIiIiIaHfFcQzTNKHruvwOGMcx+v2+nIGh6/qWe0lERLtuL4JdYRjCcZxCbdM0RavVQpIktwqqlEol1Ov1udld01b9harf78vaW+VyOfMrWRiGUFU1k7mWpiniOIZlWahWq5kA0jp830e1WpVBqiL9F32aDGoJiqJkHguCAKZpZjK+0jSVUyNX9ebNG1xfX2duRERERLQ7FEXByckJer0eLi4uZI2uNE1hGIb88bpSqeR+n6T98eUvfxl/4A/8gW13g4h22KMPdokgzLIAieu60HUduq7j/PwcFxcXt953o9HIze4yDANhGMr7i2RGTYvjGFEUwXEcDIdDKIoiA2uO48xkh8VxDMdx5PHdNrOr0+nAsiwoigJN0woHz0RdtDyWZclz0ev1cHJyAsMw0Ol0ANwE8SbrqK2i2Wzi8PBQ3p4/f77WdoiIiIjo7ohZC2IGhMj2L5VKso2iKLkzBWh/eJ6Hv/7X//q2u0FEO+zRB7tEkGtZ5pHneRgMBrJm1/Hx8a2znxRFQb1eR7PZnOlTo9HAixcvYNv2TBZWUYZhyOdVq1WEYYggCKBp2sz2xNTFwWCAbre7dtAIuMm6qlQq8t/VarXwijjiC0secQwAkCSJzPYqlUqyUP26tcYajQaurq7k7dWrV2tth4iIiIjuRhiGsoyI+O6uaZr8oViIouhW32WJiOjx24vVGA3DgO/7hWphAT8MRvm+f+v6UCKoNV2M8/T0VK486DjOysU6pwNG4tevly9fIo5juRqi+P+8VW3W5fs+kiTJ9Flkmi1aIUe0MQwjswCAqKmmaRqSJEEQBJkvMKJul1ilch1PnjzBkydP1nouEREREd2ebduZYJbI6C+XyxgMBqhUKnLqYpIkcqaFWCld1OryPG9u7V3aD9VqFb/927+Nv//3//62u0JEO2ovgl2+70PXdZTLZVmkPo5jpGmaG5xJ03Tt1WKmidoDedMKVVWVKzGuGsQxDAOO48jt+L4vg0ZCGIZwXXejga40TdHv9zEajTL3m6YJ3/fnHodYgVJ8OZk3ddMwDDSbzcz5sm0bruuulf1GRERERLth3ve/4XC4tI1lWVykiKR/+2//Ld6+fbvtbhDRDjsYj8fjbXfiPqRpilqtJn9NUhQFZ2dn0DRN/kokljRO0xSO48jMK+DmF6ckSTL1AjzPm5lWNx6Poeu63LbY99HRETRNk4En0zTl9nzfl4Ecx3FkwXdN09BoNOb+YY+iSP76ZVnWTEDtNsGueccbxzFev36duy/TNCGGk8gsU1UVSZIAwMJjEYIggG3bmB6WBwcH8H0/E8yb18ciX4Sur69xeHiIL1W+jM++sxcxXyJ84f1n+O73Xm+7G0T3guOd9s1djPkPvvg+vvXN1WvLEt21r3zlK3j79i0++eSTbXeF6N5cX1/j6dOn2+7GnRDX51dXVxs7xr0JdhFNuos3E9Gue8x/IImmcbzTvuGYp33CYBfto8f8OX8X1+ePvkA9ERERERERERHtD87fekBarRZ6vR5UVWUNqw356PirnMZIe4PTumifcLzTviky5jc9LTFNU4RhiJcvX+YuBDVZygO4WWBJ1ORyXRdRFCGOY/i+z9UVaSW/7/f9PvzWb/3WtrtBRDvswVzlT9fcUlUVnufJmluiPlQcx3LFlsk/muVyuXA9J13XEUURRqORXOlF1McS9a9EPay8elmi4Py8ApuTWq0Wzs/PASBT5wv4YV0vsU9R2L3ZbMJxHPR6vbnbLXK8rVYLruvO1MeaPN44jlEqlTLHWKQe1zo1uxbt0zTN3ML4k/uaLG5a1AcffQ3vPvn8ys8jeoiO3jvA577Pmeu0Hzjead8UGfOffvyNje7TdV1ZZ3aeyZq1QhiGePbsGXq9HqIogq7rme/dRMv8F//Ff4Hr6+ttd4OIdtiDmMYYxzFevHgB0zQxHA4xHA7heV4ms8nzPPR6PQyHQ3S7Xdi2jTiO196nYRhwXTf3MbGy4MXFBYbDoVxREYBccVAE5RZptVoYDocYDAYYDAaZLwpRFMkgkVCv19Fut2UR99s6Pz+HYRhot9szx3d8fAzP8zAajTAYDFAulzNtxPkeDAa4uLhAs9mc2U6RNqvss1QqIQiCzH1iVU0iIiIiul/rrl5eqVTkokOapskfrImIiDblQQS7HMdBvV7PrMSnadrcX39UVUWlUikUcJrHdV10Op3cQEqn04FhGHL/tm3D930AN8sl56VxT0vTFM1mUz5vWq1WQ6PRmLlfVVVomrYwq6uIKIqgqips257JQOv3+wAgM+MURcmc+2ki40xkuq3Tpsg+LcuaOV++78NxnPkHSkRERERbE8cxTNOEruvyR0tFUeT36DRNkSTJwuwwoml/8S/+Rfzlv/yXt90NItphDyLYFYZh4YBGmqZotVpIkqTQlMV5SqUS6vX63Oyuaav+GtXv92XtrXK5nPlVLAxDqKqayVxL0xRxHMOyLFSr1ZkMp1X5vo9qtYqTkxOEYZjpvwg42bYtM9aWEf1d1H5RmyL7NE1zJpMrCIJCr/ObN29wfX2duRERERHR3VEUBScnJ+j1eri4uECtVpv50bNWqxUq/UE06Zd+6Zfwz//5P992N4hoh+18sEsEYZYVY3ddF7quQ9d1nJ+f4+Li4tb7bjQaudldhmEgDEN5/zp/oOM4RhRFcBwHw+EQiqLIwJrjODPZYXEcw3EceXy3zezqdDqwLAuKokDTtJng2eXlJYCb4NPR0VGh4FqRFPRFbYrs07IsdDodADdBwaLFTJvNJg4PD+Xt+fPnhZ5HREREROsTWfkik2vye6DjOHAch8XpiYho43Y+2CWCXMuCKJ7nYTAYyJpdx8fHt85+ElPpms3mTJ8ajQZevHgB27ZnsrCKMgxDPq9arSIMQwRBIGsXTBJTFweDAbrd7q2+FARBgEqlIv9drVZnpgeKaYej0QhnZ2eFaqDFcbz0PCxqU2SfjuPIvq4yhbHRaODq6kreXr16Veh5RERERLSeMAxlWRHxnU5MV2Sgi4iI7tLOB7uAm6DQvNpWeUQwapXnzNNoNNBut2eKxZ+enmI0GsmsrlWLc04HfMSvXS9fvkQcx9B1HbZtyxVqNsn3fSRJAtM0YZomer2ezDTLY1kWNE1bWANNPH/RF5bJNrZty0y8vKL18/YpzlsURYiiqHB9hydPnuDp06eZGxERERGtT9StnV48qVwuI01TVCoVNJtNmKYpF3cCgHa7jU6nA9u2US6XUS6Xb1Vrl4iIaNo72+5AEb7vQ9d1lMtlWbRc1G7KC3akabr26jDTRK2BvGmFqqrKlRhXDawZhgHHceR2RJbSZFH2MAzhuu7Mcs23kaYp+v0+RqNR5n7TNOH7Pnzfl7/C1et1KIoia3rNC2SJ1Sk9z5u7aMB0m+mpn6vs03Ec2LbNwvREREREWzSvlMdwOFzYZnrhKaJVvf/++/jBD36w7W4Q0Q57EMEuVVVxeXmJWq0mg06KouDs7Ey2ESsbJkmCNE3hOA5OT08z26nVapmC857nZX6FAoDxeDyzf8/zcHR0lAmsOY6DJElQKpUy9bMcx5GBGl3X0Wg05hZQ73a7sG0baZrCsqyN/9HPO944jnP347quDHhVKhX0ej28ePECwM35v7i4yASyXNeV5xtA7nEWaSMU2adQr9fR7Xb5JYmIiIiIaA9985vf5IJTRLTQwTgvukP0yF1fX+Pw8BBfqnwZn33nQcR8iW7tC+8/w3e/93rb3SC6FxzvtG+KjPkPvvg+vvVNrnxIj8P19TVLk9BeecxjXlyfX11dbewYeZVPe+07F99+tB8YRNMe8x9Iomkc77RvOOZpn/zVv/pX8ebNG7RarW13hYh2FINdD0ir1UKv14OqqnBdd60VICnro+OvMrOL9gYzXWifcLzTvll3zG862ytNU4RhiJcvX87UvBWPT5YHUVU1U9crTVO8ePECZ2dnc8tfEH388cd4+/bttrtBRDvswVzlp2mKWq0mV2pRVRWe50HTNOi6jjRNoaoq4jiGoijwPC9T3LxcLsPzvEJ/NHVdRxRFGI1GsmZUFEWo1WqyWLwoHi/qbU3+MRcF6+cV7ZzUarVwfn4OADg7O8vUBTNNE0mSyH2Kwu7NZhOO42RqhU0rcrytVguu6+bWKRPHG8cxSqVS5hgnz/e8elxF2kyybRsffvhhps6aKOA/eZxRFMF1XfR6vZVe03k++OhrePfJ59d+PtFDcvTeAT73fc5cp/3A8U77Zt0x/+nH39hoP1zXRRzHC1fM1jRt7gJMzWYTlUplo30iIqL985ltd6CIOI7x4sULmKaJ4XCI4XAIz/MymU2e56HX62E4HMrC73Ecr71PwzAyxd0niZUFLy4uMBwO5YqMAOSKg0WWT261WhgOhxgMBhgMBpkvBVEUySCRUK/X0W63Z5Z3Xtf5+TkMw0C73Z45vuPjY3ieh9FohMFggHK5nGkjzvdgMMDFxQWazebMdoq0EUzTnAne9ft99Pv9zH1hGG5klU0iIiIi2rzbrIgexzGiKOJ3PSIiurUHEexyHGdmiWJN03JX6gNusr4qlUqhgNM8ruui0+kgTdOZxzqdDgzDkPu3bRu+7wO4WWExL2V7WpqmcgXJPLVaDY1GY+Z+VVWhadrCrK4ioiiCqqqwbXsmA00EmERmnKIoC1c+FBlnItNtnTYnJycyYAjcfNlRVRWGYSAIAnn/+fk5U9qJiIiIHrA4jmGaJnRdz3zPc1230PdoIiKiZR5EsCsMQziOU6htmqZotVpIkuRWQZFSqYR6vT43u2vaqllk/X5f1t4ql8uZX7DCMISqqpnMtTRNEccxLMtCtVrNfDFYh+/7qFarMsg02X8R5LJtOxOAWkT0d1H7RW0URck8FgQBTNPMZHylaSqnRq7qzZs3uL6+ztyIiIiI6H4pioKTkxP0ej1cXFygVqshTVNEUYQ0TRdOfyQSPvvZz+Kzn/3strtBRDts54NdIgizLMDhui50XYeu6zg/P8fFxcWt991oNHKzuwzDQBiG8v4itbmmiTRtx3EwHA6hKIoMrDmOM/OrVhzHcBxHHt9tM7s6nQ4sy4KiKNA0bSZ4dnl5CeAm4HV0dFQouCZqpq3bxrIseS57vR5OTk5gGAY6nQ6AmyDgZB22VTSbTRweHsrb8+fP19oOEREREd2OmNkgZknEcYxmsykzvnzfh+u6c8tfEP2jf/SP8O1vf3vb3SCiHbbzwS4R5FoWRPE8D4PBQNbsOj4+vnX2k5i+12w2Z/rUaDTw4sUL2LY9k4VVlGEY8nnVahVhGCIIAmiaNrM9MXVxMBig2+2uHfQBbrKmJgt/VqvVmemUYtrhaDTC2dlZoRpoYurhum3EOQCAJElktlepVJKF6tetVdZoNHB1dSVvr169Wms7RERERLS+MAxlqRHx3VLTNHS7XQyHQ/R6PRiGAc/zFpbRICIiWmTng13ATVBoXm2rPCIYtcpz5mk0Gmi32zPF4k9PTzEajWQm0qqFNKcDPuKXrZcvXyKOY+i6Dtu2EUURdF1f/wBy+L6PJEky0wRFplkey7KgadrCGmji+YuCcJNtbNuWmXjiVztN05AkCYIgyGxH1O26TWbXkydP8PTp08yNiIiIiDZL1LKdXlCpXC4jTVNUKhU0m02YpikXfCJa1d/6W38Lf+fv/J1td4OIdtg72+5AEb7vQ9d1lMtl+QtPHMdz5/WnaXqrlWAmiboCedMKVVWVKzGuGlgzDAOO48jt+L4vC/ELYRjCdd25SzOvI01T9Pt9jEajzP0iZdz3ffmLW71eh6IosqbXvECTWJ3S87y5iwZMt5k39dMwDDSbzcz5tm0bruuulT1HRERERPdn3ne84XC4tI2wiR+s6XELggBv377Fz/3cz227K0S0ox5EZpeqqri8vESv10O5XEa5XJ6ZziZ+IRLZQqZp4vT0NNOmVqvJ55fLZQRBgIODg8wtj+d5M0XVRf0s13Uz9bMcx5FT/qZXmJnW7XZh2zbK5TJUVd14qnbe8bbb7dz9TNZFqFQqeP36NV68eIGjoyO4rouLi4tMIMt1XXm+j4+P0Wg0Zs53kTbTqtXqTIaYYRiIoih3CmPeMRIRERERERHR/joYj8fjbXeC6L5dX1/j8PAQX6p8GZ9950EkOBLd2hfef4bvfu/1trtBdC843mnfrDvmP/ji+/jWN1dfbIlom77yla/g7du3+OSTT7bdFaJ7c319/WjL8Yjr86urq40dI6/yaa995+Lbj/YDg2jaY/4DSTSN4532Dcc8ERHRDzHYtUdarRZ6vR5UVWUNrP/go+OvMrOL9gYzXWifcLzTvuGYp33yK7/8S3j3nXeh//hPbLsre4fZoPRQPLqr/DRNUavV5MqBqqrC8zxomgZd15GmKVRVRRzHUBQFnudl6kOVy2V4ngfLspbuS9d1RFGE0Wgk61lFUYRarSaLyosi82mawrKsTOF1Udh+WZHOeW3b7bbc3uS2gyCA67oAsitZisLwzWYTjuNkao1NK3IeWq0WXNdF3kzYyXMtVrJsNBoLtyfOXRzHKJVKmWMyTTO3sP7kviYLnxb1wUdfw7tPPr/y84geoqP3DvC573PmOu0HjnfaNxzztE++8Ad/Dcp7B/gN/M5td2XvfPrxNza+Tdd1EUUR4jiG7/u5C6PltUnTFEdHR3LROlVVC11b0354VMEuURTe8zw5yKMoymQwTQZwRPvBYLB2lpNhGHBdN3fVGLEC4eXlJRRFgWmaCMMQhmHAtm2kaYo4jpfuI69tHMfo9XoYDodI01SuVnlycoJarSb36TiOLEpfr9fRarUywbDbOD8/h2EYc4veT57rNE1xfHyMJEly24rHu92u/ODqdDqZNqVSCUEQZAJmYlVOIiIiIiLaD59773fhyXsH+A0GeB+8MAzx7Nkz9Ho9RFEEXdczySSL2gCApmky0YRo0oNYjbEox3FkUEfQNC3zRpmkqioqlYrMAluH67rodDq5AZdOpwPDMOT+bduWQbFut5vJ8lokr22apmg0GgAgg1q9Xg9xHKNSqch9mqaZefOrqgpN0xZmdRUhgoi2bReKnousMpHlNq3f7wOAjOIrijITFLMsayao6Ps+HMdZ8yiIiIiIiOihefVL/w2G/+w72+4GbUClUpHXfZqmyVlYq7Yhmvaogl1hGBYOfKRpilarhSRJCk1ZnKdUKqFerxfOlNrUm1LTNJmuOdkXTdOQJAnCMJQpno7jyMwwy7JQrVYRBMGt9u/7PqrVKk5OTuS+llFVFaqqIgzDmcdEkMu27dzHgZvA3XQm13Sm1zxv3rzB9fV15kZERERERA/P/+efXeBf9i+23Q3aAEVRZKJGmqZIkmTmOndRmziOYZomdF2/9TUuPS6PJtglgi3LpiO6rgtd16HrOs7Pz3FxcfsPyUajkZvdZRgGwjCU99/V/OE0TeH7vgy4nZ2dwbZt6Loug2JxHMNxHHnct83s6nQ6sCwLiqJA07TCHyyLovCXl5cAbgJeR0dHudu0LEtObxRTQotoNps4PDyUt+fPnxd6HhEREREREd29Wq229Jp5so2iKDg5OUGv18PFxQVqtRpL3JD0aIJdIsi1LMPI8zwMBgMMh0N0u10cHx/fOgIsptw1m82ZPjUaDbx48QK2bcvMpk0TUwlFIEnUCRuNRjKDTUxdHAwGsi7WuoIgQKVSkf+uVqu5NcvyxHE89xyIqY6j0UgG7KZfT8dx5L5WmcLYaDRwdXUlb69evSr0PCIiIiIiIrpbjuPAcZyF16l5bSYXYwM2N5OKHr5HE+wCsisPFiGCUas8Z55Go4F2uy1XHhROT08xGo1k9Nk0zVvva5Jt23K1SeAm22myTplt2zg/P9/oPn3fR5IkME0TpmnKWmHLap+JNqJAv8iwa7fbM20ty4KmaTPbFIGyKIoQRdFMius8T548wdOnTzM3IiIiIiIi2q51A11hGMrrRRHkKnp9SI/fo1qN0fd9uSqhKGAnajzlDXox/W8TASiRQjldSF5kMkVRhDAMNxJYE2zbRqPRyBxbpVKRReAVRZm7dOu60jRFv9+Xq18IpmnC9/25xydWpvQ8T2ZwTRIfVPV6HYqiyDpgeX13HAe2bbMwPRERERER0QPWbrfR6XQydZu73S40TUO5XMZgMECn08ltU6lU5NTFJEk2UqKIHo+D8Xj8qNZrTdMUtVpNRngVRcHZ2Rk0TYOu6wBuCrknSYI0TeE4Dk5PT+Xzy+UykiRBqVSS93meB9u2M/sZj8fQdV1uW+z76Ogos/ypaZpye77vy8wkx3FkQEfTNDQajbmF1vPaAjfBrsmVJg3DQLfbRRAEsn7Xqtluy85DHMd4/fr1TFAvDEOYpgkxnHRdR5qmUFVVZrstOsY0TdFsNmWWl6qqmXNrmiZc15XBL9M00e12oSiKLEo4HA4LH9/19TUODw/xUz/783j3yecLP4/oITt67wAjLtFNe4LjnfYNxzztk19L/nsc/o4DvP38f7ztruydTz/+Bgaf/OK2u7GXrq+vH+0MJXF9fnV1tbFjfHTBLqIixJvpS5Uv47PvPKoER6K5vvD+M3z3e6+33Q2ie8HxTvuGY572Dcf8dnzwxffxrW/ezcJrtBiDXavhVT7tte9cfPvRfmAQTXvMfyCJpnG8077hmKd98u1vfxu/8Ru/MXfWCBERg117pNVqodfrQVVVuK57JytDPjQfHX+VmV20N/gLKO0TjnfaNxzztE9+5Zf/Kd595100/+b/fttdITDbi3bTo7vKn67ZpaqqXK1wso5UHMdQFAWe52WKoJfLZXieV+hXAl3XEUURRqORrJ0VRRFqtZqs2RWGoSwYb1lWptaVKFg/Xaw9T17bdrsttze57Xk1u0Rh+GazCcdx0Ov15u6vyHlotVpwXRd5M2FXrdll2zY+/PDDTP00x3EQx3Gmn1EUwXVd9Hq9lV6reT746Gus2UV74+i9A3yO9VxoT3C8077hmKd98q8//Tre+Qzwo3/op7fdFcJNHa9Nc10XURQhjuO5i67NayNiAuJ6dJOLxNHD8aiCXXEcQ9d1eJ4ng0JRFGUymCaDI6L9YDBYO8vJMAy4rpv7BhIrEF5eXkJRFJimiTAMYRgGbNtGmqZyidRF8tqKINBwOESapnIVypOTE9RqNblPx3HQbrdRr9dRr9fRarUywbDbOD8/h2EYcvvTJs91mqY4Pj5GkiS5bUXB+clgV7/fnzk/ohA+ERERERERPT5hGOLZs2fo9XqIogi6rmcSTJa1OT4+zix2RvvpM9vuwCY5jiODOoKmaZk3xSRVVVGpVGQW2Dpc10Wn00GapjOPdTodGIYh92/btgyKdbvdmRUN58lrm6apXJVRBLV6vR7iOEalUpH7NE1TZpkBN8esadrCrK4iRBDRtu1CmWkiq0xkuU07OTnJLCUbxzFUVYVhGAiCQN5/fn7OuflERERERESPVKVSkdf0mqbJmVlF2oRhiFKphCRJ0Gq1CiWX0OP0qIJdYRjCcZxCbdM0RavVQpIktwqelEol1Ov1wplSm3qzaZo2E6kulUrQNA1JkiAMQ5nO6TiOzAyzLAvVajUTQFqH7/uoVqsySFXkuFRVhaqqmaCWoChK5rEgCGCaJkzTlIG5NE1lKuqq3rx5g+vr68yNiIiIiIiIdouiKDJ5I01TJEkyc+07r00cx3KGkKIo0HX9nntPu+LRBLtEsGVZIMR1Xei6Dl3XcX5+jouLi1vvu9Fo5GZ3GYaBMAzl/UUyoNaRpil835cBt7OzM9i2DV3XZVAsjmM4jiOP+7aZXZ1OB5ZlQVEUaJpWOHiWF5UXLMuS56jX6+Hk5ASGYaDT6QCAnAK6jmazicPDQ3l7/vz5WtshIiIiIqLt+p/84f8MlT/yn227G3QParXa0uvoyTZpmsIwDDnjq1Kp5CZb0OP3aIJdIsi1LMPI8zwMBgMMh0N0u10cHx/fOstJURTU63U0m82ZPjUaDbx48QK2bcvMpk0TUwlFIEnUCRuNRjKDTUxdHAwG6Ha7aweNgJusq0qlIv9drVYLF/0T0xPzVKtV+UGUJInM9iqVSrJGmW3ba/W50Wjg6upK3l69erXWdoiIiIiIaLuO/of/I7z//H+87W7QHXMcB47jLLx2nW4jrh8FRVFyy+jQ4/dogl1AduXBIkQwahOrMzQaDbTbbbnyoHB6eorRaCQjzZsurm7btlxtErjJfpqsU2bbNs7Pzze6T9/3kSRJZpphHMdLa5+JNqJAv8iwa7fbACCnYAZBkPlAE3W7bpPZ9eTJEzx9+jRzIyIiIiKih2f0b//f+N6rf7XtbtAdWifQBfxwdpUgrj9p/zyq1Rh935erEopidXEcI03T3JUYxPS/TQSgFEXBycnJTCF5kckURRHCMNzosqe2baPRaGSOrVKpyCLwiqLMXaZ1XWmaot/vYzQaZe43TRO+7889PrEyped5slh9HsMw0Gw2M+fRtm24rnsnWXFERERERPSw/PJ//ffwzmeAP/jnvr7trtAdaLfb6HQ6maBVt9uFpmkol8sYDAbodDpz23ieJ2t1ietP2j8H4/F4vO1ObFKapqjVajLLSFEUueyoGPBidYY0TeE4Dk5PT+Xzy+UykiTJpD56njczfW48HkPX9cySpmma4ujoCJqmyRUQTdOU2/N9XwZsHMeRhd01TUOj0ZhbKD+vLXATBJp84xqGgW63iyAIZP2uVbPdlp2HOI7x+vXrmaBeGIYwTRNiOOm6LovJi2y3RccoBEEA27YxPSwPDg7g+35mpc15fSyy4MD19TUODw/xUz/783j3yeeXtid6DI7eO8Do+4/qI59oLo532jcc87RP/vHf/TqDXTvk04+/gcEnv7jtbjx619fXj3aGkrg+v7q62tgxPrpgF1ER4s30pcqX8dl3HlWCI9FcX3j/Gb77vdfb7gbRveB4p33DMU/75Fd++Z/i3Xfehfp7f/+2u0IAPvji+/jWN+9mMTb6IQa7VsOrfNpr37n49qP9wCCa9pj/QBJN43infcMxT/vkK1/5Ct6+fYtPmE1ERHM8qgL1RERERERERES035jZ9YC0Wi30ej2oqsqC7Rvy0fFXOY2R9ganuNA+4XinfcMxT/vkanQF5fAp9B//iW13ZW/dxdRF13URRRHiOJ670Fpem8na2QCgqurcBdFof+zcVf50gXlVVeF5niwwL4qex3EMRVHgeV7mTVAulwsXKdd1HVEUYTQayULvURShVqvJAvNhGMrVDS3LyhRmF6srFnkj5bVtt9tye5PbnldgXqxi2Gw24TgOer3e3P0VOQ+tVguu684Ug588D3Eco1QqZfpXpPj8OgXqF+3TNM3cVSAn9zUcDudue54PPvoaC9TT3jh67wCfY/Fi2hMc77RvOOZpn/wouCjDtn368Tc2ur0wDPHs2TP0ej1EUQRd1zPX6YvaAMgsEkcE7FiwK45j6LoOz/NkUCiKokwG02QAR7QfDAZrZzkZhgHXdXNXLEzTFLZt4/LyEoqiwDRNhGEIwzBg2zbSNEUcx0v3kdc2jmP0ej0Mh0OkaQpd11Eul3FycoJarSb36TgO2u026vU66vU6Wq1WJhh2G+fn5zAMQ25/8riPj4/R7XZlpLzT6WSeO/k6iPZJkmS2U6TNKvsslUoIgiATMIvjGGma3vpcEBERERHRw/BryX+Pz/6OA+Dz//G2u0IbUqlUUKlUANwErkSCi8jWWtSGM54oz07V7HIcRwZ1BE3TMtHcSaqqolKpyCywdbiui06nkxsw6XQ6MAxD7t+2bRkU63a7mSyvRfLapmmKRqMBADKo1ev1EMcxKpWK3KdpmpkItaqq0DRtYVZXESKIaNv2TGZav98HAJkxpyhKboBKEBlnIgNunTZF9mlZ1kxQ0vd9OI4z/0CJiIiIiOhR+Wf/t2/gn3zz/7DtbtAGKYoir4HTNEWSJJlA17I2cRzDNE3ouo4gCO6z67SjdirYFYZh4cBFmqZotVpIkqTQlMV5SqUS6vV64UypIplcRWiaNvPmLZVK0DQNSZIgDEM5D9lxHJkZZlkWqtXqrd/Avu+jWq3i5ORE7ksQASfbthGGYaHtqaoKVVUXtl/Upsg+TdOcyeSazvSa582bN7i+vs7ciIiIiIiIaLfUarWlpYIm2yiKgpOTE/R6PVxcXKBWq3H2D+1OsEsEW5alILquC13Xoes6zs/PcXFxcet9NxqN3OwuwzAQhqG8/66K3KVpCt/3ZcDt7OwMtm1D13UZFIvjGI7jyOO+bWZXp9OBZVlQFAWaps0Ezy4vLwHcBJ+Ojo4KBddEGum6bYrs07IsOb1RTCktotls4vDwUN6eP39e6HlERERERER0PxzHgeM4C6/z8tpM1rkGNpekQg/XzgS7RJBr2aD0PA+DwQDD4RDdbhfHx8e3znISU+aazeZMnxqNBl68eAHbtmVm0qaJqYQiECTqhI1GI5nBJqYuDgYDWddqXUEQyLnOAFCtVmemB4pph6PRSAbflr02ReZLL2pTZJ+O48i+rjKFsdFo4OrqSt5evXpV6HlERERERER099YNdIVhKEsbievH6VlUtH92JtgFZFceLEIEo1Z5zjyNRgPtdluuHCicnp5iNBrJrC7TNG+9r0m2bcvVJoGbN+pknTLbtnF+fr7Rffq+jyRJYJomTNOUtcLm1T6zLAuapi2sjSaev+iDabKNyFzTdR3tdrvwPkWgLIoiRFFU+EPsyZMnePr0aeZGRERERERE29dut9HpdGDbNsrlMsrlsrwWLJfLSNN0bptKpYJmswnTNGHb9kZmf9HDt1OrMfq+L1clFMXJRY2mvKCGmP63iQCUmOc7XUheZCJFUYQwDDcSWBNs20aj0ZhZYUIUcVcUBb7v3yqLa1qapuj3+3KJVsE0Tfi+D9/3ZWS8Xq9DURRZ02teP8SqlZ7nzV1MYLrN9JTQVfbpOA5s22ZheiIiIiKiPfS7/6fH+J2f23YvaJOmF6qbNBwOl7a5q5JD9HDtVLBLVVVcXl6iVqvJoJOiKDg7O5Ntms2mzExK0xSO4+D09DSznVqtlik473kebNvOtBmPxzP79zwPR0dHmeCT4zhIkgSlUilTJ8txHBmQ0XUdjUZjbqH0vLbAzXTCyWLshmGg2+3i7OwMuq7L+4qu+jgt7zzEcZz7AeG6rgx4VSoV9Ho9vHjxAsDN63JxcZEJZLmuK18HALnHX6SNUGSfQr1eR7fbXbhCZFG/+p1fwGff2am3AdGd+a33n+G733u97W4Q3QuOd9o3HPO0Tw4A/K73n+HTj7+x7a7srQ+++P62u0C00ME4L+pD9MhdX1/j8PAQV1dXnNJIe+P6+prjnfYGxzvtG4552iej0QjX19f43b/7d2+7K0T35jF/zt/F9TlTWoiIiIiIiOjB+ON//I/j7du3+OSTT7bdFSLaUQx2PRCtVgu9Xg+qqsJ13TtZFXIffXT8VU5jpL3xBU5xoT3C8U77hmOe9smv/PIv4d133oX+4z+x7a7srQ+++D6+9c3N1slyXRdRFCGO47m1q/PapGmaKUekqipreNFuBbvSNEWtVpOrLqiqKlcq1HUdaZpCVVXEcQxFUeB5XuYNUC6X4Xne3LpQk3RdRxRFGI1Gsi5UFEWo1WoYDAYAboqmi2LxlmVlameJYvVF3kR5bdvtttze5LaDIJB1tiZXpxRF3ZvNJhzHydQPm1bkPLRaLbium1u7TJyHOI5RKpUy/Zt8HebV4irSZpJt2/jwww8ztdccx0Ecx5njjKIIruui1+ut9Fov8sFHX8O7Tz5/q20QPRRH7x3gc9/nzHXaDxzvtG845mmf/OtPv453PgP86B/66W13ZW9tul5aGIZ49uwZer0eoiiCruuZa/VFbQBA0zR5HU8EAJ/ZdgeEOI7x4sULmKaJ4XCI4XAIz/MyGUye56HX62E4HKLb7cK2bcRxvPY+DcPIFHCfJFYPvLi4wHA4lKsxApCrCoqg3CJ5bUUQZzgcYjAYIAgCtNttGewbDAZyxYl2uw3gpih7u91GEAQzxfbXcX5+DsMw5PYnj/v4+Bie52E0GmEwGKBcLmfaiNdhMBjg4uICzWZzZjtF2gimac4E7/r9Pvr9fua+MAw3svImERERERER7Y5KpSIXINM0TSa5rNqGSNiZYJfjODNLiWqalrsaH3CT9VWpVAoFnOZxXRedTgdpms481ul0YBiG3L9t2zLLqtvtFl4hMa9tmqZyRUZFUWSmVhzHqFQqcp+maWai06qqQtO0hVldRURRBFVVYdv2TGaaCDCJjDlFURaueigyzkQG3DptTk5OMqtSxnEMVVVhGAaCIJD3n5+f3zqTi4iIiIiIiHaLoijyOjhNUyRJIqclFmkTxzFM04Su65lrSNpfOxPsCsMQjuMUapumKVqtFpIkuVXwo1QqoV6vz83umrapqLGmaTNv3FKpBE3TkCQJwjCUc5Adx0GapojjGJZloVqt3vrN6/s+qtWqDDJNHpcIctm2nQlALaKqKlRVXdh+URtFUTKPBUEA0zQzGV9pmsqpket48+YNrq+vMzciIiIiInp4/ge/9z/F7/5P/sC2u0F3pFarLS0XNNlGURScnJyg1+vh4uICtVptbiIG7Y+dCHaJYMuyQIbrutB1Hbqu4/z8HBcXF7fed6PRyM3uMgwDYRjK+++qwF2apvB9Xwbczs7OYNs2dF2XQbE4juE4jjzu22Z2dTodWJYFRVGgadpM8Ozy8hLATcDr6OioUHCtSArpojaWZclz3Ov1cHJyAsMw0Ol0ANwEQ/MKFBbVbDZxeHgob8+fP197W0REREREtD3l//Sr+E/+Z1/ddjfoDjiOA8dxFl775bWZrHUNbC5RhR6unQh2iSDXsgHpeZ6sZ9XtdnF8fHzrLCcxTa/ZbM70qdFo4MWLF7BtW2YmbZqYSigCQbZt4/LyEqPRSGawiamLg8EA3W73VkGfIAhQqVTkv6vVqvxgEMS0w9FoJINvy14bMfVw3TbValVmdiVJIrO9SqWSrHF2m1pljUYDV1dX8vbq1au1t0VERERERESbtW6gKwxDWd5IXLdOz6Si/bMTwS4gu/JgESIYtcpz5mk0Gmi323LlQOH09BSj0UhmHG26OLooXi/eiGEYZuqU2baN8/Pzje7T930kSZKZJhjH8dzaZ5ZlQdO0hbXRxPMXfShNthGZa7quy6L1YgpnEASZ7Yi6XbfN7Hry5AmePn2auRERERER0cPzT/7ef45/+PP/+ba7QRvUbrfR6XRg2zbK5TLK5bK8Bi2Xy0jTdG6bSqWCZrMJ0zTlInNE72y7A4Lv+9B1HeVyWRZEj+MYaZrmRmXF9L9NBKDEHN/pQvIiE0msxLiJwJpg2zYajUbm2CqViizirigKfN+/VYBnWpqm6Pf7cnlWwTRN+L4P3/dlVLxer0NRFFnTa14/xKqVnufNXUxgus28KaGGYaDZbGZeB9u24brunWTVERERERHRwzMejzEej7fdDdqg6cXqJg2Hw6Vt7qrsED1cB+Md+pRI0xS1Wk1GcBVFwdnZGTRNg67rAG4KuSdJgjRN4TgOTk9P5fPL5TKSJEGpVJL3eZ43M/1tPB5D13W5bbHvo6MjaJomV0A0TVNuz/d9GXBxHEcGgTRNQ6PRmFsoP68tcBPEmQwOGYaBbreLIAhk/a5Vs92WnYc4jvH69euZoF4YhjBNE+PxGGmaotlsyowrVVUz50nXdVkoXmTCTR9/kTZ5giCAbdszf7gODg7g+37mg23eMRZdsOD6+hqHh4f4qZ/9ebz75POFnkP00B29d4DR93fmI5/oTnG8077hmKd98o//7tfxzmeAP/jnvr7truytTz/+Bgaf/OK2u7FXrq+vH+0MJXF9fnV1tbFj3KlgF9F9EW+mL1W+jM++szMJjkR36gvvP8N3v/d6290guhcc77RvOOZpn/zKL/9TvPvOu1B/7+/fdlf21gdffB/f+iazqe4Tg12r4VU+7bXvXHz70X5gEE17zH8giaZxvNO+4ZinffKVr3wFb9++xSfMLCKiORjs2iOtVgu9Xg+qqrIO1n/w0fFXmdlFe4O/+tM+4XinfcMxT/vkV1+9wu/8/HvQf/wnlra9iwwk13URRRHiOJ5bZ7ndbsuSNJ7nyTau6yKOY8RxXKjUCxGt59Fd5U/X/VJVVa54OFlLKo5jKIqS+eABbmpBFa39pOs6oijCaDSS9beiKEKtVpN1v8IwlEXnLcvK1MsSRe+XFdNrt9vyeZPbODg4yASsJj9oW62WXMlR1NwSxeGbzSYcx0Gv15u7zyLnodVqwXXd3OKQ69TtEucujmOUSqXMsZqmmVtcf3JfonDhKj746Gus2UV74+i9A3yO9VxoT3C8077hmKd98qMoXqfu04+/sdF9h2GIZ8+eodfrIYoi6LqeuR4Ebq5JPc/DcDhEmqbQdR3D4RBxHMvrLFEzmlWFiO7Gowp2xXEMXdfheZ4MIEVRlAkITQZwRPvBYLB2lpNhGHBdN7eQvFiF8PLyEoqiwDRNhGEIwzBg2zbSNEUcx0uPqdfrZT4oJ1eszAvwtFotDIdDGXAT6vU6Wq1Wpgj+bZyfn8MwDLTb7dxVMSbPdZqmOD4+RpIkuW3F491uF4ZhIE1TdDqdTJtSqYQgCDIBM7FiJxERERER0V2rVCqoVCoAAE3TZCKFWNALADqdjrxmURQFqqoiiiJomiavhcIwzDyHiDbrM9vuwCY5jjOzHKnIaMqjqioqlYrMAluH67rodDq5AZdOpwPDMOT+bduWQbFutzuzKmKeNE3lCo6KoizNyBKrKc5bxVFVVWiatnAbRYggom3bhZZ5FVllIsttWr/fBwCZmaYoykxQzLKsmePyfR+O46x5FERERERE9ND8v/7Lv4n/+v/yN7eyb0VR5PVdmqZIkmQmaDUcDvHs2TP5bxEQE3RdL3wdRUTreVTBrjAMCwc+0jRFq9VCkiS3middKpVQr9cLZ0oty+SapmnazIdnqVSS/y8yvcT++/2+rMlVLpdhmiYAyCwyy7JQrVYRBMFK/Zjm+z6q1SpOTk4QhmGh41JVFaqqIgzDmcdEkMu27dzHgZupjNOZXNOZXvO8efMG19fXmRsRERERET08v/Ub/w5vfn373+drtdpaAavBYIBeryev1Yho8x5NsEsEW5ZNR3RdF7quQ9d1nJ+f4+Li4tb7bjQaudldhmEgDEN5/20j92mawvd9GdgS2VLD4RBhGCIIAsRxjCiK4DgOhsMhFEWRRRAdx5HHfdvMLpGaqygKNE0rHDyb/lVj0uXlJYCbgNfR0VHuNi3LktMbxZTQIprNJg4PD+Xt+fPnhZ5HREREREQ0zXEcOI6Tez1SLpcz5WZEvehJ4nnzfugnott5NMEuEeRalmHkeR4GgwGGwyG63S6Oj49vneUkptw1m82ZPjUaDbx48QK2bcvMpnWJVFexjdFoJP/fMAxZkN4wDHl/tVqV88F7vR4Gg4Gsi7WuIAjkPHWxj3nTJqfFcTz3HIjg3Wg0wtnZGWzbnnk9HceR+1plCmOj0cDV1ZW8vXr1qtDziIiIiIiIJi0KdAE/THoAfjjDxjAMBEEgS+iI+29zfUhE8z2aYBdw86FSNOgC/DAYtcpz5mk0Gmi323LlQeH09BSj0Uhmda2bqmrbtlxVcpHpD8t59cpuw/d9JEkC0zRhmiZ6vZ7MKFtEtBEF+kWGXbvdnmlrWRY0TZvZpji+KIpkkccinjx5gqdPn2ZuREREREREq2i32+h0OrBtG+VyGeVyWV6zlMtluSK9mFE0WbdZ1CA2TRO6rmcSGYhosx7Vaoy+78+sVihqPOUFRcS0wE3MlVYUBScnJzNF50W0PooihGG4VmDNtm00Go3MMYgpi6enp/Lfvu/DMAw4jiP3u+kC7mmaot/vYzQaZe43TRO+7889PrEyped5MoNrUhiGiKII9XodiqLIOmB5v5Y4jgPbtlmYnoiIiIhoD/3I+8/xZEtXstMLok2anLo4r90mEi2IaLlHldmlqiouLy/R6/VklN227UybZrMpI+m6rsM0TRkwEmq1mnx+uVxGEAQ4ODjI3PJ4njcz51rUyXJdN1MnSwRs4jiGrutzp1IGQYAgCHB8fIyjoyMcHR3Btm1YloXhcIhyuSy3LwJD3W5X/tKgqurcD+Nl8s5Du93O3Z7rujMZWq7rynN9fHyMRqMxc66FSqWC169f48WLFzg6OoLruri4uMjNTKvX67c6LiIiIiIieri+9L/8X+PH//hf2HY3iGiHHYzH4/G2O0F0366vr3F4eIgvVb6Mz77zqBIcieb6wvvP8N3vvd52N4juBcc77RuOedo3Rcf8B198H9/65u0WCiPaBdfX14+2HI+4Pr+6utrYMfIqn/bady6+/Wg/MIimPeY/kETTON5p33DM0z75C3/hL+C3fuu38F/9g/9y210hoh3FYNceabVa6PV6smAiiyECHx1/lZldtDf4qz/tE4532jcc87RPfuWX/ynefedd6D/+E4Wfwwwvov3y6K7y0zRFrVaTK2KoqipXMdR1Xa6OEccxFEWB53mZIujlchme58GyrKX70nUdURRhNBrJ2lJRFKFWq2EwGAC4Kbzuui7SNIVlWZkC9qJg/XSx9mntdls+b3IbBwcHmYCVKFAP3AS2zs/PAQBnZ2fQNE0Whm82m3AcJ1NDbFqR89BqteC6LvJmwk6ea7FCZaPRmLs927bx4YcfZmp6iUL7k/2MokjWP1vltZrng4++hneffH7t5xM9JEfvHeBz3+fMddoPHO+0bzjmaZ/860+/jnc+A/zoH/rpws/59ONvbLwfrusiiiLEcZy5FpvUbrdlUfrJa0/XdRHHMeI4XnidRETreVTBLlHs3fM8GUCKoigTEJoMjoj2g8Fg7SwnwzDgum7uqhpiBcLLy0soigLTNBGGIQzDgG3bSNMUcRwvPaZer4fhcIg0TWdWm5xc8UNotVoYDocy4CbU63W0Wi0EQQDXddc63knn5+cwDGNu0frJc52mKY6Pj5EkSW5b0zTR7XYzwa5+vz9zfsIw3MjqmUREREREROsKwxDPnj1Dr9dDFEXQdT2TBAHcXAN5npe5lhsOh4jjWP5wn6Ypjo6OchMIiGh9j2o1RsdxZpZ4FRlNeVRVRaVSkVlg63BdF51OB2mazjzW6XRgGIbcv23bMijW7XYzWV7zpGmKRqMBAFAUZWlGVpqmaDabc5e0VVUVmqYt3EYRIoho2/bSzDQAMqtMZLlNOzk5yaxkGccxVFWFYRiZlSrPz8/5qwcREREREW1VpVKR152apsnZQ5M6nY68dlEUBaqqyuso8dwwDKFp2v12nmgPPKpgVxiGcBynUNs0TdFqtZAkya2CJ6VSCfV6vXCm1LJMrmmaps18+JVKJfn/ItNL7L/f78uaXOVyWWZBiSwyy7JQrVYzAaR1+L6ParUqg1RFjktVVaiqmglqCeLDXzwWBAFM04RpmjIwl6apnBq5qjdv3uD6+jpzIyIiIiKih+d3/MgRPv/0aKt9UBRFJjWkaYokSWau24bDIZ49eyb/PR0Q03W9cPIAEa3m0QS7xIfGskCI67rQdR26ruP8/BwXFxe33nej0cjN7jIMA2EYyvtv+yGWpil835eBLZEtNRwOEYYhgiBAHMeIogiO42A4HEJRFDkf3HEcedy3zewSv1IoigJN0woHz/J+8RAsy5LnqNfr4eTkBIZhoNPpAICcArqOZrOJw8NDeXv+/Pla2yEiIiIiou2q/K/+t/hfnPzvtt0NqVarrXWtNxgM0Ov1WKaF6A48mmCXCHItyzDyPA+DwQDD4RDdbhfHx8e3znJSFAX1eh3NZnOmT41GAy9evIBt2zKzaV0i6i+2MRqN5P8bhiEL0huGIe+vVqsyNbbX62EwGKDb7a4dNAJusq4qlYr8d7VanTttcpqYnphH9BUAkiSR2V6lUknWLrNte60+NxoNXF1dydurV6/W2g4REREREZHgOA4cx8m9viqXy5kay2KRtEnieXmzX4hofY8m2AXcfFAUDboAPwxGrfKceRqNBtrttlx5UDg9PcVoNJKR/nWj9rZty1UlF5kOJM2rV3Ybvu8jSZLMNEORUbaIaCMK9IsMu3a7DeBmymaSJAiCIPPHQtTtuk1m15MnT/D06dPMjYiIiIiIHp5//vH/GYP/+/9p291YGOgCfjjTB/hhWRlxbSOuncT9t0mKIKJZj2o1Rt/3Z1YrjOMYaZrmBonEtMBNpI0qioKTk5OZovPigyuKIoRhuFZgzbZtNBqNzDGIKYti9cIgCORyt47jyP36vl+4jlkRaZqi3+9jNBpl7jdNE77vzz0+sTKl53ly+mUewzDQbDYz59G2bbiuyz8ARERERESE5NN/iXc+A2zz6qDdbqPT6WQysrrdLjRNQ7lcxmAwkLWUdV1HqVSS10qWZclrtjiOM7N3iGgzDsaPbI3TNE1Rq9VkpFxRFJydnUHTNOi6DuCmwHuSJEjTFI7jyIARcJNqmiRJpgi853kz0+fG4zF0XZfbFvs+OjqCpmkYDAYAboJAYnu+78sPMcdxZGF3TdPQaDRyC+UHQQDbtjMZWoZhoNvtym2IVRpFgC+KItRqNaRpCsuyCq36OG3eeYjjGK9fv57ZZhiGME1TLpmr67osJi+y3eYdY97xTg/Lg4MD+L6fWWlzXh+LLDhwfX2Nw8ND/NTP/jzeffL5pe2JHoOj9w4w+v6j+sgnmovjnfYNxzztk3/8d7+Odz4D/ME/9/XCz/n0429g8Mkv3lmfiO7a9fX1o52hJK7Pr66uNnaMjy7YRVSEeDN9qfJlfPadR5XgSDTXF95/hu9+7/W2u0F0Lzjead9wzNM++ZVf/qd49513of7e31/4OR988X1865tc9ZAeLga7VsOrfNpr37n49qP9wCCa9pj/QBJN43infcMxT/vkK1/5Ct6+fYtPmKlFRHM8qgL1j12r1YJpmnJ+NxERERER0b75Hb/jd+DJkyfb7gYR7bCdy+yarrmlqqpchXCyDpRYttXzvMzqF+VyuXDdJl3XEUURRqORrIkl6l2JmlthGMJ13dz6V6Lg/Lxi60K73ZbPm9zGwcFBphChKDAP3AS2zs/PAUDWBROF3ZvNJhzHQa/Xm7vPIueh1WrBdd2Z+liT5yGOY5RKpUy/i9TjWqdm16J9mqaZWxh/cl+Ty/oW9dHxVzmNkfYGp7jQPuF4p33DMU/75gvvP4P+4z+R+9hdTFl0XRdRFCGO48x126R2uy2L0E9epxZ5LhFt1k5d5cdxDF3X4XmeDCBFUZQJCE0GcER7sdLFOgzDgOu6uasIihUELy8voSgKTNNEGIYwDAO2bctlYpcdU6/Xw3A4RJqmM6tF5gVoWq0WhsOhDLgJ9XodrVYLQRDAdd21jnfS+fk5DMNAu93OFH5P0xTHx8fodrswDANpmqLT6WSeO/k6iPZJkmS2U6TNKvsslUoIgiATMBOrba7rg4++xgL1tDeO3jvA51i8mPYExzvtG4552jeLxvynH39jo/sKwxDPnj1Dr9dDFEXQdT2TMAHcXM94npe57hsOh4WeS0Sbt1PTGMWKgpPBEJHRlEdVVVQqFZkFtg7XddHpdHIDJp1OB4ZhyP3bti2DYt1ut9Aqh2maotFoAIBcNXFRRlaapmg2m7nBN+DmmDVNW7iNIkQQ0bbtmcy0fr8PAPIXB0VRcgNUgsg4Exlw67Qpsk/LsmbOi+/7cBxn/oESEREREdGj8q/+H/8A/+1/8w/ubX+VSkVem2iaJmcaTep0OvJHeUVRoKoqoigq9Fwi2rydCnaFYVg4cJGmKVqtFpIkKTRlcZ5SqYR6vV44U2rVDyZN06Bp2sw+BZHpJfbf7/ehqipc10W5XIZpmgAgs8gsy0K1WkUQBCv1Y5rv+6hWqzg5OUEYhpnjEgEn27YRhmGh7amqClVVF7Zf1KbIPk3TnMnkms70mufNmze4vr7O3IiIiIiI6OH5//6rCK9+ZbC84YYoiiITINI0RZIkM9d4w+EQz549k/+eLL2z7LlEtHk7E+wSwZZl0xFd14Wu69B1Hefn57i4uLj1vhuNRm52l2EYCMNQ3r+sNtcyaZrC930Z2BLZTiK9NQgCxHGMKIrgOA6GwyEURYHruojjGI7jyOO+bWaX+OVBURRomjYTPLu8vARwE3w6OjoqFFwr8ivFojZF9mlZlpzeKKaUFtFsNnF4eChvz58/L/Q8IiIiIiIioVarrX1deJvnEtFqdibYJYJcy4IlnudhMBhgOByi2+3i+Pj41llOYspcs9mc6VOj0cCLFy9g27bMTFqXmDIotjEajeT/G4YhC9IbhiHvr1arCMNQTl0cDAayrtW6giBApVKR/65WqzPTA0UgbjQa4ezsDLZtF6pPtuz8LGpTZJ+O48i+rjKFsdFo4OrqSt5evXpV6HlERERERETAzbWI4zi512LlcjlTj1lkdRV5LhFt3s4Eu4CbIM+8WlV5RDBqlefM02g00G635cqBwunpKUajkYzAi2mFq7JtW64quch0IOguChf6vo8kSWCaJkzTRK/XkxlleSzLgqZpC2ujiecv+vCebGPbtszQa7fbhfcpzk8URYiiqHAK8JMnT/D06dPMjYiIiIiIqIhlwSoxKwj4YQka0ZaBLqL7t1OrMfq+P7NaoajRlBfUENMC1w1ATVIUBScnJzNF50UmUhRFCMNwrcCabdtoNBqZYxBTFk9PT+W/xTK0juPI/W66AHuapuj3+xiNRpn7TdOE7/vwfR9hGCKKItTrdSiKImt6zftwFqtWep43Nzg33WY6fXeVfTqOA9u2WZieiIiIiIjuXLvdRqfTydQW7na70DQN5XIZg8FA1l3WdR2lUkleNy56LhHdnYPxeLxTaxSnaYparSYzehRFwdnZGTRNg67rAG4KvCdJgjRN4TiODBgBN+mjSZJkisB7ngfbtjP7GY/H0HVdblvs++joCJqmYTC4KXhomqbcnu/7MrPIcRwZkNE0DY1GI7dQehAEsG07EwQyDAPdblduQ6zSKAJ8URShVqshTVNYllVo1cdp885DHMd4/fr1zDbDMIRpmhiPx3JFSJFxpapq5jzpuo40TaGqqsyEmz7+Im0mLdunaZpwXVcGv0zTRLfbhaIoiOMYpmlm0oaXub6+xuHhIX7qZ38e7z75fOHnET1kR+8dYMRl6WlPcLzTvuGYp33yg9/6TSjvHeDX3j7JffzTj7+BwSe/eL+dIrpj19fXj3aGkrg+v7q62tgx7lywi+g+iDfTlypfxmff2akER6I784X3n+G733u97W4Q3QuOd9o3HPO0bxaN+Q+++D6+9U0WgqfHhcGu1fAqn/bady6+/Wg/MIimPeY/kETTON5p33DM0z75hV/4BXz/+9/Hz/zMz2y7K0S0o3aqQD0RERERERHRIr/wC7+Av/f3/t62u0FEO4yZXQ9Eq9VCr9eThQ+nV22k9Xx0/FVOY6S9wSkutE843mnfcMzTPvmVX/4lvPvOu9B//CdyH7+LaYyu6yKKIsRxLBcWm9Zut2Vhes/zZJsizyWizdqpq/zp4vSqqsLzPFmcXhQ8j+MYiqJkPkCAm6LsnufNLYI+Sdd1RFGE0Wgki8eLwvCiOH0YhnBdN7dQvFiZcXpVwWntdls+b3IbBwcHmYDV5Ideq9XC+fk5AMgi7WIFw2azCcdx0Ov15u6zyHlotVpwXRd5JdvEeYjjGKVSKdPvuyhOb9s2Pvzww8xCA2JFysnjjKIIruui1+ut9Fov8sFHX2OBetobR+8d4HMsXkx7guOd9g3HPO2Tf/3p1/HOZ4Af/UM/nfv4px9/Y6P7C8MQz549Q6/XQxRF0HU9cx0J3FzLep6H4XCINE2h6zqGw2Gh5xLR5u1MsCuOY+i6Ds/zZAApiqJMQGgyuCHai2Ve12EYBlzXldH3SWmawrZtXF5eQlEUmKaJMAxhGAZs20aapojjeOkx9Xq9zAdeuVyWqy7mrR7YarUwHA5lwE2o1+totVoIggCu6651vJPOz89hGAba7bbsjzju4+NjdLtdGIaBNE3R6XQyz518HUT7JEky2ynSRhArK04Gu/r9/sz5FStGEhERERER3ZdKpYJKpQIA0DRNJmCIleMBoNPpyOsfRVGgqiqiKCr0XCLavJ2p2eU4Dur1eiYYIjKa8qiqikqlIrPA1uG6LjqdDtI0nXms0+nAMAy5f9u2ZVCs2+1msrzmSdMUjUYDwM0H3rKMrDRN0Ww2c4NvwM0xa5q2cBtFiCCibdszmWn9fh8AZJaZoii5ASpBZJyJDLh12pycnCAMQ/nvOI6hqioMw0AQBPL+8/PzW2dyERERERERrUJRFHldmKYpkiSZCVYNh0M8e/ZM/ntyRtKy5xLR5u1MsCsMQziOU6htmqZotVpIkuRWwY9SqYR6vV44U2pZJtc0TdNmPshKpZL8f5HpJfbf7/dlTa5yuSyzmEQWmWVZqFarmQDQOnzfR7ValUGmyeMSQS7btjMBqEVUVYWqqgvbL2ojfvkQjwVBANM0YZqmDOylaSqnRq7jzZs3uL6+ztyIiIiIiOjh0f7EX8L/3PrfbGXftVptaSmbu3guEa1mJ4JdItiyLJDhui50XYeu6zg/P8fFxcWt991oNHKzuwzDQBiG8v7bfiilaQrf92VgS2Q7iXncQRAgjmNEUQTHcTAcDqEoClzXRRzHcBxHHvdtM7tEiq2iKNA0bSZ4dnl5CeAm4HV0dFQouCZ+uVi3jWVZ8hz3ej2cnJzAMAw5hVJMIV1Xs9nE4eGhvD1//nztbRERERER0fZ8/vA/wu9S/qN736/jOHAcJ/e6pFwuZ8rUiKyuIs8los3biWCXCHItC5Z4nofBYIDhcIhut4vj4+NbZzmJaXrNZnOmT41GAy9evIBt2zIzaV1iyqDYxmg0kv9vGIYsSG8Yhry/Wq0iDEM5dXEwGMhaWusKgkDOGRf7mJ42KQJxo9EIZ2dnsG27UH2yZednURtxrACQJInM9iqVSrL2mW3bRQ4xV6PRwNXVlby9evVq7W0REREREdH2/Hf/so9/8y/697rPZcEqkSwB/HBmjmjLQBfR/duJYBdw8+Ewr1ZVHhGMWuU58zQaDbTbbblyoHB6eorRaCQzjtYtjm7btlxVcpHpQNBdrNDh+z6SJMlMExQZZXksy4KmaQtro4nnL/rwnmxj27bM0Gu32wBupnwmSYIgCDLbEXW7bpvZ9eTJEzx9+jRzIyIiIiKih2f4//y/4pf/ybfubX/tdhudTge2baNcLqNcLsvro3K5LMutiJlIk/WeFz2XiO7OzqzG6Pv+zGqFcRwjTdPcIJGYFriJ1fkURcHJyclM0XmRiRRFEcIwXCuwZts2Go1G5hjElEWx+mAQBPB9H4ZhwHEcuV/f9wvXMSsiTVP0+32MRqPM/aZpwvd9+L6PMAwRRRHq9ToURZE1veYFmsSqlZ7nzQ3OTbeZNyXUMAw0m83M62DbNlzXvVVWHRERERER0bqmF1KbNDl1Ma/doucS0d05GI/H4213QkjTFLVaTUa6FUXB2dkZNE2DrusAbgq8J0mCNE3hOI4MGAE3UfUkSTJF4D3Pm5n+Nh6Poeu63LbY99HRETRNw2AwAHATBBLb831fBlwcx5FBIE3T0Gg0cgvlB0EA27YzQSDDMNDtduU2xCqN4gMwiiLUajWkaQrLsgqt+jht3nmI4xivX7+e2WYYhjBNE+PxWK4IKTKuVFXNnCdd1+UvFyITbvr4i7TJI87X9JA8ODiA7/uZPxLzjrHoggXX19c4PDzElypfxmff2ZmYL9Gd+sL7z/Dd773edjeI7gXHO+0bjnnaJ7/yy/8U777zLtTf+/tzH//gi+/jW99kIXh6XK6vrx/tDCVxfX51dbWxY9ypYBfRfbmLNxPRrnvMfyCJpnG8077hmKd98pWvfAVv377FJ598su2uEN2bx/w5fxfX5ztTs4uIiIiIiIiIiOi2OH9rz7RaLfR6PVlAcd9rYX10/FVOY6S9wSkutE843mnfcMzvhk1Pn0vTFGEY4uXLl7nlTVqtVqaucJIkODs7g2VZskSMKC+yiYW9dsXf/tt/G7/2a7+27W4Q0Q7bqat8Ua8qjmOUSqVMzarJOlBxHENRFHielymcXi6XV6rbNFkjLEkSqKo6s03g5o+I67oztaQ20a9FxwxAFsafV9Rd9O/8/BwAMvW1gB/WHRN1yESB+GazCcdx0Ov15m63yPksem6K1u5adD5M08wtsD+5r8kCkUV88NHX8O6Tz6/0HKKH6ui9A3zu+5y5TvuB4532Dcf8bvj0429sdHuu68o6wXlOT09lDWOxKJT4rn18fDxzbfBY/NiP/Riur6+33Q0i2mE7M40xTVMcHx/D8zyMRiMMBgOUy+VMG8/z0Ov1MBwO0e12Yds24jhea39xHOPFixcwTRPD4RCj0QhnZ2e5bc/Pz2EYhizaPm3dfi07ZrGC4aKlaVutFobDIQaDAQaDQeaPmQjiTarX62i327IY/G0VPTeDwQAXFxeZ4vfTioyBUqmEIAgy94lVO4mIiIiIHpNVVp8X1w7AzQ/mYmGvVqu19jXTrvrH//gfs14XES20M8Gufr8PADIjSlGUhUu0qqqKSqWyMBC0iOu6M8vAapo2k9UVRRFUVYVt2wuzq9bp17Jj7na7C1djFCsnzktJrtVqaDQauX3UNG1hVlcRq54bkVXmum5ucKrIGLAsa+Z4fd+H4zhrHgURERER0cMmrj3ED99xHKPf78uZJ2Jl+8fi537u5/D1r399290goh22M8EuEeCwbRthGC5sm6YpWq0WkiQpPGVxWhAEhQIkvu+jWq3i5OQEYRgu/FVk1X6tcsx5+v2+rL1VLpczv/qEYQhVVTM1udI0RRzHsCwL1Wp1JkNqVaucG0H0Ke94i5wP0zRnMrmCIFh6vt+8eYPr6+vMjYiIiIjoMfB9PzNrI01TGIYhf9yvVCprXW8QET1UOxPsAoDLy0sAN8GOo6OjmWCM67rQdR26ruP8/BwXFxdr7UcEZYoUZ+90OrAsC4qiQNO03ADRbfq17JgXieMYURTBcRwMh0MoigLXdQEAjuPMZIXFcQzHcWQ/b5vZVeTc5BH1zfIUOR+WZaHT6QC4CepNZ+PlaTabODw8lLfnz58X6isRERER0a7rdDo4OTmR/1ZVFaVSSf5bURSW/SCivbJTwS4xzU3Uz5qufeV5HgaDgayNdXx8vFZ2kghyTW5bBKtEsAi4yRiqVCry39VqNXfK4G36teyYlzEMQx5PtVpFGIYIggCaps0E88TUxcFggG63WyhINE/Rc5MnjuO5gcYi58NxHLmvolMYG40Grq6u5O3Vq1eF+kpEREREtMvSNEWaplAURd5nGEYmkyuKolt99yciemh2Ktg1ybIsaJo2t/aVqqpoNBprL6FrGEbmuYPBAI7jZAIrvu8jSRKYpgnTNNHr9WQ21Ty36deyY87b1yTxB+7ly5eI4xi6rsO2bURRtPF5+uucG+CH2WiGYcC2bRlkzCtaP+98iOOOoghRFBVaYebJkyd4+vRp5kZEREREtMts24bv+zOLS5XLZZmplfdDslghXnzX9jwvEwwjInrs3tl2B4QwDBFFEer1OhRFkTWg5v0CkabpSquTTPN9H7quo1wu5xbCT9MU/X4fo9Eoc79pmvB9f24wa5V+rXrM0wzDkAE6VVVlltPk8YRhCNd1MRgMCm2ziNucG7FKjMjgmrTK+XAcB7ZtszA9ERERET1a8xaBGg6H8v81Tcv8W7Asa+36xrvur/21v4Zf//Vf33Y3iGiH7UxmV6VSwevXr/HixQscHR3BdV1cXFxkfoFoNpswTVP+QmGaJk5PTzPbqdVqKJfL8hYEAQ4ODjI34CY76PLyEr1eT7YVBdcBoN1u5wbBXNedyUJat1/LjlkEdESWVt7UyG63C9u2US6XoarqwhUs15HX71XOjeu68twcHx+j0WjMnBuhyBgQ6vX6nRwvERERERHtNtM08Yf/8B/edjeIaIcdjMfj8bY7QXTfrq+vcXh4iC9VvozPvrMzCY5Ed+oL7z/Dd7/3etvdILoXHO+0bzjmd8MHX3wf3/pmfjYWbc6/+Bf/Ar/2a7+GDz/8cNtdIbo319fXj7Ycj7g+v7q62tgx8iqf9tp3Lr79aD8wiKY95j+QRNM43mnfcMzTPqnVanj79i0++eSTbXeFiHYUg117pNVqodfrQVVVuK47d0XEffLR8VeZ2UV7g7/60z7heKd9wzG/HZvO5ErTFGEY4uXLl/A8b+bxVquVqY+bJAnOzs5gGAaOjo7kwk2qqs6t90VEtA925io/iiLUajXEcYxSqQTLsuQHvK7rSNMUqqoijmO5ushk4fJyuQzP8woXYUzTFLVaDVEUIUkSqKo6s03g5g+K67rIm+15234tOmbgpmC77/sL/1C1Wi2cn58DAM7OzjIrE5qmiSRJZHF6URS+2WzCcRz0er252y1yPouemyRJAACNRmPu9mzbxocffpip5yWK70/2M4oiuK4ra62t8prn+eCjr+HdJ59f+/lED8nRewf43Pc5c532A8c77RuO+e349ONvbHR7rusijuO5q42fnp7K78ti8SfLspCmKTRN2+iiVERED9lOFKhP0xTHx8fwPA+j0QiDwQDlcjnTxvM89Ho9DIdDWZQ9juO19hfHMV68eAHTNDEcDjEajXB2dpbb9vz8HIZhzBRev22/lh2zWLUwiqK522i1WhgOhxgMBhgMBpk/iiKIN6ler6Pdbs8sXbyuoudmMBjg4uICzWZzblvTNGeCb/1+H/1+P3NfGIZrr8BJRERERLTLVlltXlwvEBHRrJ0IdomAhsiIUhRl4Sp7qqqiUqksDAQt4rou6vV6Zh+aps1kdUVRBFVVYdt2oTTgVfq17Ji73e7CP15pmqLZbGbSmCfVajU0Go3cPmqatjCrq4hVz43IKnNdF2mazjx+cnKCMAzlv+M4hqqqMAwjswrl+fn5o11CmYiIiIioCHG9MfljdxzHchX0vFXciYj2yU4Eu0TAx7btTMAjT5qmaLVaSJJk7aBHEARwHGdpO9/3Ua1WZSBmUcbWqv1a5Zjz9Pt9WXurXC5nfgEKwxCqqmZqcqVpijiOYVkWqtXqrf8ArnJuBNGnvONVFCXzWBAEME0zk/GVpqmcGrmqN2/e4Pr6OnMjIiIiInqIfN/PzNRQFAUnJyfo9Xq4uLhArVbL/YH5sfhLf+kvoVarbbsbRLTDdiLYBQCXl5cAboI/R0dHM8EY13Wh6zp0Xcf5+TkuLi7W2o8IyhQJmHQ6HViWBUVRoGlaboDoNv1adsyLxHGMKIrgOA6GwyEURYHrugBual1NZ4XFcQzHcWQ/b5vZVeTc5BH1zfJYliWzxHq9Hk5OTmAYBjqdDoCbIN509l1RzWYTh4eH8vb8+fO1tkNEREREtG2dTgcnJyeZ+8SMD0VRAGDtki8PwZ/+03+asz2IaKGdCXaJaW6iftZ07SvP8zAYDGRtrOPj47Wyk0SQa3LbIlglgkXATWZRpVKR/65Wq7lTBm/Tr2XHvIxhGPJ4qtUqwjBEEATQNG0mmCemLg4GA3S73bWDRkDxc5NHTE/MI44BuFlZRmR7lUolWah+3VpjjUYDV1dX8vbq1au1tkNEREREtE1itoMIagE3PwqLqY3iemJekfvH4Lvf/S6+973vbbsbRLTDdmY1xkmWZUHTNFkXapqqqmg0GvB9f62IvmEY8H1fZj8NBgO02+1MtpPv+0iSJDM9UGRTzfvDcZt+LTvmvH1NEn/sXr58iTiO5WqI4v83uTLLOudmso1hGJnAnuM4qNfr0DQNSZIgCIJMME7U7RKrU67jyZMnePLkyVrPJSIiIiK6D7ZtZ4JWYtZDuVzGYDCAoii5Px5XKhU5dTFJkrVnwTwUf+pP/Sm8ffsWn3zyyba7QkQ7aieCXeKXiHq9DkVRZA2oedlHaZqutFLJNN/3oes6yuVybiH8NE3R7/cxGo0y95umCd/35wZcVunXqsc8zTAMOI4j/9j5vi+DRpP7cF13o4Gu25wbsWKMyGibd1zNZjMzDdO2bbiuu1atLiIiIiKih2Led+ThcCj/X9O0zL8BLPx+TUS0j3ZiGmOlUsHr16/x4sULHB0dwXVdXFxcZFJzm82mXF1E13WYponT09PMdmq1GsrlsrwFQYCDg4PMDbjJirq8vESv15NtRcF1AGi327lBMNd10W63M/et269lx+w4jsx+mreiSrfbhW3bKJfLUFV14QqW68jr9yrnxnVdeW6Oj4/RaDRmzs20arUqs78EwzAQRVHuFMa8PhIRERERERHR/joYj8fjbXeC6L5dX1/j8PAQX6p8GZ99ZycSHInu3Bfef4bvfu/1trtBdC843mnfcMxvxwdffB/f+iYzqu7bV77yFU5jpL1zfX2Np0+fbrsbd0Jcn19dXW3sGHmVT3vtOxfffrQfGETTHvMfSKJpHO+0bzjmiYiIfojBrgek1Wqh1+tBVVXWsNqQj46/yswu2hv81Z/2Ccc77RuO+VnMunq8/syf+TP4zd/8zW13g4h22Mau8qMoQq1WQxzHKJVKsCxLFhkXKwOqqoo4jqEoCjzPy9RlKpfL8Dyv8CqGaZqiVqshiiIkSQJVVWe2CdwEiFzXRd5szdv2a9ExA5CrBy4qFtlqtXB+fg4AODs7y6xmaJomkiSRBeZF4clmswnHcTKrR04rcj4XnZuir2eSJACARqOR2VeRNqvs0zTN3ML4k/uaLtRZxAcffQ3vPvn8ys8jeoiO3jvA577Pmeu0Hzjead9wzM/69ONvbHR7aZoiDEO8fPky851/uo1YFVEsIgVkv/NPLypFq/uZn/kZXF9fb7sbRLTDNhLsStMUx8fH6Ha7MAwDaZqi0+lk2kwGXkTR9cFgsFZ2kni+53kykCSCXtPOz89hGMbcwurr9mvZMdu2jTRNEcfx3G20Wi0Mh8Pc1RLzjqder6PVaiEIAriuu7B/Rcw7N6u+nqJ9kiSZ7RRps8o+S6USgiDIBMziOEaaprc+F0REREREi7iuiziOMz9OTzs+Pp75ATuKIvR6Pfmdv1wu4+TkJLMYF63mBz/4AX7wgx9suxtEtMM2shpjv98HAJkRpSjKwl8rVFVFpVJBFEVr7c91XdTr9cw+NE2byeqKogiqqsK27UJL8a7Sr2XH3O125/7iA9wEd5rNpvy1Z1qtVkOj0cjto6ZpC7O6ilh0blZ9PUXGmeu6cwNPy9oU2adlWTPny/d9OI4z/0CJiIiIiDbA932Ypjn38TAMUSqVkCQJWq2W/NF7OqilKAoDXbf0Ez/xE/ijf/SPbrsbRLTDNhLsEgEK27YRhuHCtmmaotVqIUmSwlMWpwVBUCjA4fs+qtUqTk5OEIbhwiyrVfu1yjHn6ff7svZWuVzO/OEMwxCqqmayy0SWmGVZqFarCIJg5X1OWnRu1jk20d9F7Re1KbJP0zRnMrmmM73mefPmDa6vrzM3IiIiIqJNieMY/X5flkfRdR3AzXdgx3FQLpdRLpdxdna25Z4SET1+Gwl2AcDl5SWAm2DF0dHRTDDGdV3oug5d13F+fo6Li4u19iOCMkWmP3Y6HViWBUVRoGlaboDoNv1adsyLxHGMKIrgOA6GwyEURZFTEx3HmckKi+MYjuPIft42s2vZuVnn2ETts3XbFNmnZVlyemMYhjPZfPM0m00cHh7K2/Pnzws9j4iIiIioiDRNYRiGnIFSqVQQhqGc0dHr9eD7Pmq12ra7SkT06G0s2CWmqY1GI5ydncG27UxQw/M8DAYDDIdDdLtdHB8fr5WdJIJck9sWwarJOlZBEKBSqch/V6vV3CmDt+nXsmNexjAMeTzVahVhGCIIAmiaNhPME1MXB4OBrGu1riLnZp1ji+N4aRByUZsi+3QcR/Z1lSmMjUYDV1dX8vbq1atCzyMiIiIiKkJVVZRKJflvRVFkHdpKpQJVVWEYBkql0lozQ4iIqLiNBbsmWZYFTdPm1r5SVRWNRmNuvaplDMPIPHcwGMBxnExgxPd9JEkC0zRhmiZ6vZ7MpprnNv1adsx5+5ok5u2/fPlSFsq3bRtRFMkU6E1Z9dwUOTbx/EVBuMk2tm3LIGW73S68T3HeoihCFEULC4ROevLkCZ4+fZq5ERERERFtimEYmSCW+N6rqqqsTwv8sJwJERHdnY2sxhiGIaIoQr1eh6IosgbUvMBHmqZLCzwu4vs+dF1HuVyeu7Jfv9/HaDTK3G+aJnzfnxvMWqVfqx7zNMMwZIBOLEs8vQxxGIZwXTd3tcZ1FTk367yetm3D87y5xTan20wXxV9ln47jwLZtFqYnIiIionsjfogGbn7EFd9ny+UyBoMBFEWB53nyh2rxvdcwDBiGkbmfwa7b+cmf/Em8efNm290goh12MB6Px7fdiJiHLjJ0VFXNLLkrPtjF6iRpmsJxHJyensptlMtlJEmSSf31PA+2bWf2JbqbpilqtZr8g6MoChqNBizLQqvVwuvXr2fqXoVhCNM05TZu0y/DMBYes+M4MmCjaZrs26QoilCr1ZCmKSzLyu3vusGuef2O43jpuSnyeqZpClVVkSQJAMwcX5E2k5bt0zRNuK4rg1+maaLb7UJRFMRxDNM0MRwOC5+f6+trHB4e4qd+9ufx7pPPF34e0UN29N4BRt+/9Uc+0YPA8U77hmN+1qcffwODT35x292gO3J9fc3ZGrRXHvOYF9fnV1dXGzvGjQS7iB4a8Wb6UuXL+Ow7G0lwJNp5X3j/Gb77vdfb7gbRveB4p33DMT/rgy++j299s7u8IT1Ij/nCnyjPYx7zdxHs4lU+7bXvXHz70X5gEE17zH8giaZxvNO+4ZinffLH/tgfww9+8AP8w3/4D7fdFSLaUXdSoJ42r9VqwTTNmUL8RERERERE+yRNU1xdXW27G0S0wzaS2SVqT8VxjFKplKk/NVm7KY5jWbhxsvB4uVyG53lz6zlNm6zXlSQJVFWd2SZwEyByXRd5MzVv269Fxwzc1MDyfX+mEPt0/87PzwEgU58KuKlJlSSJrNcliro3m004joNerzd3u0XO56JzU/T13FS9Ltu28eGHH2ZqpYmg3uRxRlEE13XR6/VWHjPzfHT8VU5jpL3BKS60Tzjead9wzN+dTU+HTNMUYRji5cuXM3V0gZvv6ZMLaiVJgrOzM1iWBdd1Eccx4jhe+P2aiGjf3foqP01THB8fo9vtwjAMpGmKTqeTaTMZlIjjGLquYzAYrLUKiXi+53kykCSCXtPOz89hGAba7Xbuqo3r9mvZMdu2jTRNF2ZgtVotDIfD3OLzecdTr9fRarUQBAFc113YvyLmnZtVX0/RPkmSzHaKtBFEsfnJYFe/3585f6KI/iZ98NHXWKCe9sbRewf4HIsX057geKd9wzF/dz79+Bsb3Z4IWE3+0D3p9PRUfi8WK5pbloU4juUPvmma4ujoKPeHayIi2sA0xn6/DwAyI0pRlNyAhqCqKiqVilxFcVWu66Jer2f2oWnaTFZXFEVQVRW2bS/MrlqnX8uOudvt5v5KI4iVByd/sZlUq9XQaDRy+6hp2sKsriIWnZtVX0+Rcea6LtI0XavNyckJwjCU/47jGKqqwjAMBEEg7z8/P+evV0RERET0oPm+X/gHXNu25XWFqqrye3kYhnODZUREtIFglwiK2LadCVjkSdMUrVYLSZKsHbQIggCO4yxt5/s+qtWqDKQsyrJatV+rHHOefr8PVVXhui7K5XLmj10YhlBVNZNdJrLELMtCtVrNBIDWsejcrHNsor+L2i9qoyhK5rEgCGCaJkzTlIG9NE3l1Mh1vHnzBtfX15kbEREREdGuEj/CTwe1dF0v/IP+Y1WpVPBjP/Zj2+4GEe2wjRSov7y8BHATIDk6OpoJxriuC13Xoes6zs/PcXFxsdZ+RFCmSMCj0+nAsiwoigJN03IDRLfp17JjXiSOY0RRBMdxMBwOoSiKnJroOM5MVlgcx3AcR/bztpldy87NOscmap+t28ayLPkHu9fr4eTkBIZhyCmUYRjOZO+totls4vDwUN6eP3++9raIiIiIiO6a7/uwbXvm/sFggF6vt/HyHg/J3/pbfwt/42/8jW13g4h22EaCXWKa2mg0wtnZGWzbzgQ1PM/DYDDAcDhEt9vF8fHxWtlJIsg1uW0RrJqsYxUEASqVivx3tVrNnTJ4m34tO+ZlDMOQx1OtVhGGIYIggKZpM8E8MXVxMBjIWlrrKnJu1jk2MfVw3TbiHAA3RThFtlepVJKF6vP+2BfVaDRwdXUlb69evVp7W0REREREd63T6eDk5CT3MXE9sM4sEyKifbCRYNcky7Kgadrc2leqqqLRaMytV7WMYRiZ5w4GA7lyn+D7PpIkyUyFE9lU89ymX8uOOW9fkxRFAQC8fPlSFsq3bRtRFEHX9ZX7s8iq56bIsYnnLwrCTbaxbVsGKdvtNoCbgF6SJAiCILMdUbfrtpldT548wdOnTzM3IiIiIqJdJEp4iOsE4OZHa/GdXJQ5WbfEx0P35//8n8dP//RPb7sbRLTDbr0aYxiGiKII9XodiqLIGlDzAhNpmq5UlHGa7/vQdR3lcjm3cHqapuj3+xiNRpn7TdOE7/tzg1mr9GvVY55mGIYM0KmqCt/34ThO5njCMITrurmrNa6ryLlZ5/UUhTMn/xgvajOvvoBhGGg2m5lpnLZtw3Xdvf1DTkRERESPi/hRG7j5QVh8Ny6XyxgMBlAUJTeQZVmWvIYQz9vX78jD4RBv377ddjeIaIcdjG+5Xq1YWVBk6KiqirOzM1lIUWQmlUolJEmCNE3hOI5cThe4+WBPkgSlUkne53nezLQ10dU0TVGr1eQfCUVR0Gg0YFkWWq0WXr9+PVP3KgxDmKYpt3GbfomgzLxjdhxHBok0TZN9mxRFEWq1GtI0hWVZuf1dN9g1r99xHC89N0VeT1EoPkkSAJg5viJt8gRBANu2Z5ZQPjg4gO/7mWDgvGMsuvDB9fU1Dg8P8VM/+/N498nnCz2H6KE7eu8AIy5LT3uC4532Dcf83fn0429g8MkvbrsbNOErX/kK3r59i08++WTbXSG6N9fX1492hpK4Pr+6utrYMd462EX0EIk305cqX8Zn37l1giPRg/CF95/hu997ve1uEN0LjnfaNxzzd+eDL76Pb31zf1c+3EUMdtE+YrBrNbzKp732nYtvP9oPDKJpj/kPJNE0jnfaNxzzREREP8RgFxERERERET0Yv+f3/B789m//9ra7QUQ7jMGuPdNqtdDr9aCqKgu/A/jo+Kucxkh7g1NcaJ9wvNO+4ZinffOF959B//Gf2HY3aAPuYqqw67qIoghxHMP3/dwF11zXlQs+TNaYbrfbcmE7UbObHp57v8oXhdnjOEapVMoUZ58sbB7HMRRFmRlc5XJ5pULkk8XskySBqqq5A7bVasF13Zni6Jvo16JjBm4KxPu+P3eVwnlt2u223M7kNoMggOu6AG5WOJxcgVKshthsNuE4Dnq93tx9FjnXRc9b0UL1i86VaZq5q0lO7ms4HM7ddp4PPvoaC9TT3jh67wCfY/Fi2hMc77RvOOZp33DMPx6ffvyNjW4vDEM8e/YMvV4PURRB13WMRiMoiiLbxHEsr3fTNMXR0ZFcsM3zPAyHQ6RpCl3XV77GpN3wmfvcWZqmOD4+hud5GI1GGAwGKJfLmTae56HX62E4HKLb7cK2bcRxvNb+4jjGixcvYJomhsMhRqMRzs7Octuen5/DMAy5CuG0dfu17Jht24bneXJlyTx5beI4lv0ZDAYIggDtdlsG9waDgXxTTh5TvV5Hu92WKx/eVtHzNhgMcHFxkVnpcVqR8VEqlRAEQea+OI6Rpumtj4WIiIiIiHbffxv+Xbz8r/6P2+4G7ahKpYJ6vQ4A0DRNJq1MUlVVtgnDEJqmAQA6nY5MzlAUBaqqLrxWp911r8Gufr8PADIjSlEUOcDyqKqKSqWy9uByXRf1ej2zD03TZrK6oiiCqqqwbXthdtU6/Vp2zN1uN5PllSevTZqmaDQacpsiSyuOY1QqFRm1Nk0Tg8Fgpv+api3M6ipi1fMmsspc180NThUZH5ZlZTLVAMD3fTiOs+ZREBERERHRQ5L+d0P8//4ts20on6Io8no4TVMkSSKDWdN0Xc9czw6HQzx79kw+nhcoo4fhXoNdIohh2zbCMFzYNk1TtFotJElSeMritCAICgVBfN9HtVrFyckJwjBcOJhX7dcqx7wKTdNm3rClUgmapiFJEnkck4GgNE0RxzEsy0K1Wp3JkFrVKudNUFUVqqrmnosi58o0zZlMriAIlr4Wb968wfX1deZGREREREREj1etVluYmDEYDNDr9WCa5j32iu7DvQa7AODy8hLATUDj6OhoJuDiui50XYeu6zg/P8fFxcVa+xGBlyIF2EWqoqIo0DQtNwh0m34tO+bbStMUvu/LOl1nZ2ewbRu6rmeCYnEcw3EceQy3zewqct7yLIqOFzlXlmWh0+kAuEk5LVIwsNls4vDwUN6eP39eqK9ERERERET08DiOA8dxll4visfDMES5XM7U6BI1u+nhufdgl5jKJupnTde+8jxP1pvqdrs4Pj5eKzgkglyT2xbBKhEUAm6ygiqVivx3tVqdmSZ3234tO+bbEmmXIohk2zYuLy8xGo1kJhoAOXVxMBig2+3ealWJouctTxzHc4OQRc6V4zhyX0WnMDYaDVxdXcnbq1evCvWViIiIiIiIHpZlga4gCGRZIjEDSlVVGIYhZxmJ+7ka48N078GuSZZlQdO0ubWvVFVFo9EoHESZNr0S4WAwgOM4meCJ7/tIkgSmacL8/7P3/0GurOd94Pcd3nN4SJo604PhJRXuPc5Ow2tHimTF3bguKrri2jXdZKwoVK0KPRNq/0lxC2insqmKmfL0orIbK3E5SKNqa6v2pxoTM04pXGWArqtYcplx0FNyZK+vkgO0N1JkR7tGj6xzpSwpnsY7IE36iDpC/hi970XjNzCYwczg+6lC8R5Mo/vtxnv6sJ95nue1bdX3alY/ruuMa945L0s2r5fZW7K5now+O46Ds7OztRxr2CrXDYDaxrIslX1mmubEpvXTrpUMlMVxjDiOp9ZfD3vy5AmePn2aeRERERER0f3z6MMfweMPf2TTw6A7ql6vo9FowHEc5PN55PN59UyZz+chhFC9oG3bhmmaKnlE13VV1eU4zsqxCNq8R7d5sCiKEMcxyuUyNE1TfZ6mRUpled6q9bNBEMA0TeTz+YmN8IUQaLfb6PV6mfdt20YQBFMn9jLjWvacl+E4DiqVSibYUygUVAN4TdMQBMHaI9HXuW4yOCczuIYtc61c14XjOGxMT0RERES0ZT5z/O9g76M76H13sOmh0B00ukjdsOESxWnPrbM+T/fHzmAwuLU7hBAC1WpVZfHouo7T01MVrDFNE8BVo/U0TSGEgOu6ODk5UfvI5/NI0xS5XE695/s+HMfJHEuelhACpVJJRXI1TUOlUkGxWEStVsPLly/HVjqMogi2bat9XGdclmXNPGfXdVVQxzAMNbZhk7YBroJdw/XDlmWh2WwiDENVqjma3baMaeeUJMnC100IAV3XkaYpAEw8P2ne/LBtG57nqeCXbdtoNpvQNA1JksC27czNa5Z+v4/d3V38SOHH8MajW435Em3MJ9/cxzd+/+Wmh0F0KzjfadtwztO24Zx/OD79/W/il39xehN5utLv9x9shZJ8Pr+8vFzbOd5qsIvorriJv0xEd91D/geSaBTnO20bznnaJn/jb/wN/Mt/+S/x1//6X9/0UIhuzUO+z9/E8/lGe3YRERERERERLeNrX/uaaiJORDQJ67e2SK1WQ6vVUk33pq2IuE0+e/gTLGOkrcF0f9omnO+0bTjnaZv81m/+Bh4/egzzR//CpodC13AT5Yue5yGOYyRJMrV/ted5SJIESZJk2uzU63XVAki2JKL761af8uM4RqlUQpIkyOVyKBaLqu/TcH+nJEmgadrYBMvn8/B9f2rPp1HD/brSNIWu6xMnba1Wg+d5mFTRed1xzTpn4KrPVRAEY83ah03apl6vq/0M73NWvy7ZFL5arcJ1XbRaranHXORaL3rdFunX5TgO3n777UwfNLly5vA44ziG53lotVpLz4dJPv3ZL+Hxk4+t/Hmi+2Tvozv4MBu50pbgfKdtwzlP2+S33/9ZPPoQ8NZf/MubHgpdw/u/8nNr3V8URdjf30er1UIcxzBNE71eL9PnOkkS9RwphMDe3h4GgwGEEPB9H91uF0IImKa5cD9oupturYxRCIHDw0P4vo9er4dOp4N8Pp/Zxvd9tFotdLtdNJtNOI6DJElWOl6SJDg4OFBNy3u9Hk5PTydue3Z2BsuyVGP0UauOa945y5UJZfP8SSZtIwNA3W4XnU4HYRiiXq+r4F6n01F/MYfPqVwuo16vIwzDsYb+q1j0unU6HZyfn2eaz4+ybXss+NZut9FutzPvySb4RERERERERFKhUFCrKBqGoRJWhum6rraJokgthtZoNFQShaZp0HV95nM63X23FuySQQuZEaVp2szlPHVdR6FQWHmCeZ43tmSoYRhjWV1xHEPXdTiOMzO7apVxzTvnZrM5tqLhqEnbCCHUioyapqksrSRJUCgUVOTatm10Op2x8RuGMTOraxHLXjeZVeZ5HoQQYz8/OjrK1N0nSQJd12FZFsIwVO+fnZ1dK5OLiIiIiIiIHh5N09SzsBACaZqqYNYo0zQzz7Ldbhf7+/vq55MCZXS/3FqwSwZ8HMeZ20xQCIFarYY0TVcObIRhCNd1524XBAGOj49VsGXWhF52XMuc8zIMwxj7S5vL5WAYBtI0VecRBIG6BkIIJEmCYrGI4+PjTABpFctcN0nXdei6PvFayOi5/FkYhrBtO5PxJYRQpZHLevXqFfr9fuZFRERERET3z3//Z/5dfO5/8u9tehh0h5VKpZlJGZ1OB61Wi1VDD9itrsZ4cXEB4Cr4s7e3NxZw8TwPpmnCNE2cnZ3h/Px8pePIwMsiQRGZrqhpGgzDmBgEus645p3zdQkhEASB6tN1enoKx3FgmmYmKJYkCVzXVedw3cyuRa7bJLMi5MViUd2QWq0Wjo6OYFkWGo0GgKs001WbBFarVezu7qrXs2fPVtoPERERERFt1ofeeMRFpmgq13Xhuu7cZ0f58yiKkM/nMz26ZL9uur9uNdglS9lk/6zR3le+76t+U81mE4eHhysFh2SQa3jfMlglg0LAVfZQoVBQfz4+Ps40dF/HuOad83XJ1EsZRHIcBxcXF+j1eioTDYAqXex0Omg2m9daWWLR6zaJLE+c5Pj4WGV2pWmqsr1yuZzqU7Zqr7FKpYLLy0v1evHixUr7ISIiIiKizfrtuIXfen69X97TwzQv0BWGoWpJJKufZPsc+Swq3+dqjPfbrQa7hhWLRRiGMbX3la7rqFQqCwdRRo2uRNjpdNTqflIQBEjTNFMulyTJzH5c1xnXvHNelmxeL7O3ZIM9GYF2HAdnZ2drOdawVa4bALWNZVkq+8w0TdW0XpZhhmGYubHIvl3Xyex68uQJnj59mnkREREREdH98/5v/hdI/t//cNPDoDumXq+j0WjAcRzk83nk83n1jJrP5yGEQLFYRBAEsG0bpmmqxBFd11VFl+M4K8ch6O64tdzPKIoQxzHK5TI0TVN9nqYFL2R53qo1tEEQwDRN5PP5iY3whRBot9vo9XqZ923bRhAEUyf3MuNa9pyX4TgOKpVKpndXoVBQDeA1TUMQBGuPRl/nusngnMx2m8SyLFSr1UxTfsdx4HneSr26iIiIiIiI6OEbXaBu2HCJ4rRn1lmfp/tnZzAYDG7jQEIIVKtVlcWj6zpOT09VsMY0TQBXjdbTNIUQAq7r4uTkRO0jn88jTVPkcjn1nu/7Y6Vt8pSEECiVSiqaq2kaKpUKisUiarUaXr58ObbSYRRFsG1b7eM645KBm2nn7LquCoAZhqHGNmzSNsBVAGi4htiyLDSbTYRhqEo1R7PbljHtnJIkWfi6yWbyaZoCwMTzGxWGIRzHwei03NnZQRAEmZvPtDEusnhAv9/H7u4u/tKX/yYeP/nY3O2JHoK9j+6g991bueUTbRznO20bznnaJv/w538Wjz4EfObf/NlND4Wu4f1f+Tl03vv7mx7GvdHv9x9shZJ8Pr+8vFzbOd5asIvoLpF/mX6k8GNsbklb45Nv7uMbv/9y08MguhWc77RtOOdpm/zWb/5jPH70GPqf+aFND4Wu4dPf/yZ++Renr5hIWQx2LYdP+bTVfvX87z7YGwbRqIf8DyTRKM532jac87RN3nnnHbx+/RrvMSuIiKZgsOueqdVqaLVaqoEe+1hdz2cPf4KZXbQ1+Ft/2iac77RtOOdpm3zvD15jf38P5o/+hU0PZavcRCaW53mI4xhJkkztOT1pGyEE9vb2VIsgXden9oWm7bT0U34cxyiVSkiSBLlcDsViUfVvGu7TlCQJNE1TvaukfD6/cF8lINt3K01T6Lo+tk/gKgjked5Yr6d1jGvWOQNX/aqCIJj5l2vSNvV6Xe1neJ+z+m7J5u7VahWu66LVmr7k7iLXetZ1W/S7ntaTa5W+XbOOadv2xOb4w8cabjy4iE9/9kvs2UVbY++jO/gw+7nQluB8p23DOU/bhn3qbt/7v/Jza91fFEXY399Hq9VCHMcwTRO9Xi/Tm3raNgBgGAY6nc5ax0QPx4eW2VgIgcPDQ/i+j16vh06ng3w+n9nG9320Wi10u100m004joMkSVYaXJIkODg4gG3b6Ha76PV6OD09nbjt2dkZLMtSzeBHrTqueecsVxiUTfAnmbRNkiRqPJ1OB2EYol6vq+Bep9NRgZvhcyqXy6jX66qR+3VNu27LfNedTgfn5+eZZvzLbLPMMXO5HMIwzLyXJAmEECteASIiIiIiuk9+75/+Gn77//Nrmx4GXVOhUFALkBmGoZJTlt2GaJKlgl3tdhsAVEaUpmkzl+bUdR2FQmFmIGgWz/PGlv80DGMsqyuOY+i6DsdxFkpdXGZc88652WyOrUw4atI2Qgi1sqKmaSpLK0kSFAoFFc22bXssWq3rOgzDmJnVtYhZ123Z71pmnHmeNzXwNG+bRY5ZLBbHVpgMggCu604/USIiIiIiejCS9v8N//TXvrbpYdA1aZqmnnuFEEjTVJUlLrJNkiSwbRumaY4lRBAtFeySQQjHcRBF0cxthRCo1WpI03ThksVRYRguFMQIggDHx8c4OjpCFEUzI73LjmuZc16GYRhjf5FzuRwMw0Capuo8hgM5QggkSYJisYjj4+Nr/4Wedd1WOW9d16Hr+sztZ22zyDFt2x7L5ArDcO53+erVK/T7/cyLiIiIiIiINq9UKs1NXBneRtM0HB0dodVq4fz8HKVSidU+lLFUsAsALi4uAFwFJPb29sYCLp7nwTRNmKaJs7MznJ+frzQwGXhZpAF7o9FAsViEpmkwDGNiEOg645p3ztclhEAQBKpP1+npKRzHgWmamaBYkiRwXVedw3Uzu+Zdt1XOe5G00lnbLHLMYrGIRqMB4KqGe1ITw1HVahW7u7vq9ezZs7mfISIiIiIiopvlui5c1535XDdpG1nxIzO/WN5Iw5YOdslSNNk/a7T3le/7qt9Us9nE4eHhSsEhGeQa3rcMVsmgEHCV1VMoFNSfj4+Px8rcrjuueed8XbKMUAaBHMfBxcUFer2eykQDoEoXO50Oms3mQkGeaRa5bqucd5IkcwOUs7ZZ5Jiu66qxLlrCWKlUcHl5qV4vXryY+xkiIiIiIiK6OasGuqIoUm2J5PPiaOUUbbelg13DisUiDMOY2vtK13VUKpWJwadFjK5E2Ol04LpuJvgRBAHSNIVt27BtW/W9mtWP6zrjmnfOy5LN6+VfzCiKYBiGik47joOzs7O1HGvYstdtkfOWn591oxreRmavmaY5sWn9tGPKQFkcx4jjeKGb2pMnT/D06dPMi4iIiIiIiDajXq+j0WjAcRzk83nk83n17JfP5yGEmLpNoVBAtVqFbdtwHGflijJ6uB4ts7GMnpbLZWiapvo8TQtuyPI827ZXGlwQBDBNE/l8fmJzdCEE2u22WnpUsm0bQRBMDWYtM65lz3kZjuOgUqlkgjWFQkE1cNc0DUEQrOVYwxa5bqt81zJwN7xU7KxtRmuylzmm67pwHIeN6YmIiIiItsyf/R/8W3j6ZGfTw6BrGl2Mbli32527zSKL09H2Wiqzq1Ao4OXLlzg4OMDe3h48z8P5+XkmuCGjqzJjx7ZtnJycZPZTKpVUVDafzyMMQ+zs7GRewFUGz8XFBVqtltpWNlUHriLBkya+53ljmUKrjmveOcugS5IkU1eBmLSNfB0eHmJvbw97e3twHAeGYeD09FQF+XK53NzVHmeZdE6LXLdFvmvP89Q1PTw8RKVSGbumi2wjLXJMqVwuQ9f1mStEEhERERHRw/P0zWfY+xR78BLRdDuDwWCw6UEQ3bZ+v4/d3V38SOHH8MajpRIcie6tT765j2/8/stND4PoVnC+07bhnKdt8q3LHjTtKV4P3tj0ULbKp7//TfzyLzKbalP6/f6Dbccjn88vLy/Xdo58yqet9qvnf/fB3jCIRj3kfyCJRnG+07bhnKdt8s477+D16z/E/+u9f7DpoRDRHcVg1z1Sq9XQarWg6zo8z5u76iHN99nDn2BmF20N/taftgnnO20bznnaJr/1m7+Bx48ew/zRv7DpoTx4zOai+2qpp/w4jlEqlZAkCXK5HIrFouonZZomhBDQdR1JkkDTNPi+n2kuns/n4fs+isXiQscTQqBUKiGOY6RpCl3Xx/YJXAWBPM/DpIrM645r1jkDV03VgyCY2Rxv0jb1el3tZ3ifYRjC8zwA46tRyqbu1WoVruui1WpNPeYi13rWdVv0u07TFABQqVQyx1pkm2GO4+Dtt9/O9POSK28On2ccx/A8T/VxW2Y+TfLpz34Jj598bOXPE90nex/dwYe/y8p12g6c77RtOOdpm/z2+z+LRx8C3vqLf3nTQ3nw3v+Vn1v7Pj3PQxzHSJJk6oJss7YRQuDg4ACnp6fXehakh23hYJcQAoeHh2g2m7AsC0IINBqNzDbDgQfZjL3T6ayUgSQ/7/u+ChLJoNeos7MzWJY1tfH6quOad86O40AIgSRJpu5j0jYygNPtdiGEUM3oj46OUCqVcHFxAU3T4Lpu5pzK5TJqtVomIHYd067bst+13D5N08x+FtlGsm0bzWYzE+xqt9tj1zaKopVX9yQiIiIiIqLNiaII+/v7aLVaiOMYpmmi1+tlFiWbt021WkWhUNjMCdC9sfBqjO12GwBURFXTtJkr4em6jkKhgDiOVxqY53ljy4wahjEW9Y3jGLquw3GchZYeXWZc88652WzOXSlx0jZCCFQqFbVPmaWVJAkKhYL6S2zbNjqdztj4DcOYmdW1iFnXbdnvWmaceZ4HIcRK2xwdHSGKIvXnJEmg6zosy8qscHl2dsboPRERERER0T1UKBTUs6VhGKoCa9FtkiRBHMdMgKC5Fg52ycCH4ziZoMQkQgjUajWkabpyYCIMQ7iuO3e7IAhwfHysgiWzsqyWHdcy57wMwzBgGEbmvVwuB8MwkKapOo8gCNQ1kNlhxWIRx8fHmQDQKmZdt1XOW9d16Lo+c/tZ22ialvlZGIawbRu2bavAnhBClUYu69WrV+j3+5kXERERERHdP/+df/0If+7weNPDoBVomqaSO4QQSNN07Nl41jae581NOCEClgh2AcDFxQWAqyDI3t7eWMDF8zyYpgnTNHF2dobz8/OVBiUDL4sENRqNBorFIjRNg2EYE4NA1xnXvHO+LiEEgiBQZYmnp6dwHAemaWaCYkmSwHVddQ7Xzeyad91WOe9JUflltikWiyrLrNVq4ejoCJZlqRLKKIom1nMvolqtYnd3V72ePXu20n6IiIiIiGizPvEnfxDff/CDmx4GXVOpVJpbnTW8TRzHEEKMBceIJlkq2CVL0Xq9ngrKDAcufN9Hp9NBt9tFs9nE4eHhSsEhGeQa3rcMVg33qgrDMFOre3x8nGnovo5xzTvn65JlhDII5DgOLi4u0Ov1VCYaAFW62Ol0VC+tVS1y3VY5b1l6uOo2x8fHKrMrTVOV7ZXL5VSfM8dxFjnFMZVKBZeXl+r14sWLlfZDRERERESbdfmNf470v/nnmx4GXYPrunBdd+Zz7eg21WoVSZLAtm2VMFKv129ryHTPLBXsGlYsFmEYxtTeV7quo1KpTAw+LWJ0JcJOp6NW55OCIECapplyN1nDO811xjXvnJflOA5831eR6SiKYBiGStl0HAdnZ2drOdawZa/bIuctPz/rZjW8jcxeM01T3aBkGWcYhpn9yL5d18nsevLkCZ4+fZp5ERERERHR/fMbf+//iP/n3/nKpodBK1ol0AVc9cPudrtotVqwLAu+78/sLU3bbeHVGKMoQhzHKJfL0DRN9XmaNkFled6qjeOCIFCrFE6awEIItNtt9Hq9zPsyyjstmLXMuJY952U4joNKpZJJwSwUCqqBu6ZpU5dhvY5Frtsq37UM3A2vojFrm2npqpZloVqtZuqwHceB53kr9eoiIiIiIiKiu6Fer6PRaGT6ODebTRiGgXw+j06ng0ajMXUbokXtDAaDwSIbCiFQrVZVFo6u6zg9PVUTzjRNAFeN1tM0hRACruvi5ORE7SOfzyNNU+RyOfWe7/tjpWlySEIIlEollVGkaRoqlQqKxSJqtRpevnw51pwuiiLYtq32cZ1xycDLtHN2XVcFggzDUGMbNmkb4CqAMxwYsiwLzWYTYRiqUs3R7LZlTDunJEnmXrdFvmvZKD5NUwAYO/dFtpkkDEM4joPRabmzs4MgCDKBz2nnuMjiA/1+H7u7u/hLX/6bePzkY3O3J3oI9j66g953F7rlE917nO+0bTjnaZv8w5//WTz6EPCZf/NnNz2UB+/9X/k5dN77+5seBuHqGfahVijJ5/PLy8u1nePCwS6ih0T+ZfqRwo/hjUcLJzgS3WuffHMf3/j9l5seBtGt4HynbcM5T9vkt37zH+Pxo8fQ/8wPbXooD96nv/9N/PIvzm4iT7eDwa7l8Cmfttqvnv/dB3vDIBr1kP+BJBrF+U7bhnOetsk777yD169f4z1mHBHRFAx2bZlarYZWqwVd19kHi4iIiIiI7p0vf/nL+M53vrPpYRDRHXbrwa44jlEqlZAkCXK5HIrFouofNdznKUkSaJqmemdJ+Xx+4b5MQLbvV5qm0HV9bJ/AVRDI87yxXlHrGNescwau+mUFQTC1aXu9XlfbD392Z2cnE6wabmhfq9XUSo7D/bZkc/hqtQrXddFqtaZeu0Wu9aLXbdG+XbOulW3bE5vrDx+r2+1O3fcknz38CZYx0tZgiQttE8532jac87RtPvnmPv6D/+T/sNZ93kTJnud5iOMYSZJMXYCsXq+rXs3Dz5nyWVY+U63az5loG93qU74QAoeHh2g2m7AsC0IINBqNzDbDwZUkSWCaJjqdzkoZSPLzvu+rQJIMeo06OzuDZVmo1+sTV39cdVzzztlxHAghkCTJ1HNotVrodrsQQoytUDkpuFOr1dDtdtHpdMZ+Vi6XUavVMo3wr2OZ6yavRZqmU1fYnDc/crkcwjDMBMySJIEQYqXxf/qzX2KDetoaex/dwYfZvJi2BOc7bRvOedom3+2/xMc/soMP/1Bu/sZLeP9Xfm6t+4uiCPv7+2i1WojjGKZpotfrZRYqE0LA9/3M8558xjs8PMwkLhDR4j50mwdrt9sAoCLVmqZNDHpIuq6jUCio1RiX5XkeyuVy5hiGYYxF0+M4hq7rcBxnanbVquOad87NZnNsZcRhQgi1gqOmaXOzseRKirOi/rquwzCMmftZxLLXTWaVeZ43MTi1yPwoFotj5xYEAVzXXfEsiIiIiIjoPun87f8Iv9r8Dzc9jLkKhYJ6njEMQ1UKDWs0GuoX+ZqmQdd1xHGMKIqQy+WQpilqtdrU5AgimuxWg10yiOE4DqIomrmtEAK1Wg1pmi5csjgqDMOFgiBBEOD4+BhHR0eIomjmjWTZcS1zzpMYhjEWyc/lPvgNhsz0klla7XZb9ePK5/OwbTsz9iRJUCwWcXx8jDAMlx7PsGWum6TrOnRdn3gtFrlWtm2PZXKNZnpN8urVK/T7/cyLiIiIiIjopmiaprK4hBBI03Ts2a7b7WJ/f1/9WQbEkiRBu91WbXRM07zNoRPde7ca7AKAi4sLAFcBjb29vbGAi+d5ME0Tpmni7OwM5+fnKx1HBl4WKX+U0XRN02AYxsQg0HXGNe+cFyWEQBAEKrAlM6W63S6iKEIYhkiSBHEcw3VddLtdaJqmtk+SBK7rqnO4bmbXItdtkkm/0ZAWuVbFYlGVN0ZRNLHufVS1WsXu7q56PXv2bKGxEhERERERXVepVFqoGkYSQsCyLFWpVCgUVkqeINpWtx7skgGaXq+H09NTOI6TCXz4vo9Op4Nut4tms4nDw8OVgkMyyDW8bxmsGu5VFYYhCoWC+vPx8fHEEsDrjGveOS9KlgvKc+v1euq/LctSDekty1LvHx8fq5uiLF3sdDqqL9aqFr1ukyRJMjUIuci1cl1XHWvREsZKpYLLy0v1evHixUJjJSIiIiIiug7XdeG67sTnr3w+n+nDLDO5dF3PVPRomrZyn2KibXTrwa5hxWIRhmFM7X2l6zoqlcrKq05YlpX5bKfTgeu6meBJEARI0xS2bcO2bbRaLZUdNc11xjXvnKdxHAe+789tTjgaRBpufrhOq1w3AGoby7LgOI4KQNbr9bFtp10reY5xHCOO44UaNj558gRPnz7NvIiIiIiIiG7SrEAXcPXMKpMTZNsZy7Iy7wNQz1BEtJhbXY0xiiLEcYxyuQxN01Sfp2l/aWXZ3nDfqWUEQTC2euHo/tvtNnq9XuZ927YRBMHUYNYy41r2nCdxHAeVSiUT1JEliycnJ+rPcilbGdCTy9Ouu3n7da6bDNrJDK5hy1wr13XhOA4b0xMRERERbZm3fujH8Sc+vOlRzFev19FoNDJBq2azCcMwkM/n0el0VL9l0zSRy+XUs5SmafB9X/Xqks9QRLSYncFgcGtrFMuVAmUWj67rmaVU5V9kueqEEAKu66qADnCV5pmmaSal0/d9OI6TOZY8LSEESqWSyg7SNA2VSgXFYhG1Wg0vX74cWw0xiiLYtq32cZ1xWZY185xd11VBHcMw1NikMAzhOE7mxmZZFprNpvqsXKVRBvTiOEapVIIQAsViceZqj7NMO6ckSRa+bkII6LqONE0BYOz8hs2bH7Ztw/M8FfyybRvNZhOapiFJEti2nUkBnqXf72N3dxd/6ct/E4+ffGyJq0J0f+19dAc9LktPW4LznbYN5zxtm5uY8+//ys+h897fX+s+idal3+8/2Aol+Xx+eXm5tnO81WAX0V0h/zL9SOHH8MajW01wJNqYT765j2/8/stND4PoVnC+07bhnKdt8kd/9BpvfmIfL1Ox1v1++vvfxC//4uJN5IluE4Ndy+FTPm21Xz3/uw/2hkE06iH/A0k0ivOdtg3nPG2Td955B99Kv47Oe+9teihEdEdttEE9ERERERERERHROjGza4vUajW0Wi3VBHF05cZt9NnDn2AZI20NlrjQNuF8p23DOU/b5Ld+8zfw+NFjmD/6F9a2z5soYfQ8D3EcI0kStZjYqHq9rprSy57PQgjs7e2p3sW6ro8t7kVEs93qU75snJ4kCXK5XKZ5+nAz8yRJ1OoTwzeEfD4P3/enNjgfNdycPk1T6Lo+tk/gKgjkeR4mtS+77rhmnTNw1dQ9CIKpN696va62H/7szs5OJlg1fPOs1Wo4OzsDgEyDd7kCYrVaheu6aLVaU6/dItd60eu2SHN6x3Hw9ttvZ5r+y1Ulh8cZxzE8z0Or1Vp6Pkzy6c9+iQ3qaWvsfXQHH2bzYtoSnO+0bTjnaZv89vs/i0cfAt76i395bft8/1d+bm37Aq6e8/b399FqtRDHMUzTRK/Xyyw8JoSA7/vodrsQQsA0TbXglmEY6HQ6ax0T0Ta5tWCXEAKHh4doNpsqWt1oNDLbDAcukiSBaZpqOdZlyc/7vq8CSTLoNers7AyWZaFer6sVDdcxrnnn7DgOhBBIkmTqObRarczNL5/PqzFOWnmwVquh2+1OvDGWy2XUajWEYQjP82aOfRHLXDd5LdI0nbitXFlxONjVbrfHro1c8ZGIiIiIiOiuKhQKKBQKAK4CVzJ5QiYiAECj0VDPS5qmQdd1xHHMChyiNbi1nl3tdhsAVPaRpmkTgx6SrusoFAqI43il43meh3K5nDmGYRhjWV3yZuI4zkKpocuMa945N5vNTJbXKCEEKpWK+uy8bCwhBKrVqkqDnTZ+wzBm7mcRy143mVXmeR6EEGM/Pzo6QhRF6s9JkkDXdViWhTAM1ftnZ2fXyuQiIiIiIqL77VN/6s/hrT9tzN9wgzRNU1lcQgikaZoJdAFXyQv7+/vqzzIgBlw9D9m2DdM0M89DRLSYWwt2yYCP4ziZoMYkQgjUajWkabpyYCMMQ7iuO3e7IAhwfHysgi3TsqxWGdcy5zyJYRhjN8RcLqf+W2Z6ySytdrut+nHl8/lMBpTMICsWizg+Pr72DXOZ6ybpug5d1ydeC/mbDPmzMAxh2zZs21aBOSGEKo1c1qtXr9Dv9zMvIiIiIiK6f/61H/0p/PBnf2rTw1hYqVRaqueWpmk4OjpCq9XC+fk5SqXSxIQBIpruVldjvLi4AHAV/Nnb2xsLuHieB9M0YZomzs7OcH5+vtJxZOBlkaCITB3VNA2GYUwMAl1nXPPOeVFCCARBoAJbMlOq2+0iiiKEYYgkSRDHMVzXRbfbhaZpavskSeC6rjqH62Z2LXLdJhn+bcWoYrGo/hFotVo4OjqCZVmq9DOKoolNHRdRrVaxu7urXs+ePVtpP0RERERERItyXReu6058jsnn85nWNLJHNABVrSP/vEhyARF94FaDXTJA0+v1cHp6CsdxMn9pfd9Hp9NBt9tFs9nE4eHhSsEhGeQa3rcMVg33qgrDUNVRA8Dx8fHEEsDrjGveOS9KlgvKc+v1euq/LctSDekty1LvHx8fq0wpWbrY6XRUD7FVLXrdJpHliZMMjzdNU5XtlcvlVP8yx3FWGnOlUsHl5aV6vXjxYqX9EBERERHRZr33C/87/N//T39j08OYa1agC7h6dpPPP7ISR74n2+bIZ8fRih8imu1Wg13DisUiDMOY2vtK13VUKpWFgyijLMvKfLbT6ajV/aQgCJCmaaZcTmZHTXOdcc0752kcx4Hv+3NvcKNBpOGVPtZplesGQG1jWRYcx1EByHq9DuDqBp6mKcIwzPyDIPt2XSez68mTJ3j69GnmRURERERE98/rP/wDvP7eH2x6GDPV63U0Gg04joN8Po98Pq+el/L5vGrPIquIHMdRz5iFQgHVahW2bcNxnJUrnoi22a2txiij0+VyGZqmqT5P04IXsmxv1ZX3giAYW71wdP/tdhu9Xi/zvm3bCIJgajBrmXEte86TOI6DSqWSCXTJkkW5cmEYhgiCAJZlqYCerusIgmChvmXLuM51k0E7me02iWVZqFarmcb9juPA8zyuSkJERERERPfC6GJpw4ZLFydtN+t5iYgWszMYDAa3cSC5UqDM4tF1HaenpyqIY5omgKsG7GmaQggB13VVQAe4ioCnaZpp0u77/lhpmzwlIQRKpZKKoGuahkqlgmKxiFqthpcvX46thhhFEWzbVvu4zrhk4GbaObuuqwJghmGosUlhGMJxnEyGlmVZaDab6rNylUZ5g4zjWDUwLBaLM1d7nGXaOSVJsvB1k7+tSNMUAMbObxJ5zqPTcmdnB0EQZP4hmDbGRRYP6Pf72N3dxY8UfgxvPLq1mC/RRn3yzX184/dfbnoYRLeC8522Dec8bZPf+s1/jMePHkP/Mz+0tn1++vvfxC//IgNMdHf1+/0HW6Ekn88vLy/Xdo63Fuwiuktu4i8T0V33kP+BJBrF+U7bhnOetsk777yD169f47333tv0UIhuzUO+z9/E8zlTWoiIiIiIiOje+NEf/VG8evVq08MgojuMwa57pFarodVqqUaG7GF1fZ89/AmWMdLWYIkLbRPOd9o2nPO0bT755j7MH/0La93nTZQyep6HOI6RJInqszyqXq+r3seyHQ7wQVse2R5m1cXbiLbRUk/5sh9UkiTI5XKZnlDDPZqSJIGmaZm/qMBVj6VFeyoB2Z5baZpC1/WxfQJXQSDP88b6PK1jXLPOGbjqVRUEwdQGgvV6XW0//NmdnZ1MsGr4xler1XB2dgYAmR5fslFhtVqF67potVpTr90i13rWdVv0u57Wj2vZnl2O4+Dtt9/O9EKTzfaHzzOOY3ieh1artfR8muTTn/0SHj/52MqfJ7pP9j66gw9/l5XrtB0432nbcM7TtrmJOf/+r/zcWvcXRRH29/fRarUQxzFM00Sv18v0ZBZCwPd9dLtdCCFgmqZqYH94eJh5HiSixS0c7BJC4PDwEM1mE5ZlQQiBRqOR2WY48JAkCUzTRKfTWSkDSX7e930VSJJBr1FnZ2ewLAv1en3iiherjmveOTuOAyEEkiSZeg6tVitz4xpeHXJ4FQ6pVquh2+2i0+mM/axcLqNWqyEMQ3ieN3Psi5h23Zb9ruX2aZpm9rPINpJt22g2m5lgV7vdHru2shE+ERERERFtp87/9T/E40c7+LM/+T/f9FBmKhQKKBQKAADDMFQCxnDwqtFoqGcmTdOg67p67pWLpNVqNRSLRVb2EC3hQ4tu2G63AUBlH2maNnUpVeBq5cFCoaBWQlyW53ljy7AahjGW1RXHMXRdh+M4Cy3Pusy45p1zs9mcudqhEAKVSkV9dl42llyxclZ6qq7rMAxj5n4WMeu6Lftdy4wzz/MghFhpm6OjI0RRpP6cJAl0XYdlWQjDUL1/dnZ2rUwuIiIiIiK63777rRTfubz7ZbuapqksLiEE0jQdy9LqdrvY399Xf5YBsSRJ1C//NU2DaZq3OXSie2/hYJcMfDiOkwlKTCKEQK1WQ5qmKwcmwjCE67pztwuCAMfHxypYMi3LapVxLXPOkxiGMXYzy+Vy6r9lppfM0mq326ofVz6fz2QwyQyyYrGI4+PjTABoFbOu2yrnres6dF2fuf2sbeRvMeTPwjCEbduwbVsF9oQQqjRyWa9evUK/38+8iIiIiIiIbkOpVFooOUMSQsCyLJUAUigUVnomJdpWCwe7AODi4gLAVRBkb29vLODieR5M04Rpmjg7O8P5+flKg5KBl0WCGjLtU9M0GIYxMQh0nXHNO+dFCSEQBIEKbMlMp263iyiKEIYhkiRBHMdwXRfdbheapqntkySB67rqHK6b2TXvuq1y3vK3EKtuUywW1T8ArVYLR0dHsCxLlVBGUTSxoeMiqtUqdnd31evZs2cr7YeIiIiIiGgZruvCdd2JzzL5fD7T3kZmcum6nkmU0DRtahUNEY1bKtglAzS9Xg+np6dwHCcTuPB9H51OB91uF81mE4eHhysFh2SQa3jfMlg13KsqDENVAw0Ax8fHE0sArzOueee8KFkuKM+t1+up/7YsSzWktyxLvX98fKyi97J0sdPpqF5aq1rkuq1y3rL0cNVths83TdPMTV72P3McZ5FTHFOpVHB5ealeL168WGk/REREREREi5oV6AKunv/kM5Cs5rEsK/M+cNWG5jrPgETbZqlg17BisQjDMKb2vtJ1HZVKZeXlUS3Lyny20+mo1fmkIAiQpmmm3E1mR01znXHNO+dpHMeB7/tzV9EYDQINr9KxTstet0XOW35+1g14eBvHcVQAs16vA7gK6KVpijAMM/uRfbuuk9n15MkTPH36NPMiIiIiIqL750/kvh9P9/9bmx7GXPV6HY1GA47jIJ/PI5/Pq2eqfD6vWrTISiTHcdRzqqZp8H1fPTP5vn9jz4dED9HCqzFGUYQ4jlEul6FpmurzNC34IMv2Vl05LwiCsdULR/ffbrfR6/Uy79u2jSAIpgazlhnXsuc8ieM4qFQqmUCXLFmUKw+GYYggCGBZlgro6bqOIAgW6lu2jEWu2yrftQzoTbsBj24zrV7dsixUq9VM43/HceB5HlcfISIiIiIi/Ln/4V/G3kd30PvuYNNDmWl0wbVhw6WL07YrFotcnItoRTuDwWChO4RcKVBm4ei6jtPTUxXEkatDyOVRhRBwXVcFdICr6LVcQlXyfX+sNE0OSQiBUqmkot+apqFSqaBYLKJWq+Hly5djqyFGUQTbttU+rjMuGXiZds6u66pAkGEYamxSGIZwHCcTALIsC81mU31WrtIob25xHKNUKkEIgWKxOHO1x1mmnVOSJHOv2yLftfwtRJqmADB27otsM4m8ZqPTcmdnB0EQZP4RmHaOi/yD0O/3sbu7i7/05b+Jx08+Nnd7oofgPvyfQqJ14XynbcM5T9vmJub8+7/yc+i89/fXuk+iden3+w+2Qkk+n19eXq7tHBcOdhE9JPIv048UfgxvPFo4wZHoXvvkm/v4xu/f/WW6idaB8522Dec8bZMXF/81PvrRj+AT37/eRac+/f1v4pd/cfEVE4luE4Ndy+FTPm21Xz3/uw/2hkE06iH/A0k0ivOdtg3nPG2Td955B69fv8Z7zMIioilWblBPRERERERERER01zDYRUREREREREREDwaDXURERERERERE9GCwZxcRERERERHdG/v7+/jDP/zDTQ+DiO4wBruIiIiIiIjo3vjbf/tvo9/vb3oYRHSHsYyRiIiIiIiIiIgeDAa7iIiIiIiI6N742Z/9WVSr1U0Pg4juMJYxEhERERER0b0RRRFev3696WEQ0R3GzC4iIiIiIiIiInowGOwiIiIiIiIiIqIHg8EuIiIiIiIiIiJ6MNizi7bSYDAAAC5ZTFuF8522Cec7bRvOedomf/iHf4jXr19z3tNWecjzXZ6bfE5fBwa7aCu9fPkSAPDs2bMNj4SIiIiIiFaxu7u76SEQ0Rp961vfWtvfawa7aCvlcjkAwO/8zu/wH0naCv1+H8+ePcOLFy/w9OnTTQ+H6EZxvtO24ZynbcM5T9vmoc/5wWCAb33rW/j0pz+9tn0y2EVb6UMfumpXt7u7+yBvFkTTPH36lHOetgbnO20bznnaNpzztG0e8pxfdxIKG9QTEREREREREdGDwWAXERERERERERE9GAx20VZ68uQJ/tpf+2t48uTJpodCdCs452mbcL7TtuGcp23DOU/bhnN+eTuDda7tSEREREREREREtEHM7CIiIiIiIiIiogeDwS4iIiIiIiIiInowGOwiIiIiIiIiIqIHg8EuIiIiIiIiIiJ6MB5tegBEN6VWq0HTNACAEAInJyc38hmiu2DZuRtFEYIggG3b0HUdrVYLb7/9NorF4i2Mluh6hBBoNBpoNptotVoLfYb3d7rPlp3zvMfTQ1Cr1QAA3W4XABAEwUKf4b2e7qNl5zvv8/Mx2EUPkrxZlMtlAFc3A9d1Z940VvkM0V2wytwVQiCKIoRhCF3X4Xke/3GkeyGOY7TbbQghkKbpQp/h/Z3us1XmPO/xdN95ngff99WfXdeFbdszg72819N9tcp8531+vp3BYDDY9CCI1m1vbw8XFxfqNzsAsLOzg1nTfZXPEN0Fq8zdMAxhWVbmM0T3SRiGqFar6HQ6c7fl/Z0egmXmPO/xdJ8JIeA4DprNpprDcRzDNE10u13ouj7xc7zX03206nznfX4+9uyiBydJEgghJv7Fj6JobZ8hugs4d4lm498RIqL7p91uI0kS9Wf5wC+EmLg97/V0ny0732kxLGOkB2f4RjFM07SZ/0Au+xmiu+A6c7fRaCCXyyFNU3S73Uz6NNFDwfs7bSve4+m+0jQNvV4v854MWE3LcuG9nu6rVea7xPv8bAx20daQN4Kb/gzRXTBv7hqGAeCDf0Tr9bpKoSbaBry/00PGezw9NNVqFUEQLF2yxXs93UeLzHfe5+djGSNtjVX+oeM/jnRfzZu7uq5nflt0dHSEMAz520/aGry/00PGezw9JJ7n4fj4WDWeXwbv9XTfLDrfeZ+fj8EuenCmpXsKIab+bJXPEN0Fq87dMAwzf5a/OZpWBkB0X/H+TtuI93h6KMIwRD6fx8nJyczteK+nh2DR+S63Hcb7/DgGu+jB0XUdmqZN/ItuWdbaPkN0F6wyd+WqL8Ofkb8F4v8hpIeG93faNrzH00Mh+xbJDBchxNQHed7r6b5bZr7zPr8YBrvoQapUKpmVV8IwzKSCJkmCWq221GeI7qpl57umaTg5Ocn8Y1iv11EsFrl8Md0b00pTeH+nh2rROc97PD0EcRwjjmMYhoEkSZAkCer1OnK5HADe6+lhWXa+8z6/mJ3BYDDY9CCIbkKtVlM3gOfPn2dWp6jX6/B9H91ud+HPEN1ly853IQTq9br688uXLznf6V5IkgRhGOLs7AxxHOPk5ARvv/02isUiAN7f6eFZZc7zHk/3mRACBwcHE3sPyUdX3uvpoVh1vvM+Px+DXURERERERERE9GCwjJGIiIiIiIiIiB4MBruIiIiIiIiIiOjBYLCLiIiIiIiIiIgeDAa7iIiIiIiIiIjowWCwi4iIiIiIiIiIHgwGu4iIiIiIiIiI6MFgsIuIiIiIiIiIiB4MBruIiIiI6Mbs7OxMfJmmCdd1IYTY9BCJiIjogWGwi4iIiIhulKZp6HQ66HQ6aLVaaDabOD4+RqPRwN7eHsIwvJHj1ut17OzsoFar3cj+iYiI6G56tOkBEBEREdHDlsvlYBjG2PsnJyewbRuO46Db7ULX9bUfW9O0te+TiIiI7radwWAw2PQgiIiIiOhh2tnZga7r6Ha7E38exzFM08TJyQl83196/7ZtI01TdDqd6w6ViIiIHgiWMRIRERHRxsjMK/buIiIionVhsIuIiIiINiYIAgBXGVpERERE68BgFxERERHdKiEE4jiG4zio1WooFosoFouZber1OkzTxN7eHvb29uA4DpIkUT93XRc7OzuIoghxHGdWeZSiKMLOzs7EBvi1Wg2maarP1Ov1mzthIiIiulVsUE9ERERENypJEuzs7Iy9r2kafN/HyclJ5v0oiuD7PorFIt5++20AgOd5ME0TFxcX0DQNnufBcRy4rgvggwyxXC43dzymaSKOY5ycnMB1XXQ6Hbiuq1aKJCIiovuNwS4iIiIiulGapuH09FT9+ezsDGEY4vz8fOIqjZZljTW013VdZWCdnJxA13Xouq56flmWtdBYXNdFHMdjqz/KVSHDMBzLMiMiIqL7hWWMRERERHSjcrmcKlUsFosq8OV53sL7kEGxaas6Lqper6NcLmcCXQBQLBZhGMZSYyIiIqK7icEuIiIiIrpVmqbh5OQEURQhiqKJ2wghUKvV4DgO8vk89vb2rn3cOI4BINPXa1ihUMj0BSMiIqL7icEuIiIiIrp1lUoFwOTsriiKsLe3h2q1irfffhtBEOD8/Pzax0zT9Fo/JyIiovuBwS4iIiIiunWyOX0cx2OrJTqOA13X0ev1cHJyAsuyJvb2WlahUAAAtFqtiT+P43isvJGIiIjuHwa7iIiIiGgjTk5OoGkaSqVS5n0hxFhwa1q5Yy6XgxBioeNpmoZisYgwDFVJo1Sv15EkCXt2ERERPQAMdhERERHRxvi+r/pzSZZlIQxDtTqi53lwHGfi53VdV0GqWq2GfD4/83inp6dqZUfP81Cv1+E4DlzXhWVZKJfLaz0/IiIiun0MdhERERHRxsiVEavVqsrQajabKuDleR6SJMH5+TkMwxgLZnmeB13XUa/XcXZ2Btd1Zx5P0zR0u12cnJwgDEO4roskSRAEwdTyRiIiIrpfdgaDwWDTgyAiIiIiIiIiIloHZnYREREREREREdGDwWAXERERERERERE9GAx2ERERERERERHRg8FgFxERERERERERPRgMdhERERERERER0YPBYBcRERERERERET0YDHYREREREREREdGDwWAXERERERERERE9GAx2ERERERERERHRg8FgFxERERERERERPRgMdhERERERERER0YPBYBcREREREd2IOI43PQQiItpCO4PBYLDpQRARERER0cOTz+fR7XY3PQwiItoyzOwiIiKiG7G3t4ednR0IIVb6vG3b2NnZgW3bC22fJAkcx0E+n8fOzg729vZg2zbCMJw5vkkv0zRRq9VmHu+6n7+v4jjGzs7OnT2/vb095PP5TQ+DAIRhCMuyNj0MIiLaQgx2ERER0Z0jhEAURQCAKIrmBszq9Try+TyiKIJhGDg5OYFlWWi323AcZ2ZgptlsotVqodVqodls4uTkBADgeR729vbmlmFd9/N0/yRJouYnTRcEAVzXnfgzXkMiIrpJjzY9ACIiIqJRjUYDAOD7PjzPQ71eV0GkUXEcw3VdGIaB8/NzaJqW+XmtVoNhGFOPVSwWJ/65Xq/DdV0cHh6i0+lA1/Ub+TzdPzKAw6yl6YQQSJJk6t89XkMiIrpJzOwiIiKiOycIAliWhXK5DAA4Ozubuq38WbPZHAt0AVBZXssql8totVoQQsDzvFv/PN1dURQtXF67rRqNxlggeBivIRER3SQGu4iIiOhOSZJEZWtpmgbLshDHMZIkmbj9TZYJWpYFwzAQhuFKJVfX/TzdPfJ7ZEbSbM1mc2oJI68hERHdNAa7iIiI6E4JggDABw/CjuNk3h8ly6RuKnvK9/2Zx7/Jz4dhCNu2sbe3B9M0x87R8zzs7OxMDaTl83ns7e1l3qvVajBNUzXSH23gnyQJ8vk8wjBUWWn5fB71en1s/1EUqX3l8/mZvdHmHXf0fOV2s4KErutib28Pe3t7cBxnakAUgDr2qgsmSK1WCwBmlsZuOyEE0jSdWrrLa0hERDeNwS4iIiK6U+r1OizLUiWJR0dH6v1JKpUKNE1DGIYq4LLObC/5wL5qZtaqn3ddVwX6KpUKCoUCarUa8vm8CtjIzJlmszn2eZkNJ0tBgasVLj3PQ6FQgO/7yOVycBxn7NomSYLnz5+rVSU1TRsLXJydncFxHFiWhZOTE6RpqvqrjVrkuHEcZ85XBgdt25547WQATtd1VCoV5HI5mKY5NZiVy+UmlrkuIooiOI6jFjvQNE39mRl74+r1Oo6PjzPv8RoSEdGtGhARERHdAE3TBgAGvV5v4c+0Wq0BgEEQBJn3LcsaABi0Wq2Jn+t2uwPDMAYA1EvTtEG5XJ56fDm+Rch9rvPzszSbzQGAge/7mfe73e4AwMCyLPWerusDTdPG9nFycjIAMOh2u4PBYDDwfX/itS2Xy5nPy2MAGOi6Puh0OpntO52O+rnc9/D7w2Nb5ri9Xi+zP/kegIFhGBP3WS6XJ45N1/Wx67Euk76XdVrm78tdZRjGzPPgNSQiopvGYBcRERHdiFWCXcViceJngiAYABgUi8WZn+92uwPf91VwTAa9RoMow+NbxKRtr/v5edtPC9jIQI8MQsk/jwYCR/ehadpY0Ggw+CCgJD8/HOwaDXQNBtODWoPBYGKgadHjTiO/y9F9TgrwyZ/dVLBLBmMnXZfhbeQ8LhaLg5OTk4nzbxrDMGZek263Ozg5ORn4vj8IgmAQBMGg1WqNfabZbI6N4+TkZFAulweWZU09h1U/Nzy+Sd+3tOlreN3zIyKi+4HBLiIiIroRqwS7pgVRZGBk2aT0crk8NdNn0QDUtGNf9/Pzth/NWpJksElmxsjthwOB07aZ9ZKZVzLYNS1gIfc9aXyjgaZljjvtWshg1/A8mjZPJo1hnWS23DwyOLss+blp16TT6YwFfOX3NenvmcwQHNXtdgeaps0MeK3yucHg6hrN+k43fQ0Hg+udHxER3Q+P5tY5EhEREd0C2bA8iiLs7OzM3K5YLC60zyAIkCQJoihCkiRTG2bP0m63Aay+ctyyn5fb5/P5iT+Xfae63a76s1zxUZL9ruR1StMUAFAul1VfrFGFQmHmn6eNY5Zlj5skCXzfR7vdntp3TTahX+W7vK4oihb6Hlut1tLzRQih+opN6zvmOI5q7i7puo5isTjx+5g2Dl3XcXR0BM/zxvZ3nc8BV38/O53OxJ8Bm7+Gs/a9yPkREdH9wAb1REREdCcEQQBN09BsNtFqtcZeJycnartl2LYNADNX6ps3LuCDZvA3/XkZxJHBrFHyPIaDG3LfstF3o9GAYRhqX/J/NU2DZVkTX6PBklWbuU86l0WOKxcYiKIIruui2+1iMBiMBSXkPlf9PlclhMg00Z8liiI17xZVr9dRLBah6/rE714IgSRJJgZxps2tWePI5/MqsLquz8VxDF3Xp86dTV/DRfY96/yIiOj+YLCLiIiINk4IgSiKcHR0hGKxODEo4vs+gKsH1eEH/lkZHADw/PlzAPMzlSaJoghhGMIwjIWzya77+XmrN8qMk+GHdbliZbPZRBzHEEKMrYan63om++u2LHpcz/NUkKJcLs/M3NI0bWpAYt58WJX8PoaDb5O+IxmQWiYrKYoiNT90XZ8YyNM0DZqm4fDwEJ7nZY496VgyODZtHC9fvpx4rVb9HHAV2J0V1N30NQSud35ERHR/MNhFREREG1ev1wHMz34ql8uZ7QHg8PAQjuNMfLgNwxBhGE7MXJonDEOVgdJsNpf67HU/L8svPc/LvB/HMWq1GgzDyDysy8ypRqOhggfyWs3bJwBV5nkTFj2uLHkcJoSYGNSqVCoQQoztc3herNvz58+haZoKwgkhJpa6yetvGMbC+xZCqP3mcrmJ1wIALi4uYFkWarUabNvGzs7O1KDovHHEcTzxZ6t+Tn52VlD3LlzD65wfERHdH+zZRURERDdqVgBClhzJEsZ5D5mu66JeryMIAlXWKDOHwjCEruswDAO5XE71fdJ1fWawKQxDFQiTWR+tVgtRFEHXdXQ6nZlZRtf9/CTlchmtVgu1Wg1RFOH4+Bjdbhf1el2Vek66NlEUIQiCicE9y7JQLpdRq9UQxzFs28bLly8RRRHiOJ7ZZ+k6Fj3u0dER6vU6TNNUWWlBEEzMsimXywiCILPP58+fTw38AFeZcEmSoNPprFSiub+/n/keq9UqKpXK2HbL9pqSATsZ9EuSZGrgcfi7j+MYpVIJnudN/O7mjSOKIpUtuY7PRVE09+/vXbiGq54fERHdM5vukE9EREQPk1ytcNar1Wqp1f1OTk4W2q+u6wMAmRXTOp3O4OTkRP0Mf7yaoFyNcNnx6bo+87Pr+PwigiAYGIah9lkul2eubimPP28lOrnCoaZpg2KxmLmWcnW/ad/HrO9r1kqI8447GAwGxWJR/dyyrEGz2RycnJxMXBmy1+sNisWiOqa8NpZlja1YOBgM1HVcZnXQ0eNZljU4OTkZnJycTN2PpmkTv/tOpzN2vt1ud9BqtTLvTVqFsNPpTDxeq9Waer1nzcEgCNb+uXK5PHYuozZ5DaVVz4+IiO6XncFgMLjheBoRERER0YOXJAny+Tw6nc5YlpPneWMZQ7VaTWUoSrJ5eq/XUxlonuehUqmMZaTV63V0u92x/QohsLe3N3EcQggcHBzg/Px84s9W+Rxw1dh9VlP4Rd3UNZTnsOr5ERHR/cKeXUREREREazCtH1StVsP+/n7mvXq9PrGcLpfLAciuNhmG4Vg5cJIkaDabE0vuGo3GxHEkSQLHcaYGdFb9nOyLtw43dQ2B1c+PiIjuH/bsIiIiIiK6BiEEqtWq6qkme0jJVUaTJFFZT7JZfxiGKBaLmf5rYRgiCAIAV/2sXNdFoVBQK5R6nqcCPi9fvhxr7i7HIfvIye3lCoOy59dohtiqn5POzs4m9t66S9fwOudHRET3D8sYiYiIiIhoZesqYSQiIloXljESEREREdFK6vU6isXipodBRESUwWAXERERERGtpNPpwHXdTQ+DiIgog2WMtJX+6I/+CL/3e7+H7/u+78POzs6mh0NERERERES0lQaDAb71rW/h05/+ND70ofXkZLFBPW2l3/u938OzZ882PQwiIiIiIiIiAvDixQu89dZba9kXg120lb7v+74PwNVfpqdPn254NPRQ9Pt9zidaO84rWjfOKboJnFe0Tp/73Ofw+vVrnJ+fb3oo9MDwXnU39ft9PHv2TD2nrwODXbSVZOni06dPebOjteJ8opvAeUXrxjlFN4Hzitbl0aNH2NnZ4ZyiG8F5dXets8UQG9QTEREREREREdGDwWAXERERERERERE9GAx2ERERERERERHRg8GeXURERERERHRn/NW/+lfxne98Z9PDIKJ7jMEuIiIiIiIiujN+6qd+Cv1+f9PDIKJ7jGWMREREREREdGf8zu/8Dl68eLHpYRDRPcbMLiIiIiIiIrozfuZnfgavX7/Ge++9t+mhENE9xcwuIiIiIiIiIiJ6MBjsIiIiIiIiIiKiB4PBLiIiIiIiIiIiejAY7CKlVqvBtm24roskSTY9HCIiIiIiIiKipbFB/R8TQqBUKiGOYwCAruvwfR+GYcA0TQghoOs6kiSBpmnwfR+WZanP5/N5+L6PYrE491imaSKOY/R6PWiaBgCI4xilUgmdTgcAEEURPM+DEALFYhG+76vPR1GEIAjQbDbnHqtWq+Hs7AwAcHp6CsMw1M9s20aapuqYmqah2WyiWq3CdV20Wq2p+5XjTZIEuVwuM0bbttFut9Hr9SaeuxAC3W536rWR1zpNUwBApVLJXNdJ24x+H4tyPv8ZPH70xtKfI5pk7xOfQu+bX9/0MOiB4byideOcopvAeUXr9K2v9/Cx73uKn/zxH970UJTdN9/CV9/92tr2J4RAFEV4/vx55llvWL1eRxAEAD543hFCYG9vTz3X6bq+0HMh0bZhsAtAkiQwTRO+76sbRRzH0HVdbTMcyJLbdzqdzDbLsCwLnuepm9cwIQQcx8HFxQU0TYNt24iiCJZlwXEcCCEWyryq1WrodrsqmDUsjmMVKJLK5TJqtRrCMITneVP3K4TA4eEhms2muuE2Go3MNrlcDmEYZoJUSZJACDF33MPXWh4rTVOUy+WJ21zn+/jKFwZ4+pHBUp8hmubbjwf4+Pc4n2i9OK9o3Tin6CZwXtF6afj240/h49+7OwHUL777/lr353kekiTJJCMME0LA9310u10IIWCapkoYMAxj4jMeEX2AZYwAXNdFuVzOBFMMw1BZV6N0XUehUFBZYKvwPA+NRmNi8KfRaMCyLHV8x3FUUKzZbE6N/A8TQqBarU4MpgFAqVRCpVIZe1/XdRiGMTOrq91uA4DKpNI0LXPtAKBYLI4dOwgCuK47d+zDZLaZzHKbRH4fURQttW8iIiIiIrp7/sWrP8J3Xr3e9DBuVBAEsG176s8bjYb65b6madB1/VrPn0TbhsEuXJUFLhqEEUKgVqshTdOFShanyeVyKJfLMzOohi3bQ6vdbkPXdXieh3w+n7mRRlEEXdczWVAyW6xYLOL4+BhhGE7dtwxyOY4zNcBk2/ZYJtdoptei5FinHStJErTb7ZlljK9evUK/38+8iIiIiIjo7vk36v8cX/xP/8tND2Ojut0u9vf31Z9lSx3g6vnHtm2YpjnzuY1om219sEveMOaVv3meB9M0YZomzs7OcH5+fu1jVyqVidldlmUhiiL1/io12EmSII5juK6LbrcLTdNUYM113bHssCRJ4LquOr9ZmV0AcHFxAeAq4LW3tzfxJlssFlV5oyzDXNXwzR3Ifh+O46DZbM78DqvVKnZ3d9Xr2bNnK4+FiIiIiIhoEzRNw9HREVqtFs7Pz1EqlRZqFUO0bbY+2CUDJPMyp3zfR6fTQbfbRbPZxOHh4bWj6LL8r1qtjo2pUqng4OAAjuOMZWEtyrIs9bnj42NEUYQwDGEYxtj+ZOlip9NRvbjmjb3ZbKLX6+H09BSO44xdQ9d1VSnjKiWMw5IkyYzZ8zx0Oh31mjfeSqWCy8tL9Xrx4sXKYyEiIiIiIrpJ+Xw+s6iXXCgNgHrGkn9etgqIaBtsfbALuAoKTettNYkMRi3zmWkqlQrq9fpYs/iTkxP0ej2V1TWrnnvaGIfJG+Hz589VQ3fHcRDHMUzTXP0EcJXBZRjGWA25HEMcx4jjeKz5ouM4KjurXq9P3b/MUrtOZtiTJ0/w9OnTzIuIiIiIiOguktU+wActZ+R78rlLBrmmNbkn2mZcjRFXkXHTNJHP51WjddlvatKNQwgxt6HgomQa6qSyQtmEMIqipQNrlmXBdV21H5lZNdxIPooilSG1DHmDLZfL0DQNURSpm+8o13XhOM7ErK5FyjPlypS+709dMICIiIiIiOg+kYkHwNWzn3w2yufzapV52boll8up58FCoaBKF9M0XUt7HaKHiMEuXGUgXVxcoFQqqaCTpmk4PT1V28iVDdM0hRACruvi5OQks59SqZRpOO/7PhzHyWwzGIwvyez7Pvb29jKBNdd1kaYpcrlcpn+W67oquGSaJiqVytSm781mE47jQAiBYrE4tmLiqgqFAlqtFg4ODgBcXb/z8/OJwahyuYxms7nUsT3PU9cawMxzJCIiIiKih+Un/rvfh1dvfHzTw7hR037xP1y6WC6Xx56jZDsZIpptZzAp+kL0wPX7fezu7uJzn/kBPH70xqaHQw/E3ic+hd43v77pYdADw3lF68Y5RTeB84rW7a7Nqd0338JX3/3apodB19Tv99nS5g6Sz+eXl5dr+36Y2UVjarUaWq2WSp1dpTn+fdH8e7/Gmx2tDf/xpJvAeUXrxjlFN4HzitaNc+rmCSEQRRGeP38+1lZHqtfrqoTS933VuqZer6PZbCJN08z7RHcFg10jhBAolUqqflrXdfi+D8MwYJomhBDQdV2thjH6Fzufz8P3/YXK7kzTRBzH6PV6qgQwjmOUSiXVR0v21ZKliMM3IdnLa5E01lqthrOzMwDA6elppmTStm2kaaqOKVNjq9UqXNfNlFGOkuNNkgS5XC4zRtu20W630ev1Jp67ECKTprvofoe/B1nquOoN1vn8Z5jZRWtz134DSQ8D5xWtG+cU3QTOK1qnX/uNCzz+8Idh/pl/ZdNDuVPWnV3meR6SJJna4F4IAd/30e12IYSAaZrodrtIkgRBEKDT6WTeJ7pLGOwaIvtg+b6vAkhxHGcym4YDWXJ72UBwFZZlqR5Vo2Rz9ouLC2iaBtu2EUURLMtSvbgWWWa2Vquh2+1ObEQfx/HYSpDlchm1Wg1hGGZ6kE0a3+HhIZrNJizLghACjUYjs00ul0MYhpngn2z+f539rut7+MoXBnj6EVby0np8+/EAH/8e5xOtF+cVrRvnFN0Ezitap8/97gCvd/4Iv/DTnFPDvvju+2vdXxAEqNVqePny5cSfNxoN9cylaVpmATWZaKBpGjRNQxzHXBWS7pQPbXoAd4lcrXC4CaBhGFNXAdR1HYVCQWWBrcLzPDQajYnBn0ajAcuy1PEdx1FBsWazOTXVdJgQQjXXn6RUKqFSqYy9r+s6DMOYmdXVbrcBIHOjG22gWCwWx44tV4a8zn5Hx1ooFNTSvERERERERHQ93W4X+/v76s+ywmmS0QQKok1jsGtIFEUzgzDDhBCo1WpI0/RaKwXmcjmUy+WZGVTDFsnkGtZut1XvrXw+D9u21c+iKIKu65lsKJktViwWcXx8jDAMp+5bBqMcx5kaaLJteyyTazTTa5X9DkuSBO12e2YZ46tXr9Dv9zMvIiIiIiIiWk6xWES9Xlc9v66T/EF0Uxjs+mMyiDSvDM7zPJimCdM0cXZ2hvPz82sfu1KpTMzusiwLURSp91dZYjZJEsRxDNd10e12oWmaCqy5rjuWHZYkCVzXVec3K7MLAC4uLgBcBab29vYmBseKxaIqQxxOeb3Ofoe/B8dx0Gw2Z3531WoVu7u76vXs2bO5YyAiIiIiItpW+Xw+04tL9q3WdR2np6eqx/JoAgXRXcBg1x+TfznnZU75vo9Op4Nut4tms4nDw8OZ2U+LkGV61Wp1bEyVSgUHBwdwHGflm4hlWepzx8fHiKIIYRjCMIyx/cnSxU6no3pmzRt7s9lEr9fD6ekpHMcZu4au66pSxnkljIvu1/M8dDod9Zo3zkqlgsvLS/V68eLF3DEQEREREdHt+8y/+lG8re9uehhbTyZfAB9UAMnnrmKxqBIOGOyiu4jBriGWZU3tbTWJDEYt85lpKpUK6vX6WK3zyckJer2eyuoaLkNcdIzDZP+v58+fq8bujuMgjmOYprn6CeDqhmcYxlgaqxxDHMcTGxc6jqOytOr1+sL7XcaTJ0/w9OnTzIuIiIiIiO6e/+3/6Pvx7/7Un9r0MB482RM6DEM4jqPez+fzEEKodjjymXH4ude2bdi2jSAIVqpAIrppXI1xSBAEME0T+XxeNUSX/aYmrSwhhEAQBEsHoCbRNA1HR0cTywqHV71YNrBmWRZc11X7kZlVww3foyhSmVLLkPXZ5XIZmqYhiqJMtH+Y67pwHGdiVtfozXGZ/RIREREREdHypgWphksXRxdwk+a1uyHaNAa7hui6jouLC5RKJRV00jQNp6enahu5smGaphBCwHVdnJycZPZTKpUyDed9389EygFgMBhfRtf3fezt7WUCa67rIk1T5HK5zA3FdV0VBDJNE5VKZWrT92azCcdxIIRAsVicubLhMgqFAlqtFg4ODgBcXb/z8/OJq1eWy2U0m82Fjr3Mfq/rS7+0g8ePdta+X9pOe5/YQe+bnE+0XpxXtG6cU3QTOK9oneL/7+/gw09+Hz908MlND+VO2X3zrU0Pgeje2BlMirrQ1qnVami1WipV9aHXXPf7fezu7uLy8pIljbQ2/X6f84nWjvOK1o1zim4C5xWt0zvvvIPXr1/jvffe2/RQ6IHhvepuuonnc2Z24aocsVQqqZ5Quq7D930YhgHTNFW9slx9wvf9TEldPp+H7/tTM6uGmaaJOI7R6/VUplIcxyiVSqqMUJYVykys4dJGWcq4SF10rVbD2dkZAOD09DSTMWbbNtI0VceUDeGr1Spc152aluo4Dt5+++1MNpsskxz+TBzH8DwPrVZr6esjr7fsXzaatTZpm9HvZFHO5z+Dx4/eWPpzRJPsfeJT6H3z65seBj0wnFe0bpxTdBM4r2id/slvJHj06DF+8sd/+FaPu/vmW/jqu19b2/6EEIiiCM+fPx9rVyPV63XVqmb0mUYIgYODA5yeni70LEVEH9j6YJcsA/R9XwWQ4jjOZDYNB2rk9p1OZ+XsJ8uy4HnexP5bQgg4joOLiwtomgbbthFFESzLUqWI81aMBK4CXd1ud2IfrjiOxxrhl8tl1Go1hGGYKcEcZds2ms1mJtjVbrfHxhRF0cq9zIavtxACh4eHSNM0UwK5ru/kK18Y4OlHmNxI6/HtxwN8/HucT7RenFe0bpxTdBM4r2idPve7wOsd4Bd++nbn1BfffX+t+/M8D0mSTOz/DFw96/i+j263CyEETNPM9MuqVqsoFAprHRPRttj61Rhls/bhQIphGFP7Q+m6jkKhcK2VAT3PQ6PRgBBi7GeNRgOWZanjD6960Ww2p/5GYJgQQvUWm6RUKqFSqYy9r+s6DMOY2Wzw6OhILT8LfNBA37IshGGo3j87O1vLbx9kxpnMdJtEfifD4yIiIiIiItqkeYuZNRoN9cykaZpamAy4es6K43gti6ERbaOtD3ZFUTRxhcBJhBCo1WpI0/RagZxcLodyuTwzg2rYIplcw9rttuq9lc/nMzfIKIqg63omA0pmixWLRRwfH2eCVqPkTVgGlsIwVMvOyiCZEEKVGa6DHO+0YFaSJGi32zPLGF+9eoV+v595ERERERHR3fOnP/lh/KlPfWzTw7hx3W4X+/v76s+ydQ5wlSCxSKIDEU221cEueSOZF5TxPA+macI0TZydneH8/Pzax65UKhOzuyzLQhRF6v1FenONkr8FcF0X3W4XmqapwJrrumM3zSRJ4LquOr95y8gWi0U1rlarhaOjI1iWhUajAQCq7HKdhm/8QPY7cRwHzWZz5vdYrVaxu7urXs+ePVvr+IiIiIiIaD3+4+N/Bf/+z/zApoexMXEcQwgxtfyRiObb6p5dMjgiS/GmGe0PdXh4ONY0fVmapqFcLqNareL4+DgzpkqlgoODA1iWBV3Xp5ZUziI/CwDHx8eoVqsIwxCGYWTSYwHMLV0cdXx8DMdxAABpmkLTNGiahlwupxrVy5+vS5IkmevkeV6m9HSeSqWCL3/5y+rP/X6fAS8iIiIiItqYfD6f6bEsF0SrVqtIkgS2batf+I/2MCai2bY6swu4CgpN6201iQxGLfOZaSqVCur1+liz+JOTE/R6PZU9tWyd9mjgTgbLnj9/rpq5O46DOI5hmubS4zYMA2maIgzDTAaX7Nu1aGaX4zgqO6ter0/dTmaqXSdb7MmTJ3j69GnmRUREREREd89fCX8P/87Zb216GDdOVvUAH7SWsSwLzWYT3W4XrVYLlmXB930GuoiWtNWZXcBV00DTNJHP59UNJEmSqWmjQoi5jQYXpWkajo6OJpYVyuyrKIqWDqxZlgXXddV+giBQjfilKIrged7E1RoXPUa1Ws2M3XEceJ63cK+uRUo05eqUvu+vlOFGRERERET3y2/+/17h9c4fAdA2PZRrkQkGwNUznnz+kRldss+yaZrI5XJrSaggois7g8Fg69cIFkKgVCqpG5GmaTg9PYVhGCrzKZfLIU1TCCHgui5OTk7U5/P5PNI0RS6XU+/5vj9WyjcYDGCaptq3PPbe3h4Mw1CBJ9u21f6CIFDBI9d1EUWRWr52VillHMcolUoQQqBYLI4F1K4b7ArDEI7jYHT67OzsIAiCTGBt2vWZNHbTNFVze5nxNnqepmmOBe+W1e/3sbu7i8995gfw+NEbK++HaNjeJz6F3je/vulh0APDeUXrxjlFN4HzitbpH/16gkePHuPP/+Dtth3ZffMtfPXdr93qMel29ft9VvncQfL5/PLycm3fD4NdtJVu4i8TEf/xpJvAeUXrxjlFN4HzitbpnXfewevXr/Hee+9teij0wPBedTfdxPP51pcxUlatVkOr1VIptYuWJN5Xzuc/w8wuWhv+VptuAucVrRvnFN0Ezitap3/yG1eZXT/54z+86aFMtO4MMCEEoijC8+fPxypypHq9rsocfd+HZVmZKiHgqnfzIq1iiLYBg11DRssZdV2H7/uqnFGW18lVMuRNRsrn81PL80aZpok4jtHr9VQvKll6KEsLZanhpFJE2ctrkZtZrVbD2dkZAGRKKIEPSiblMTVNQ7PZRLVaheu6U1dpdBwHb7/9dqacU/YJG/5MHMfwPA+tVmup6yOvRZIkyOVymfOfVOo4+l0s6itfGODpR5jcSOvx7ccDfPx7nE+0XpxXtG6cU3QTOK9onX5GvIE//NBj/MJP38059cV331/r/jzPU61qJhFCwPd9dLtdCCFgmia63S4AZNrhENEHtn41RilJEhwcHMC2bXS7XXS7Xfi+n8ls8n0frVYL3W4XzWYTjuOopWBXYVkWPM+b+DPZmP38/Bzdblc1qwegGrbLoNwstVoN3W4XnU4HnU4ncwON43hsJchyuYx6va56ck1j2/ZYIKzdbqPdbmfei6Jo6Wb+QggcHh7C9330ej10Oh3k8/nMNvK76HQ6a/kuiIiIiIjobvjPv/Qn8ZXSn930MG7NvAXQGo2GShjQNE0tZkZE0zHY9cdkw/PhpueGYUxdAVDXdRQKhWvdZDzPQ6PRgBBi7GeNRgOWZanjO46j0labzebU9NZhQghUq9Wpq3qUSiVUKpWx93Vdh2EYU7O6AODo6EgF34APVpC0LAthGKr3z87OFsrkGiYDZjJTS9O0mc3o5XcxPB4iIiIiIqKHoNvtYn9/X/1ZVhsBV89htm3DNM3McxjRtmOw649FUQTXdRfaVgiBWq2GNE2XDuQMy+VyKJfLU7O7Ri2budRut1XvrXw+n/ltQRRF0HU9k7kmhECSJCgWizg+Pp55s5S/UZABpjAMYdt2JuNLCKHKDZchg1yO4ywUwEqSBO12e2YZ46tXr9Dv9zMvIiIiIiK6e/76176O2t9h1cY8mqbh6OgIrVYL5+fnKJVKExMpiLYRg134IIg0LyjjeR5M04Rpmjg7O8P5+fm1j12pVCZmd1mWhSiK1PurNBpMkgRxHMN1XXS7XWiapgJrruuOZYclSQLXddX5zcrsAoBisajG1Wq1cHR0BMuy0Gg0AFwF1FbpowUAFxcXAK4CXnt7e2OBt+HvwnEcNJvNmd9ftVrF7u6uej17drvLGBMRERER0WL+wT/7Dv6L/7q36WHcGfl8XvXoAqB6SANQVTzyz2ztQnSFwS58EOSad2PwfR+dTkf17Do8PLx2qqgs0atWq2NjqlQqODg4gOM4Y1lYi7IsS33u+PgYURQhDEMYhjG2P1m6KPtgzQtUyf0BQJqmKtsrl8upRvWz+n7NIhvl93o9nJ6ejvXk8jxP9SHrdDpzx1qpVHB5ealeL168WGlcREREREREt0kmQgAfVOPI92RbHfmsNK3JPdG2YbDrj1mWNbW31SQyGLXMZ6apVCqo1+tjzeJPTk7Q6/VU9tSyjd5Hg1ky2v/8+XMkSaKyouI4hmmaS4/bMAykaYowDDPBJtm3a9HMLsdxVJZWvV4f+3mxWIRhGNfqj/bkyRM8ffo08yIiIiIiIto02Z95dJGwfD6v2sLIypbhXs6FQgHVahW2bavFzYjoyqNND+CuCIIApmkin8+rZuhJkkAIMTE6LoSYu2rGomSt9aSyQrnSRhRFSwfWLMuC67pqP0EQqEb8UhRFKktqFZZloVqtZsbuOA48z1s4E220RFP+hqJcLkPTNERRpH57QURERERE9JBMa1kzXLo4upga8EE1DBGNY7Drj+m6jouLC5RKJRW40TQNp6enahu5smGaphBCwHVdnJycZPZTKpUyDed93x8r5RsMBmPH930fe3t7mcCa67pI0xS5XC7TP8t1XRUAMk0TlUplaqP8ZrMJx3EghECxWJy5quEqjo+P4TjOWGZXHMcTg3OTrs/o2AuFAlqtFg4ODgBcfTfn5+dTV8a8ji/90g4eP9pZ+35pO+19Yge9b3I+0XpxXtG6cU7RTeC8onX6r14Cjx7v4Ivv3s05tfvmW5seAhHNsTOYFHmhrVSr1dBqtVSa7Co9wu6Lfr+P3d1dXF5esqSR1qbf73M+0dpxXtG6cU7RTeC8onV7yHNKCIEoivD8+fOx6h6pXq+r5AHf92FZFoQQmQQJXdeZ2bWkhzyv7rObeD7fuswuIQRKpZLq/6TrOnzfh2EYME1T1UTLFS7kjUXK5/MTs5EmMU0TcRyj1+uprKQ4jlEqlVTZoCwjlJlXwzc7Wbq4yA1s0rb1el3tb3jfYRiq7KrhXmUyDbZarcJ13ZmrMcrzSJIEuVwus3/bttFut9Hrja+gIq/xcErupJ/ruq56mI1mrk3aZvR7WpTz+c/g8aM3lv4c0SR7n/gUet/8+qaHQQ8M5xWtG+cU3QTOK1q3uzSndt98C19992tr25/neUiSZGozeSEEfN9Ht9uFEAKmaarnJ8MwVm5BQ7RNtirYJcv+fN9XQaE4jjMZTMOBLLl9p9NZOcvJsix4njexpE8IAcdxcHFxAU3TYNu2auouSw8XWTp20rZyNcThG2Q+n8fR0RFKpZI6puu6qNfrqga8VqtlgmGTCCFweHioVmwUQqDRaGS2yeVyCMMwE6SSPdDmGf4O5LHSNM2UYK7re/rKFwZ4+hEmN9J6fPvxAB//HucTrRfnFa0b5xTdBM4rWqf/5P/xEn/woVf4Kz/94U0PBQDwxXffX+v+giBArVbDy5cvJ/680WioZx254v3ocysRzbZVqzHK5uzDQRPDMKb2gtJ1HYVC4VqrAHqeh0ajMTHI02g0YFmWOv7wyhrNZnNqSuuoSdsKIVCpVABABbVarRaSJEGhUFDHtG0785sBXddhGMbMrK52uw0AKpNK07SxXmDFYnEswCcb5C9DZpvJ7LdJ5Pckl+MlIiIiIqL762//eh9/57/8xqaHsTHdbhf7+/vqz7LyCLj6Rb9t2zBNE2EYbmqIRHfeVgW7oihaONgihECtVkOapguVLE6Ty+VQLpdnZkoNWySTaxGGYYylxeZyORiGgTRNVYN7GYCSmWHFYhHHx8czb5wyyOU4ztQAk23bY5lco5lei9J1HbquTz1WkiRot9szyxhfvXqFfr+feREREREREd0Xmqbh6OgIrVYL5+fnKJVKC1XOEG2jrQl2ySDSvNRPz/NgmiZM08TZ2RnOz8+vfexKpTIxu8uyLERRpN6/qeaCQggEQaACbqenp3AcB6ZpqqBYkiRwXVed96zMLgC4uLgAcBXw2tvbmxgcKxaLqrxRlmeuavi3GUD2e3IcB81mc+Z3W61Wsbu7q17Pnj1beSxEREREREQ3JZ/PZ3ocy37SADL9luXPiGjc1gS7ZCBk3s3A9310Oh10u100m00cHh5eOz1UlvlVq9WxMVUqFRwcHMBxHJXBtG7DwaAkSVSfsF6vpzLYZOlip9NRvbjmnVOz2USv11PBs9Fr67quuhmvUsI4LEmSzLXxPA+dTke95o23Uqng8vJSvV68eLHyWIiIiIiIiG6KTIoAoCpw5HuyxY589prW5J5o221NsAvIrjy4CBmMWuYz01QqFdTrdbV6oHRycoJer6eyumzbvvaxhjmOo1abBK4yrIb7lDmOg7Ozs2sdo1gswjCMsd5mMjgVxzHiOB67EcvsMtM0Ua/Xp+4/SRLEcXytzLAnT57g6dOnmRcREREREdFtk72awzCE4zjq/Xw+r1adl5Usw32dC4UCqtUqbNuG4zhrqUIieqi2ajXGIAjUqoSyobrsKzUpIi7L/9YRgJL11aON5GXGUhzHiKJoLYE1yXEcVCqVzLkVCgXV7F3TNARBsHQQSf5GoVwuQ9M01f9r0n5c14XjOBOzuhYp25QrVvq+P3UhASIiIiIiejjO/q0/iX/x+E0A6dxt76Npz0HDpYujC6sBH1TXENF8WxXs0nUdFxcXKJVKKuikaRpOT0/VNtVqFUEQIE1TCCHgui5OTk4y+ymVSpmG877vZyLyADAYjC+97Ps+9vb2MsEn13WRpilyuVymT5bruiqIZJomKpXK1Obuk7YFrhrCDzd1tywLzWYTp6enME1Tvbfoqo9SoVBAq9XCwcEBgKvren5+PjEYVS6X0Ww2x27Us3iep74DADPP/bq+9Es7ePxo50b2Tdtn7xM76H2T84nWi/OK1o1zim4C5xWt1yPsfeLDd2ZO7b751qaHQERL2hlMisrQVqvVami1Wip99ib6iG1av9/H7u4uLi8vWdJIa9Pv9zmfaO04r2jdOKfoJnBe0Tr9/M//PL773e8u9QtzokXwXnU33cTz+VZldg0TQqBUKqk+U7quq95WpmmqWmm58oXv+5kyvXw+D9/3F8o4Mk0TcRyj1+up7Kc4jlEqldDpdABclQbK8sJisZjJtpLljYukrE7atl6vq/0N7zsMQ5WhNtzPTKbHVqtVuK47c2VGeR5JkiCXy2X2b9s22u02er3exGsihMik6i663+HvR2Z/jX4/i3I+/xk8fvTG0p8jmmTvE59C75tf3/Qw6IHhvKJ145yim8B5Rev0j349waNHj/FLP/8fbXQcu2++ha+++7W17U8IgSiK8Pz586nVNfV6XT2XjT7jCCFwcHCA09PTG6t8IXootjLYJcv9fN9XQaE4jjMZTMOBLLl9p9NZOcvJsixVnjdK9qW6uLiApmmwbRtRFMGyLDiOo1bgmGfStkmSoNVqodvtQgihepYdHR2hVCqpY7qui3q9rmrDa7VaJhg2iRACh4eHavVGIQQajUZmm1wuhzAMMzdj2SftOvtd1/fzlS8M8PQjTG6k9fj24wE+/j3OJ1ovzitaN84pugmcV7ROn/td4PUO8As/vdk59cV331/r/jzPQ5IkU1dQFELA9/3Ms9twckC1WkWhUFjrmIgeqq1ajVFyXXes4d/wCoWjdF1HoVAYW21wGZ7nodFoTAzyNBoNWJaVWSFRBsWazebCPbUmbSuEUD28ZFCr1WohSRIUCgV1TNu2VZYZcHXOhmHMzOpqt9sAoH7boGnaWKpxsVgcC/AFQTCxYf0y+x0mv5/h/mRERERERER3ybzFzxqNhvqFvqZpaiEz4IMV6texeBrRNtjKYFcURTODLcOEEKjVakjT9FqporlcDuVyeWam1LBFMrkWYRjG2G8OcrkcDMNAmqaqsb0MQMnMsGKxiOPjY4RhOHXfMhjlOM7UQJNt22OZXKOZXqvsd1iSJGi32zPLGF+9eoV+v595ERERERER3RXdbhf7+/vqz7KtDnCVPLHswmJE22zrgl3yZjGv3M3zPJimCdM0cXZ2hvPz82sfu1KpTMzusiwLURSp929qOVkhBIIgUAG309NTOI4D0zRVUCxJEriuq857VmYXAFxcXAC4Ckzt7e1NDI4Vi0VVhijLM+eZt9/h78dxHDSbzZnfabVaxe7urno9e/Zs7hiIiIiIiIg2LY5jCCGmlj8S0bit69klAyJJkswMjoz2hDo8PESlUrlWdpcsx6tWqzg+Ps6MqVKp4ODgAJZlQdf1qSWV1zEcFEqSJNMnzHVd1Go1nJyczA1wjZ6TDM6FYQjHcdDtdjPX1nVdOI6DcrmMIAhUWeV19ut53lKrs1QqFXz5y19Wf+73+wx4ERERERHdQf/Z//jT+M7jTwD41qaHcqvy+XymtYxcLK1arSJJElU1AwBpmnK1SqIZti6zC8iuPLgIGYxa5jPTVCoV1Ot1tYqgdHJygl6vpwI8667FdhxHrTYJXGVYDfcpcxwHZ2dn1zpGsViEYRhjvc1kgCqOY8RxPPYbCZldZpom6vX6wvtdxpMnT/D06dPMi4iIiIiI7p78m09w8ObHNj2MWycrfgCo9jKWZaHZbKLb7aLVasGyLPi+z0AX0Rxbl9kFXDUGlKsSypuE7Cs1KTVUlv+tIwClaRqOjo7G6q1lplkcx4iiaC2BNclxHFQqlcy5FQoFeJ4HIQQ0TUMQBAuVFw6LoghxHKNcLkPTNNX/a9J+ZHbXpF5po2Wby+yXiIiIiIgelr/3T76Ff/noDfzUn970SNbLcZxMw3n5HCQzunRdV+1acrncWp8JibbNVga7dF3HxcUFSqWSCjppmobT01O1TbVaRRAESNMUQgi4rouTk5PMfkqlUqbhvO/7cBwns81gML5cru/72NvbywSfXNdFmqbI5XKZMkLXdVWwxzTNmaWUk7YFrsoAhxu9y98OnJ6ewjRN9d6yDQ8LhQJarRYODg4AXF3X8/PziSWY5XIZzWZzod9ALLNfIiIiIiJ6WP7982/i9c4lfupPv7XpoazVtN7M3W5X/Xe5XJ75zMQAGNFidgaTojFED1y/38fu7i4+95kfwONHb2x6OPRA7H3iU+h98+ubHgY9MJxXtG6cU3QTOK9onf7Rryd49Ogx/vwPbrbH7u6bb+Gr735to2Og9er3+2xpcwfJ5/PLy8u1fT9bmdlF42q1Glqtlkqdnbda5UPR/Hu/xpsdrQ3/8aSbwHlF68Y5RTeB84rW6Z133sHr16/xd/7Be5seykRCCERRhOfPn0+tjqnX6yoLy/d91ZLF8zzEcYwkSVZqJUNEi9mqYJcQAqVSSdVJ67qumrabpgkhhFqpUNO0zE0JuKqlHl6lcRbTNBHHMXq9niq/i+MYpVJJrbARRZHqm1UsFjM3Stm3a1qq67BJ29brdbW/4X2HYahKL4cb9cvVD6vVKlzXnboio+M4ePvttzMlna7rIkmSzGfiOIbneWi1WktfN/k9yCb+o6Wbk7YZ/a4W5Xz+M8zsorXhb7XpJnBe0bpxTtFN4Lyidfonv3GV2fWTP/7Da9nfujO0PM9DkiQT+z0DV8+dvu+j2+1CCAHTNNHtdhFFEfb399FqtRDHMUzTzDwvEtH6bE2wS/ax8n1fBYXiOM5kMA0HZOT2slHgKizLgud5E+uqhRBwHAcXFxfQNA22bSOKIliWBcdx1Oob80zaVgaehm+u+XweR0dHKJVK6piu66Jer6u68FqtlgmGTWLbNprNZibY1W63x8YaRdHKDf2HvwchBA4PD8eW1l3Xd/WVLwzw9COs5KX1+PbjAT7+Pc4nWi/OK1o3zim6CZxXtE6f+13g9Q7wCz+9njn1xXffX8t+pCAIUKvV8PLly4k/bzQa6llF0zS1EFmhUEChUAAAGIahEi2mBc2IaHUf2vQAbovrumPN/gzDmBpF13UdhUJBZYGtwvM8NBoNCCHGftZoNGBZljq+4zgqKNZsNhduFj9pWyGEak4vg1qtVgtJkqBQKKhj2ratssyAq3M2DGNqVhcAHB0dZZrdy1UkLctCGIbq/bOzs4UyueaRGWcyA24S+V0Nj4uIiIiIiO6nv/GFT+Gv/Rt/atPDWFm328X+/r7683D1kHwWE0IgTVMGuohuyNYEu6Ioguu6C20rhECtVkOaptcK2ORyOZTL5ZmZUsMWyeRahGEYYzfNXC4HwzCQpqlasTEIAriuqzLDisUijo+PM0GrUfI3EzKwFIYhbNuGbdsqSCaEUGWG66DreuaYo5IkQbvdnlnG+OrVK/T7/cyLiIiIiIjunrf/2x+D8a/ubnoYN6pUKi3UsoaIVrMVwS4ZRJoXfPE8D6ZpwjRNnJ2d4fz8/NrHrlQqE7O7LMtCFEXq/Zu60QkhEASBCridnp7CcRyYpqmCYkmSwHVddd6zMruAqx5gcrytVgtHR0ewLAuNRgMAVDnmOsnfhkjD35XjOGg2mzO/32q1it3dXfV69myzK7sQEREREdFkz//5dxD/9uWmh7GyfD6Pbrer/iyzuiTXdeG6LpvTE92grQh2ySDIvMwp3/fR6XTQ7XbRbDZxeHg4M8tpEZqmoVwuo1qtjo2pUqng4OAAjuOo7KV1Gw4EJUmi+oT1ej2VwSZLFzudDprN5tyb7vHxscqyStNUZXvlcjnVL8xxnLWehyyXlDzPQ6fTUa95Y65UKri8vFSvFy9erHV8RERERES0Hv+rX/o6/je/+M82PYyVycQGAKqKRj6vMNBFdDu2ItgFZFceXIQMRi3zmWkqlQrq9bpaOUkqLsMAAQAASURBVFA6OTlBr9dTWVKrNnSfxnEctdokcJVxNdynzHEcnJ2dLb1fWQ4ZhmHmJi37di2a2SUzzEzTRL1en7pdkiSI4/ha/yA8efIET58+zbyIiIiIiIiWJfsth2GY+SV/Pp9X7VxkJcpwb+Z6vY5GowHHcZDP55HP56/VI5qIptua1RiDIFCrEsom9UmSQAgxsSmgLP9bRwBK0zQcHR2NNZKX2UpxHCOKorUE1iTHcVCpVDLnVigUVKN3TdMQBMHKASTLslCtVjPn5DgOPM9bOENtkdJNuWql7/tckpeIiIiIiDZu2nPMcOni6OJo094jopuxMxgMtmaNYCEESqWSip5rmobT01MYhgHTNAFcNXJP0xRCCLiui5OTE/X5fD6PNE2Ry+XUe77vj5XsDQYDmKap9i2Pvbe3B8Mw1AqItm2r/QVBoIJEruuqJvKGYaBSqUxtlD9pW+Aq8DQcHLIsC81mE2EYqv5dy2a7DZO/xRidPjs7OwiCIHMTn3bdJp2TaZrqtyEyE270/E3TVKtrrqrf72N3dxef+8wP4PGjN1beD9GwvU98Cr1vfn3Tw6AHhvOK1o1zim4C5xWt0z/69QSPHj3Gn//B9fTZ3X3zLXz13a+tZV90v/X7fVb53EHy+fzy8nJt389WBbtovlqthlarpVJvb6KP2F1wE3+ZiPiPJ90EzitaN84pugmcV7RO77zzDl6/fo333ntv00OhB4b3qrvpJp7Pt6aMcdhohpeu66q31XBmkVw1w/f9TLlfPp+fmpk0yjRNxHGMXq+nMq3iOEapVFIZXlEUqfLCYrGYKQ2U5Y2LlPxN2rZer6v9De97WoaXpmloNpuoVqtwXXfqyoyO4+Dtt9/OZL65rqsa1EtxHMPzPLRaraWum7xGSZIgl8tlxj4p+2v0O1qU8/nPMLOL1oa/1aabwHlF68Y5RTeB84rW6Q9638LHn2r4yR//4bXve91ZXkIIRFGE58+fj7Wtker1unreGn5u8TwPSZIgSZKZ1TxEtLytC3YlSQLTNOH7vgoKxXGcyWAaDsjI7TudzspZTpZlwfO8iSWDsifVxcUFNE2DbduqwbvjOGr1jnkmbSsDT91uF0II1bPs6OgIpVJJHdN1XdTrdVVDXqvVMsGwSWzbRrPZzAS72u322FijKFq675kQAoeHh2plSCEEGo1GZpt1fUdf+cIATz/C5EZaj28/HuDj3+N8ovXivKJ145yim8B5Rev1cXz78T4+/r31B1C/+O77a92fDFhN6gMNXD3b+L6feSbrdrtIkkQlA8iWNyy6IlqfrVmNUZK9nob7PQ2vUDhK13UUCoVrrZLheR4ajQaEEGM/azQasCwrs0KiDIo1m82pvx0YNWlbIYTq4SWDWq1WC0mSoFAoqGPatq2yzICrczYMY2pWFwAcHR2p5XSBD5rtyxUZpbOzs6V/Q9FutwFA/cZD07SZ/bnkdzQ8HiIiIiIiup+6v/8KF7//nU0PYyHzFjVrNBrqeUjTNLVAma7r6hkniqKpwTIiWs3WBbuiKILrugttK4RArVZDmqbXSinN5XIol8szM6WGLZLJtQjDMMZumrlcDoZhIE1T1dg+CAK4rqsyw4rFIo6PjzNBq1HyRi0DTGEYwrZt2LatgmRCCFVuuAwZ5HIcZ6EAVpIkaLfbM8sYX716hX6/n3kREREREdHd8z/9v/we/hf/53+66WGsRbfbxf7+vvqzbJcjmaYJx3EWaltDRIvbqmCXvKnMC754ngfTNGGaJs7OznB+fn7tY1cqlYnZXZZlIYoi9f5N3eSEEAiCQAXcTk9P4TgOTNNUQbEkSeC6rjrvWZldwFUPMDneVquFo6MjWJalSg5lOeYqLi4uAFwFvPb29sYCb8PfkfzHYdb3Wq1Wsbu7q17Pnq1nZRciIiIiIqJVdTodtFqtpVu/ENFsWxXsksGQeZlTvu+j0+mg2+2i2Wzi8PBwZpbTImQpXrVaHRtTpVLBwcEBHMeBrus3sgLicEAoSRLVJ6zX66kMNlm62Ol0VL+sWY6Pj1XmVZqmKtsrl8upfmGO46w0Xtkov9frqcDc8PfmeR46nY56zRtrpVLB5eWler148WKlcRERERERES0qn8+j2+2qP8tF0IbJZxm2ZSFan60KdgHZlQcXIYNRy3xmmkqlgnq9rlYQlE5OTtDr9VSW1Lqj+o7jqNUmgQ9qwof7hJ2dnS29X1kOGYZhJtgk+3YtmtklM8xM00S9Xh/7ebFYhGEY1+qb9uTJEzx9+jTzIiIiIiIiukmykgeAahsjn5fk8418/yaSHoi21datxhgEgVqVUDYETJIEQoiJTQFl+d86AlCapuHo6Giskby8scVxjCiK1hJYkxzHQaVSyZxboVCA53kQQkDTNARBsHK5oWVZqFarmXNyHAee5y18sx4t3YyiCHEco1wuQ9M01Vts1TESERERERHdBMdxVNAqSRL1bJPP59Vq8bIFSy6XU896xWIRrusiSRL1OQa7iNZnZ7CF65sKIVAqldRNSdM0nJ6ewjAMmKYJ4KqRe5qmEELAdV2cnJyoz+fzeaRpilwup97zfX+sZG8wGMA0TbVveey9vT0YhqFWQLRtW+0vCAJ1k3NdVwV6DMNApVKZ2ih/0rbA1c13OE3Wsiw0m02EYaj6dy2b7TYsDEM4jjO2TO7Ozg6CIMisojjtuo2ekxAC1WpVZXnpup65hqZpqlU1V9Xv97G7u4vPfeYH8PjRGyvvh2jY3ic+hd43179ENm03zitaN84pugmcV7RO73+jhz/x8V3sfWz9hUi7b76Fr777tbXvl+6Hfr/PKp87SD6fX15eru372cpgF9FN/GUi4j+edBM4r2jdOKfoJnBe0bpxTtFN4Ly6m27i+XzryhhpulqthlarpVJttyGN1vn8Z5jZRWvD32rTTeC8onXjnKKbwHlF6/S9P3yN3dyb+E4/nb/xNaw7y0sIgSiK8Pz587HWNVK9XldVNb7vq1YtnuepksZZFT1EtJitC3aNljDquq6at5umCSGEWrFQ07TMDQi4KsWbVHo3iWmaiOMYvV5PlRLGcYxSqaRKGKMoUv2zisVi5qYo+3eN9rQaVa/X1eeG97Gzs5MJWA335qrVaqopvSwRlCsgVqtVuK6LVqs19ZjyPJIkQS6XyxzXtm202230er2J10QIkVmRZNLPdV1XjfxHb/aTthn9nhb1lS8M8PQjTG6k9fj24wE+/j3OJ1ovzitaN84pugmcV7ROn/uP/jl63/g9nP/bb93ocb747vtr3Z8MWE3qBQ1cPYv6vo9utwshBEzTRLfbRZIk6jlTtr1hARbR9WxVsCtJEpimCd/3VQApjuNMQGg4kCW3l40FV2FZFjzPm9gTSwgBx3FwcXEBTdNg27ZawdBxHLUqx7xzarVamRvmcPP9SUGlWq2GbrerAm5SuVxGrVbL9POaRAiBw8NDNJtNWJYFIQQajUZmm1wuhzAMM0EquRDAPMPfgTxWmqaZHl3r/p6IiIiIiIiuIwgC1Go1vHz5cuLPG42GeobRNE0tUmYYhnrWiaJoarCMiBa3/o5/d5hsaj4cNJEZTZPouo5CoaCywFbheR4ajcbEIE+j0YBlWer4juOooFiz2Zya+jpMCKGa0WuaNjcjSzZ/n9aQXtd1GIYxcx/tdhsAVCaVpmljzeKLxeLYMYIggOu6c89pmMw2k9lv08ZcKBTUkr5ERERERER3Tbfbxf7+vvqzrCiSTNOE4zhzK3uIaL6tCnZFUbRwsEUIgVqthjRNr1UvncvlUC6XZ2ZKDZuXyTXKMIyxyP/waocy00sev91uq55c+Xwetm0DgMoiKxaLOD4+RhiGU48pg1yO40wNMNm2PZbJNZrptShd16Hr+tRjJUmCdrs9s4zx1atX6Pf7mRcREREREdFd0el00Gq11DMaEa1ua4JdMog0r8zN8zyYpgnTNHF2dobz8/NrH7tSqUzM7rIsC1EUqfevG8EXQiAIAhXYkllR3W4XURQhDEMkSYI4juG6LrrdLjRNU7Xlruuq856V2QUAFxcXAK4CXnt7exODY8ViUZU3yvLMVY3+1mP4e5K//Zj13VarVezu7qrXs2fPVh4LERERERHRsvL5fKbNjOwTPUw+M7Fqheh6tibYJQMh8zKnfN9Hp9NBt9tFs9nE4eHhzCynRcgyv2q1OjamSqWCg4MDOI6jMphWNRr06fV66r8ty1IN6S3LUu8fHx+ruvBWq4VOp6N6cc07p2aziV6vh9PTUziOM3ZtXddVpYyrlDAOS5Ikc208z0On01GveeOtVCq4vLxUrxcvXqw8FiIiIiIiujk/9Wef4if/e5/c9DDWTiY7AB9U1liWhTAMVesc+T57ERNdz9YEu4Crm8u0XlWTyGDUMp+ZplKpoF6vq9UDpZOTE/R6PZXVtWrKquM4alXJWUZvmtP6lS2jWCzCMIyx3mbyWHEcq8aLo2OW2Vn1en3q/mU22nUyw548eYKnT59mXkREREREdPf8z/71fZT+4v2rxJA9mMMwhOM46v18Pq9Wk5cVKsP9mmW/Y9u2YZrm3KoVIppvq1ZjDIJgbLVC2VdqUpBIlgWuo2Za0zQcHR2NNZ2XUfs4jhFF0UqBNcdxUKlUMucgSxZPTk7Un4MggGVZcF1XHXeVjKsoihDHMcrlMjRNQxRF6rcSo1zXheM4E4+xSNmmXLHS9/21BOaIiIiIiIhuwrTnm+HSxdEF06R1JFgQ0Qe2Ktil6zouLi5QKpVU0EnTNJyenqpt5EqFaZpCCAHXdVXASCqVSpmG877vZyL3ADAYDMaO7/s+9vb2MkEp13WRpilyuVymT5bruiqIZJomKpXKxObuYRgiDMNMTbdlWWg2m3BdF/l8XvXlksGoZrMJx3EghECxWJx4s52lUCig1Wrh4OAAwNV1PT8/nxiMKpfLaDabSx3D8zz1HQCYeu7r8KVf2sHjRzs3sm/aPnuf2EHvm5xPtF6cV7RunFN0EzivaJ3e+/UEjx7/Lt7+gbdu9Di7b97s/oloc3YGk6IytNVqtRparZZKs32IKbT9fh+7u7u4vLxkSSOtTb/f53yiteO8onXjnKKbwHlF6/TOO+/g9evXeO+99zY9lJUIIRBFEZ4/fz5W2SPV63WVzeX7fqZKRgiBg4MDnJ6e3tgv/bcV71V30008n29VZtcwIQRKpZLqM6Xruup5ZZqmqqmWK2SM3oDy+Tx831/o5mOaJuI4Rq/XU9lPcRyjVCqh0+kAuCoN9DxPZVsN3xRleeO8sr96va4+N7yPnZ2dTMBKljMCV4Et2bj+9PQUhmGo5vPVahWu685cmVGeR5IkyOVymePato12u41erzfxmgghMim9i+53+PuR2V+j38+inM9/Bo8fvbH054gm2fvEp9D75tc3PQx6YDivaN04p+gmcF7ROv2T30jw6NFj/OSP//CtHG/3zbfw1Xe/trb9ydXup/VTFkLA9310u10IIWCaZua5qFqtolAorG08RNtoK4NdsjTQ930VQIrjOBMQGg5kye07nc7KWU6WZanyvFGyL9XFxQU0TYNt24iiCJZlqXLDeatIJkmCVquVuWEO9yabFFSq1Wrodrsq4CaVy2XUajWEYZgp15w07sPDQ7V6oxACjUYjs00ul0MYhpmgoOyTdp39ruv7+coXBnj6ESY30np8+/EAH/8e5xOtF+cVrRvnFN0Ezitap8/9LvB6B/iFn76dOfXFd99f6/6CIECtVsPLly8n/rzRaKhnGU3TVA9nwzDU4lzr6BtNtM22ajVGyXXdscaAMqNpEl3XUSgUxlYbXIbneWg0GhODPI1GA5ZlqeMPr8zRbDanpr4OE0KgUqkAuLphzsvIEkKo/mST6LoOwzBm7qPdbgOAyqjSNG2sN5dcWWTYvKb4i+x3dKyFQiHTt4yIiIiIiOgu6na72N/fV3+WFUXA1XPjIs9/RDTbVga7oihaeAVCIQRqtRrSNL1WvXQul0O5XJ6ZKTVsXibXKMMwxtJkc7mc+m+Z6SWP3263VU+ufD6vfnMgs8iKxSKOj48RhuHUY8pglOM4UwNNtm2PZXKNZnqtst9hSZKg3W7PLGN89eoV+v1+5kVERERERHfPj/+pj+HH/rW9TQ/j1sVxDCHE1PJHIlrc1gW7ZBBpXrmb53kwTROmaeLs7Azn5+fXPnalUpmY3WVZFqIoUu/P6801jxACQRCowJbswdXtdhFFEcIwVOmxruui2+2qFRuTJIHruuq8Z2V2AcDFxQWAq8DU3t7exOBYsVhUZYiyPHOeefsd/n4cx0Gz2Zz5nVarVezu7qrXs2fP5o6BiIiIiIhu37/3lz6Fk598eItkSfl8PtNmRvaJrlarSJIEtm2r57l6vb7BkRLdX1sX7JIBkXmZU77vo9PpoNvtotls4vDwcGaW0yJkOV61Wh0bU6VSwcHBARzHga7r11oBcTT40+v11H9blqUa0luWpd4/Pj5GFEWqdLHT6aieWfPOqdlsotfr4fT0FI7jjF1b13VVKeO8EsZF9+t5HjqdjnrNG2elUsHl5aV6vXjxYu4YiIiIiIiI1k0mOwAfVNZYlqUSFFqtFizLgu/7M9u5ENF0WxfsAq5uLtN6VU0ig1HLfGaaSqWCer2uVhGUTk5O0Ov1VFbXqg0JHcdRq0rOMhpMm9avbBnFYhGGYYz1NpPHiuNYNV4cHbPM0pr0m4tp+13GkydP8PTp08yLiIiIiIjunp/5yu/gS6e/vulhrEz2YA7DEI7jqPfz+bxaVV5Wqgz3ayai9dnK1RiDIBhbrVD2lZoUJJJlgetYEUPTNBwdHY01HUySRK3CEUXRSjc8x3FQqVQy5yBLFk9OTtSfgyCAZVlwXVcdd9GMq2FRFCGOY5TLZWiahiiK1G8lRrmuC8dxJh5jtGxzmf0SEREREdHD8s1/8Rqvd7636WGsbFpbmuHSxdEF00YxAEZ0PVsZ7NJ1HRcXFyiVSiropGkaTk9P1TZypcI0TSGEgOu6KmAklUqlTMN53/czkXsAGAzGl8v1fR97e3uZoJTrukjTFLlcLtMny3VdFewxTROVSmVic/cwDBGGYaahu0yFdV0X+Xxe9eWSQaNmswnHcSCEQLFYXDpFtlAooNVq4eDgAMDVdT0/P5+YJVYul9FsNhc6xjL7va4v/dIOHj/aWft+aTvtfWIHvW9yPtF6cV7RunFO0U3gvKJ1+q2XwKNHwBffvZ05tfvmW7dyHCK6PTuDSdEY2jq1Wg2tVkul1F6nZ9h90O/3sbu7i8vLS5Y00tr0+33OJ1o7zitaN84pugmcV7RO77zzDl6/fo333ntv00OhB4b3qrvpJp7PtyqzSwiBUqmkej/puq76W5mmqeqn5WoYvu9nSufy+Tx835+YWTXKNE3EcYxer6cykuI4RqlUQqfTAXBVrud5nsqsGi5tlKWM81ZmrNfr6nPD+9jZ2ckErGTpInAV2JJN6k9PT2EYhmoIX61W4bru1FUYHcfB22+/nclyk+WQw5+J4xie56HVai193eT3IPuajWazTdpm9LtalPP5z+DxozeW/hzRJHuf+BR63/z6podBDwznFa0b5xTdBM4rWqd/8hsJHj16jJ/88R9e6nO7b76Fr777tbWNQwiBKIrw/PnzsTY0Ur1eVyWHw88knuchjmMkSZJ5FiOi27E1wS5ZBuj7vgogxXGcCQgNB2Tk9p1OZ+UsJ8uy4HnexHprIQQcx8HFxQU0TYNt24iiCJZlqdLCeStGygBTt9uFEGKsD9lwTbhUq9XQ7XZVwE0ql8uo1WoIwzBTmjnKtm00m81MsKvdbo+NNYqilXucDX8PQggcHh4iTdNMCeS6vquvfGGApx9hciOtx7cfD/Dx73E+0XpxXtG6cU7RTeC8onX6K3/0BN/70MfwH//0cnPqi+++v9ZxeJ6HJEmmLv4lhIDv+5nnsW63iyiKsL+/j1arhTiOYZpmJgmCiG7e1qzG6LruWBNAmdE0ia7rKBQK11oB0PM8NBoNCCHGftZoNGBZljr+8CoczWZz6m8OhgkhUKlUAFz1HJuVkSW3l73IJtF1HYZhzNzH0dFRpi+YbHBvWRbCMFTvn52dLZTJNY/MOJMZcNPGXSgUMuMiIiIiIqL76T8ofhr/++M/s+lhzF2krNFoqGceTdPUgmOFQkE9dxqGoaqHiOj2bE2wK4qihVcbFEKgVqshTdNrBWxyuRzK5fLMTKlhy94ADcMY+y1DLpdT/y0zveTx2+226smVz+fVjVtmkRWLRRwfH2eCVqPkTVwGlsIwhG3bsG1bBcmEEKrMcB10Xc8cc1SSJGi32zNTg1+9eoV+v595ERERERERrarb7WJ/f1/9ebgljkxqEEIgTdOp2WFEdDO2Itglg0jzgi+e58E0TZimibOzM5yfn1/72JVKZWJ2l2VZiKJIvT+vN9c8QggEQaACWzIjSqbRhmGIJEkQxzFc10W321WrMyZJAtd11XnPyuwCrnqDyfG2Wi0cHR3Bsiw0Gg0AUOWY6zT625Dh78pxHDSbzZnfb7Vaxe7urno9e/ZsreMjIiIiIqL1+LfPfhf/y//8n256GGtRKpWu/axHRMvbimCXDILMy5zyfR+dTgfdbhfNZhOHh4czs5wWoWkayuUyqtXq2JgqlQoODg7gOI7KXlrVaMCn1+up/7YsSzWktyxLvX98fIwoilTpYqfTQbPZnBuokp8DgDRNVbZXLpdTfcQcx1n5XCaR5ZKS53nodDrqNW/MlUoFl5eX6vXixYu1jo+IiIiIiNbjv/rGH+Cfff07mx7GXPl8PtMnWWZ1Sa7rwnVdNqcn2oCtCHYBV0Geab2qJpHBqGU+M02lUkG9XlcrB0onJyfo9Xoq0r9qQ3fHcdSqkrOMBtNWbZBoGAbSNEUYhpkbt+zbtWhml+M4KjurXq9P3U5mpF3nH4knT57g6dOnmRcREREREdGqZLUO8EFrGPnMwkAX0WZtzWqMQRCMrVaYJAmEEBODRLIscNUA1DBN03B0dDTWdF5mK8VxjCiKVgqsOY6DSqWSOQdZsihXTAzDUC1367quOm4QBAv3MRtlWRaq1WrmnBzHged5C2eoLZLOK1et9H2fq5cQEREREdGtcRxHLViWJIl6fsnn82oleNleJZfLqee5er2ORqOR6TncbDbZt4voFu0MBoOtWSNYCIFSqaRuWJqm4fT0FIZhwDRNAFcN3tM0hRACruuqgBFwdVNL0zTTBN73/bGSvcFgANM01b7lsff29mAYBjqdDoCrTC65vyAIVJDIdV1EUaSWua1UKhMb5YdhCMdxMkEgy7LQbDbVPuQqjTLAF8cxSqUShBAoFosLrfo4iTz26PTZ2dlBEASZVS+nXbdJ52SapmpuLzPhRs/fNM3MOa2i3+9jd3cXn/vMD+DxozdW3g/RsL1PfAq9b35908OgB4bzitaNc4puAucVrdM/+vUEjx49xp//weX67O6++Ra++u7XbmhU9BD0+31W+dxB8vn88vJybd/PVgW7iKSb+MtExH886SZwXtG6cU7RTeC8onU6Pj7G9773Pbz77rubHgo9MLxX3U038Xy+NT27aDG1Wg22batyRyIiIiIiott0dnaGv/W3/tamhzGREAJhGMLzvKnb1Ot11Zt4uJTR8zzYto18Pp95n4jWb2t6dg0bLWfUdV01eB8uo5Orafi+n2ksmM/np5bhjTJNE3Eco9frqXJDWUooyxmjKILneRNLC2Uvr3n9rer1uvrc8D52dnYyPbRk7y7gKrAlV2mUJZeapqHZbKJarcJ1XbRarYnHcxwHb7/9dqbMUwbIhj8TxzE8z0Or1VrquslrlCQJcrlc5pwmlTqOfkeLcj7/GZYx0tqwhINuAucVrRvnFN0Ezitat3XNqXWXNnqep9rNTCKEgO/76Ha7EELANE10u11EUYT9/X20Wi3EcQzTNDPPiES0XlsX7EqSBKZpwvd9FUCK4zgTEBoOyMjtZQPCVViWBc/zJjaglw3YLy4uoGkabNtWqxk6jqNW9Zh3Tq1WK3NDHW7EP7wcrlSr1dDtdlXATSqXy6jVanN/W2HbNprNZibY1W63x8YaRdHSTf6FEDg8PESz2YRlWRBCoNFoZLZZ13f0lS8M8PQjrOSl9fj24wE+/j3OJ1ovzitaN84pugmcV7RO/+tf/m/wB9/u4z/96e+79r6++O77axjRB4IgQK1Ww8uXLyf+vNFoqOcUTdPUgmSFQgGFQgHA1er2MrmCTeuJbsbWlTHKxubDzc1lRtMkuq6jUCioLLBVeJ6HRqMBIcTYzxqNBizLUsd3HEcFxZrN5kIN5IUQqFQqAKAa0k/LyJLbV6vVqas/6roOwzBm7uPo6CiTeitXeLQsC2EYqvfPzs4WyuQa1m63AUBlammaNrMZvfyOmApMRERERHT//dpvfxfPk8tND2Ml3W4X+/v76s/DFUPymU8IgTRNGegiukFbF+yKogiu6y60rRACtVoNaZouHbAZlsvlUC6XZ2ZKDVu2V5ZhGGM3yuGVD2Wmlzx+u91Wy+Tm83mVeSWzyIrFIo6PjzNBq1HytxQywBSGIWzbhm3bKkgmhFDlhsuQQS7HcRYKYCVJgna7PbOM8dWrV+j3+5kXERERERHRbSuVSnPb1BDR9WxVsEsGkeYFXzzPUw0Fz87OcH5+fu1jVyqVidldlmUhiiL1/nVvekIIBEGgAluyB5esEw/DEEmSII5juK6LbrcLTdNU7bnruuq8Z2V2AVe9weR4W60Wjo6OYFmWKjmU5ZiruLi4AHAV8Nrb2xsLvA1/R47joNlszvxeq9Uqdnd31evZs+WWMSYiIiIiIponn89n2sjIrC7JdV24rrvycxIRLWargl0yGDIvc8r3fXQ6HXS7XTSbTRweHs7MclqELMWrVqtjY6pUKjg4OIDjONB1feXeYADGAj+9Xk/9t/X/Z+9/YxxJ8/zA75vTVVsjabYyktU9fZ7tsq6CkqHVeX2rCPZifO6V4MuIGeiwGB3WjKRGPsjQGGRABxmWBCvjKAOrfWGICvqFcZZOd8GU5sUJ4wWT4T5opMNYYKRlQ8a2zkWG7nYOa59sRkpbs2vNqiv4ZE6PZmp7a9IvUs8zDP4nM1hkZn4/ANGdzGDEE+STURm//P1+j2WphvSWZannK5UKoihSpYv9fl/1y5pHvg4A0jRV2V6FQkH1EXMcZ63zkEG64XCIk5MTOI6T+dw8z0O/31ePRWOt1+u4uLhQjxcvXqw1LiIiIiIiollkMgPw48oZea/CQBfRm3Ovgl3A9cVnVq+qaWQwapXXzFKv19FqtdQKgtLx8TGGw6HKklq1obvkOI5aVXKe8WDauiuAGIaBNE0RhmHmgi37di2b2eU4jsrSarVaE98vl8swDONGfdMePXqEx48fZx5ERERERLR7PvtgD48e7OatquyxHIZh5g/7xWJRtXCRVSij/ZhbrRZOT0/hOA6KxSKKxeKN7m+IaL57txpjEAQTqxUmSQIhxNQgkSwLXDcANUrTNBwdHU00nZfN3eM4RhRFawXWHMdBvV7PnIMsWZQrJoZhiCAIYFkWXNdVxw2CYOk+ZuMsy0Kj0cick+M48Dxv6Qy18dLNKIoQxzFqtRo0TUMURZm/iBARERER0d31zT/7b+KTh+8Cn35320OZMKvtzGjp4viCaLOeI6LNuXfBLl3XcX5+jmq1qgI0mqbh5OREbSNXKkzTFEIIuK6rAkZStVrNNJz3fX+iZO/qanL5Zd/3cXBwkAlKua6LNE1RKBQyfbJc11WBHtM0Ua/XpzbKD8NQZVJJlmWh0+nAdV0Ui0XVl0sGjDqdDhzHgRAC5XJ57QtvpVKB4zgTmV1xHE8N2k1738bPqVQqodvt4tmzZwCuP7Ozs7O1M9Dm+do39/DwwV7u+6X76eDtPQw/5nyifHFeUd44p2gTOK8ob3nNqf133sthNER02+xdTYvI0L3VbDbR7XZV+u1N+oftssvLS+zv7+Pi4oIljZSby8tLzifKHecV5Y1zijaB84ry1Gw28cMf/hC/9Eu/tO2hbIwQAlEU4fnz5xOVP1Kr1VIJBL7vw7IsCCEyyRO6rnNlxxXwWrWbNnF/fq8yu0zTRBzHGA6HKksojmNUq1X0+321jay1litnyAuLVCwWp2YkzdNsNuF53tRsryiK4HmeyrIav9jZto00TdUYZ5ElkKMXu1arpfY3uu8wDFWG1WgfM9kYvtFowHXduSsyyvcuSRIUCoXM/m3bRq/Xw3A4nHidfI9HU32X3e/o5yN7n41/PqtwvvxFPHzw1lqvJRp38Pa7GH68e+n2dLtxXlHeOKdoEzivKE+/+msJHjx4iP9nd3eCOPvvvIdvfPit3PbneR6SJJnZb1kIAd/3MRgMIISAaZrq/skwjIX3hkT33b0KdgHXgR3P8+b2xRoNZMkSwn6/f6Msp3a7Dcuy0Gq1MiWDQgg4joPz83NomgbbtjON3eM4nmhoP40sSRxdsVCuiDh6gSwWizg6OkK1WlXHdF1XjatWq6HZbGaCYdMIIXB4eKhWbRRC4PT0NLNNoVBAGIaZoKDsj3aT/eb5+Xz9K1d4/FkmN1I+Pnl4hc99yvlE+eK8orxxTtEmcF5Rnr70m8DrPeBXfnF35tRXP/xOrvsLggDNZhMvX76c+v3T01N1zyNXvY/j+M5W3hDlbTeXuNggz/Nweno6N+AyStd1lEqlG62UIS9KjuNMpJienp7CsiyVaTa6Ygdw3eOqXq8vPEan05nICBNCqNfKoFa320WSJCiVSuqYtm1n/jKg6zoMw5ib1dXr9QBABeU0TZvo+1UulyeCioua4S+z31Hy8xntV0ZERERERHSbDQYDPHnyRH0tK4+A6z/427YN0zQRhuG2hki00+5dsKtQKKBWq83NWpKEEGg2m0jTdKWSxXFBEKBSqeDo6Eg1nJ9Hfj+KIui6vnb03jCMibTYQqEAwzCQpqkaiwxAycywcrmMSqUy98Ipg1GO48wMNNm2PZHJNZ7ptc5+RyVJgl6vt7CM8dWrV7i8vMw8iIiIiIiIbhNN03B0dIRut4uzszNUq9WlEzmI7pN7F+wCgHq9Pje7y/M8mKYJ0zTRbrdxdnZ2o+PJFFRN02AYRiaIZFkWoihSYxnN/HJdd2azwlUJIRAEgQrynZycwHEcmKapgmJJksB1XXXe8zK7AOD8/BzAdWDq4OBganCsXC6rMsTR8syb7Hf085HZcosCgo1GA/v7++rx9OnTheMgIiIiIiLahmKxmOlxLPtJA8j0W5bfI6KsexnskqVxjUZj6vd930e/38dgMECn08Hh4eHa6aFhGKJUKqmvK5VKprRP13XU63U8e/YMjuOoTK4wDGEYRm412aNBoSRJVJ+w4XCoMthk6WK/31c9s+aRzeyHw6EKno1faF3XVee7qIRx2f16nod+v68eywTQ6vU6Li4u1OPFixcLX0NERERERG/ef1H7/fiV//Bntz2MrZJJEQBUBY58TrbYkfdIs5rcE91n9zLYBVwHP1qt1sLm7zIYNa+h/TxBECBNU9i2Ddu2Vc+s0R5gx8fHGA6HKqvLtm08f/5cNV93HAdxHMM0zbXG4DgOfN9XF8EoimAYRqZPWLvdXmvfUrlchmEYE73NZLAujmPEcTxxIZbZZaZpotVqLb3fVT169AiPHz/OPIiIiIiIaPf8vkefwe99dLdXTJe9msMwhOM46vlisahWn5cVLaN9nUulEhqNBmzbhuM4N65CIrqr7t1qjJKsdV5UJijL/2zbXvkYQgj0ej0Mh8PM87ZtIwgCdcFKkkStrhFF0URgLYoilc20KsdxUK/XM0GmUqkEz/MghICmaQiCYKnsqPExxXGMWq0GTdNU/69p+3FdF47jTM3qGm/Yv8p+iYiIiIjo7vk7/9UQP3zrNaqluxvwGr8PkkZLF2u12sRiXbIKhojmu7fBLuC6XPHg4GAi26jRaKiMLCEEXNfF8fFxZptqtZppcu/7fiYiL5+btpKg53kq4AVcB4PSNEWhUFjYJ2sW13VVYMg0TbUKYxiGmUbvlmWh0+ng5OREZYpZlrVyb7BSqYRut4tnz54BuM7gOjs7U9lio2q1GjqdztxVFdfZbx6+9s09PHywt5F90/1z8PYehh9zPlG+OK8ob5xTtAmcV5SnX/01gQcPvo//62/sTp/d/Xfe2/YQiGgFe1dXV1fbHgTtjmaziW63q9Jm8+oZtmsuLy+xv7+Pi4sLljRSbi4vLzmfKHecV5Q3zinaBM4rytMHH3yA169f46OPPtr2UOiO4bVqN23i/vxeZXaZpok4jjEcDlWmUBzHqFarqkTQNE1VIy1XvPB9P1NGVywW4fs+yuXy0sduNpvwPA/TYouyTFEIgXK5PJFlZds20jRdWMYoSyBH01pbrZba3+i+wzBUmWmWZWVW9Oh0Omg0GnBdd2ammeM4eP/99zMZb67rIkmSzGviOIbneeh2uyu9b/JzSZIEhUIhM/bRz0j2XBv/jJblfPmLePjg7qZH05t18Pa7GH783W0Pg+4YzivKG+cUbQLnFeXp17+d4MGDh/iFn/+ZN3bM/Xfewzc+/FZu+xNCIIoiPH/+fGYVTavVUvdh4/czQgg8e/YMJycnK913EtG1exXsAq4DO57nzW04PxqQkWWB/X7/RllO7XYblmWh1WplyvmEEGplRE3TYNs2oihSF7o4jhc20Qeug09ylQ5JBp4GgwGEEDBNE8ViEUdHR6hWq+qYruuqcdVqNTSbzUwwbBrbttHpdDLBrl6vN7EaYxRFK/c7E0Lg8PBQrQgphMDp6Wlmm7w+o69/5QqPP8vkRsrHJw+v8LlPOZ8oX5xXlDfOKdoEzivK05d+E3i9B/zKL765OfXVD7+T6/48z0OSJDNXShRCwPf9zL3aaL+uRqOBUqmU65iI7pN7txqj53k4PT2FEGKp7XVdR6lUutFqgHEcQ9d1OI4z0Uzw9PQUlmVlVkYcDcRVq1XVf2ueTqcz8RcDIYR6rQxqydUgS6WSOqZt25msMV3XYRjG3P5hR0dHmV5gssm+ZVkIw1A93263V/5LRK/XAwAV8NM0bW6/L/kZjY6HiIiIiIhoWxYtcnZ6eqrukzRNUwuWAdf3VnEcr7VIGhFdu3fBrkKhgFqtNjdrSRJCoNlsIk3TG6WOBkGASqWiAkTj2U/j5PejKIKu62tnlBmGMfGXhEKhAMMwkKapGksQBHBdV2WGlctlVCqVTNBqnLwgywBTGIawbRu2basgmRBClRuuQga5HMdZKoCVJAl6vd7cMsZXr17h8vIy8yAiIiIiot3zt/+Dn8J/8r/4t7Y9jI0aDAZ48uSJ+lq20QGuEzRWXUCMiLLuXbALAOr1+tzsLs/zYJomTNNEu93G2dnZjY4no/aapsEwjEwQybIsRFGkxjKa+eW6bm4XOSEEgiBQQb6TkxM4jgPTNFVQLEkSuK6rznvRypDlclmNt9vt4ujoCJZlqZLD0XLMVZ2fnwO4DngdHBxMBN5GPyOZMTcvqNZoNLC/v68eT5/uzsouRERERET0Y08PfgLvFT677WFsRRzHEELMLH8kouXcy2CXLItrNBpTv+/7Pvr9PgaDATqdDg4PD+dmOc0ThmGm1rpSqWTKFHVdR71ex7Nnz+A4jsrkCsMQhmHkthriaEAoSRLVJ2w4HKoMNlm62O/3Vb+seSqVisq8StNUZXsVCgXVL8xxnLXGKxvlD4dDFZgbzYjzPA/9fl89Fo21Xq/j4uJCPV68eLHWuIiIiIiIaLP+y//2Ev+XX/uX2x7GRhWLxUyPLrk4WqPRQJIksG1bJSu0Wq0tjpTodrqXwS7gOvjRarUWNn+Xwah5De3nCYIAaZpmSvxkDbZ0fHyM4XCosqRs28bz589V43XHcRDHMUzTXGsMjuPA933114EoimAYRqZPWLvdXnm/shwyDMNMsEn27Vo2s0tmmJmmOfVCXi6XYRjGjfqmPXr0CI8fP848iIiIiIho9/zH//Al/tOz39j2MDZKVvgAUO1kLMtCp9PBYDBAt9uFZVnwfX9u/2Iimu7ercYoaZqGo6OjhWWCsvxvneaAQgj0ej0Mh8PM8zJKLwNosrl7HMeIomgisBZFkcpkWpXjOKjX65k02FKpBM/zIISApmkIgmDtckPLstBoNDLvo+M48Dxv6ay08ab9URQhjmPUajVomqZ6i607RiIiIiIiojdJJiwA1/d78p6nWCyqVeRla5ZCobB2cgURTXdvg13AdbniwcHBRD10o9FQGVlCCLiui+Pj48w21Wo10+Te9/2Jkr1ZUXjP81TAC7juzZWmKQqFwsI+WbO4rquCQqZpqlUYZYaVJP9acHJyojLF5F8M1lGpVOA4zkRmVxzHUy/Y09638eb/pVIJ3W4Xz549A3CdXXd2dqYy0YiIiIiIiHbZ+B/0pdHSxVqtNjdriwEwovXtXV1dXW17EERv2uXlJfb39/GlL/40Hj54a9vDoTvi4O13Mfz4u9seBt0xnFeUN84p2gTOK8rTr/5aggcPHuLn/vCbW1Rq/5338I0Pv/XGjkfbcXl5yZY2O0jen19cXOT2+dzrzC7Kajab6Ha7KqU2r+b4u6zzD/4xL3aUG/7jSZvAeUV545yiTeC8ojx98MEHeP36Nf7+P/po20OhOYQQiKIIz58/n1kpNGubZV5LdBO3JtgVxzGq1SqSJEGhUEC5XFY/FKZpQgihVhrUNA2+72dK64rF4tSSuVmEEKhWq4jjGGmaQtf1iX0C1wEiz/MwLUHupuOad84AVH+vWSmycnyy+fzJyUmmZNO2baRpqnqByRUQG40GXNedW1I5b2y2bU/tVTb6noym7856z+TiAfV6PfP+TNtm2mezDOfLX2RmF+WGf9WmTeC8orxxTtEmcF5Rnva+/wMUtCf4hZ//mW0P5U7JO3vN8zwkSTLRFmiZbZZ5LdFN3IpglxACh4eH6HQ6sCwLQgicnp5mthkNGMm+VbLx36rk633fV4EkGfQa1263YVkWWq3W1Hrrdce16Jwdx1GrdszSbDYxGAymNrafdj61Wg3NZhNhGGb6aq06NgAoFAoIwzATpEqSBEKIuecNZN8zeaw0TTPvb16f99e/coXHn2UlL+Xjk4dX+NynnE+UL84ryhvnFG0C5xXl67P45OHn8LlPv7/tgdwpX/3wO7nuLwgCNJtNvHz5cuVtlnkt0U18ZtsDWEav1wMAlbmjadrcRn66rqNUKqnVL1bled5Es0DDMCYyh+I4hq7rcBxnbnbVOuNadM6dTmduuqcQQjXan6Zaraom9uNjNAxjblbXMp9HuVyeOHYQBHBdd+Z+p5HZZnL1yGnk+zraiJ+IiIiIiG6nj5Lv478aiG0Pg4husVsR7JJBFcdxFgY0hBBoNptI03TpksVxYRguFZQJggCVSgVHR0dqJcS8xrXKOU/T6/VU761isQjbttX3oiiCruuZLCiZJVYul1GpVBCG4Y3GZtv2RCbXeKbXsuRYZx0rSRL0er25ZYyvXr3C5eVl5kFERERERLvnr/yXv42/+s3pbU+IiJZxK4JdAHB+fg7gOsBycHAwEYzxPA+macI0TbTbbZydna11HBmwWqYc7vT0FOVyGZqmwTCMqQGim4xr0TnPkyQJ4jiG67oYDAbQNE2VJrquO5EVliQJXNdV45yX2bXs2MrlsipvjKJorZ5akux7Jo2+rzKzbt5n1mg0sL+/rx5Pn765lV2IiIiIiIiI6M25NcEuWc42HA5xcnICx3EywQ/f99Hv9zEYDNDpdHB4eLhScEiSAZPRfcugymgfqzAMUSqV1NeVSmVqyeBNxrXonBexLEudT6VSQRRFCMMQhmFMBIZk6WK/31e9uG46Ntd11XuyTgnjqCRJMmP2PA/9fl89Fo23Xq/j4uJCPV68eLH2WIiIiIiIiIhod92aYNeocrkMwzBm9r7SdR31en1mv6pFLMvKvLbf78N13UwwJwgCpGkK27Zh2za63a7KpprlJuNadM7TjjVK0zQAwPPnz1VDd8dxEMcxTNNceTzLjE2OIY5jxHE8sdKG4zgqkNhqtWbuX76vN8kMe/ToER4/fpx5EBERERER0Xocx0EQBAjDEI7jqOeLxaJqZzNrm1nPE+XlVqzGGEUR4jhGrVaDpmmqP9as4IcQAkEQZPpUrSIIApimiWKxOLURvhACvV4Pw+Ew87xt2wiCYGYwa5VxrXrO4yzLUgE6XddVZtXo+URRpDKkVrHK2FzXheM4U7O6lmnqL4SA4zjwfV8F7IiIiIiIiGi7Zt3PDQaDhdsscy9IdBO3IthVKpXQ7Xbx7NkzANcZQ2dnZ5ngh1x5ME1TCCHgui6Oj48z+6lWq5lSRN/3J6LIV1dX0HUd5+fnqFarqreVpmlq9cJWqzU1COZ5ngp43XRclmXNPWfXdVWQyTRN1Ov1iebvnU4HjuNACIFyuTx3BctVLPN5SLVaDZ1OZ6Vje56n3jMAU88tL1/75h4ePtjbyL7p/jl4ew/DjzmfKF+cV5Q3zinaBM4rytOPfu/n8Xhfw1c//N1tD+VO2X/nvW0PgeiN2bu6urra9iBotzSbTXS7XbWa4zLN+m+by8tL7O/v4+LigiWNlJvLy0vOJ8od5xXljXOKNoHzivLGOUWbwHm1mzZxf34rMrtGxXGMarWKJElQKBRQLpdV9pVpmhBCqJX7NE1TWVJSsViE7/tLZwoJIVCtVhHHMdI0ha7rE/sErgNEnudhWuzwpuOad87AdVlhEARzU0GbzSba7TYA4OTkJNM/y7ZtpGmqyhll8/lGowHXdeeuzDhvbLZtTy33HH1PRlNcl93v6Psps7+mfSbLcL78RTx88NbKryOa5uDtdzH8+LvbHgbdMZxXlDfOKdoEzivK0/f+1Q+xf/A2fvTqk20Phd6A/Xfewzc+/FZu+xNCIIoiPH/+PHPfvMw28v5f3m+u2wectu9WBbuEEDg8PFSrBQohcHp6mtlmNGAkS/z6/f5a2Uny9b7vq0CSDHqNa7fbsCxrZonjuuNadM6yTHHeKo3NZhODwWBqb65p51Or1dBsNhGGYaa8ctWxAUChUEAYhpkgXpIkqmHhuvvN63P++leu8PizTG6kfHzy8Aqf+5TzifLFeUV545yiTeC8ojx96a//Fv6F+Jc4+3Msu7sPvvrhd3Ldn+d5SJJkYoG0ZbY5PDycSA6h2+lWrcbY6/UAQGXwaJo2txeUrusolUpLr2A4zvM81Gq1zDEMw5jIIIrjGLquw3GcpRrtrTKuRefc6XRmRquB68CR7Bs2TbVaVb3IxsdoGMbcrK5lPo9yuTxxbNks/yb7HR9rqVRCFEUztyEiIiIiIqK7b5lF4aZtE0URCoUC0jRFs9mcm1BCu+9WBbtk8MNxnIWBDSEEms0m0jRdu7l5GIZzgzJSEASoVCo4OjpSTePzGtcq5zxNr9dTvbeKxWLmBzqKIui6nsmGklli5XIZlUoFYRjeaGy2bU9kco1neq2z31FJkqDX680tY3z16hUuLy8zDyIiIiIiIiLgx/eVsvWQaZrbHhLdwK0KdgHA+fk5gOtAyMHBwUQwxvM8mKYJ0zTRbrdxdna21nFkwGqZsrjT01OUy2VomgbDMKYGiG4yrkXnPE+SJIjjGK7rYjAYQNM0VZrouu5EVliSJHBdV41zXmbXsmMrl8uqDDGKoqV6a63yOcuMunmfVaPRwP7+vno8ffp04RiIiIiIiIjofhBCwLIsVd3F6qHb7dYFu2Tz9OFwiJOTEziOk8mk8n0f/X4fg8EAnU4Hh4eHKwWHJBk4Gd23DK6M9rEKwxClUkl9XalUppYM3mRci855Ecuy1PlUKhVEUYQwDGEYxkSASJYu9vt91TPrpmNzXVe9J4tKGJfdr+d56Pf76rFonPV6HRcXF+rx4sWLhWMgIiIiIiKi+0HXdRQKBfW1pmlze03Tbrt1wa5R5XIZhmHM7H2l6zrq9fraKyhYlpV5bb/fh+u6maBLEARI0xS2bcO2bXS7XZVNNctNxrXonKcda5SmaQCA58+fq8bujuMgjuMbp2nOGpscQxzHiON4otmf4zgqkNhqtZbe7yoePXqEx48fZx5ERERERLR7ah8U8Gf+KJvT05tlWVYmkyuO46Wqkmg33arVGKMoQhzHqNVq0DRN9ceaNQGFEEs1p5slCAKYpolisTi1QboQAr1eD8PhMPO8bdsIgmBmMGuVca16zuMsy1IBOrl0quu6mfOJokhlSq1ilbG5rgvHcaZmdY039b/pORMRERER0e1V/iP7+OThu8Cn3932UOgWkskcwHWllrzfLBaL+If/8B/i8ePHU7fRNA2+76skEN/3VbII3T63KthVKpXQ7Xbx7NkzANcZQ2dnZ5kJKFceTNMUQgi4rovj4+PMfqrVaqYU0fd9OI6T2ebq6gq6ruP8/BzValX1ttI0Ta1e2Gq1pgbBPM9TAa+bjsuyrLnn7LquCgaZpol6vT7R/L3T6cBxHAghUC6X565suIplPg+pVquh0+ksdexV9ntTX/vmHh4+2Mt9v3Q/Hby9h+HHnE+UL84ryhvnFG0C5xXl6dXv/C60J5/iB9/jnLoP9t/JN4tvPJlCGgwGaqGyWduUy+W1F7ij3bJ3dXV1te1BEL1pl5eX2N/fx8XFBUsaKTeXl5ecT5Q7zivKG+cUbQLnFeXpgw8+wOvXr/HRRx9teyh0x/BatZs2cX9+qzK7aHOazSa63S50XYfneUutQnkXOF/+Ih4+eGvbw6A74uDtdzH8mOn2lC/OK8ob5xRtAucV5enXv53gwYOH+IWf/5ltDyVX+++8h298+K3c9ieEQBRFeP78uapEGtdqtVTFkawcajabmSqkNE1xcnLCjCa6U25FsCuOY1SrVSRJgkKhgHK5rH6YTdOEEAK6riNJElVnO9rfqVgswvf9pX94hRCoVquI4xhpmkLX9Yl9AtcBIs/zMC057qbjmnfOwHVfqyAIZqZfyvG1220AwMnJSaYxvG3bSNNU9emSqx82Gg24rotutzt1n47j4P3338+UYMqeYKOvieMYnueh2+2u9P6Pvm9pmgLARGnmtG2mfT7L+PpXrvD4s0xupHx88vAKn/uU84nyxXlFeeOcok3gvKI8fek3gdd7wK/84t2aU1/98Du57s/zPCRJMrEAmCSEgO/7GAwGEELANE0MBgMcHx+r+zkhBBzHYaCL7pydD3YJIXB4eIhOpwPLsiCEwOnpaWab0UCK7F3V7/fXyk6Sr/d9XwWSZNBrXLvdhmVZM3t3rTuuRecs+2+Nrgo5rtlsYjAYTG06P+18arUams0mwjDM9A0bZ9s2Op1OJtjV6/UmxhJF0doLA4y+b/K9SNM08x7n+ZkTERERERHdNkEQoNls4uXLl1O/f3p6qu6ZNE2DruuI4zgTHHMcZ2ZWGNFt9pltD2CRXq8HACprR9O0uU3OdV1HqVRSKyusyvM81Gq1zDEMw5jIGorjGLquw3GcudlV64xr0Tl3Op25FyQhhGqIP021WlVN9sfHaBjGzKwuADg6OsosxypXebQsC2EYqufb7XYufx2QGWee50EIMXUb+d6OjouIiIiIiOg+GwwGePLkifpaVh1J8t50VmYY0W2288EuGfBxHGdhMEMIgWaziTRN1w60hGEI13UXbhcEASqVigr+zMuyWnVcq5zzNL1eT/XeKhaLmQyrKIqg63omA0pmiZXLZVQqlUzQapz8i4AcVxiGsG0btm2rIJkQQpUZ5kGOd9Z7kSQJer3e3DLGV69e4fLyMvMgIiIiIqLdU/4jj/Hvm+9uexh3XhAEcBxn28Mg2oidD3YBwPn5OYDr4M/BwcFEMMbzPJimCdM00W63cXZ2ttZxZMBqmSCNTAnVNA2GYUwNEN1kXIvOeZ4kSRDHMVzXxWAwgKZpqjTRdd2JrLAkSeC6rhrnvMwu4Ho5VpnN1u12cXR0BMuyVKllFEVr9c+aZ/yvEKPvrcyum/e5NRoN7O/vq8fTp09zHR8REREREeWj9sET/Jk/+t62h3HrFYtFDAYD9bXsJS2dnp7i6OhoCyMj2rxbEeySpWzD4RAnJydwHCcT+PB9H/1+H4PBAJ1OB4eHhysFhyQZLBndtwyojPaxCsMQpVJJfV2pVKaWDN5kXIvOeRHLstT5VCoVRFGEMAxhGMZEUEiWLvb7fdUnbB65P+B65Q6Z7VUoFFSj+rz/QiDLJSXP89Dv99Vj0Zjr9TouLi7U48WLF7mOj4iIiIiI8vG7r6/wu69/tO1h3HqWZan7NlnNI++bZDXOaPCL6C65FcGuUeVyGYZhzOx9pes66vX6zH5Vi1iWlXltv99Xqw1KQRAgTdNM+Z7MpprlJuNadM7TjjVKXsCeP3+umrk7joM4jmGa5srjMQwDaZoiDMNMkEn27Vo2s8txHBVMbLVaM7eT7+1NssUePXqEx48fZx5ERERERLR7/r2/+c/wP/s//pNtD2PnOY6DIAgQhmEm2aBYLKq2MrIiRm4rjScTEN01O78aYxRFiOMYtVoNmqap/lizAh9CCARBsPZKgEEQwDRNFIvFqY3whRDo9XoYDoeZ523bRhAEM4NZq4xr1XMeZ1mWCtDpuo4gCOC6buZ8oihS2VHrsCwLjUYjUxLpOA48z1v6orlMY3+5FK7v+/yrAxERERER0b82635qtHRxfPE1yTCMzHZEd83e1dXV1bYHMY9cWVBm/ui6jpOTE7VihMxMKhQKSNMUQgi4rovj42O1j2KxiDRNUSgU1HO+70+U2sm3QgiBarWqMqk0TUO9Xke5XFZLu473vYqiCLZtq33cZFwykDTrnF3XVQEwwzDU2EbFcYxqtQohBMrl8tTx3iTYJf96MD599vb2EARB5oI66zynNes3TVP9FSJNUwCYOD/TNCeCd6u6vLzE/v4+vvTFn8bDB2+tvR+iUQdvv4vhx9/d9jDojuG8orxxTtEmcF5Rnn711xI8ePAQP/eH71af3f133sM3PvzWtodxr11eXrLKZwfJ+/OLi4vcPp+dD3bRm9VsNtHtdlXK611Nbd3EDxMR//GkTeC8orxxTtEmcF5Rnj744AO8fv0aH3300baHcusJIRBFEZ4/fz6RACG1Wi1VoSSTL4Dre8N2uw0AN0422BW8Vu2mTdyf73wZ4yiZrZQkCQqFQiZjaTQjSK4yMfqDClxnGM3KKJpmNMMrTVPouj6xT+D6IuB53kSWUx7jmnfOwHWGVhAEc0sCRy9SoxliwHX5ZZqmKsNLNsZvNBpwXXfmyoyO4+D999/PZKrJ0snR18RxDM/z0O12V3r/l/2sZfbXtM9lGc6Xv8jMLsoN/6pNm8B5RXnjnKJN4LyiPP36t68zu37h539m20N54/LO/vI8T1UETSOEgO/7GAwGEELANE0MBgPEcawWMQOu71mPjo7YWoZujVsT7BJC4PDwUK0WKITA6elpZpvRQIpsxN7v99fKTpKv931fBZJk0Gtcu92GZVlotVpTo93rjmvROTuOo1bVmKXZbGIwGEwtV5x2PrVaDc1mE2EYZlagHGfbNjqdTibY1ev1JsYiyztX8SY/669/5QqPP8vkRsrHJw+v8LlPOZ8oX5xXlDfOKdoEzivK01/7fb8Pv/PW5/BL1v2bU1/98Du57i8IAtWKZ5rT01N1X6VpGnRdRxzHE0EtTdMY6KJb5dasxtjr9QBAZe9omjY3jVLXdZRKpaVXMBzned5EMz/DMCayh+I4hq7rcBxnqYbrq4xr0Tl3Op2ZqajAj/udzWqaX61WUa/Xp47RMIyZWV0AcHR0pJaxBX68modckVFqt9tLZ9JJ637Wo+MhIiIiIqLb6T/68ufxF//4s20P414YDAZ48uSJ+lpWJOm6Dtd1USwWUSwWcXJyssVREq3u1gS7ZODDcZyFQQ0hBJrNJtI0XTnQIoVhCNd1F24XBAEqlYoK/szLslp1XKuc8zS9Xk/13ioWi5kMqyiKoOt6JhNKZomVy2VUKpVM0GqcjPrLcYVhCNu2Ydu2CpIJIVS54SpWPe8kSdDr9eaWMb569QqXl5eZBxEREREREU2SiRPdbhdBEKBarW57SEQruTXBLgA4Pz8HcB0EOTg4mAjGeJ4H0zRhmiba7TbOzs7WOo4MWC0TpJFpn5qmwTCMqQGim4xr0TnPkyQJ4jiG67oYDAbQNE2VJrquO5EVliQJXNdV45yX2QUA5XJZZbN1u10cHR3BsixVchhF0Vp9tIDVPmuZVTfv82o0Gtjf31ePp0/v1souRERERER3hfO3/jn+9H/232x7GPdCsVjEYDBQX8s+06enpyiVSqp6p1AosJKGbpVbFeySzdOHwyFOTk7gOE4mk8r3ffT7fQwGA3Q6HRweHq4UHJJk0GR03zKwMtrHKgxDlEol9XWlUplaMniTcS0650Usy1LnU6lUEEURwjCEYRgTwSFZutjv91W/rHnk/gAgTVOV7VUoFFSjesdxlh7rqEXn7Xke+v2+eiwaa71ex8XFhXq8ePFirXEREREREdFmXfzgR7j4we9uexj3gmVZ6p5OVvrIe0jZXgb4cdUQ0W1xq4Jdo8rlMgzDmNn7Std11Ov1mf2qFrEsK/Pafr+vVhuUgiBAmqaZ8j2ZTTXLTca16JynHWuUbCj4/Plz1dTdcRzEcQzTNFcej2EYSNMUYRhmgk2yb9eymV2O46hgYqvVmvj+quc9zaNHj/D48ePMg4iIiIiI6C5zHAdBECAMw0wiQrFYVC1nZNWM3Ba4vqezLEvdp/m+z2AX3Sq3ZjXGKIoQxzFqtRo0TVP9sWYFU4QQCIJg5ZUApSAIYJomisXi1OboQgj0ej0Mh8PM87ZtIwiCmcGsVca16jmPsyxLBeh0XUcQBHBdN3M+URSpLKl1WJaFRqORKYl0HAee5y19MRxv7H/T8yYiIiIiIqLJey1ptHRxfGE2ad5iaES77tYEu0qlErrdLp49u16VQ9d1nJ2dZZY/lSsPpmkKIQRc18Xx8XFmP9VqNVOK6Pv+RKnd1dUVdF3H+fk5qtWq+iHXNE2tXthqtaZeEDzPUwGvm47Lsqy55+y6rgoEmaaJer0+0fi+0+nAcRwIIVAul+euariOSqUCx3EmMrviOJ4a8Jt2nuNjXuazzsvXvrmHhw/2ct8v3U8Hb+9h+DHnE+WL84ryxjlFm8B5RXn6714CDx4AX/3w/s2p/Xfe2/YQiO6Evaurq6ttD4J2Q7PZRLfbVamsdzlN9fLyEvv7+7i4uGBJI+Xm8vKS84lyx3lFeeOcok3gvKI8/fk//+fxO7/zO/ibf/NvbnsodMfwWrWbNnF/vlOZXXEco1qtIkkSFAoFlMtllVVlmqaqKZYrRMjsJ6lYLE7NFJpFCIFqtYo4jpGmKXRdn9gncB0E8jwP0+KCNx3XvHMGrkv6giCYmX46a5tWq6X2M7rPMAxVZtV4XzLZFL7RaMB13bmrMc4bt23bU0s8R9+v0bTZad/XdR1pmgLARMbatG2mfW7LcL78RTx88NbKryOa5uDtdzH8+LvbHgbdMZxXlDfOKdoEzivK28Hb7+IXfv5ntj2MmfbfeQ/f+PBbue1PCIEoivD8+fOZ5YOtVkvdv8n7HyEEDg4OYBgGgOuqmHn3jkT3xc4Eu4QQODw8VKsACiFwenqa2WY0YCRL9/r9/loZSPL1vu+ri4EMeo1rt9uwLGtm6eK641p0zrL8cN7qi9O2kSshDgYDCCFU77GjoyNUq1Wcn59D0zS4rps5p1qthmazmQmIrTNuACgUCgjDMBOkSpIEQoi57wmQfT/lsdI0zbz3ec2Fr3/lCo8/y+RGyscnD6/wuU85nyhfnFeUN84p2gTOK8rbrs+pr374nVz353kekiRRQatxQgj4vp+5x5MJBIZhrN2Dmeiu2pnVGOWypjI7R9O0uf2ldF1HqVRae4U+z/MmGvEZhjGRHRTHMXRdh+M4S0XIVxnXonPudDoLmwJO20YIoXqLyaCWXCmyVCqp3le2bU9cFHVdh2EYc7O6lvmsyuXyRM8u2SB/FTLbzPO8mYEy+Z7LJXOJiIiIiOj2cv9P38H/+u/8+raH8UYtWsTs9PRU/bFf0zToun6j1eqJ7rqdCXbJwInjOAuDFkIINJtNpGm6dMniuDAMlwq8BEGASqWCo6Mj1Qw+r3Gtcs6rMAxj4i8ChUIBhmEgTVN1HqPBJ5kdVi6XUalUEIbhjcZt2/ZEJtd4pteydF2Hruszj5UkCXq93twyxlevXuHy8jLzICIiIiKi3XP+8lP8s49/sO1h7JTBYIAnT56or2UbHeD6fsi2bZimOfc+jug+2ZlgFwCcn58DuA6iHBwcTPygep4H0zRhmiba7TbOzs7WOo68KCxT8iYj6JqmwTCMqRePm4xr0TnflBACQRCossSTkxM4jgPTNDNBsSRJ4LquOod5mV3LjrtcLqvyxiiK1uqpJY1ezIHsey6z7uZ9no1GA/v7++rx9OnTtcdCRERERES0CzRNw9HREbrdLs7OzlCtVpdqHUN01+1UsEuWrA2HQxWUGQ1w+L6Pfr+PwWCATqeDw8PDtYJDMigyum8ZOBntVRWGIUqlkvq6UqlMlObddFyLzvmmRgNBSZLAcRycn59jOByqTDQAqnSx3++rXlw3Hbfruur9WqeEcVSSJJlglud56Pf76rFovPV6HRcXF+rx4sWLtcdCRERERET0JhWLxcwiX3JxNADqnkt+nef9JNFttVPBrlHlchmGYcysQ9Z1HfV6fWrwaRnjKxH2+324rpu5MARBgDRNYds2bNtWfa/m1UbfZFyLznlVjuPA932VvRVFEQzDUBdBx3HQbrdvfJxZ45bBqTiOEcfxRGmlzDAzTROtVmvm/uV7fpPMsEePHuHx48eZBxERERER0W1gWZZq6yJb0Mjn5H2YvJed1eSe6D7ZmdUY5Q9prVaDpmmqr9SsAIcsz5vXxG+eIAjUKoXTGuELIdDr9TAcDjPP27aNIAhmBrNWGdeq57wKx3FQr9czF7pSqaQavWuahiAI1jrWKuN2XReO40zN6lqm4b8QQgXtZJCOiIiIiIjurv/+wUP87mc+u+1hvFGO42SCVvJeqVgsqlXnZSuXQqGg7kdLpZIqXUzTdO1WP0R3zd7V1dVOrOcqhECj0VAZPrqu4+TkRAVrTNMEcN1oPU1TCCHgui6Oj4/VPorFItI0RaFQUM/5vg/HcTLHkqcshEC1WlUXFU3TUK/XUS6X0Ww28fLly4mVDqMogm3bah83GZdlWXPP2XVdFUgyDEONbdS0bYDri+VocMiyLHQ6HYRhqEo1x7PblrXos7JtG57nqeCXbdvodDrQNE01TxxNwR1lmiaEENB1HWmaAsDEeZumCdd1567Wucjl5SX29/fxpS/+NB4+eGvt/RCNOnj7XQw//u62h0F3DOcV5Y1zijaB84rytutzav+d9/CND7+17WHQii4vL1nls4Pk/fnFxUVun8/OBLuI3qRN/DAR8R9P2gTOK8ob5xRtAucV5Y1zijaB82o3beL+fGd7dtF2NZtN2LY90ceMiIiIiIhok/7iX/yL+Mt/+S9vexi3mhAiU9UzTavVUj2UZT8w4PpecJneykS7bGd6do2L4xjVahVJkqBQKKBcLquSwtFSN7kKhSwLlIrFInzfnyj7m2W0pDFNU+i6PrFP4PoH3/M8TEuIu+m45p0zcF1CGQTB3F5X07ZptVpqP6P7nFfSKFdbbDQacF0X3W535jHnjdu27am9z0bfr1kljcvOAVnuOO3zWsT58hdZxki52fV0e7qdOK8ob5xTtAmcV5SnX/21BA8ePMQ/+2/+79seyhuTd1mk53mq1c00Qgj4vo/BYAAhBEzTxGAwQBzH6Ha76Pf7AK7vX4+Ojtg/mW6dnQx2CSFweHiITqcDy7IghMDp6Wlmm9GAUZIkME1TNe5blXy97/sqSCSDXuPa7TYsy0Kr1ZraM2rdcS06Z8dx1Kobs0zbJkkSdLvdzEVMXrCq1SrOz8+haRpc182cU61WQ7PZXPjXgGU+q0KhgDAMMwG+JEkghLjRfvOYA1//yhUef5aVvJSPTx5e4XOfcj5RvjivKG+cU7QJnFeUpy/9JvB6D/iVX7w/c+qrH34n1/0FQaD6UE9zenqq7qU0TYOu64jjeCKopWkaA110K+1kGWOv1wMAlaWjadrcZuS6rqNUKqlG86vyPA+1Wi1zDMMwJrKE4jiGrutwHGeplQRXGdeic+50OhPN8sdN20YIoZrWy6BWt9tFkiQolUrqwmXbtorej47fMIy5WV3LfFblcnmiEX4QBFNXaFxlv+NjLZVKmfRbIiIiIiIimjQYDPDkyRP1taxO0nUdruuiWCyiWCzi5ORki6MkWt9OBrtkgMNxnIXBCyEEms0m0jRdumRxXBiGcwMvUhAEqFQqODo6Uisg5jWuVc55FYZhTKSuFgoFGIaBNE3VeYwGn2R2WLlcRqVSQRiGNxq3bdsTmVzjmV7r7HdUkiTo9XozyxhfvXqFy8vLzIOIiIiIiIh+TAiBRqOBbreLIAhQrVa3PSSitexksAsAzs/PAVwHOw4ODiYCLp7nqaZ57XYbZ2dnax1HBqyWKX2TqZ6apsEwjKlBoJuMa9E535QQAkEQqLLEk5MTOI4D0zQzQbEkSeC6rjqHeZldy467XC6rMsQoipbqrbXKHJDZdrM+x0ajgf39ffV4+vTpwuMTEREREdGb97lHn8HnHrGv7iYVi8VM72TZc/r09BSlUgm6rsOyLBQKBVbP0K20s8Eu2SB9OByqoMxoJpXv++j3+xgMBuh0Ojg8PFwrOCSDI6P7lgGU0V5VYRiiVCqpryuVykRp3k3Hteicb2o0IJQkCRzHwfn5OYbDocpEA6BKF/v9vuqZddNxu66r3q9FJYzL7tfzPPT7ffWYN856vY6Liwv1ePHixcLjExERERHRm/dh7ffjG//hz257GHeaZVkqiCUreyzLgq7rqqUMcN1eZp2+2ETbtrPBrlHlchmGYczsfaXrOur1+tTg0zLGVyLs9/twXTcTWAmCAGmawrZt2Lat+l7N68d1k3EtOudVOY4D3/dV9lYURTAMQ/XschwH7Xb7xseZNW55gYzjGHEcT5RWygyzWcvb3vT9ePToER4/fpx5EBERERER3UWO4yAIAoRhCMdx1PPFYlGtai8rZeS2wPW9sWVZ6t7M930Gu+hW2snVGKMoQhzHqNVq0DRN9ZWalbkjy/Ns217reEEQqFUKpzVBF0Kg1+thOBxmnrdtG0EQzAxmrTKuVc95FY7joF6vZwJMpVIJnudBCAFN0xAEwVrHWmXcruvCcZypWV3jDf83+X4QEREREdHu+t93/yV+560f4H/77/6ebQ/l1pq1oNpo6eL4Im3SooXRiG6DnQx2lUoldLtdPHv2DMB1VtDZ2VlmydNGo6GyrYQQcF0Xx8fHmf1Uq9VMKaLv+5moNgBcXV1B13Wcn5+jWq2qH2xN09Qqhq1Wa+pFwPM8FfC66bgsy5p7zq7rqoCPaZqo1+sTDd6nbQNcl2CO1llbloVOp4OTkxOYpqmeW+eitsxnJdVqNXQ6nbmrKq6z35v42jf38PDBXq77pPvr4O09DD/mfKJ8cV5R3jinaBM4ryhPv/prn+DBg1f4b8X96bO7/8572x4C0Z2yd3V1dbXtQdBuaDab6Ha7KqX1LqerXl5eYn9/HxcXFyxppNxcXl5yPlHuOK8ob5xTtAmcV5SnDz74AK9fv8ZHH3207aHQHcNr1W7axP35TmV2xXGMarWKJElQKBRQLpdVtpFpmqq2WK4UITOipGKxCN/3JzKeZhFCoFqtIo5jpGkKXdcn9glcB4E8z8O0uOBNxzXvnIHrcr4gCGamoc7aptVqqf2M7jMMQ5VVNt6rTDaEbzQacF135iqMjuPg/fffz2SsyR5no6+J4xie56Hb7a702Yy+p2maAsBEJtu0baZ9dos4X/4iHj7gSi+Uj4O338Xw4+9uexh0x3BeUd44p2gTOK8oT7/+7QQPHjzEL/z8z2xk//vvvIdvfPit3PYnhEAURXj+/PnMaplWq6XuvUbvWzzPQ5IkSJJkavUOEa1nZ4JdQggcHh6q1f+EEDg9Pc1sMxoskaV6/X5/rQwk+Xrf91WQSAa9xrXbbViWNbOccd1xLTpnx3HUyhizTNtGBp0GgwGEEKof2dHREarVKs7Pz6FpGlzXzZxTrVZDs9nMBMSmsW0bnU4nE+zq9XoT44yiaO0+aqPvqXyf0jTNvP95zIevf+UKjz/L5EbKxycPr/C5TzmfKF+cV5Q3zinaBM4rytOXfhN4vQf8yi9uZk599cPv5Lo/GbAaX4RLEkLA9/3M/dlgMECSJCopQAiBg4ODqQkWRLS6nVmNUS5vKiPcmqbN7e2k6zpKpdLaq/N5njfRkM8wjInMoDiOoes6HMeZm121zrgWnXOn01nYR2vaNkII1a9LBrXk6pGlUkn1vbJtG/1+f2L8hmHMzOoCgKOjo0wPsCRJoOs6LMtCGIbq+Xa7nctfJmTGmWyoP41830fHRUREREREtGmLFiU7PT1V90WapkHXdXWfKe//oiiaGSwjotXtTLBLBnwcx1kYsBBCoNlsIk3TtYMpYRhOXRVwXBAEqFQqKsAzL8tq1XGtcs6rMAxj4kJZKBRgGAbSNFXnEQSBeg9kdli5XEalUskErcbJC7QccxiGsG0btm2rIJkQQpUZ5kHX9cwxxyVJgl6vN7OM8dWrV7i8vMw8iIiIiIho9/z9P/v70flf/ZFtDyM3g8EAT548UV/LFjiSaZpLJ1cQ0XJ2JtgFAOfn5wCugz8HBwcTARfP82CaJkzTRLvdxtnZ2VrHkReWZQIxMgqvaRoMw5gaBLrJuBad800JIRAEgSpLPDk5geM4ME0zExRLkgSu66pzmJfZBVz3AZMX4263i6OjI1iWpcowoyhauX/WIuP/KIy+7/Ifh1mfaaPRwP7+vno8fXp/VnYhIiIiIrpNfuLBZ/ATD3bqVnWj+v0+ut3u2i1giGjSTl1BZLnacDhUQZnR4Ibv++j3+xgMBuh0Ojg8PFwrOCQDIuPRdNM0M72qwjBEqVRSX1cqlUxD9zzGteicb2o0CJQkCRzHwfn5OYbDocpEA6BKF/v9vuohNk+lUlFZVmmaqmyvQqGgeoY5jpPbeQA/LpeUPM9Dv99Xj3ljrtfruLi4UI8XL17kOjYiIiIiIsrH3/7VFP/5/+M3tz2M3BSLRQwGA/W1XNhslLyXYVsWonzsVLBrVLlchmEYM3tf6bqOer0+Nfi0jPGVCPv9vlpRUAqCAGmaZkr0kiSZ24/rJuNadM6rchwHvu+r7C1ZBy4vrI7joN1ur7VvWRIZhmEmyCT7di2b2SWzzEzTRKvVmrmdfN/XzRZ79OgRHj9+nHkQEREREdHuafcv8H9+/i+2PYzcWJalgliyfYy8b5L3fvL5vNrAEN13O7MaYxRFiOMYtVoNmqapvlKzghuyPG/dVM8gCNQqhdMa4Qsh0Ov1MBwOM8/bto0gCGYGs1YZ16rnvArHcVCv1zO9u0qlkmryrmkagiC40bEsy0Kj0cg0yHccB57nLX2RXqYuXQihAnfjfwEhIiIiIiLaJsdxVNAqSRJ1j1MsFtVq8bIFS6FQUPeS5XJZJVzI1zHYRZSPvasdWdtUCIFGo6Gye3Rdx8nJiQrWmKYJ4LrRepqmEELAdV0cHx+rfRSLRaRpikKhoJ7zfX+inE6eshAC1WpVXZg0TUO9Xke5XEaz2cTLly8nVjqMogi2bat93GRcMlg065xd11UBMMMw1NhGTdsGuL7gjgaGLMtCp9NBGIaqVHM8u21VYRjCcZyJ5XH39vYQBEEmiDjrPZjWyN80TdXcPk1TAJg4d9M04bru3BU757m8vMT+/j6+9MWfxsMHb621D6JxB2+/i+HH3932MOiO4byivHFO0SZwXlGefvXXEjx48BA/94c302d3/5338I0Pv7WRfdNuu7y8ZJXPDpL35xcXF7l9PjsT7KLd0Ww20e121V8g7uJfFzbxw0TEfzxpEzivKG+cU7QJnFeUpw8++ACvX7/GRx99tO2h0B3Da9Vu2sT9+c6UMY6K4xjVahVJkqBQKKBcLqsMq9GsH9nYT2ZJScVicWbW0DSjGV5pmkLX9Yl9AtdBIM/zJjKZ8hjXvHMGrjPKgiCYW/Y3bZtWq6X2M7rPeRlesml+o9GA67ozV2Z0HAfvv/9+JotNpuGOviaOY3ieh263u9Jns+w8kNlf0z6zRZwvf5GZXZQb/lWbNoHzivLGOUWbwHlFefr1b19ndv3Cz//MtoeytLyzxYQQiKIIz58/n6g2klqtlrqPG70Xkve38n7pJtU8RLfVzgW7hBA4PDxUKwIKIXB6eprZZjRYkiQJTNNUtdCrkq/3fV8FiWTQa1y73YZlWWi1WlPL59Yd16JzdhxHNSycZdo2Mug0GAwghFA9yo6OjlCtVnF+fg5N0+C6buacarUams1mJiA2jW3b6HQ6mWBXr9ebGKcs/VzFm5oHX//KFR5/lsmNlI9PHl7hc59yPlG+OK8ob5xTtAmcV5Snf2G9h+8/eAfF3yu2PZSlffXD7+S6P8/zVKuaaYQQ8H0/c68nV3w8PDzMtMchuo92bjXGXq8H4MdLr2qaNrcvk67rKJVKa69g6HkearVa5hiGYUxkCMVxDF3X4TjOUk3VVxnXonPudDozo/nzthFCqB5eMqglV5QslUqqp5dt2+j3+xPjNwxjZlYXABwdHWWWxpWrh8iVRaR2u710lp207jzgUr1ERERERLfbv/H4Id7df7TtYWzVokXPTk9P1T2WpmnQdR1xHCOKItVPutlszk2YILrLdi7YJYMbjuMsDFwIIdBsNpGm6crBFCkMQ7iuu3C7IAhQqVRUgGfeRWPVca1yzqswDGMiml8oFGAYBtI0VecRBIF6D2R2WLlcRqVSyQStxsmLqhxzGIawbRu2basgmRBCpc+uYtX3JEkS9Hq9mWWMr169wuXlZeZBRERERES757/4ry/w9/7Jb297GDttMBjgyZMn6mvZTkfeF8nWOnJBNaL7ZueCXQBwfn4O4DrQcXBwMBFwkcu2mqaJdruNs7OztY4jA1bLBGJk5FzTNBiGMTUIdJNxLTrnmxJCIAgCVZZ4cnICx3FgmmYmKJYkCVzXVecwL7MLuO4DJjPdut0ujo6OYFmWKjmMomjlPlrSKvNAZtzN+iwbjQb29/fV4+nTzazsQkREREREN/Of/qMUf+v/9mLbw7iVhBCwLEtVL7H6he6rnQx2yQbpw+FQBWVGM6l830e/38dgMECn08Hh4eFawSEZGBndtwyejPaqCsMQpVJJfV2pVKY2+bvJuBad802NBoOSJIHjODg/P8dwOFSZaABU6WK/31f9suapVCrq4pmmqcr2KhQKqmeY4zhrjXnRe+J5Hvr9vnrMG2u9XsfFxYV6vHjBfzyJiIiIiOh2KhaLqkcXAJXJJe/FJE3TIITYwgiJtmsng12jyuUyDMOY2ftK13XU6/W1V5gYX4mw3++rFQWlIAiQpmmmRC9Jkrn9uG4yrkXnvCrHceD7vsreiqIIhmGonl2O46Ddbq+1b1kSGYZhJtgk+3Ytm9kls8xM00Sr1Zr4/k3fk0ePHuHx48eZBxERERER0W1kWZZKOpCtaCzLyjwPXPeeXrfShug227nVGKMoQhzHqNVq0DRN9ZWa9QMqy/NWXe1PCoJArVI4rQG6EAK9Xg/D4TDzvG3bCIJgZjBrlXGtes6rcBwH9Xo907urVCrB8zwIIaBpGoIguNGxLMtCo9HINMh3HAee5y3dq2u86f8m3xMiIiIiIqJd5jiO+kN/kiTqfqlYLKoV6GVbl0KhoO5LNU2D7/uqV5fv+yrJgeg+2bu6utqpNYKFEGg0Giq7R9f1zLKp8odWrjAhhIDrujg+Plb7KBaLSNM0k77p+/5EOZ08dSEEqtWquphomoZ6vY5yuYxms4mXL19OrHQYRRFs21b7uMm4ZLBo1jm7rquCPYZhqLGNmrYNcH2RHL24WZaFTqeDMAxVqeZ4dtuqwjCE4zgYn0p7e3sIgiATRJz1HoyfzzLzwHXduSs0znN5eYn9/X1856/+ITz+7Ftr7YNo3CcP38XnPv3utodBdwznFeWNc4o2gfOK8vSlv36O13sPcfbn3tv2UJb21Q/38Pf/0be3PQxa4PLyklU+O0jen19cXOT2+excsIvoTZA/TF/64k/j4QMGuygfB2+/i+HH/EWf8sV5RXnjnKJN4LyiPH3v+z/E44MnuPqd7297KEvbf+c9fOPDb217GLQAg127aRPBrp0rY6Td0Gw20e12VXrssuWIt03nH/xjXuwoN/zHkzaB84ryxjlFm8B5RXm763NKCIEoivD8+fOJKiKp1WqpChxZESSEwMHBgap40XV9oiUMEe1wsCuOY1SrVSRJgkKhgHK5rC4CpmlCCKFWFpR1yaP9nIrF4tTyuFlGSxnTNIWu6xP7BK6DQJ7nTZTs5TGueecMXJdOBkEw82LWarXU9qOv3dvbywSrRnt0NZtN1Zx+tExQroTYaDTgui663e7M927euG3bntrzbPT9Gl1FZNn9jr7XaZoCwNTPaxHny19kZhflhn/Vpk3gvKK8cU7RJnBeUZ4+Fp/gJ/cP8Gjv020PRck7c8vzPNWCZhohBHzfx2AwgBACpmmq+ybDMNDv93MbC9FdtJPBLiEEDg8P0el0VPT69PQ0s81owChJEpimqRr1rUq+3vd9FUiSQa9x7XYblmWh1WpN7Re17rgWnbPjOGqVjVnn0O12MxfD0ab70wJKzWYTg8Fg6oWyVquh2WxmenutM27guo9ZGIaZAF+SJHOXwH1Tc+DrX7nC48+ykpfy8cnDK3zuU84nyhfnFeWNc4o2gfOK8vSlv/7buPhXw53q2fXVD7+T6/6CIFD9oac5PT1V9zqapkHXdcRxfGcrbojy9pltD2CaXq8HACpLR9O0uY3IdV1HqVRSDeZX5XkearVa5hiGYUxkCcmLi+M4S6WKrjKuRefc6XRmprcC18Eh2ZRe07SF2ViyAfy8xvS6rsMwjLn7WeazKpfLE8cJggCu695ov+NjLZVKmWV2iYiIiIiIbqPBYIAnT56or2X1EHD9h37btmGaJsIw3NYQiXbaTga7ZIDDcZyFwQshBJrNJtI0XbpkcVwYhnMDL1IQBKhUKjg6OlIrH+Y1rlXOeRrDMCZSYEdXPJSZXjJLq9frqX5cxWIRtm1nxp4kCcrlMiqVytwL6DLjtm17IpNrPNNrnf2OSpIEvV5vZhnjq1evcHl5mXkQERERERHdJpqm4ejoCN1uF2dnZ6hWq3MrZojuq50MdgHA+fk5gOtgx8HBwUTAxfM8mKYJ0zTRbrdxdna21nFkwGqZdFCZSqppGgzDmBoEusm4Fp3zsoQQCIJABbZk/63BYIAoihCGIZIkQRzHcF0Xg8EAmqap7ZMkgeu66hzmZXYtO+5yuazKEKMoWqq31ipzQGbbzfocG40G9vf31ePp06cLj09ERERERLQNxWIx04pG9oQGoKpm5NfzkjCI7qudDXbJAM1wOMTJyQkcx8n8EPu+j36/j8FggE6ng8PDw7WCQzI4MrpvGUAZ7VUVhiFKpZL6ulKpTC0BvMm4Fp3zssYDP8PhUP2/ZVmqIb1lWer5SqWiMqhk6WK/31c9s246btd11fu1qIRx2f16nod+v68e88ZZr9dxcXGhHi9evFh4fCIiIiIiom2wLEvdn8nKG/mcbJMj741mNbknus92Ntg1qlwuwzCMmb2vdF1HvV6f239qHsuyMq/t9/twXTcTWAmCAGmawrZt2LaNbrersqNmucm4Fp3zLI7jwPf9hRe88Qwo+VeBm5o1bnm8OI4Rx/HE+BzHUUHGVqu19H6X9ejRIzx+/DjzICIiIiKi3fNLf/zz+I9+4W43YnccB0EQIAxDOI6jni8Wi2rVeVnJIrcFgFKphEajAdu24TjO2hVORHfdTq7GKKPVtVoNmqap/lizMndk2d5o36lVBEEwsXrh+P57vR6Gw2Hmedu2EQTBzGDWKuNa9ZyncRwH9Xo9E0iSJYvHx8fq6yAIYFmWCujpur50ttVNxu26LhzHmXqc8Yb/ebwfRERERER0+3zwB34fPnl4AHz63W0PZWNmLXg2Wro4voga8OPqFyKabyeDXaVSCd1uF8+ePQNwnRV0dnaWyT6SKwmmaQohBFzXVQEdqVqtZkoRfd/PRM0B4OrqCrqu4/z8HNVqVa14qGmaWt2w1WpNDYJ5nqcCXjcdl2VZc8/ZdV0V8DFNE/V6PdPgPQxDhGGYaeZuWRY6nQ5c10WxWFR9uWTAqNPpwHEcCCFQLpfnrnY4yzKflVSr1dDpdJY6zir7vYmvfXMPDx/s5bpPur8O3t7D8GPOJ8oX5xXljXOKNoHzivJ0+f0f4rH2CfDp7syp/Xfe2/YQiGgFe1dXV1fbHgTthmaziW63q1Jml2naf1tdXl5if38fFxcXLGmk3FxeXnI+Ue44ryhvnFO0CZxXlKcPPvgAr1+/xkcffbTtodAdw2vVbtrE/flOZXbFcYxqtYokSVAoFFAul1WmlWmaqnZZrkQhM6KkYrEI3/czGU/zCCFQrVYRxzHSNIWu6xP7BK6DQJ7nYVpc8KbjmnfOwHU5XxAEM1NVW62W2n70tXt7e5lglSxdlOcjm9SfnJyoskeZEttoNOC67sxVGB3Hwfvvv5/JWJMlkaOvieMYnueh2+2u9NmMvqdpmgLARCbbtG2mfXaLOF/+Ih4+eGul1xDNcvD2uxh+fHfT7Wk7OK8ob5xTtAmcV5SnX/92ggcPHuIXfv5nbrSf/Xfewzc+/FZOo7q+f4yiCM+fP8/cs41qtVqq8mf0/sTzPMRxjCRJMvdmRLQZOxPsEkLg8PBQrf4nhMDp6Wlmm9FgiSzn6/f7a2Ugydf7vq8CSTLoNa7dbsOyrJnljOuOa9E5yxLDWSsyyuDSYDCAEGKi79hovbfUbDYxGAzQ7/cnvler1dBsNhGGYabMcpxt2+h0OplgV6/XmxhnFEVr91EbfU/l+5Smaeb9z2M+fP0rV3j8WSY3Uj4+eXiFz33K+UT54ryivHFO0SZwXlGevvSbwOs94Fd+8WZz6qsffienEV3zPA9JksxcDEwIAd/3M/dng8EAURThyZMn6Ha7iOMYpmliOBzm3qKFiH5sZ1Zj7PV6AKAi3Jqmze3tpOs6SqXS2qvzeZ430fDPMIyJCHscx9B1HY7jLNUIcJVxLTrnTqcz8y8GwPXFVPYV0zRtbjaW3F72FJs3fsMw5u7n6Ogo0xtMNrm3LAthGKrn2+320ll288iMM8/zIISYOe5SqZQZFxERERERUV4WLT52enqq7n80TYOu64jjGKVSSd3nGYahqoKIaHN2JtglAz6O4ywMWAgh0Gw2kabp2sGUMAyXWn0wCAJUKhUV4Jl3UVp1XKuc8zSGYUz8VaFQKKj/l5leMkur1+upflzFYjFzoZYZZOVyGZVKJRO0Gicv3HLMYRjCtm3Ytq2CZEIIVWaYB13XM8cclyQJer3ezHTgV69e4fLyMvMgIiIiIiLKy2AwwJMnT9TXo61uZBaXEAJpms7MDiOifOxMsAsAzs/PAVwHfw4ODiYCLp7nwTRNmKaJdruNs7OztY4jA1bLBGJkdF7TNBiGMTUIdJNxLTrnZQkhEASBCmzJbCiZNhuGIZIkQRzHcF0Xg8FArc4IXL8nruuqc5iX2QVc9weTmW7dbhdHR0ewLEuVYUZRlHsd+vhfQEbfd5l5N+szbTQa2N/fV4+nT5/mOjYiIiIiIsrHn/tjT+D+T+/m7+vVanWpiiEiupmdCnbJAM1wOMTJyQkcx8kEN3zfR7/fx2AwQKfTweHh4VrBIRkQGd23DJqM9qoKwxClUkl9XalUppYA3mRci855WePBnuFwqP7fsizVkN6yLPV8pVJRmVKydLHf76seYvOMvjZNU5XtVSgUVC8xx3FWPo95ZLmk5Hke+v2+eswbc71ex8XFhXq8ePEi17EREREREVE+vvI/eox/72c/v+1hrKxYLGb6JsusLsl1Xbiuy+b0RG/ATgW7RpXLZRiGMbP3la7rqNfrc/tPzWNZVua1/X5frSgoBUGANE0zJXoyO2qWm4xr0TnP4jgOfN9fmAo7nvV0k4aIhmEgTVOEYZi5WMu+XctmdjmOowKNrVZr5nbyfV/3H4ZHjx7h8ePHmQcREREREe2e3xSf4reGP9z2MFZmWZZKCJBtYuT9CwNdRG/WzqzGGEUR4jhGrVaDpmmqP9asi4Es21t3tb8gCCZWLxzff6/Xw3A4zDxv2zaCIJgZzFplXKue8zSO46Ber2cCXbJkUa6WGIahWt5WBvR0XUcQBEv1LZvFsiw0Go1ME33HceB53tK9upZJ4RVCqIAeVywhIiIiIrrb/szf+Q5e730XZ3/uvW0PJcNxHJWYkCSJupcpFotqVXjZaqVQKKh7xlarhdPT00z/4U6nw75dRBu0d3V1tRNrBMuVAmV2j67rODk5URcA0zQBXDdgT9MUQgi4rqsCOsD1RSZN00yTdt/3J8rp5CkLIVCtVtUFS9M01Ot1lMtlNJtNvHz5cmI1xCiKYNu22sdNxiWDRbPO2XVdFQAzDEONTQrDEI7jZAJAlmWh0+mo18pVGmVAL45jVKtVCCFQLpfnrva4iDz++BTa29tDEASZIOKs92BaI3/TNFVz+zRNAWDi3E3TzJzXqi4vL7G/v48vffGn8fDBW2vtg2jcwdvvYvjxd7c9DLpjOK8ob5xTtAmcV5SnX/21BA8ePMTP/eGb9e3af+c9fOPDb+U0KroLLi8vWeWzg+T9+cXFRW6fz84Eu4jepE38MBHxH0/aBM4ryhvnFG0C5xXl6YMPPsDr16/x0UcfbXsodMfwWrWbNnF/vjNljLQ7ms0mut2uSsNdtiTxNnK+/EVmdlFu+Fdt2gTOK8ob5xRtAucV5enXv32d2fULP/8za+8j76wuIQSiKMLz589nVse0Wi1VuigreYDrhbXiOEaSJKq9DBFt1k4Gu2SpXZIkKBQKmXK70RI3ubrF6IUEuC6Zm1UiN81oOWOaptB1fWKfwHUQyPO8ibK9PMY175yB6/LJIAhm9rhqtVpq+9HX7u3tZYJVoxfXZrOpVmkcLZ+UK0Q2Gg24rotutzv1mI7j4P3338+UbMqeYKOvieMYnueh2+2u9NksOw9kqeO0z2yRr3/lCo8/y+RGyscnD6/wuU85nyhfnFeUN84p2gTOK8rTl34TeL0H/Movrj+nvvrhd3Ic0XXASraXmUYIAd/3MRgMIISAaZoYDAaIoghPnjxBt9tFHMcwTRPD4ZC9iIk2bOeCXUIIHB4eotPpwLIsCCFwenqa2WY0WJIkCUzTVA0BVyVf7/u+CiTJoNe4drsNy7LQarWm9opad1yLztlxHLWax6xz6Ha7mQvraOP90eVvpWazicFggH6/P/G9Wq2GZrOJMAzhed7Mcdu2jU6nkwl29Xq9iXHKPmereNPzgIiIiIiIdsNXS/t49dZulZoFQaD6Ok9zenqq7k00TYOu64jjGKVSCaVSCcD1ivYyOYLN6Yk26zPbHsC4Xq8HACpDR9O0uU3IdV1HqVRSTeZX5XkearVa5hiGYUxkCMVxDF3X4TjOUisIrjKuRefc6XTmNpIXQqBer6vXzsvGkts3Go2ZK0rK8RuGMXc/R0dHmRVF5CqPlmUhDEP1fLvdXjrLTlp3HoyOh4iIiIiIbp8/8z8u4D/4n/zUtoexksFggCdPnqivRyt+ZBaXEAJpmjLQRfQG7FywSwY3HMdZGLgQQqDZbCJN05WDKVIYhnBdd+F2QRCgUqmoAM+sLKt1xrXKOU9jGMbEBXN01UOZ6SWztHq9nurHVSwWM1lXMoOsXC6jUqlkglbj5F8s5JjDMIRt27BtWwXJhBCq3HAVq74nSZKg1+vNLGN89eoVLi8vMw8iIiIiIto9P/idH+EHv/N628PIXbVaXSpxgohubueCXQBwfn4O4DrQcXBwMBFw8TwPpmnCNE20222cnZ2tdRwZsFomECPTUjVNg2EYU4NANxnXonNelhACQRCowJbsvyXrxcMwRJIkiOMYrutiMBhA0zS1fZIkcF1XncO8zC7guj+YvGB3u10cHR3BsixVchhF0doNGFeZBzLjbtZn2Wg0sL+/rx5Pn95sGWMiIiIiItqMPxH8c/zJ/+S/3vYwVlIsFjPtY2RWl+S6LlzXZXN6ojdkJ4NdMkAzHA5xcnICx3EymVS+76Pf72MwGKDT6eDw8HCt4JAMjIzuWwZPRntVhWGo6qwBoFKpTC0BvMm4Fp3zssaDPsPhUP2/ZVmqIb1lWer5SqWisqdk6WK/31f9suYZfW2apirbq1AoqF5ijuOsfB7A4vfE8zz0+331mDfWer2Oi4sL9Xjx4sVaYyIiIiIiIhpnWZa6L5LVMvL+hIEuojdvJ4Ndo8rlMgzDmNn7Std11Ov1uf2n5rEsK/Pafr+vVhSUgiBAmqaZEj2ZHTXLTca16JxncRwHvu8vrAEfz366yUoghmEgTVOEYZi5eMu+XctmdjmOowKNrVZr4vvrvifSo0eP8Pjx48yDiIiIiIhoGY7jIAgChGGY+WN+sVhUbVtk5YncFgBarRZOT0/hOA6KxSKKxeLa9zREtLydW40xiiLEcYxarQZN01R/rFkBE1m2t+pqf1IQBBOrF47vv9frYTgcZp63bRtBEMwMZq0yrlXPeRrHcVCv1zOBLlmyKFdLDMMQQRDAsiwV0NN1HUEQLNW3bBbLstBoNDJN9B3Hged5S/fqGq9dz+M9ISIiIiIiysOsXlujpYvjC5/Neo6INm/ngl2lUgndbhfPnj0DcJ2FdHZ2lsk+kisJpmkKIQRc11UBHalarWZKEX3fnyinu7q6gq7rOD8/R7VaVcEaTdPU6oatVmvqxcnzPBXwuum4LMuae86u66pgj2maqNfrmcb3YRiqLCrJsix0Oh24rotisaj6cslgUafTgeM4EEKgXC7f6AJcqVTgOM5EZlccx1ODgdPeg/FG/svMgzx87Zt7ePhgL9d90v118PYehh9zPlG+OK8ob5xTtAmcV5Sn/+4l8OAB8NUP159T+++8l+OIiOi22bu6urra9iBo9zSbTXS7XZWOu+pqirvu8vIS+/v7uLi4YEkj5eby8pLziXLHeUV545yiTeC8ojz9tb/21/DDH/4Qv/zLv7ztoeRKCIEoivD8+fNMVcyoVqulEgZkYsTo6589e4aTk5OJZAFaDq9Vu2kT9+c7l9klxXGMarWKJElQKBRQLpfVBcE0TVUXLVe5GL8QFIvFqRlDswghUK1WEccx0jSFrusT+wSug0Ce52FajPCm45p3zmEYotFoQAgx0WdMarVaavvR1+7t7WWCVbKUUZ6PbFp/cnKiyiBlc/hGowHXdeeuyjhv3LZtTy0DHX2/RlN/l93v6HudpimAyX8MluF8+Yt4+OCtlV5DNMvB2+9i+PF3tz0MumM4ryhvnFO0CZxXlLeDt9/FL/z8z2x1DPvvvIdvfPit3PbneR6SJJnZY1kIAd/3MRgMIISAaZqZe6VGo5FZOI2IZtvJYJcQAoeHh2o1QCEETk9PM9uMBoxkeV+/318rA0m+3vd9VYstg17j2u02LMuaWd647rjmnbMQAu12G/1+H8B1wCwMw0zATK58OHphHO1DNi2g1Gw2MRgM1H5H1Wo1NJtNhGGYKTlcZdxSoVCYOl4hxI32m8cc+PpXrvD4s0xupHx88vAKn/uU84nyxXlFeeOcok3gvKK87cKc+uqH38l1f0EQoNls4uXLl1O/f3p6qu5v5Cr3cRzDMAy1QNq6vaqJ7pudXI2x1+sBgMrS0TRtbk8pXddRKpXWXtXC87yJxoGGYUxkCcVxDF3X4TjOzAaF645r3jnLLKvR/Y4TQqg+Y5qmLczGEkKoHmPzxm8Yxtz9LPNZlcvlieMsaoq/7hwY7VtGRERERES3z5/4z/4Z/uR/8k+2PYw3bjAY4MmTJ+prWTEEXN+zzip9JKJJOxnskgEOx3EWBi+EEGg2m0jTdO265TAMl1qNMAgCVCoVHB0dqYbxeY1r2XMOwxC9Xm8iEGcYxkQ6bKFQUP8vM71kllav11P9uIrFYuYvBEIIJEmCcrmMSqWCMAxvNG7bticyucYzvdbZ76gkSaa+L9KrV69weXmZeRARERER0e75wadX+MHv/Gjbw9gZcRxDCDGz/JGIJu1ksAsAzs/PAVwHOw4ODiYCLp7nwTRNmKaJdruNs7OztY4jA1bLlL7JtFJN02AYxtQg0E3GteicbdtGtVpFvV6fuyqhEAJBEKjAlswMGwwGiKIIYRiqNFjXdTEYDNRqjcD1e+K6rjqHeZldy4wbuM7ukmWIURQt1VtrlTkgs+1mfY6NRgP7+/vq8fTp04XHJyIiIiIielOKxWKm/YzsA91oNJAkCWzbVvd5rVZriyMl2n07G+ySAZrhcIiTkxM4jpPJpPJ9H/1+H4PBAJ1OB4eHh3MzkGaRwZHRfcsAymivqjAMM80AK5XK1BLAm4xr0Tl3u10Mh0N0u925F7fxwM9wOFT/b1mWakhvWZZ6vlKpqAwqWbrY7/dVz6ybjBsAXNdV79eiEsZl9+t5Hvr9vnrMG2e9XsfFxYV6vHjxYuHxiYiIiIiI3hTLstQ9may2sSxLJS50u11YlgXf9+e2eCGiHQ52jSqXyzAMY2bvK13XUa/X5/afmmd8dcN+vw/XdTOBlSAIkKYpbNuGbdvodrsqO2qWm4xr3jnLiP40juPA9/2FKa7jGVDzMsVWMWvc8nhxHKsmi6Mcx1FBxmmBvEVzYJFHjx7h8ePHmQcREREREdGb4jgOgiBAGIZwHEc9XywW1UrzsnpFbktE69nJ1RijKEIcx6jVatA0TfXHmpW5I8v21l2ZIgiCidULx/ff6/UwHA4zz8ug06yL0CrjmnfOMjNM9riSEf1xjuOgXq9nAkmyZPH4+Fh9HQQBLMtSAT1d15fOtlpl3ONc14XjOFOPM97wf9U5QEREREREd8PP/f7fg9956/dtexi5m7XI2Wjp4vjCaeMYACNazk4Gu0qlErrdLp49ewbgOivo7Owsk30kVxJM0xRCCLiuqwI6UrVazZQi+r6fiaADwNXVFXRdx/n5OarVqlrhQtM0tbphq9WaesHxPG8iy2rdcVmWNfOcy+UyPM9Do9GAEEKlro4KwxBhGGaaucuUV9d1USwWVV8uGTDqdDpwHAdCCJTL5bVSYZf5rKRarYZOp7PUcVbZ70187Zt7ePhgL9d90v118PYehh9zPlG+OK8ob5xTtAmcV5Sv/x4OtHfx1Q+/u9VR7L/z3laPT0Tr27u6urra9iBotzSbTXS7XZVGu0zz/tvm8vIS+/v7uLi4YEkj5eby8pLziXLHeUV545yiTeC8orxxTtEmcF7tpk3cn+9kZlccx6hWq0iSBIVCAeVyWWUymaap6pnl6hQyM0oqFovwfV+V/S0ihEC1WkUcx0jTFLquT+wTuA4CeZ6HafHBm45r3jmHYZjJ6pqWutpqtdT2o6/d29vLBKtkCaM8H9ms/uTkRJU/ysbwjUYDruvOXI3RcRy8//77mcw1WRo5+po4juF5Hrrd7kqfzbLzIE1TAJj6mS3ifPmLePjgrZVeQzTLwdvvYvjxdv8CSXcP5xXljXOKNoHzivL0T/7fL/Dw0WfxP3z2ztKv2X/nPXzjw2/lNgYhBKIowvPnzyeqaqRWq6XuzUbvRTzPQxzHSJIkc/9FRG/OzgW7hBA4PDxUqwAKIXB6eprZZjRYkiQJTNNEv99fKwNJvt73fVVDLYNe49rtNizLmlnWuO645p2zEALtdhv9fh/AdcAsDMNMsEgGlwaDAYQQE/3HRmvApWazicFgoPY7qlarodlsIgzDTLnlONu20el0MsGuXq83sRJjFEUr91N7U/Pg61+5wuPPMrmR8vHJwyt87lPOJ8oX5xXljXOKNoHzivL0pb/+KV7vAb/yi8vPqa9++J1cx+B5HpIkmbnwlxACvu9n7sEGgwGiKMKTJ0/Q7XYRxzFM08RwOMy9HQsRzbdzqzH2ej0AUNFvTdPm9njSdR2lUmntVfo8z5toAmgYxkT0PY5j6LoOx3FmNhZcd1zzzllmWY3ud5wQQvUX0zRtbjaW3F72Fps3fsMw5u7n6Ogo0yNMNrsfbaoPXAcJl82yk9adB6PjISIiIiIiWseihcZOT0/VPY6madB1HXEco1QqqfsWwzBU5Q8RvVk7F+ySwQ3HcRYGLoQQaDabSNN05WCKFIbhUqsQBkGASqWiAjzzLlirjmvZcw7DEL1ebyIQZxjGxF8cCoWC+n+Z6SWztHq9nurHVSwWMxdxIQSSJEG5XEalUskErcbJi7occxiGsG0btm2rIJkQQpUbrmKVeQBcB9qmvTfSq1evcHl5mXkQERERERGtYzAY4MmTJ+rr0XY2MotLCIE0TWdmhxHR5uxcsAsAzs/PAVwHOg4ODiYCLp7nwTRNmKaJdruNs7OztY4jA1bLBGJk5F7TNBiGMTUIdJNxLTpn27ZRrVZRr9fnpsAKIRAEgQpsycwwmVIbhiGSJEEcx3BdF4PBQK3SCFy/J67rqnOYl9kFXPcHk5ln3W4XR0dHsCxLlRxGUbR2jfoq80Bm3M36LBuNBvb399Xj6dOna42JiIiIiIhoGdVqdamqICLK304Gu2SAZjgc4uTkBI7jZDKpfN9Hv9/HYDBAp9PB4eHh3AykWWRgZHTfMngy2qsqDEOUSiX1daVSmVoCeJNxLTrnbreL4XCIbreLVqs1cz/jQZ/hcKj+37Is1ZDesiz1fKVSUdlTsnSx3++rflnzjL42TVOV7VUoFFQvMcdxlnoPVn1PPM9Dv99Xj3ljrdfruLi4UI8XL16sNSYiIiIiItqsP/DOT0D//O/d9jDmKhaLmd7IMqtLcl0XruuyOT3RluxksGtUuVyGYRgze1/puo56vT63/9Q846sb9vt9taKgFAQB0jTNlOjJ7KhZbjKueeds2/bMfTqOA9/3F6bJjmc/3aRZomEYSNMUYRhmLuSyb9eymV2O46hA47Rg3qJ5sMijR4/w+PHjzIOIiIiIiHbP3/yTP4X/w//8p7c9jLksy1J/9JetYOR9DwNdRNu3c6sxRlGEOI5Rq9WgaZrqjzXrQiHL9lZd7U8KgmBi9cLx/fd6PQyHw8zzMug0K/C0yrjmnbPMDJO9v7rd7tT3wnEc1Ov1TKBLlizK1RLDMFRL38qAnq7rCIJgqb5ls1iWhUajkVmS13EceJ63dK+u8fTeVecBERERERFRXhzHUX9oT5JE3a8Ui0W1Arxsq1IoFNR9YavVwunpaabvcKfTYd8uojds7+rqaqfWCJYrBcrsHl3XcXJyoi4OpmkCuG7AnqYphBBwXVcFdIDrC1Cappkm7b7vT5TTyVMXQqBaraqLmaZpqNfrKJfLaDabePnyZSaQA1wHY2zbVvu4ybhksGjWOXuehyiKIISYyEQDroNYjuNkMrQsy0Kn04HruoiiSK3SKAN6cRyjWq1CCIFyuTxxfquQxx+fSnt7ewiCIBNEnPUejDfyX2YejJ7Pqi4vL7G/v4/v/NU/hMeffWutfRCN++Thu/jcp9/d9jDojuG8orxxTtEmcF5Rnv43H/7/8Olnfi/+439/f+nXfPXDPfz9f/TtDY6K7oLLy0tW+ewgeX9+cXGR2+ezc8EuojdB/jB96Ys/jYcPGOyifBy8/S6GH/MXfcoX5xXljXOKNoHzivL0q7+W4MGDh/i5P7z8olL777yHb3z4rQ2Oiu4CBrt20yaCXTtXxkj0JnX+wT/mxY5yw388aRM4ryhvnFO0CZxXlKcPPvgAr1+/xt//Rx9teyhEdEvtfIN6IiIiIiIiIiKiZTHYRUREREREREREdwbLGImIiIiIiGhnPHnyBL/7u7+77WEQ0S3GYBcRERERERHtjL/7d/8uLi8vtz0MIrrFWMZIRERERERERER3BoNdREREREREtDN++Zd/GY1GY9vDIKJbjGWMREREREREtDOiKMLr16+3PQwiusWY2UVERERERERERHcGg11ERERERERERHRnMNhFRERERERERER3Bnt20b10dXUFAFzSmHLF+USbwHlFeeOcok3gvKI8/e7v/i5ev37NeUW545zaTfJzkffpeWCwi+6lly9fAgCePn265ZEQEREREdE0+/v72x4CEb1B3/ve93L7uWewi+6lQqEAAPiN3/gN/iNKubi8vMTTp0/x4sULPH78eNvDoTuC84ryxjlFm8B5RXnjnKJN4LzaXVdXV/je976HL3zhC7ntk8Euupc+85nrdnX7+/u80FGuHj9+zDlFueO8orxxTtEmcF5R3jinaBM4r3ZT3kkobFBPRERERERERER3BoNdRERERERERER0ZzDYRffSo0eP8Ff+yl/Bo0ePtj0UuiM4p2gTOK8ob5xTtAmcV5Q3zinaBM6r+2XvKs+1HYmIiIiIiIiIiLaImV1ERERERERERHRnMNhFRERERERERER3BoNdRERERERERER0ZzDYRUREREREREREd8aDbQ+AaFOazSY0TQMACCFwfHy8kdfQ/bHunAKAwWAAAAiCYGPjo9vpptcd27bR7XY3MDK6rdadU57noVgsAgAKhQLK5fKmhki3zDpzqtVqQQgBTdMwGAxQr9fVPoiEEDg9PUWn01n63zD+nk7zrDunAP6eflcx2EV3krxw1Wo1AEAURXBdd+4FbJ3X0P2xzvzwPA++76uvXddlYIIybnrdCcMQURRtbHx0+6wzp4QQODw8xNnZGTRNQxzHME0TXLCbgPV/p6rVapnARLVaRafT2fh4affFcYxerwchBNI0Xeo1/D2d5llnTvH39Ltv74q/ydAddHBwgPPz88xfEPf29ub+4r7Oa+j+WHV+CCHgOA46nY56jbyBHAwG0HX9DYyadt1NrjvyL5iu6/I6Rco6c8p1XRSLxUyWRBRFsCxrk0OlW2KdOTXthpE3kTQuDEM0Gg30+/2F2/L3dFrGsnOKv6ffD+zZRXdOkiQqbX7crAyIdV5D98e686PX6yFJEvW1/IdTCJH3EOkWuul15/T0FEdHRxsYGd1W686pVquFcrmMJEnUdgx0EbD+nNI0DbZtq3/vkiThzSOtjb+n0ybw9/S7j2WMdOeMXrRGaZo28+K1zmvo/lhnfmiahuFwmHlO/kLGX/gJuNl1h1k3NM1N/v2L4xi6rkPXdbiuC8dxOMdo7evUyckJTNPEwcEBjo+PUSwWWW5Ga+Pv6ZQ3/p5+PzCzi+6NQqGwdA33TV5D98eq86PRaCAIAjbopbmWmVdCCP4yRkubN6fkTaSmaTAMA7quw/d9OI7zJodIt8yi65SmafA8D+VyGc1mE51Oh0EJyh1/T6c88ff0u4fBLro31vnHkP+A0jyrzA/P81CpVFRjVaJZFs0rWXJGtKxlrlWlUkn9v8yWYHkQzbJoTnmeB13X0el0MBgMkKYpTNN8Q6Oj+4K/p1Ne+Hv63cRgF905s7Id5mVCrPMauj9uOj/CMJxo/ky0zryK4zgTlCAalee/f5qmzSwdovtjnTkl+yvJMlhd19Hv96FpGsIw3NhY6e7i7+m0Sfw9/e5isIvuHF3XZ/6SPqv/yDqvofvjJvNDZkbIvxQJIXgDSQDWm1dpmiKKIjSbTTSbTXieB+B6SXbeRNK6//7puj7xGiEEA6u01pxKkmRqGZDrunkPj+4J/p5Om8Lf0+82BrvoTqrX65nyizAMM2mpSZKg2Wyu9Bq639aZU3EcI45jGIaBJEmQJAlarRYKhcIbGzfttlXnlWVZOD4+Vg9583h8fMzSRgKw3rXK93202+3MayzLgmEYmx8w7bx1rlNxHE/06Or3+7xOUca8XoL8PZ3Wscqc4u/pd9/e1dXV1bYHQbQJzWZTpTY/f/4cvu+r77VaLfi+j8FgsPRriFaZU0IIPHv2bGpDXl52adQ61yrg+hf9druNMAxxfHwM27b5F24CsN6carVa6nr18uVL/vtHGavOKSEEGo0Gnjx5onrA1Wo1Nn4mANeBB/lvWBzHOD4+xvvvv6+Cofw9nVa16pzi7+n3A4NdRERERERERER0Z7CMkYiIiIiIiIiI7gwGu4iIiIiIiIiI6M5gsIuIiIiIiIiIiO4MBruIiIiIiIiIiOjOYLCLiIiIiIiIiIjuDAa7iIiIiIiIiIjozmCwi4iIiIiIiIiI7gwGu4iIiIiIiIiI6M5gsIuIiIiINmZvb2/qwzRNuK4LIcS2h0hERER3DINdRERERLRRmqah3++j3++j2+2i0+mgUqng9PQUBwcHCMNwI8dttVrY29tDs9ncyP6JiIhoNz3Y9gCIiIiI6G4rFAowDGPi+ePjY9i2DcdxMBgMoOt67sfWNC33fRIREdFu27u6urra9iCIiIiI6G7a29uDrusYDAZTvx/HMUzTxPHxMXzfX3n/tm0jTVP0+/2bDpWIiIjuCJYxEhEREdHWyMwr9u4iIiKivDDYRURERERbEwQBgOsMLSIiIqI8MNhFRERERG+UEAJxHMNxHDSbTZTLZZTL5cw2rVYLpmni4OAABwcHcBwHSZKo77uui729PURRhDiOM6s8SlEUYW9vb2oD/GazCdM01WtardbmTpiIiIjeKDaoJyIiIqKNSpIEe3t7E89rmgbf93F8fJx5Pooi+L6PcrmM999/HwDgeR5M08T5+Tk0TYPneXAcB67rAvhxhlihUFg4HtM0Eccxjo+P4bou+v0+XNdVK0USERHR7cZgFxERERFtlKZpODk5UV+3222EYYizs7OpqzRaljXR0F7XdZWBdXx8DF3Xoeu66vllWdZSY3FdF3EcT6z+KFeFDMNwIsuMiIiIbheWMRIRERHRRhUKBVWqWC6XVeDL87yl9yGDYrNWdVxWq9VCrVbLBLoAoFwuwzCMlcZEREREu4nBLiIiIiJ6ozRNw/HxMaIoQhRFU7cRQqDZbMJxHBSLRRwcHNz4uHEcA0Cmr9eoUqmU6QtGREREtxODXURERET0xtXrdQDTs7uiKMLBwQEajQbef/99BEGAs7OzGx8zTdMbfZ+IiIhuBwa7iIiIiOiNk83p4zieWC3RcRzouo7hcIjj42NYljW1t9eqSqUSAKDb7U79fhzHE+WNREREdPsw2EVEREREW3F8fAxN01CtVjPPCyEmgluzyh0LhQKEEEsdT9M0lMtlhGGoShqlVquFJEnYs4uIiOgOYLCLiIiIiLbG933Vn0uyLAthGKrVET3Pg+M4U1+v67oKUjWbTRSLxbnHOzk5USs7ep6HVqsFx3Hgui4sy0KtVsv1/IiIiOjNY7CLiIiIiLZGrozYaDRUhlan01EBL8/zkCQJzs7OYBjGRDDL8zzouo5Wq4V2uw3XdeceT9M0DAYDHB8fIwxDuK6LJEkQBMHM8kYiIiK6Xfaurq6utj0IIiIiIiIiIiKiPDCzi4iIiIiIiIiI7gwGu4iIiIiIiIiI6M5gsIuIiIiIiIiIiO4MBruIiIiIiIiIiOjOYLCLiIiIiIiIiIjuDAa7iIiIiIiIiIjozmCwi4iIiIiIiIiI7gwGu4iIiIiIiIiI6M5gsIuIiIiIiIiIiO4MBruIiIiIiIiIiOjOYLCLiIiIiOgeiON420MgIiJ6I/aurq6utj0IIiIiIiLarGKxiMFgsO1hEBERbRwzu4iIiOje8jwPe3t7aLVaM7dptVrY29tDsVicu69isZjZ5uDgAHt7exBC5DXcnRTHMfb29tBsNrc9lKkODg4Wfnb3QRiGsCxr28MgIiJ6IxjsIiIionvLtm0AQKfTmblNt9sFACRJgiRJpm4jhECSJAwm3ENJkiCKom0PY6EgCOC67tTv3ZZzICIiWhaDXURERHRvyeDUvBv9KIpQLpfnbnd6egoAcBwn5xHSrnNdF77vb3sYc8lgrGEYU79/G86BiIhoFQx2ERER0b02L+AVxzGEECojZlYGmMz+YmbX/RNFkcoQ3FWnp6cqYDvNbTgHIiKiVTDYRURERPeazMaSAatRMgBmWRYMw5iZ2RVFEQNd99Do/NhlnU5nZgnjbTkHIiKiVTDYRURERPfa0dERgOsG3uPa7bYKAlQqFQCTGWAy++tNZMaEYQjbtnFwcADTNOF5Xub7suH+rKBcsVjEwcFB5rlmswnTNLG3twfTNCfehyRJUCwWEYYhhBDwPA/FYnFqU/8oitS+isXi3Kb1i447fr5yu3klp67r4uDgAAcHB3AcZ2aPNQDq2DdZQEAGSGeVB+4CIQTSNIWu61O/fxvOgYiIaFUMdhEREdG9pmkadF1HkiSZwIcQAnEcqyCWDHqNZ4DJ4Mu8MrE8uK6rstDq9TpKpRKazSaKxaIa97xyyziOkSQJarWaes62bXieh1KpBN/3USgU4DjORCArSRI8f/4cpmmi2Wyq92xUu92G4ziwLAvHx8dI0xSe500Nii1z3DiOM+cbBIF67bSAlwzA6bqOer2OQqEA0zRnBrMKhQI0TZv6vXmiKILjOHAcR70X8utdbPLearVUoFa6bedARES0sisiIiKie+74+PgKwFUQBOq5TqdzBeBqMBio5wBcGYaRea1hGFe6rk/sU9O0KwBXw+HwxuOTY/F9P/P8YDC4AnBlWZZ6Ttf1K03TJvYhz1Gej+/7E+d8dXV1VavVMq+XxwBwpev6Vb/fz2zf7/fV90ffK/n86NhWOe5wOMzsTz437TOQ+6zValPHNu3zycO0z2TXGIYxdw7ehnMgIiJaFTO7iIiI6N6T2VujWVvdbncig6lcLquyReDH2V+b7ndUrVah6zqOj48zz+u6Dt/3EUUR4jgGcJ3dJYSYyNCRWU/yfBqNBgzDyGR6AYDv+1NfD1xnjM0qd7MsK/Neye3GSwmXPe607DFN02BZljrX0X1qmqayv0bHsE721jLm9bryPA8HBwcoFouZUtNZz8dxDNM0J54fPZbjONjb24PjOPA8b26JpiS3mfUeLNuvK0kSeJ6HZrOJVquFVquFKIqmzpHRsU47F6nVaqnzmZb9R0REdBMPtj0AIiIiom2btiLj6emp6ucl2baNMAwRRRHK5bLaXpbbbYIQAkKIibFIo2OXQSTP8xAEgfqeDNDV6/XMPuM4xt7e3tT9jgdTDMOY29dpWk+o8SDLOscdf/3o/8v9CyHeeIP1eb2ufN9HGIYol8vwfX/h84ZhwHXdiYChZFkWkiRBGIYzVwSdJgiCmY3pF52DFMcxGo1G5riyj9twOJw6Vvk5zfoskyRBv9+HpmkrnQ8REdGyGOwiIiIiwvVNusyQ0jRtatP5o6MjuK6LdruNcrmsggWbDLT0ej0A1z2pppEBn8FgoL42DCPT8F1mPMm+YmmaAgBqtdrMQF2pVJr79axxzLPqcZMkge/76PV6E9lco9sA04Ntm7RoBU5N0yaCPbJZ/LTnC4XC3HPodrsrz7MwDNHv92d+f5lVRB3HmehTp+s6yuXyzM88SRLYtj2RaSfJz5IrQBIR0aYw2EVEREQEqObcURSpm/jxm3FZWiczupYJFtyUDIDIYNa4aaVqruvCdV01vtPTUxiGofYl/yvLApeRRzngKscNwxCO40DXdXiep7KexhvUy30uU9aXF5mdNiuYA1yPa7w5/unpaSbzafT58bLOcVEUqcy8ZcRxDF3XZ35uy5yDEGJi4QZpXsYYcB20nLaNnJOe580tcyQiIroJ9uwiIiIiwo8DW8+fP0e3253Z70kGK6IoUhksmySDObNWyZNZN6PjkCWPnU5HlTCOr8in63om++tNWfa4nudB13UMBgPUarW5WU+apqkMuHGzVmO8iWm9rsY/n0KhoDLZgOvgU6lUmvn8PDLgtEpgdVEJ4zLnoGkaNE3D4eEhPM/LfH/WWIQQmd5w46Wno+fEzC4iItoUBruIiIiIAHWDLksZZ92Iy/I72XNJlgZuUhAEqkn4qDiO0Ww2YRhGZrwyc+r09FQFKMYzh2btE4AK5G3CsscdDQhJQoipQa16vQ4hxMQ+N9X4/Pnz55kG+kKIiVI/WQor9Xo9FUCd9vw88jNctN34a+bNzWXOAQDOz89hWRaazSZs28be3t7MwKs8rmVZKlA8Oo/k92T25JsuPSUiovuDZYxERERE/1q5XEaz2ZyaCSWNNoRf5oZ9XsClXC4vdcNfq9XQ7XbRbDYRRREqlQoGgwFardbMJt+yjFE2qh/PUrMsC7VaDc1mE3Ecw7ZtvHz5UgX75vV6uollj3t0dIRWqwXTNNVnEQTB1EytWq2GIAgy+3z+/PncoIxt25lG6at48uRJ5nNrNBoTJYZPnjxRgZ4wDFW2XbFYnPr8PKv265KLFdz0HABk5lccx6hWq/A8b+b8SJJEvZ+6riNJEhiGkSn5Xaf/GBER0SoY7CIiIiL612zbRrPZVE3eZ5HZKcsEKub1JRrto7VIp9NBq9VCEASqxK9Wq8H3/anBGpnVMyuLCrgOHslG4p7nqYywk5OTlbKIVrXMcYMgQJqmCMMQSZKgVCrB930VxBo9Z03T0O/3Ua1WVXaYZVk4Pz+H4zhT359pjeKXJYOP8n2t1+sTxxgv45PfLxQKU5+fZ1a/Ltnoffyz6nQ6C3tqLTqHaT2/DMOA7/sL9y3JYJck9xVFEft1ERHRRu1dXV1dbXsQRERERER3SRRFsG0bvu/j+Ph44vnj42NVCjtPkiQoFovo9/sTQS3P86buo1gszlzQYFme500N4rVaLQwGg6nHlb3sZKDV8zwkSYJKpaKeE0Lg4OAAg8GAZYxERLQx7NlFRERERJQzmcE1Xq4nn59VJjtuVr+uZrOJJ0+eTGwfhmEuJYJhGE6U4CZJgk6nMzNIJ1f9lIrF4kRJJft1ERHRm8AyRiIiIiKinMky0/Eg1aznxwkh0Gg0VF82WfY3uhLotOytdrs9teRxFUIIlMtlWJYFz/NUUO3ly5dTm9jLxQFOT09VualhGCiVSqjX69B1XZ2PXImz2WxmMt6IiIjyxDJGIiIiIqI7Io8SRiIiotuOZYxERERERHdAq9VSvbGIiIjuMwa7iIiIiIjugH6/v/RKiURERHcZyxiJiIiIiIiIiOjOYIN6upd+9KMf4bd+67fwkz/5k9jb29v2cIiIiIiIiIjupaurK3zve9/DF77wBXzmM/kUIDLYRffSb/3Wb+Hp06fbHgYRERERERERAXjx4gXee++9XPbFYBfdSz/5kz8J4PqH6fHjx1seDVHW5eUl5yXtHM5L2lWcm7SrODdpF33pS1/C69evcXZ2tu2hECmXl5d4+vSpuk/PA4NddC/J0sXHjx/zlxDaSZyXtIs4L2lXcW7SruLcpF3z4MED7O3tcW7STsqzxRBXYyQiIiIiIiIiojuDwS4iIiIiIiIiIrozGOwiIiIiIiIiIqI7gz27iIiIiIiIiO6Bv/SX/hL+1b/6V9seBtHGMdhFREREREREdA/8iT/xJ3B5ebntYRBtHMsYiYiIiIiIiO6B3/iN38CLFy+2PQyijWNmFxEREREREdE98Kf+1J/C69ev8dFHH217KEQbxcwuIiIiIiIiIiK6MxjsIiIiIiIiIiKiO4PBLiIiIiIiIiIiujMY7LqHms0mbNuG67pIkmTbwyEiIiIiIiIiys29a1AvhEC1WkUcxwAAXdfh+z4Mw4BpmhBCQNd1JEkCTdPg+z4sy1KvLxaL8H0f5XJ54bFM00QcxxgOh9A0DQAQxzGq1Sr6/T4AIIoieJ4HIQTK5TJ831evj6IIQRCg0+ksPFaz2US73QYAnJycwDAM9T3btpGmqTqmpmnodDpoNBpwXRfdbnfmfpc532azCc/zcHV1NfU9kO9pmqYAgHq9Pnd/y7xm2jbjn9Uy/tgf/6N468FbK72GaNM+//bn8dsf//a2h0GUwXlJu4pzk3YV5yZtwxfe+QK+Gf69md//2te+hh/84Acr7bPVaiEIAgCz77larRY6nQ7SNM1sM+t5ok27V8GuJElgmiZ831cBpDiOoeu62mY0sCO37/f7mW1WYVkWPM9TF4dRQgg4joPz83NomgbbthFFESzLguM4EEIslXnVbDYxGAxUMGtUHMcqGCTVajU0m02EYQjP89Y6r1HtdhuWZaHVaqFWq018f/Q9FULg8PAQaZpO3XaV1+TxWf2BP/1TePh7Hi69PdGbsP+ZA2g/erTtYRBlcF7SruLcpF3FuUnb8E//9ou53//a176Gy8vLpfcnhIDv+xgMBhBCwDRNDAaDzDZJkiAIAvT7/cw2s54nehPuVRmj67qo1WqZgIlhGCrrapyu6yiVSioLbB2e5+H09BRCiInvnZ6ewrIsdXzHcVRQrNPpZLK8ZhFCoNFoTA2mAUC1WkW9Xp94Xtd1GIYxN6trGTJY6DjOUhloMqtMZrMtY5nXyM8qiqIVRk9ERERERHR/fP/738f3v//9pbc/PT1VCQaapkHX9Yn74zAMVcaWpmnQNA1xHM98nuhNuFfBriiK4LruUtsKIdBsNpGm6VIli7MUCgXUarWlM6hW7aHV6/Wg6zo8z0OxWIRt2+p7URRB1/VMppPMFiuXy6hUKgjDcKXjjQuCAJVKBUdHR4iiaKnxyzGtEpha9JokSdDr9Wamxb569QqXl5eZBxERERER0X3y5S9/Gb/4i7+49PaDwQBPnjxRX8uWP4uMVxctep4ob/cm2CV/IBeVuHmeB9M0YZom2u02zs7Obnzser0+NbvLsixEUaSeXyYzalySJIjjGK7rYjAYQNM0FVhzXXciOyxJEriuq87vppldMtKvaRoMw1g6eLbsRXLea0Y/K5lZNuvzbTQa2N/fV4+nT5+udGwiIiIiIiKaVC6X0Wq1IIRAFEUqe2vW80Rvwr0JdskgyKIAi+/76Pf7GAwG6HQ6ODw8vHH2k6ZpqNVqaDQaE2Oq1+t49uwZHMeZyMJalmVZ6nWVSgVRFCEMQxiGMbE/WbrY7/fR6XRu1CAwDEOUSiX1daVSmVlOOS5JkpXPdfw1nueh3++rx7xzqdfruLi4UI8XL+bXshMREREREd13xWIx02dLLuQ2Std1nJycoFqtqns2+Zj2PNGbcG+CXcB1UGjZYAzw42DUKq+ZpV6vo9VqTaRtHh8fYzgcqqyu0TLEZcc4Sl54nj9/rpq2O46DOI5hmub6JzBFEARI0xS2bcO2bXS7XZVpNo/cRjbil9lZrVZrqdes49GjR3j8+HHmQURERERERLPJaiTgxy1xpt2TlctlVWkzGtSa9TzRpt2r1RiDIIBpmigWi6pJfZIkEELAMIyJ7YUQCIJg5QDUNJqm4ejoaGpZoWzyF0XRyoE1y7Lguq7aTxAEqhG/FEWRyoLKixACvV4Pw+Ew87xt2wiCYOZ5yBUofd9XjeeXOdboa4iIiIiIiGjzZH9o0zRRKBQy93nFYhH9fh+apql75vF7vFnPE23a3tXV1dW2B/EmCSFQrVZV9pGmaTg5OYFhGCrzqVAoIE1TCCHgui6Oj4/V64vFItI0RaFQUM/5vg/HcTLHubq6gmmaat/y2AcHBzAMQwWebNtW+wuCQEW6XddVDd8Nw0C9Xp/ZKD+OY1SrVQghUC6XJwJqNwl2zTrfJEnw8uXLqceybRtyWpmmCSEEdF1XWW3zzmXZ15imORHUW8Xl5SX29/fxs//Ov423Hry11j6INuXzb38ev/3xb297GEQZnJe0qzg3aVdxbtI2fOGdL+Cb4d+b+f1ms4kf/vCH+KVf+qU3OCqi+eT9+cXFRW5VWPcu2EUEbOaHiSgvl5eXnJe0czgvaVdxbtKu4tykXcW5SbtmE/fn96pnF2U1m03Ytq3KIImIiIiIiIjyJIRAGIbwPG/mNq1WS/Vylj3Cln0t0TT3qmfXqPFyRl3X4fu+KmeUZXRytQnf9zON+IrFInzfn1uOJ5mmiTiOMRwOVc8pWXooSwtlqeG0UkTZy2uZGudms4l2uw0AmRJK4Mclk/KYsm660WjAdV10u92Z+13mfJvNJjzPw7RkwXXKGeV7lCQJCoVC5n2Ztr/xz2gZf+yP/1GWMdLOYdkD7SLOS9pVnJu0qzg3aRf901/7/+AnHv4E/s2f/v0zt1lUCrkqz/NUe55phBDwfR+DwQBCCJimqVaAXPRaolnuZbBLrlLo+74KIMVxnFkZYjSwI7fv9/trrx5hWRY8z5vauF02YD8/P1fN/aIoUqsVylUvFmk2mxgMBlN7c8VxPLESZK1WQ7PZzC1S3m63YVkWWq3W1F5ao++pEAKHh4dI03TqtvL7nU4HlmVBCIHT09OZ+1v3M/oDf/qn8PD3PFzlNIk2bv8zB9B+9GjbwyDK4LykXcW5SbuKc5N20T//3/0zPNh7C/+D/+XTmdv807/9ItdjBkGAZrOJly9fTv3+6empuq/TNE0t4GYYxsLXEs1yL8sYZWPz0SCLYRgzV/rTdR2lUkllga3D8zycnp5CCDHxvdPTU1iWpY7vOI4KinU6nYkm8NMIIdBoNGauglitVlGv1yee13UdhmHMzepahgwWOo6zVAaazCqT2Wzjer0eAKhMLU3T5jajl5/RaMorERERERER7bbBYIAnT56or2WFFdFN3MtgVxRFcF13qW2FEGg2m0jTdKmSxVkKhQJqtdrSGVSr/nD3ej21LGyxWFRLvALX56vreibjSWaLlctlVCoVhGG40vHGBUGASqWCo6MjtYrkInJM0wJUMsjlOM5SAawkSdDr9WaWMb569QqXl5eZBxERERERERHdPfcu2CWDMItK3TzPUw3y2u02zs7Obnzser0+NbvLsixEUaSeXyYzalySJIjjGK7rYjAYQNM0FVhzXXciOyxJEriuq87vppldMvVU0zQYhrF08Gxe1P78/BzAdcDr4OBgYp+jn5HMKJv1uTYaDezv76vH06ez03aJiIiIiIjozSgWi6pHFwDVN5voJu5dsEsGQxZlHvm+j36/j8FggE6ng8PDwxtnP8lSvEajMTGmer2OZ8+ewXGciSysZVmWpV5XqVQQRRHCMIRhGBP7k6WL/X5f9cVaVxiGKJVK6utKpTKznHJckiQzz1WWOg6HQ5ycnMBxnMzn5nke+v2+esw7h3q9jouLC/V48SLfOnQiIiIiIqJd984fLODf+IOf3/YwMmTyB/DjCqSb3J8SAfe0Qb1lWQiCYKleWMCPg1FBENyolBGACmqNlhkCwPHxMY6PjwFcZ2KNf3+ZMY6SkfDnz5+r5u3ywiEbueclCAKkaZoZs8w0m7dqhtxGNuKXgSzZU21UuVyGYRgTCwks69GjR3j0iA1CiYiIiIjo/vrZyr+F/c8c4OJHwzd2TMdxVP/rJElUJVOxWFQLjMmqnUKhkEmcmPVaokXuZbArCAKYpolisaiCKkmSQAgxNTgjhEAQBCsHoKbRNA1HR0dTywrlqhNRFC2dGSVZlgXXddV+giCYCBpFUaSyofIihECv18NwmL1Y2raNIAhmnodcgdL3fZXBNSqKIsRxjFqtBk3TVB8wRviJiIiIiIhuj1kBqtHSxfEF5Ba9lmiRexns0nUd5+fnqFarKuikaRpOTk7UNnJlwzRNIYSA67oq80qqVquZhvO+78NxnMw2V1dXE8f3fR8HBweZwJrrukjTFIVCIdM/y3VdFegxTRP1en1mdlmn04HjOBBCoFwuz129cB3TzjdJkqnH8TxPBbxGn5PvKYC551IqldDtdvHs2TMA15/Z2dlZ7rXb/9///Dfx1oO3ct0n0U19/u1X+O2Pf3vbwyDK4LykXcW5SbuKc5N2UfL/SvDoJz6Lnyp+YeY2X3hn9veIbou9q2nRGNpZzWYT3W5XpXquU9JHwOXlJfb393FxcYHHjx9vezhEGZeXl5yXtHM4L2lXcW7SruLcpF30wQcf4PXr1/joo4+2PRQiZRP357cqs0sIgWq1qmp2dV2H7/swDEP1pJKr+2maBt/3M2VvxWIRvu8v1XfLNE3EcYzhcKiyieI4RrVaVWWAsixQZlKNlibKUsRl0i6bzSba7TYA4OTkJJPxZds20jRVx5Qlf41GA67rzl1FcZnzbTab8DxvagaaPN8kSVAoFDLnOPp+z8rUWmabcevud/yzXtYf++N/lJldtHM+//bn+Zdg2jmcl7SrODdpV3Fu0qZ84Z0v4Jvh38t1n61WS1XlzLq3arVa6HQ6SNM0s83o/ey0/stE23Brgl2yjM/3fRVAGm9WPhrYGW3Evm72k2VZqvRunOw5dX5+Dk3TYNs2oihSzdZlM/hFms0mBoPB1D5acRyrYI5Uq9XQbDYRhmGmpHBd7XYblmWh1WplLkpCCBweHqqVGoUQOD09zbx29P2W26dpmtnPMtuMW3W/N/ms/8Cf/ik8/D0PV3oN0abtf+YA2o+4oALtFs5L2lWcm7SrODdpU/7p3853ZXkhBHzfx2AwgBACpmlm+mkB1/dcQRCg3+9ntonjGN1uV93PFotFHB0d5d5+hmhVn9n2AJYlI8SjAQ/DMGb+EOm6jlKppLLA1uF5Hk5PTyGEmPje6ekpLMtSx3ccRwXFOp3OUis9CiFUb7BpqtUq6vX6xPO6rsMwjLlZXcuQwULHcSYy0Hq9HgCoaL2maXMDVDLjTGa6rbvNOq+Rn7VcrpaIiIiIiIiWc3p6qhIJNE1TC6eNCsMwc2+oaRriOJ64H5ffI9q2WxPsiqIIrusuta0QAs1mE2maLlWyOEuhUECtVls6g2qZTK5RvV5P9d4qFouZ1R6jKIKu65lMJZktVi6XUalUEIbhSscbFwQBKpUKjo6OVBN8SV7IHMdZOogkxztv+2W2WfU1SZKg1+vNLWN89eoVLi8vMw8iIiIiIqL75A/9oT+EP/gH/2DmucFggCdPnqivZWugRdI0ha7rcF0XxWIRxWIxs+gb0TbdimCX/EFbVKLmeR5M04Rpmmi32zg7O7vxsev1+tTsLsuyEEWRen6dJVGTJEEcx3BdF4PBAJqmqcCa67oT2WFJksB1XXV+N83skhF8TdNgGMZE8Oz8/BzAdcDr4OBgqeDaMhfGZS+e814z+lnLzLR586PRaGB/f189nj59utLxiYiIiIiIbru/9bf+Fv7G3/gbK7+uXC6j1WpBCIEoilTml6xW6na7CIIA1Wo17yETreVWBLtkEGNRgMT3ffT7fQwGA3Q6HRweHt44+0mW7zUajYkx1et1PHv2DI7jTGRhLcuyLPW6SqWCKIoQhiEMw5jYnyxd7Pf7qpfWusIwRKlUUl9XKpWJckpZQjgcDnFycgLHcRZ+BkmSLHwfltlm0Ws8z0O/31ePRe9FvV7HxcWFerx4kW+dOxERERER0W1ULBYzPbrkgm+jdF3HycmJWsBM3v+enp6iVCpB13VYloVCocD2MrQTbkWwC7gOCs3qbTWNDEat8ppZ6vU6Wq3WRLP44+NjDIdDldU1Woa47BhHyQvK8+fPVdN1x3EQxzFM01z/BKYIggBpmsK2bdi2jW63qzLNpimXyzAMY24PNPn6eYGn0W0cx1HZWa1W60b7XeTRo0d4/Phx5kFERERERHSf/Nk/+2fxF/7CX8g8J6uWgB+3zpl271Uul1VFzehD9nsGftyqh2jbbs1qjEEQwDRNFItF1Sg9SRIIIWAYxsT2QggEQbByAGoaTdNwdHQ0taxQNu+LomjlwJplWXBdV+0nCIKJpVqjKFJZTHkRQqDX62E4HGaet20bQRAgCAKVmlqr1aBpmurpNSvgJFen9H1/ZkPC8W2WKf1cZr9ERERERES02Le//W28fv0685zsI22aJgqFQua+tlgsot/vQ9M0dW89ei9nWRYsy1LJGb7vM9hFO2Hv6urqatuDWJYQAtVqVWUXaZqGk5MTGIahfrgKhQLSNIUQAq7r4vj4WL2+WCwiTVMUCgX1nO/7cBwnc5yrqyuYpqn2LY99cHAAwzBU4Mm2bbW/IAjUD7Xruio4ZBgG6vX6zEb5cRyjWq1CCIFyuTwRULtJsGvW+SZJgpcvX049lm3buLq6UrXXMuNKpq3K98M0TQghoOu6yngbP89lthm37H7Hg4Krury8xP7+Pn723/m38daDt9beD9EmfP7tz+O3P/7tbQ+DKIPzknYV5ybtKs5N2pQvvPMFfDP8e2u99oMPPsDr16/x0Ucf5TwqovXJ+/OLi4vcqrBuVbCLfqzZbKLb7aooPKPnq9nEDxNRXi4vLzkvaedwXtKu4tykXcW5SbuIwS7aRZu4P781ZYyjxjO8dF2H7/sqw0tmBsnGer7vZ8rvisUifN+fm2EkmaaJOI4xHA5VGZ3MxpLZVjL7alp2lixvXKZkr9lsot1uA0Amiwr4cRaZPKZMHW00GnBdd+7KjMucb7PZhOd5mBb7lOebJAkK/3/27i/GlSzPE/q3/ulOPczNSN+qQnObC7rh3l202t2ujTDS0iq6BmV4pV7NwCxypBch+gk7kGZBq3nIWEuwIJbFCr/AC8NGeAukhodNO8Sf7ocWsi9oYEZXUA4zYlcwWzOOFLq0GIqq8Elvz3Tn0LeSh9Q5FeG/4T95M+69349kqTLviYhzwsfujl/+zu+USpkx3laG17bXnH+P8/r4u99hZhcVDv8STEXEeUlFxblJRcW5SfvYJ3trlSAI8Lu/+7sAbp5Tlz0/BUGAfr+PJEnUM1an08ksbUySBN1uN9fzNNFdeemCXbJwu+d5KoA0Ho8zmU3pwI5sH0XRztlPlmXBdd2lNblkTamLiwu1jll+cdi2rQr8bdLpdDCZTJYuVxyPxwvF8ZvNJjqdDsIwhOu6O40r7fz8HJZlIQiCzPJAIQROTk7U7o9CCPR6vcyx6fst2ydJkjlPnja7XnOf9/ib3/sG3nn3na2OIbptR28eQ/vq3l13gyiD85KKinOTiopzk/bx2SeH3T1eCAHP81CtVvHTn/4UjuNkdmAEbp6rfN9HFEUQQsA0TUwmE5ydnanyQPL5l4EuKrqXZjdGSdZqSgdJDMNYWbxc13VUKpW1uwhu4rouer0ehBAL/9br9WBZlrq+bdsqKNbv9xfqYi0j62OtKnDfaDTQarUWfq/rOgzDWJvVlYcMFtq2vZCBJnfWkFF/TdPW1sqSGWcy022XNtteU77H3OKWiIiIiIhoUa/XQ61Ww3/9X//X6PV6aqO1tDAMM89gmqYttJGbhxEV3UsX7BoOh3AcJ1dbIQQ6nQ6SJNkr8lwqldBsNnNnUOXJ5EqT27O6rotyuZzZQXI4HKotXSWZLVar1VCv1xGG4VbXm+f7Pur1Ok5PT1VhfUl+2dm2nTuYJPu7rv26NtteM45jjEajtcsYr66uMJvNMi8iIiIiIqLXwWQywYMHD9TPsuzPJukVRjLwlS63Q1RUL1WwS34YNy1Vk9ummqaJ8/NzPHnyZO9rt1qtpdldlmVhOByq3+epzTUvjmOMx2OVSqppmgqsOY6zEDmP4xiO46jx7ZvZJaP8mqbBMIyF4NnFxQWAm+DT8fFxruBani/PdW02XTP9HsuMtHXzot1u4+joSL0ePXq0cQxERERERESvkn/n3/l38B/8B//B0n+r1WoIggBCCAyHw4WsLt/3Ydv2i+gm0d5eqmCXDGZsCqJ4nocoijCZTNDv93FycrJ39pNcStdutxf61Gq18PjxY9i2vZCFlZdlWeq4er2O4XCIMAxhGMbC+eTSxSiKVF2rXYVhiEqlon6u1+sLyynlssPpdIputwvbtje+B3Ecb7wP69psuqbruoiiSL023YNWq4XLy0v1evbssGvgiYiIiIiIiqpcLmMymeB/+B/+B/xP/9P/pDZzS9N1Hd1uV20UNv9s2+v1cHp6+oJ7TrSblyrYBdwEhVbVtlpGBqO2OWaVVquFIAgWisWfnZ1hOp2qrK70MsS8fUyTXzqffvqpKr5u2zbG4zFM09x9AEv4vo8kSVCtVlGtVjEYDFSm2TK1Wg2GYaytgSaPXxeASrexbVtlaQVBsNM1N7l37x7u37+feREREREREb0O5IokAPj5z3+OOI6XPq/VajW1aiYd7BJCQAixslY2UdG8dLsx+r4P0zRRLpdV0fI4jiGEWLp2WAgB3/e3DkAto2kaTk9Ply4rlAX+hsPh1oE1y7LgOI46j+/7qhC/NBwOVTbToQghMBqNMJ1OM7+vVqvwfR++76v01WazCU3TVE2vVYEsuTuH53krvwjn28wv/dz2mkRERERERLSarBH9G7/xG3j77bczK5/K5TKiKIKmaeq5ef45Lc/KHaIieemCXbqu4+LiAo1GQwWdNE1Dt9tVbeTOhkmSQAgBx3HUVqlSo9HIFJz3PG9h/fH19fXC9T3Pw/HxcSaw5jgOkiRBqVTK1M9yHEcFakzTRKvVWlkov9/vw7ZtCCFQq9XW7j64i2XjjeN46XVc11UBr0qlgsFggMePHwO4uf9PnjzJBLJc11X3G8DSceZpI+W5JhEREREREeXXbDbx/e9/H8+fP88kEkwmE/Xfq+pBG4aRaUdUdG9cL4voEL3iZrMZjo6O8OG3v4W33n7rrrtDlPHBex/g8y8+v+tuEGVwXlJRcW5SUXFu0j4evv8QPwh/ePDzfvzxx3j+/Dl++7d/++DnJtqVfD6/vLw8WMkhBrteM51OB4PBQKWxvq6pqLfxYSI6lNlsxnlJhcN5SUXFuUlFxblJRTU/N4MgUKV4PM9bWj4mCAL0+30kSZJp0+l0cH5+DgALpXiI8rqN5/OXbhljHkIINBoNVdBc13V4ngfDMGCaJoQQ0HVd7UAx/4Eul8vwPG/lMrs00zQxHo8xnU7VMrvxeIxGo6Hqa8l6W3KJYrrml6zxNV+3apllbYMgUOdLnzsMQ7VsMV3UX669brfbcBxnZZpq3vvQ6XTguu7SJZ/pe51n+WLeY5a1WfWlvMnH3/0OM7uocPiXYCoizksqKs5NKirOTboNh874EkLA8zxMJhMIIWCa5sJyxTiO4fs+oijKtBmPxxgMBuq5t1wu4/T0lOVnqBBeuWCXrI/leZ4KCo3H40wGUzqAI9tHUbRzlpNlWaom1TxZjP3i4kIV/BsOh2oXQiEE4jjeeI1lbeM4xmAwyHwxyS+YRqOhruk4DoIgQLPZRLPZRKfTyQTD9nF+fg7LstT556XvtRACJycnSJJkbcQ/zzGHeg+/+b1v4J1339nqGKLbdvTmMbSv7t11N4gyOC+pqDg3qag4N+k2fPbJs72O/4//4/8YP/vZz/A3/+bfBAD0ej31XKVpmtp4LV2jOgxDlVigaRo0TcN4PF4Iasl/IyqCN++6A4cmUyfTgRHDMFZ+6HRdR6VSUVlgu3BdF71eD0KIhX/r9XqwLEtd37ZtFRTr9/sLOzuusqytEAKtVgsAVFBrMBggjmNUKhV1zWq1mtnFUdd1GIaxNqsrDxlEtG07V2aazCqTWW555DlGvodyK10iIiIiIiJaFIYh/tv/9r9VP08mEzx48ED9LFdAbZIkCXRdh+M4KJfLKJfLmU3jiO7aKxfsGg6HcBwnV1shBDqdDpIkybVkcZVSqYRms5k7UyrPl0cehmFkIu6yL4ZhIEkStROk7/twHEdlhtVqNdTr9cx2s7vwfR/1eh2np6fqWpvoug5d17cKTG06Jo5jjEajtcsYr66uMJvNMi8iIiIiIiJar1arIQgCCCEwHA5VoogQAu12G4PBAL7vo9Fo3HFPib72SgW7ZLBl01I213VhmiZM08T5+TmePHmy97VbrdbS7C7LsjAcDtXv82RA7UIIAd/3VcCt2+3Ctm2YpqmCYnEcw3EcNe59M7tkyqumaTAMI3fwLO9fC9Ydk34PZWbZuve93W7j6OhIvR49erTV9YmIiIiIiF415XI5U6NL1rVO03Ud3W4XjUYDcRyrZIRer4dKpQJd12FZFkqlElfbUGG8UsEuGezYFEjxPA9RFGEymaDf7+Pk5GTvLCdN09BsNtFutxf61Gq18PjxY9i2rb4YDi0d8InjWNUJm06nKoNNLl2Mogj9fn+ngu5SGIaoVCrq53q9vrRm2TLyC3Ib88e4rosoitRr01harRYuLy/V69mz/da6ExERERERvexkcgYAtRJo2bNVrVZTz5vp12g0Um1Go9GtPOsS7eKVCnYB2Z0H85DBqG2OWaXVaiEIArVDoHR2dobpdKqyuqrV6t7XSrNtW+02Cdws5UzXKbNtW20Heyi+7yNJElSrVVSrVVUrbFPtM9lGFuiX2VlBEOQ6Zlf37t3D/fv3My8iIiIiIqLXma7ratVMur40cJP1JVcoyec+3/fVc61lWbAsSz3TeZ7HYBcVxiu3G6Pv+2pXQlmkPo5jCCEW6lsBXy//O0QAStM0nJ6eLhSSl1lJ4/EYw+HwIIE1ybZttFqtzNgqlYoq6K5pGnzf3ytQNE8IgdFohOl0mvm9/PJbNT65M6XnearwfJ5rpY8hIiIiIiKi3fzwhz9cqF88v8GblF7euKoETt4N14hetDeur6+v77oThyaEQKPRUFlGmqah2+3CMAyYpgngppB7kiQQQsBxHJydnanjy+UykiRBqVRSv/M8D7ZtZ65zfX0N0zTVueW1j4+PYRiG2gGxWq2q8/m+r6LdjuOowu6GYaDVaq0slL+sLXAT7EoHgSzLQr/fRxiGqn7Xttlum+5DHMf48ssvF77YhsMhqtUq5JQyTRNCCOi6rrLd1o0x7zGmaapdN3c1m81wdHSED7/9Lbz19ls7n4foNnzw3gf4/IvP77obRBmcl1RUnJtUVJybdBsevv8QPwh/uNc5ZrMZV7pQocjn88vLy4PNzVcy2EWbdTodDAYDlbb6uqWb3saHiehQ+H9AqIg4L6moODepqDg3qYj+i//iv8BPf/rTvRIHiA6Nwa4tzWd46bqualulM4jkjhOe52WW+5XLZXietzYTSTJNE+PxGNPpVGVajcdjNBoNleE1HA7V8sJarZbJjJLLG/Ms7VvWNggCdb70uVdleAVBgNPTU7TbbYzH47U7M+a5D51OB67rYtl02iXDS967OI5RKpUyY1p2vvn3bhNmdlGR8S/BVEScl1RUnJtUVJybtK9DZHHN++Y3v4k//MM/xJ/5M39m5TNUEATo9/tIkkS16XQ6mdVCSZKg2+3melYm2uQ2gl2vXM0uKY5jVSRPBoXG43EmgykdwJHtoyjaOcvJsiy4rrt0yaCsPXVxcQFN01CtVjEcDlWhdrnzxSbL2sZxjMFggMlkAiGEqll2enqKRqOhruk4DoIgUGuyO51OJhi2j/Pzc1iWpc4/L32vhRA4OTlBkiRL28p/lztGCiHQ6/VWnm+f9+6b3/sG3nn3na2OIbptR28eQ/vq3l13gyiD85KKinOTiopzk/b12SeH3UFeCIEf//jH+PDDD/GjH/0Ipmlm6nIBN89Wvu8jiiL1bDmZTHB2dqZK/8hnWwa6qMheud0YJVnTKR1MSe9QOE/XdVQqlY27Ca7jui56vZ7asSKt1+vBsqzMDokyKNbv93MX9lvWVgihanjJoJbcHbFSqahrVqtVlWUG3IzZMIy1WV15yCCibdu5MtNkcXqZ5TZPbl8r/8qgadraNFv53sktc4mIiIiIiCir1+vhwYMHAG6eseQmamlhGGaewzRNW2gjNxAjKrJXNtg1HA7hOE6utkIIdDodJEmyV3S6VCqh2WzmzpTKk8mVh2EYCztNlkolGIaBJElUYXvf9+E4jsoMq9VqqNfrCMNwr+v7vo96vY7T01N1rU10XYeu60sDVPLL1bbtXAGsOI4xGo3WLmO8urrCbDbLvIiIiIiIiF4Xk8kEb7/99eIuWdJnE1k6BoAKfM0/fxIVzSsZ7JIf2E1L2lzXhWmaME0T5+fnePLkyd7XbrVaS7O7LMvCcDhUv8+TAbULIQR831cBt263C9u2YZqmCorFcQzHcdS4983s6vV6qNVq0DQNhmHkDp6t+3K9uLgAcBPwOj4+Xjhn+r2TGWXr3u92u42joyP1evToUc7RERERERERvR5qtRqCIIAQAsPhcCGry/d92LZ9R70jyu+VDHbJoMemKLXneYiiCJPJBP1+HycnJ3tnOckld+12e6FPrVYLjx8/hm3bKrPp0NKBnziOVZ2w6XSqMtjk0sUoilRdrF2FYYhKpaJ+rtfrS2uWLRPH8cp7IJc6TqdTFbBLv5+u6yKKIvXaNIZWq4XLy0v1evbssOvfiYiIiIiIiqxcLuMv/aW/hN/8zd8EALVRW5qu6+h2u2qzsPnn1l6vh9PT0xfZbaKdvJLBLiC782AeMhi1zTGrtFotBEGQSfcEgLOzM0ynU5XVVa1W975Wmlw7LVNKh8Nhpk6Zbds4Pz8/6DV930eSJKhWq6hWq6pW2KbaZ7KNLNAvs7SCIFhoW6vVYBjGXvXU7t27h/v372deRERERERErwvLsvDpp5+iXC6r0jbLkgZqtZpKoEgHu4QQEEKsrINNVCSv7G6Mvu+rXQllcfM4jiGEWLq+WC7/O0QAStM0nJ6eLhTtk5Hx8XiM4XB4kMCaZNs2Wq1WZmyVSkUVgdc0Db7v75XFNU8IgdFohOl0mvl9tVqF7/srxyd37/A8T2Vwpcl02WazCU3TVB2wQ/adiIiIiIjodaLrOv7KX/kr+PDDD1EulzPPa+VyGVEUQdM09Uw8/6y2bmUOUdG8cX19fX3XnbgtQgg0Gg2VEaRpGrrdLgzDgGmaAG4KuSdJAiEEHMdR26kCNx/4JElQKpXU7zzPW1ijfH19DdM01bnltY+Pj2EYhtoBsVqtqvP5vq++KBzHUQEdwzDQarVWFspf1ha4CXalI+yWZaHf7yMMQ1W/a9tst033IY5jfPnllwtBveFwiGq1Cjm1TNOEEAK6rqtst3VjFEKg3W6rLC+ZSivvrWmaarfNXc1mMxwdHeHDb38Lb7391s7nIboNH7z3AT7/4vO77gZRBuclFRXnJhUV5ybt6+H7D/GD8IcHPedHH32E58+f4+nTpwc9L9E+5PP55eXlwVZhvdLBLqJVbuPDRHQos9mM85IKh/OSiopzk4qKc5OKiMEuKqLbeD5/ZZcxvqo6nQ4GgwF0XYfrukwj3dPH3/0OM7uocPiXYCoizksqKs5NKirOTZp3G5laQRCo1Tue5y0t/RIEAfr9PpIkwdXVFX7xF38RwNcroeQqnEOW2SG6a4UMds0vP9R1XRVeTy+Jk7tHzH+oy+UyPM9buUwuzTRNjMdjTKdTtQxwPB6j0Wio5YfD4VDVvqrVaplle7L21nzdqWWWtQ2CQJ0vfe5Vyw/luul2uw3HcTAYDFZeL8996HQ6cF0XyxL85H2I4xilUinTvzxLE7ddvrjPeVd9sW/yze99A++8+87WxxHdpqM3j6F9de+uu0GUwXlJRcW5SUXFuUnzPvvksDvCCyHgeR4mkwmEEDBNE5PJJNMmjmP4vo8oiiCEwC/90i/hww8/BACcnJxkysUQvUoKF+yK4ximacLzPBUUGo/HmQymdABHto+iaOcsJ8uy4Lru0ki2LKZ+cXGhivUNh0O1i6DcxWKTZW3jOMZgMMh8OZXLZZyenqLRaKhrOo6DIAjQbDbRbDbR6XQywbB9nJ+fw7Isdf70uE9OTtDv92FZFoQQ6PV6mWPT74NsnyRJ5jx52szb9ryHmANEREREREQvk16vp56JNE1Tm6Glg1dhGKqkAE3T8NZbb+GP/uiPMBwOVf3qTqeDWq3GZyl6pbx51x2YJwuPpwMbhmGs3N5U13VUKhWVBbYL13XR6/UghFj4t16vB8uy1PVt21ZBsX6/v1CcfZVlbYUQqsC8DGoNBgPEcYxKpaKuWa1WVZYZcDNmwzDWZnXlIYOItm0vZKaNRiMAyHwxrgtQyYwzmQG3a5tdjpFzYDgc5jonERERERHRy24ymeDBgwfqZ7n6aZ1/8p/8J/Gv/Wv/GuI4xmg0Uqul5AZuRK+KwgW7hsMhHMfJ1VYIgU6ngyRJci1ZXKVUKqHZbObOlMqTyZWHYRgLKaOlUgmGYSBJErXrou/7cBxHZYbVajXU63WEYbjX9X3fR71ex+npqbqWJINctm3nDiLpug5d19e2z9Nm22PkF/W6ZYxXV1eYzWaZFxERERER0ausVqshCAIIITAcDvGP/tE/wp/+038aQghYlqUSTZg8QK+aQgW7ZLBlU/qk67owTROmaeL8/BxPnjzZ+9qtVmtpdpdlWRgOh+r3eWpz7UIIAd/3VcCt2+3Ctm2YpqmCYnEcw3EcNe59M7tk2qumaTAMYyF4dnFxAeAm4HV8fJwruJbnrwl52mw6Jj0HZGbaunnTbrdxdHSkXo8ePdrq+kREREREREVSLpczNbpkllaaruvodruqFvM3vvEN/ON//I+h6zpKpZJqp2la7tU3RC+DQgW7ZLBiUyDE8zxEUYTJZIJ+v4+Tk5O9s5zkMr12u73Qp1arhcePH8O2bZVldGjpgE0cx6pO2HQ6VRlsculiFEWqltauwjBEpVJRP9fr9YWaZXIJ4XQ6VcG3Te9NHMcb70+eNpuOcV0XURSp16Z70Wq1cHl5qV7Pnh22OCQREREREdGLJBMzAKhVQMuei2q1mnrW/MlPfoL/5D/5TzLHAjclbvZ5viQqmkIFu4DszoN5yGDUIbZJbbVaCIJA7fAnnZ2dYTqdqqyuarW697XSbNtWu00CN0s503XKbNvG+fn5Qa/p+z6SJEG1WkW1WlW1wlbVPqvVajAMY21tNHn8ui/JdBuZuWaaJoIg2Ou8m9y7dw/379/PvIiIiIiIiF5Wuq6rFS/p2tLATdaXzNSSz3y+7+Of+Wf+GQA3iQ2e56nnMc/zVtbJJnoZFW43Rt/31a6EsiB6HMcQQizdElUu/ztEAErTNJyeni4UkpdZRePxGMPh8CCBNcm2bbRarczYKpWKKsiuaRp83z9olF0IgdFohOl0mvm9/AL0fR/D4RDj8RjNZhOapqmaXqv6IXetXPclOd8mz5LQPOclIiIiIiJ6Hc1v7iallzemy9989NFHeP78OYCbhIZ9al8TFdkb19fX13fdiXlCCDQaDZVFpGkaut0uDMNQu0TIbVKFEHAcB2dnZ+r4crmMJEkya5A9z4Nt25nrXF9fwzRNdW557ePjYxiGoXZArFar6ny+76vldI7jqCCQYRhotVorvyyWtQVugl3pII5lWej3+wjDUNXv2jbbbdN9iOMYX3755UJQbzgcolqt4vr6GkIItNttlXEl13rL+2SaJoQQ0HVdZcLNjz9Pm3l5zyt37dzVbDbD0dERPvz2t/DW22/tfB6i2/DBex/g8y8+v+tuEGVwXlJRcW5SUXFu0ryH7z/ED8If3mkfZLDr6dOnd9oPojT5fH55eXmwVViFDHbRZp1OB4PBQKWu3kYdsVfZbXyYiA5lNptxXlLhcF5SUXFuUlFxbtKLEgSBSo7wPG/papwgCNDv9/H06VP8U//UP4X//X//3wF8nWgiEw4OuYqJKK/beD4v3DLGtPkML13XVW2rdAaQ3HVi/oNdLpfheV6u1EzTNDEejzGdTlWm1Xg8RqPRUBlew+FQLS+s1WqZzCi5vDHP0rxlbYMgUOdLn3tVhpdcBthut+E4ztqdGfPch06nA9d1sSz2Ke9DHMcolUqZ/t1Whte211z1pb7Jx9/9DjO7qHD4l2AqIs5LKirOTSoqzk1a5tDZXUIIeJ6HyWQCIQRM08wsYQRuyvL4vo8oitDr9fBv/Vv/lvq3k5OTzAoeoldFYYNdcRyrQnkyKDQejzMZTOkAjmwfRdHOWU6WZcF13aXRbFk76uLiApqmoVqtYjgcqkLrcveLTZa1jeMYg8Eg8wVVLpdxenqKRqOhruk4DoIgUOuyO51OJhi2j/Pzc1iWpc6fHvfJyYna/VEIgV6vlzk2/T7I9kmSZM6Tp82u19znvf/m976Bd959Z6tjiG7b0ZvH0L66d9fdIMrgvKSi4tykouLcpGU+++Swu8L3ej31XKRpmqo1nQ5ehWGoEgNOT0/xH/6H/yHG47EqeZMkCTqdDmq1GlcM0SujcLsxSrImUzoYkt6hcJ6u66hUKmt3C9zEdV30ej21a0Var9eDZVmZHRJlUKzf7y/Uv1plWVshhKrhJYNacnfESqWirlmtVlWWGXAzZsMw1mZ15SGDiLZtL2SmjUYjAFBfjpqmra2VJTPOZAbcLm22vaZ879Nb5xIREREREb3qJpMJHjx4oH6WK59W+YM/+ANcXV0hSRLEcYzRaKRWSsn62ESvgsIGu4bDIRzHydVWCIFOp4MkSfbaTaJUKqHZbObOlMqTyZWHYRgLaaOlUgmGYSBJElXY3vd9OI6jMsNqtRrq9TrCMNzr+r7vo16v4/T0VF1LkgEn27ZzB5N0XYeu62vbr2uz7TXll/S6ZYxXV1eYzWaZFxERERER0auuVqshCAIIIfBrv/Zr+L3f+z0AN8/RlmWpJBMmENCrpJDBLhls2ZRC6bouTNOEaZo4Pz/HkydP9r52q9Vamt1lWRaGw6H6fZ7aXLsQQsD3fRVw63a7sG0bpmmqoFgcx3AcR41738wumfqqaRoMw1gInl1cXAC4CT4dHx/nCq5t+ovCpjabrpl+72VG2rr50m63cXR0pF6PHj3aOAYiIiIiIqIiK5fLmRpdMksrTdd1dLtdNBoN/OxnP8O9e/dU8kGpVFLtNE1buTqH6GVTyGCXDFpsCpZ4nocoijCZTNDv93FycrJ3lpNcMtdutxf61Gq18PjxY9i2rb4cDi0duInjWNUJm06nKoNNLl2MokjVtdpVGIaoVCrq53q9vlCzTC47nE6nKvi26b2J43jj/VnXZtM1XddFFEXqteketFotXF5eqtezZ4ddK09ERERERPSiyaQMAGoF0LJno1qthn6/j1/4hV/AL/zCL0DX9cyxwE15m32eLYmKpJDBLiC782AeMhh1iK1SW60WgiBQO/1JZ2dnmE6nKqurWq3ufa0027bVbpPAzVLOdJ0y27Zxfn5+0Gv6vo8kSVCtVlGtVlWtsFW1z2q1GgzDWFsbTR6/7osy3UZmrpmmiSAIdrrmJvfu3cP9+/czLyIiIiIiopeZrutq1Uu6rjRwk/UlM7Xk894f/uEf4k/9qT8F4CbBwPM89Szmed7KGtlEL5vC7sbo+77alVAWJ4/jGEKIpduiyuV/hwhAaZqG09PThULyMhNpPB5jOBweJLAm2baNVquVGVulUlFF3DVNg+/7B420CyEwGo0wnU4zv69Wq/B9H77vYzgcYjweo9lsQtM0VdNrVT/krpXrvijn28wvCd32mkRERERERK+r+Y3dpPTyRln65qOPPsLz58/V72u12l51r4mKqrDBLl3XcXFxgUajoYJOmqah2+2qNu12W2UmCSHgOA7Ozs4y52k0GpmC857nwbbtTJvr6+uF63ueh+Pj40zwyXEctT1ruk6W4zgqIGOaJlqt1sovjGVtgZvlhOkUUsuy0O/30e121a4YlmXl3vVx3rL7EMfx0i9F13VVwKtSqWAwGODx48cAbt6XJ0+eZAJZruuq9wHA0vHnaSPlueah/MH3f4y33n7r4Ocl2scH713h8y8+v+tuEGVwXlJRcW5SUXFu0jIP3394p9d3HAc//elP77QPRC/CG9fLIj30yup0OhgMBird9Tbqjr0MZrMZjo6OcHl5ySWNVDiz2YzzkgqH85KKinOTiopzk4qKc5OK5jaezwub2bUPIQQajYaq8aTruqqFZZomhBCqALxcp5xeIlcul+F5Xq50TtM0MR6PMZ1OVebReDxGo9FAFEUAbpblyeWItVotk50ll0Nu2t0xCAJ1XPocb7zxRiZglV7q2Ol0VI2vbrer6n/1+3202204jrN2J8c896HT6cB13aXZcel7nSejK+8xy9rMv4d5ffzd7zCziwrng/c+4F+CqXA4L6moODepqDg36TY9fP8hfhD+cOvjptPpymBXEASqVM+q56sgCNDv95EkSaZN+tnTcZylK4iIXqRXLtgllwd6nqcCSOPxOBMQSgdwZPsoinbOcrIsSy3TmyfrU11cXEDTNFSrVQyHQ1WYXe6YsWlMg8EAk8kEQoiFWmbptdhSp9PBZDJRATep2Wyi0+kgDMPMssZdnZ+fw7IsBEGw9Astfa+FEDg5OUGSJGu//PIcc6j38Jvf+wbeefedrY4hum1Hbx5D++reXXeDKIPzkoqKc5OKinOTbtNnn+y2u/yv/uqv4vnz53j69Gnm90IIeJ6Xeeacf86M4xi+7yOKokyb8XiMwWCgnj3L5TJOT09Z7J7uVGF3Y9yVjCKnAyPpHQ3n6bqOSqWy105/ruui1+upnS7Ser0eLMvK7Kgog2L9fj9XDS4hhKrtpWnaxowsIYSqZ7aMruswDGPtOfKQQUTbtjdmpgFQWWUyyy2PPMfI9zBd84yIiIiIiIjy6fV6KplA0zS1MVtaGIYqk0vTNGiahvF4vPCsLf+N6C69csGu4XAIx3FytRVCoNPpIEmSvXagKJVKaDabuTOlNmVyzTMMY2EHylKppP5bZnrJ649GI1WTq1wuqx0qZRZZrVZDvV5HGIZb9WOe7/uo1+s4PT1VRfc30XUduq5vFZjadEwcxxiNRmuXMV5dXWE2m2VeREREREREdLNa6MGDB+pnWfZnkyRJoOs6HMdBuVxGuVzObCpHdFdeqWCX/DBuWsrmui5M04Rpmjg/P8eTJ0/2vnar1Vqa3WVZFobDofp9ngyodYQQ8H1fBbZk5tNkMsFwOEQYhojjGOPxGI7jYDKZQNM0uK6LOI7hOI4a976ZXTL6r2kaDMPIHTzL+8W57pj0eygzy9a97+12G0dHR+r16NGjra5PRERERET0OqvVagiCAEIIDIdDlfklVxYNBgP4vo9Go3HHPSV6xYJdMtixKZDieR6iKMJkMkG/38fJycneWU6apqHZbKLdbi/0qdVq4fHjx7BtW2Up7Wo+sDOdTtV/W5aligJalqV+X6/XMRwO1dLFKIrQ7/d3KuguhWGISqWifq7X6yuXTc6L43jrezB/jOu6iKJIvTaNpdVq4fLyUr2ePdttjTsREREREdGrplwuZ2p0yc3c0nRdR7fbRaPRUM9nuq6j1+uhUqlA13VYloVSqcQSM3TnXqlgF3AT5MkbdAG+DkZtc8wqrVYLQRCoHQKls7MzTKdTldUllxVuy7ZttavkOvOBpNtYL+37PpIkQbVaRbVaxWAwUBll68g2skC/zM4KgiDXMbu6d+8e7t+/n3kRERERERG9Tmq1Gv6lf+lfWvi9XJEEfF3+ZtnzV61WU8kX6ddoNFJtZFkdorv0yu3G6Pv+wm6FcRxDCLE0SCSXBe4agErTNA2np6cLRedl1Hs8HmM4HO4UWLNtG61WKzMGuWTx7OxM/ez7PizLguM46rq+7+euY5aHEAKj0QjT6TTz+2q1Ct/3V45P7kzpeZ5afpnnWuljiIiIiIiIaDd/42/8jaX1i2XNZ9M0USqVMs905XIZURRB0zT13Jx+nrMsC5ZlwTRNADcrqRjsorv2xvX19fVdd+LQhBBoNBoqy0jTNHS7XRiGoT6ApVIJSZJACAHHcVTACLj5MCdJkikC73kebNvOXOf6+hqmaapzy2sfHx/DMAy19Wq1WlXn831fffAdx1GF3Q3DQKvVWlooPwxD2LadCfZYloV+v6/OIXdplAG+8XiMRqMBIQRqtVquXR/nrboPcRzjyy+/XDjncDhEtVqFnFKmaUIIAV3XVbbbqjFKeY4xTTMz1l3MZjMcHR2h9nf/Ct55952dz0N0G47ePMblV9PNDYleIM5LKirOTSoqzk26TZ998gyj34p2OnY2m3GlCxWKfD6/vLw82Nx8JYNdRJvID9OH3/4W3nr7rbvuDlHGB+99gM+/+Pyuu0GUwXlJRcW5SUXFuUm36eH7D/GD8IdbH/fxxx/j+fPn+O3f/u1b6BXRbm4j2PXKLWOkfDqdDgaDgUpXfV3TTH/rR/8j/6pBhcO/tlERcV5SUXFuUlFxblIRPX/+HM+fP1c/B0Gglix6nre0TlcQBOj3+0iSJNOm0+moDdL2XXlDdGivdLBrfjmjruuqwHt6uZzcaWL+w10ul+F53tpld5JpmhiPx5hOp2q5oVxKKJczDodDuK67dGmhrOW1qY5VEATquPQ53njjjUzAStbuArJfQnLJpVxj3W634TgOBoPBymvmuQ+dTgeu62JZouAuyxnlvYvjGKVSKTPWZedb9cW8ycff/Q4zu6hw+JdgKiLOSyoqzk0qKs5NOrRds7lWEULA8zxMJhMIIWCaZmZHRuCm/rTv+4iiKNNmPB5jMBioZ91yuYzT01PWWabCeGWDXXEcwzRNeJ6nAkjj8TgTEEoHcGT7KIp2znKyLAuu6y4t0C4LrV9cXKjCfsPhUO1KKHe82DSmwWCQ+TJKF+Kf/2ICboJQk8lEfQlJzWYTnU4HYRjCdd2dxpt2fn4Oy7IQBMHSiH76XgshcHJygiRJlraV/97v92FZFoQQ6PV6K8+3z3v3ze99gzW7qHCO3jyG9tW9u+4GUQbnJRUV5yYVFecmHdpnnzw76Pl6vZ56ptI0TW2qNr8pmkwq0DQNmqZhPB4vBLXkvxEVxZt33YHbItMo08EUmdG0jK7rqFQqKgtsF67rotfrQQix8G+9Xg+WZanr27atgmL9fj9XAXkhBFqtFgCogvTrMrKEEGi32yt3R9R1HYZhrD1HHjKIaNt2rh0WZVaZzHKbJ7etTX+prkuJle+d3CqXiIiIiIiI1ptMJnjw4IH6Wa562iRJEui6DsdxUC6XUS6X0e12b7OrRFt7ZYNdw+EQjuPkaiuEQKfTQZIkuZYsrlIqldBsNnNnSuX5IkkzDCMTZZfXlGSml7z+aDRSNbnK5bLaJlZmkdVqNdTrdYRhuFU/5vm+j3q9jtPTU7W75Ca6rkPX9aUBKhnksm07VwArjmOMRqO1yxivrq4wm80yLyIiIiIiotfJv/Av/Av45//5fz53+1qthiAIIITAcDhUySEysWIwGMD3fTQajdvqMtFOXslglwy2bFrS5rouTNOEaZo4Pz/HkydP9r52q9Vamt1lWRaGw6H6fZ4MqHWEEPB9XwW2ZLbUZDLBcDhEGIaI4xjj8RiO42AymUDTNLiuiziO4TiOGve+mV0y/VXTNBiGkTt4tu4vBxcXFwBuAl7Hx8cL50y/dzKjbN373W63cXR0pF6PHj3KOToiIiIiIqJXw9/+238b//a//W8DuKmzlS6FI2tZp+m6jm63q+opy6SFXq+HSqUCXddhWRZKpRJX2lChvJLBLhn02JRh5HkeoijCZDJBv9/HycnJ3llOcsldu91e6FOr1cLjx49h27b6ktjVfIBnOp2q/7YsSxWktyxL/b5er2M4HKqli1EUqbpYuwrDEJVKRf1cr9dXLpucJ78sl5HBu+l0im63C9u2M++n67qIoki9No2h1Wrh8vJSvZ49O+x6dyIiIiIiopeJTMgAvl79s+y5qlarqWfP9EuWnwG+XlVEVBSvZLALuPng5g26AF8Ho7Y5ZpVWq4UgCNROgdLZ2Rmm06nK6pLLCrdl27baVXKd+S+b2ygY6Ps+kiRBtVpFtVrFYDBQGWXryDayQL/M0gqCYKFtrVaDYRh71VO7d+8e7t+/n3kRERERERG9Tv7qX/2r+Ff/1X8VAFTJG7laJv0sXC6X1aok+azn+756lrUsC5Zlqec4z/MY7KJCeWV3Y/R9f2G3wjiOIYRYGiSSywJ3DUClaZqG09PThaLzMpNpPB5jOBzuFFizbRutVmthh4w4jnF2dqZ+9n0flmXBcRx1Xd/3c9cxy0MIgdFohOl0mvm9/CJcNT65M6XneSqDK02uBW82m9A0TdUB2ycDjYiIiIiI6HX3//6//y+eP3+ufp7f1E1KL29cVfYmzyZrRHfllQ126bqOi4sLNBoN9SHUNC2zS4TcqTBJEggh4DiOChhJjUYjU3De8zzYtp1pc319vXB9z/NwfHycCUo5joMkSVAqlTJfGI7jqICOaZpotVpLC+WHYYgwDDNroS3LQr/fVzthyLpcMjDU7/dh2zaEEKjVamt3NVxn2X2I43jp+VzXVQGv9O/kvQawcowAUKlUMBgM8PjxYwA37+WTJ09uJTPtD77/Y7z19lsHPy/RPj547wqff/H5XXeDKIPzkoqKc5OKinOTDu3h+w/vugtEL403rpdFaqiwOp0OBoOBSjllquhuZrMZjo6OcHl5ySWNVDiz2YzzkgqH85KKinOTiopzk4roo48+wvPnz/H06dO77gqRchvP54XM7BJCoNFoqBpNuq6rGlWmaUIIoXby0zQNnudllriVy2V4nrcycyjNNE2Mx2NMp1OVOTQej9FoNBBFEYCbZXWu66rsqHS6plyOuGl3xSAI1HHpc7zxxhuZgJVcfgjcBLZkoflutwvDMNSyv3a7Dcdx1u6kmOc+dDoduK67NDtN3oc4jlEqlTL9Tr8Pq7K18rSZt+t55+dAXh9/9zvM7KLC+eC9D/iXYCoczksqKs5NKirOTcrr4fsP8YPwhwc9ZxAEaqXNqmelIAjQ7/eRJIlq0+l0Mit0kiRBt9vN9WxNVCSFC3bJpXye56kA0ng8zgSE0gEc2T6Kop2znCzLUsvs5sn6UhcXF9A0DdVqFcPhUBVWl7tWbBrTYDDAZDKBEGKhllh6PbTU6XQwmUxUwE1qNpvodDoIwzCzrHBX5+fnsCwLQRBkliQKIXBycqJ2axRCoNfrZY5Nvw+yfZIkmfPkaTNv2/PuMwe++b1v4J1339nqGKLbdvTmMbSv7t11N4gyOC+pqDg3qag4Nymvzz457E7xQgh4npd5/pTPnH/+z/95/Mmf/AniOIbv+4iiKNPm7OxMlfaRz8IMdNHLqHC7MTqOs1AkT2Y0LaPrOiqVyl479bmui16vp3abSOv1erAsS10/vUtFv9/PVZRPCIFWqwXgpm7YpowsIYSqJ7aMruswDGPtOfKQQUTbthcy0+Q2svIvAJqmrQ1QyYwzmQG3a5tdjpFzIF3LjIiIiIiI6HXU6/VUgErTNLVJGgD8p//pf4r/6D/6jxCGYeZZT9O0hWdquakY0cuocMGu4XCYe8dAIQQ6nQ6SJNkr2lwqldBsNnNnSm3K5JpnGMbCDpClUkn9t8z0ktcfjUaqJle5XFY7RMosslqthnq9jjAMt+rHPN/3Ua/XcXp6qgrkS/KLz7bt3EEkXdeh6/ra9nnabHtMHMcYjUZrlzFeXV1hNptlXkRERERERK+ayWSCBw8eqJ9lCaBNZIkYACrwNf8cS/SyKFSwS34ANy1Fc10XpmnCNE2cn5/jyZMne1+71Wotze6yLAvD4VD9flNtrk2EEPB9XwW2ZObSZDLBcDhEGIaI4xjj8RiO42AymagdFuM4huM4atz7ZnbJiL+maTAMYyF4dnFxAeAm4HV8fJwruJbnizTvl+26Y9JzQGamrZs37XYbR0dH6vXo0aOtrk9ERERERPSy+9f/9X8df/2v/3XUajUEQQAhBIbD4UJWl+/7sG37jnpJtL9CBbtksGJTIMTzPERRhMlkgn6/j5OTk72znOQyvXa7vdCnVquFx48fw7ZtlWW0q/nAzHQ6Vf9tWZYqSG9Zlvp9vV7HcDhUSxejKFK1tHYVhiEqlYr6uV6vLyyblIG46XSKbrcL27Zz1SfbdH/ytNl0jOu6iKJIvTbdi1arhcvLS/V69uyw6+KJiIiIiIiKoFwuZ+pCy43dAOD3fu/38Pu///vQdR3dbldtSDb/nNvr9XB6evqiu050MIUKdgE3QZ5VtaqWkcGobY5ZpdVqIQiCTPomAJydnWE6naqsLrmscFtyzfOmVND5QNCqemX78H0fSZKgWq2iWq1iMBiojLJlarUaDMNYWxtNHr8u8JRuY9u2ys4KgmCv825y79493L9/P/MiIiIiIiJ61cjVScDXpXCWPUvVajWViJEOdgkhIIS4ledQohelcLsx+r6/sFthHMcQQiwNEsllgbsGoNI0TcPp6elCET4Z6R6PxxgOhzsF1mzbRqvVyoxBLlmUu12EYQjf92FZFhzHUdf1fT93HbM8hBAYjUaYTqeZ31erVfi+D9/3VSprs9mEpmmqpteqgJPcqcPzvJVfivNt8iwJzXNeIiIiIiIiuiHrP5umiVKplHl+jaIIf+7P/TkAXydxzD+b7bISh6ho3ri+vr6+607ME0Kg0WioLCJN09DtdmEYBkzTBHBT4D1JEggh4DiOChgBN2mbSZJkisB7nrew5vj6+hqmaapzy2sfHx/DMAxEUQTg5ktAns/3ffXBdxxHBYEMw0Cr1VpaKD8MQ9i2nQnWWJaFfr+vziF3aZQBvvF4jEajASEEarXaTrtgrLoPcRzjyy+/XDjncDhEtVrF9fW12hFSZlzJNFd5n0zThBACuq6rTLj58edpMy/vedP3ahez2QxHR0f48Nvfwltvv7XzeYhuwwfvfYDPv/j8rrtBlMF5SUXFuUlFxblJeT18/yF+EP7whVzro48+wvPnz/H06dMXcj2iPOTz+eXl5cFWYRUy2EV0227jw0R0KLPZjPOSCofzkoqKc5OKinOTiqher+P/+//+P/xX/9V/ddddIVJu4/m8cMsYKZ9Op4PBYKBSVJlmupuPv/sdZnZR4fAvwVREnJdUVJybVFScm5TXbWR2BUGgli96nqfK0Zyfn2M2m6k2/X4fSZKoNp1OJ7PsMUkSdLvdtatziIqo0Jld88sZdV1XBd7Ty93k7hLpDzFws4zP87xcH0zTNDEejzGdTtVyQ7mUUC5nHA6HcF136dJCWctrUx2qIAjUcelzvPHGG5mAlazdBdwEtuQujXIpYRAEOD09Rbvdxng8xmAwWHnNPPeh0+nAdV0smw7yPsRxjFKplOn3bS1n3Paa8+/9JjJyXPu7fwXvvPtO7uOIXoSjN49x+dV0c0OiF4jzkoqKc5OKinOT8vrsk2cY/VZ0sPMJIWCaJiaTSea/pdlshi+++AK2bSOKoqVt5Hls2177rEl0CK9VZlccxzBNE57nqQDSeDzOBITSARzZPoqinbOcLMuC67pLC9DLD/rFxQU0TUO1WsVwOFS7CspdLjaNaTAYZL500oX4579cgJsg1GQyUQE3qdlsotPpIAxDuK6703jTzs/PYVkWgiDI1MISQuDk5AT9fh+WZUEIgV6vlzk2/T7I9kmSZM6Tp82u1zzEe09ERERERPQq6PV66llJ0zS12ZphGHBdF1dXV3j48KFKFtA0DZqmqTaS3CiM6GX05l13YBVZgDwdDDEMY+WOfLquo1KpqCywXbiui16vByHEwr/1ej1YlqWub9u2Cor1+/1cXwJCCLRaLQBQBenXRcllkfhVuz/qug7DMPaOtMsgom3bC5lpo9EIADJfhOsKw8udPGQG3C5ttr2mfO/l9rpERERERESvq8lkggcPHqif5WooAPid3/kd/M//8/+89Di5agaAeq5OB7+IXiaFDXYNh0M4jpOrrRACnU4HSZLstZa4VCqh2WzmzpTalMk1zzCMhS+L9E6JMtNLXn80GqmaXOVyWW0NK7PIarUa6vU6wjDcqh/zfN9HvV7H6emp2l1SkgEn27ZzB5N0XYeu62vbr2uz7TXjOMZoNFq7jPHq6gqz2SzzIiIiIiIieh3VajUEQQAhBIbD4ULSiO/7sG37jnpHtL9CBrtksGXTkjTXdWGaJkzTxPn5OZ48ebL3tVut1tLsLsuyMBwO1e831ebaRAgB3/dVYEtmO00mEwyHQ4RhiDiOMR6P4TgOJpMJNE2D67qI4xiO46hx75vZJdNcNU2DYRgLwbOLiwsAN8Gn4+PjXMG19F8Pdmmz6Zrp915mpK2bL+12G0dHR+r16NGjjWMgIiIiIiJ62ZTL5UyJHFnjOk3XdXS7XVUnWSYjSL1eD6enpy+qy0QHV8hgl/yQbQqWeJ6HKIowmUzQ7/dxcnKyd5aTXDLXbrcX+tRqtfD48WPYtr3wZbCt+QDNdDpV/21ZlipIb1mW+n29XsdwOFRLF6MoUnWtdhWGISqVivq5Xq8vLJuUgbjpdIputwvbtnPVJ9t0f9a12XRN13URRZF6bboHrVYLl5eX6vXs2bO17YmIiIiIiF5GMlED+HpV0LLnpVqtpp5J08+3QggIIVaWECJ6GRQy2AXcfEBX1apaRgajtjlmlVarhSAIMmuWAeDs7AzT6VRldcllhduShf42rX+eDwTdxpeN7/tIkgTVahXVahWDwUBllC1Tq9VgGMba2mjy+HUBqHQb27ZVllYQBDtdc5N79+7h/v37mRcREREREdGrRpbCkatg0s/I4/EYb731FgCoZ0Df9zMrl/IkLhAVXWF3Y/R9f2G3wjiOIYRYGiSSywJ3DUClaZqG09PThaLz8kM/Ho8xHA53CqzZto1Wq5UZg1yyeHZ2pn72fR+WZcFxHHVd3/dz1zHLQwiB0WiE6TS7JbL8wvN9X63fbjab0DRN1fRaFciSu1Z6nrcyODffZn5J6LbXJCIiIiIioq/Nb/Ym/fEf/7GqX7yqHI5hGJllkEQvo8IGu3Rdx8XFBRqNhgo6aZqGbrer2sidCpMkgRACjuOogJHUaDQyBec9z1sotHd9fb1wfc/zcHx8nAlKOY6DJElQKpUyXwyO46iAjGmaaLVaSwvlh2GIMAwzRdcty0K/34fjOCiXy6oulwzs9Pt92LYNIQRqtdraXQnXWXYf4jheej7XdVXAq1KpYDAY4PHjxwBu3pcnT55kAlmu66r3AcDS8edpI+W55qH8wfd/jLfefuvg5yXaxwfvXeHzLz6/624QZXBeUlFxblJRcW5SXg/ff3jXXSB65bxxvSzSQ6+8TqeDwWCgUlxftzTV2WyGo6MjXF5eckkjFc5sNuO8pMLhvKSi4tykouLcpKIJggD//r//7+Orr77C97///aUrZ4IgQL/fR5Ik8DwPlmWh0+lkVjUlSYJut7syeYFoW7fxfP5KBrtM08R4PMZ0OlXZQOPxGI1GA1EUqTZCCLUjoKZp6sMslctleJ631Ye40+nAdd2l2WLD4RCu66osrfllktVqFUmSqD6uIpdQppf/BUGgzpc+dxiGKqMrXQctCAKcnp6i3W5jPB6v3dExz31YN+70vc6T2QV8/X7FcYxSqZQZ07Lzzb93m8gP04ff/hYzu6hwPnjvA/4lmAqH85KKinOTiopzk/bx8P2H+EH4w4OdTwgB0zTxS7/0S7i6ukKSJAtLFeM4hm3biKJItZ9vI0vSrHt+JNrWbQS7CruMcV+WZamlc6ukAzhyCWIURXtlOZ2fn8OyLARBkFkiKL8ULi4uoGkaqtUqhsOhCtCMx+OFgvjLyCWN6Z0J4zjGYDDAZDJRX0rlchmnp6doNBrqmo7jqH41m010Op1MMGwfq8Ytpe+1EAInJydIkmRpW/nvcqdJIQR6vd7K8+3z3n3ze9/AO+++s9UxRLft6M1jaF/du+tuEGVwXlJRcW5SUXFu0j4+++Swu8f3ej3UajX8zu/8Dt5++21Vi3q+lrR8PtU0DZqmLbSRtZeJiq6wuzHuy3Vd9Ho9CCFytdd1HZVKZa8d/8bjMXRdh23bC0XXe70eLMtSmWbzu2I0Gg20Wq2N1+j3+wtfLkIIdawMasldFSuVirpmtVrNZI3pug7DMPaOyq8b9zKyKL3Mcps3Go0AIPNFu65WmXzv0rXQiIiIiIiI6MZkMsGDBw/Uz3KF0ybphAz5rLxswziionllg12lUgnNZjNX1pIQAp1OB0mS7LXu2Pd91Ot1nJ6eqoL168h/Hw6H0HV954wywzAWvnBKpRIMw0CSJKovcjdHmRlWq9VQr9cRhuFO15W2HTcANd5lASoZ5LJtO1cAK45jjEajtcsYr66uMJvNMi8iIiIiIiK6UavVEAQBhBAYDocLiSC+7y9s9kZUVK9ssAu4qQu1LrvLdV2YpgnTNHF+fo4nT57sdT2ZGqppGgzDyASRLMvCcDhUfUlnQDmOc7BUUCEEfN9XQb5utwvbtmGapgqKxXEMx3HUuPfN7Fo37nXW/TXh4uICwE3A6/j4eOGc6fdOZpStCxa2220cHR2p16NHj3KOjoiIiIiI6OVWLpcz9bdk3eo0XdfR7XZV7eT5hIxer4fT09MX1WWivbzSwS65/K3dbi/9d8/zEEURJpMJ+v0+Tk5Ods5yCsMQlUpF/Vyv1zPLFHVdR6vVwuPHj2HbtvriCMMQhmEcbDfEdOBHFhi8uLjAdDpVGWxy6WIURaou1q42jXsd+QW6jFzqOJ1OVcAuHRhzXRdRFKnXpjG0Wi1cXl6q17Nnh10DT0REREREVFQy+eK/++/+O/zn//l/jjiOlz5D1Wo19TyZDnYJISCEWAiQERXVK1ugXpIBpmq1uradDEb5vr/TUkbf95EkSeY6cRxnCvqdnZ3h7OwMwE02V7VaxaeffqoKrMvlhbLY+rZksUB5veFwCMMwMnXCXNdVfTiEPONeRraxLCsTyHIcZ6E+V61Wg2EYqjbYLu7du4d791gglIiIiIiIXj+6rsN1XXznO9/B/fv3MwkK5XIZURSpjdSAr5MPpHWJCkRF9MoHuzRNw+np6cZlgnL536ag2KpjR6MRptNp5vfVahW+76svEvkFMR6PMRwOFzKghsOhyljalm3baLVamQBTpVJRReA1TYPv+3tlcc3LO+5lx8nA3PyXKAC1PrzZbELTNFUH7JB9JyIiIiIiep00m028/fbb+OlPf5p5tkovb1xV4sYwjEw7oqJ75YNdwM1yxePj44VMo3a7rTKThBBwHGch66nRaGSK3Huet1CUz/O8pbsFuq6rAj/ATdZSkiQolUo718lyHEcFf0zTVLswhmGYKeZuWRb6/T663S5M01S/27U22LL7EMdxrnHL38l7Ddxk3K3KoKtUKhgMBnj8+DGAm79CPHny5FZSZv/g+z/GW2+/dfDzEu3jg/eu8PkXn991N4gyOC+pqDg3qag4N2kfD99/eCvn/c/+s/8Mz58/x6//+q/fyvmJiuKN6+vr67vuBG2v0+lgMBiodFSmlG5nNpvh6OgIl5eXuH///l13hyhjNptxXlLhcF5SUXFuUlFxblIRffTRR3j+/DmePn16110hUm7j+byQmV2maWI8HmM6napsnvF4jEajoZb4yRpXshC7pmnwPC+Tjlkul+F53lY1uDqdDlzXxbIYoFxmKIRArVZbyJKqVqtIkmTjMkS5hDG9fC8IAnW+9LnDMFQZVZZlqWwpufyv3W7DcZy1mWJ57sO6cct7H8cxSqVSpn/p92FV1laeNvtec/69z+vj736HmV1UOB+89wH/EkyFw3lJRcW5SUXFuUnrPHz/IX4Q/vCg5wyCQD0vrno++sM//EN88cUXME0z00YIgUajoZ6z8m46RlRUhQx2ATeBHbn0bZV0ACdd2H2fLKfz83NYloUgCDJL9GSdqYuLC1W4bzgcqi+H8XisAi/r2LatCtFLcRxjMBhgMplACAHTNFEul3F6eopGo6Gu6TiO6lez2USn08kEw/axbtwnJydq10YhBHq9XubY9Psg2ydJkjlPnja7XnOf9/6b3/sG3nn3na2OIbptR28eQ/uKGypQsXBeUlFxblJRcW7SOp99ctjd4YUQ8Dwv80w5X2MrjmP84R/+If78n//z+NGPfpRpc3Jygm63u3aTMaKXyZt33YFVXNdFr9eDECJXe13XUalUMB6Pd76m3O3Ptu2Foum9Xg+WZWV2NkwH4hqNhqqftU6/31/ICBNCqGNlUGswGCCOY1QqFXXNarWayRrTdR2GYexc/0taN+7RaAQAKqinadrSAJUkM85kBtwubba9pnzv0zXLiIiIiIiIXhe9Xk8lA2iapjZGSwvDUD1bapoGTdPU5mmlUglJkqDT6WQSM4heVoUNdpVKJTSbzVxZS0IIdDodJEmy1ZLFeb7vo16v4/T0VBWBX0f++3A4hK7rO2eUGYaxEEEvlUowDANJkqi++L4Px3FUZlitVkO9XkcYhjtdV1o3bhlwsm07dzBJ3ot17de12faacRxjNBqtXcZ4dXWF2WyWeREREREREb0KJpMJHjx4oH6W5X7m/eqv/ir+3t/7e+rnJEnU85QsDyQ3OCN6mRU22AXc1HVal93lui5M04Rpmjg/P8eTJ0/2up6MhmuaBsMwMkEky7IwHA5VX9IZUI7j7LzL4TwhBHzfV0G+brcL27ZhmqYKisVxDMdx1Lj3zexaN24AuLi4AHATfDo+Ps4VXFv15Zq3zaZrpt97mZG2LtjYbrdxdHSkXo8ePdo4BiIiIiIioldFrVbD3//7fx+/+Iu/iOFwqDK/hBCwLEuVy+GqGXoVFDrYJZevtdvtpf/ueR6iKMJkMkG/38fJycnOWU5hGKJSqaif6/V6ZpmirutotVp4/PgxbNtWmUlhGMIwjIPthpgO3MRxrOqETadTlcEmly5GUaTqWu1q07iBr5cdTqdTFXzLk/W26Z6sa7Ppmq7rIooi9dp0D1qtFi4vL9Xr2bPDrpEnIiIiIiK6K+VyOVOjS2Zppem6jmazqZ6t5DOtrusolUqqnaZpucsJERVVoYNdwE2QIgiCjcXfZTBq110jfN9HkiSoVquoVquqZlZ6nfPZ2Rmm06nK6qpWq/j0009VgXTbtjEej3dO+7RtG57nqSWNw+EQhmFk6oSdn5/vdO5V8ow7rVarwTCMtbXR5PHrAlDpNjJzzTRNBEGw0zU3uXfvHu7fv595ERERERERvQrkSiQAquzNsuex3/md38Gbb76ZCXSljwWw8VmO6GVQ2N0YJU3TcHp6unGZoFz+V61Wt76GEAKj0QjT6TTz+2q1Ct/3VQBNRr9lEb/5wNpwOFQZR9uybRutVitTu6tSqagi7pqmwff9g37p5Bm3TG9tNpvQNE3V9FrVD7lrped5C39JWNVmvij+ttckIiIiIiJ6nem6rkq9lEqlzLNquVxGFEXQNA3/8B/+QwA3SQ/yOUzTNHiep5I21j3LEb0s3ri+vr6+607MM00zs+2pEALHx8cwDEMFkuQHUe4aIYSA4zg4OztT5ymXy0iSJJOS6XkebNvOXM/zPHz55ZcLAbXhcIhqtQp5i6rVqjqf7/sLS/DyBLscx1HBG8Mw1C6Mtm1nvlAsy0K/30cYhqp+l2VZO2WurboPcRxvHLcQAu12W2Vc6bqeeW9M04QQArquq+y7VquV2SggT5u0PNd0HGftDo2bzGYzHB0d4cNvfwtvvf3Wzuchug0fvPcBPv/i87vuBlEG5yUVFecmFRXnJq3z8P2H+EH4wxd+3Y8++gjPnz/H06dPX/i1iVaRz+eXl5cHW4VVyGAX0W27jQ8T0aHMZjPOSyoczksqKs5NKirOTSoiBruoiG7j+bzwNbvosDqdDqrVKhzH2VhknoiIiIiIiF4NQRDgd3/3d/EP/sE/WLnbYhAEqFarME1Ttel0OiiXy+p1fHy888ZwRC9KoTK7xuMxGo0G4jhGqVRCrVZTS+zSS+HkzhKe52XqOJXLZXiet3J53DwhBBqNBsbjMZIkga7rC+cEbj7cruti2a3at1/rxgxA1Qabr2s13z9ZuD693A/4eumlXFoZBAFOT0/RbrcxHo8xGAxWnjfP/cx7b/IsX8x7zLI2y963dbiMkYqMyx6oiDgvqag4N6moODdpH4de5iiEgGmaCMMQ//f//X/j3/w3/83M7o3ATY1q27YRRZFqP99G1l9e9xxJtK3byOwqTIF6IQROTk7Q7/dhWRaEEOj1epk26cCL3AExiqKF2ll5yOM9z1OBJBn0mnd+fg7LshAEwdI6Ubv2a9OYbdtWO2ms0ul0MJlMltYJWzaeZrOJTqeTqQW2j23ujRxvkiRr623lOeZQc+Gb3/sG3nn3na2OIbptR28eQ/vq3l13gyiD85KKinOTiopzk/bx2SfPDnq+Xq+HWq2Gv/gX/yLK5bLaeC2dKBGGoUog0DQNmqYttJEbjREVXWGWMY5GIwDIfLjWBUR0XUelUsF4PN7peq7rotlsZq5hGMZCdtB4PIau67Bte2121S792jTmfr+/9otEFnJfVbS+0WioAvjzfTQMY+9o/Lb3Ru68KHeYzCPPMfKer0rFJSIiIiIiep1NJhM8ePAAv/3bv42nT5+qlUmbpJMn5DNuOvhFVFSFCXbJgI9t2xuDFkIIdDodJEmSe8nivDAM4TjOxna+76Ner+P09FTtoniofm0z5mVGo5HaYrZcLqNarap/Gw6H0HU9k+kks8RqtRrq9fre66y3uTeS7NM24910TBzHGI1Ga5cxXl1dYTabZV5ERERERESvk7/5N/8m/r1/799b+m+1Wg1BEEAIgeFwuJDA4fs+bNt+Ab0k2l9hgl0AcHFxAeAm+LOs6J3rujBNE6Zp4vz8HE+ePNnpOjIok2fJm0z31DQNhmEsDRDt069NY14njmOMx2M4joPJZAJN09TSRMdxFrLC4jiG4ziqn/tmduW5N8vk/SvCumPS91xmlq17P9vtNo6OjtTr0aNHW12fiIiIiIjoZVUulzP1t2S96TRd19HtdlVN6fnkiV6vh9PT0xfVZaK9FCrYJZesTadTdLtd2LadCXB4nocoijCZTNDv93FycrJTdpL8wKbPLQMn6TpWYRiiUqmon+v1+tIlg/v0a9OYN7EsS42nXq9jOBwiDEMYhrEQ/JFLF6MoUnXCdpX33iwjvzi3MX+M67qIoki9No2l1Wrh8vJSvZ49O+waeCIiIiIioqKyLEutlPn5z3+OOI6XPkPVajWVSJAOdgkhIIRYCJARFVWhgl1ptVoNhmGsrH2l6zparVbuAMs8y7Iyx0ZRBMdxMoEm3/eRJAmq1Sqq1SoGg4HKplpln35tGvOya6XJL55PP/1UFW23bRvj8RimaW7dn3V2uTfA19lolmXBtm0VZAyCINcxu7p37x7u37+feREREREREb0OZPmb3/3d38Xv//7vZ55Xy+Wyqo8sn+9838/UZd4lYYHoLhVmN0a5JrjZbELTNFUDalWAQwgB3/czdaq24fs+TNNEuVxeWghfCIHRaITpdJr5vfzgrwpmbdOvbcc8z7IsFaDTdR2+78NxnMx4hsOhyoI6lH3ujdy9Q2a05blW+hgiIiIiIiLaXrPZxPe//308f/4888yZXt64qtSNYRiZdkRF98b19fX1XXcC+HpnQZnhI9cLy50eZGZSqVRCkiQQQsBxHJydnalzlMtlJEmCUqmkfud53kIRPTlkIQQajYbKRtI0Da1WC7VaDZ1OB19++eVC3avhcIhqtarOsU+/LMtaO2bHcVQAzDAM1be08XiMRqMBIQRqtdrS/u4a7FrV7ziOc98bIQR0XVe7eCwbQ1qeY0zTXAjqbWs2m+Ho6AgffvtbeOvtt3Y+D9Ft+OC9D/D5F5/fdTeIMjgvqag4N6moODdpHw/ff4gfhD88+HkHgwH+6I/+CL9LFescAABY5ElEQVT2a7928HMT7Uo+n19eXh5sFVZhgl304nU6HQwGA5XS+jqlpd7Gh4noUGazGeclFQ7nJRUV5yYVFecmFVV6bgZBoFbmyISMeUEQoN/vI0mSTJtOp4Pz83MA2DsZgV5vt/F8XphljPNkxlIcxyiVSpmspXT2j9xFYv6DWS6X4Xne2iyitHSWV5Ik0HV96Ye90+nAdV0sixHu2691YwZuMqfm107PS3/hpLPEgJtlhkmSqCwvuZSw3W7DcZy1uzPmuZ95703eLK+8c0Ceb9WX8zoff/c7zOyiwuFfgqmIOC+pqDg3qag4N+nQDpHt9X/8H/8HfvKTn+Cf/Wf/WQgh4HkeJpMJhBAwTXNhqWIcx/B9H1EUZdqMx2O1+Rlw87x4enrK0jNUGIUMdgkhcHJyonYMFEKg1+tl2qQDL7IYexRFO2UnyeM9z1OBJBn0mnd+fg7LshAEwdLI9a792jRm27YhhFi7U2On08FkMlm6ZHHZeJrNJjqdDsIwzOxCuatt7o0cb5IkK2umvYg58M3vfQPvvPvONsMkunVHbx5D++reXXeDKIPzkoqKc5OKinOTDu2zT/bfUb7RaOD58+d4+vQper2eep7SNA26rmM8HmcSJsIwVAkFmqZB0zSMx+OFoJb8N6KiKORujKPRCAAyH6p1KZG6rqNSqeTexXCe67poNpuZaxiGsZAlNB6Poes6bNvOVVx9m35tGnO/31+okZUma56tKg7faDTQarWW9tEwjLVZXXlse29kVpnrumrnj7Rd54DcTpeIiIiIiIhWm0wmePDggfpZrlDaRK6EchwH5XIZ5XIZ3W73NrtKtLVCBrtkgMO27Y3BCyEEOp0OkiTJvWRxXhiGcBxnYzvf91Gv13F6eqoKxx+qX9uMeZnRaKRqb5XL5cxukMPhELquZzKeZJZYrVZDvV5HGIZbXzNtm3sjyT4tG++29yOOY4xGo5XLGK+urjCbzTIvIiIiIiIiWq1WqyEIAgghMBwOVSKHTLYYDAbwfR+NRuOOe0qUVchgFwBcXFwAuAl2HB8fLwRjXNeFaZowTRPn5+d48uTJTteRQZk8S99kmqemaTAMY2mAaJ9+bRrzOnEcYzwew3EcTCYTaJqmliY6jrOQFRbHMRzHUf3cN7Mrz71ZZt1fD7aZAzKjbNX72G63cXR0pF6PHj3aYnRERERERESvlnK5nKnRJetOp+m6jm63q2opy4SFXq+HSqUCXddhWRZKpRJX2VChFDbYJZe5TadTdLtd2LadCYp4nocoijCZTNDv93FycrJTdpIMjqTPLQMo6TpWYRiiUqmon+v1+tIlg/v0a9OYN7EsS42nXq9jOBwiDEMYhrEQBJJLF6MoUnWxdpX33iwjvzCX2XQ/XNdFFEXqtW4MrVYLl5eX6vXs2f7r3YmIiIiIiF5WlmWpAJVc+bPsmapWq6nEgvRLlp4Bvl5pRFQUhSxQP69Wq8EwDFUXap6u62i1WvB9f6eljJZlwfd9lf0URRGCIMhkO/m+jyRJMssDZTZVuoDfofq1aczLrpUmI/KffvqpKt4uv8BkIfdD2eXepNtYlpUJZC3btnbb+zHv3r17uHePBUKJiIiIiOj19df/+l/HH//xHwOAKoNjmiZKpVImYaFcLiOKImiapp7zZDICcPMMbVkWTNMEcJP0wWAXFUkhg11yLXCz2YSmaaoG1KrMHSEEfN/PBFu24fs+TNNEuVxeuTPgaDTCdDrN/L5arcL3/ZVZTNv0a9sxz7MsC47jqEwp3/cXgkbD4VBlQx3KPvfGtm14npf50kz3dZ/7QURERERERFl/7a/9tUz94vmN2qT08sZVJW/WbaBGdNcKGeyqVCoYDAZ4/PgxgJuI85MnTzLrh+XOg0mSQAgBx3FwdnaWOU+j0cgsRfQ8D7ZtZ9pcX19D13VcXFyg0WioD6ymaWr3wiAIln4BuK6rgjr79suyrLVjdhxHBXxM00Sr1VrIFuv3+7BtG0II1Gq1tbsX7mJZv+M4zn1vXNdV9wbA0jFIeebAIfzB93+Mt95+66DnJNrXB+9d4fMvPr/rbhBlcF5SUXFuUlFxbtKhPXz/4d7n+Pzzz/GP//E/xv379w/QI6LieuP6+vr6rjtB+XU6HQwGA5VyylTR3cxmMxwdHeHy8pJf9FQ4s9mM85IKh/OSiopzk4qKc5OK6KOPPsLz58/x9OnTu+4KkXIbz+cHzewaj8dql4ZSqYRaraYypWTNKLn7nqZpKqNJKpfL8Dwvd30rIQQajQbG4zGSJIGu6wvnBG4CRK7rYllcb99+rRszcLMcz/f9hWV68/07Pz8HAHS73Uydq2q1iiRJ1NJDueSv3W7DcZy1uyjmuZ/r7k3e93NVplaeNvN2Pe+y9z2Pj7/7HWZ2UeF88N4H/EswFQ7nJRUV5yYVFefmy+/h+w/xg/CHBz1nEARq9cuqZ5ggCNDv95EkyUIbIQQeP36Mbre7U71qotfFwYJdQgicnJyonf2EEOj1epk26cBLulD6LtlJ8njP81QgSQa95p2fn8OyrJXLEXft16YxyyWF63ZU7HQ6mEwmS+toLRtPs9lEp9NBGIaZJYW7WnVvtn0/ZfskSTLnydNm3rbn3WcuffN738A7776z1TFEt+3ozWNoX3FDBSoWzksqKs5NKirOzZffZ58cdgd3IQQ8z8NkMoEQAqZpZmpjATfPNr7vI4qipW3a7TYqlcpB+0X0KnrzUCeS247KqLOmaWsDGrquo1KpYDwe73Q913UXiukZhrEQGZe799m2vTa7apd+bRpzv99fW7RPCKFqfC3TaDRU3bD5PhqGsTarK49192bb91NmnLmuCyHEzm12OUa+Z3LbXCIiIiIioqLp9XrqD/aapkHX9YXnzjAMM89gmqapNnI3+103ZiN6nRws2CU/kLZtbww6CCHQ6XSQJMnOqZdhGMJxnI3tfN9HvV7H6empKvB+qH5tM+ZlRqORqr1VLpczX1rD4RC6rmcylWSWWK1WQ71eRxiGW18zbd292WVssr/r2udps+0xcRxjNBqtXcZ4dXWF2WyWeREREREREb0ok8kEDx48UD/LUjqbyNU+rutyB0SinA4W7AKAi4sLADcBkuPj44VgjOu6ME0Tpmni/PwcT5482ek68gshz5I1GT3XNA2GYSwNEO3Tr01jXkdG5h3HwWQygaZpammi4zgLX2RxHMNxHNXPfTO7Nt2bXcaW5ws775f6umPS75nMTFs3H9rtNo6OjtTr0aNHW12fiIiIiIjottVqNQRBACEEhsOhyuoaj8cQQmTqO+/iX/lX/hXW+qLXwkGDXXLJ2XQ6RbfbhW3bmQCF53mIogiTyQT9fh8nJyc7ZSfJoEb63DLwka5jFYZhZj1zvV5fumRwn35tGvMmlmWp8dTrdQyHQ4RhCMMwFoI3culiFEWqltau8tybXcYWx/HGIGSeNpuOcV0XURSp16Z70Wq1cHl5qV7Pnh12/T0REREREdE65XI5U39LbpCWpus6ut2u2ihMrnJpt9uI4xjVahW+78N1XQRBsHUffv3Xfx2NRmPfoRAV3kGDXWm1Wg2GYaysfaXrOlqt1sp6VZtYlpU5NooiOI6TCcb4vo8kSVCtVlGtVjEYDFQ21Sr79GvTmJddK01+0X366aeq6Lpt2xiPxzBNc+v+rLPtvckzNnn8usBTuo1t2ypIue6LOs95N7l37x7u37+feREREREREb0olmWp0iyyRM2yZ5xaraZWrshXv9/HZDLBYDCAZVnwPG9tTeVVfv7zn+PnP//53mMhKrqD7cYoUyybzSY0TVM1oFYFKIQQ8H1/5+J6vu/DNE2Uy+WlH3IhBEajEabTaeb3MhK+Kpi1Tb+2HfM8y7JUgE7Xdfi+D8dxMuMZDocqi+lQ8tybXd5P27bhed7CXydWtcmzYUCe8xIRERERERWdrNdsmiZKpVLmmbRcLiOKImiapp5F8z4zbeOXf/mX8fz5czx9+vSg5yUqmjeur6+vD3EiubOgzNCR6ZdyTbHMTCqVSkiSBEIIOI6Ds7MzdY5yuYwkSVAqldTvPM+DbduZa8kuCyHQaDRUtpGmaWi1WqjVauh0Ovjyyy8X6l4Nh0NUq1V1jn36ZVnW2jE7jqOCRIZhqL6ljcdjNBoNCCFQq9WW9nfXYNeqfsdxvPHe5Hk/hRDQdV0VTJwfX5428/Kedz4ouK3ZbIajoyPU/u5fwTvvvrPzeYhuw9Gbx7j8arq5IdELxHlJRcW5SUXFufny++yTZxj91uGSDorgo48+YrCLCkc+n19eXh5sFdbBgl1ELxP5Yfrw29/CW2+/ddfdIcr44L0P8PkXn991N4gyOC+pqDg3qag4N19+D99/iB+EP7zrbhwUg11URLcR7DrYMkZ6sTqdDgaDgUqF3bbgO934rR/9j6zfRYUzm804L6lwOC+pqDg3qag4N19uQRCo0jlyVc+yNv1+H0mSZNrInRQ//fTThdU0RPRi3EqwSy7Ni+MYpVIpszwvvUxN7j4x/+VRLpfheV7uLVHTyxmTJIGu60u/kDqdDlzXxbJktn37tW7MwM0SQd/316657nQ6OD8/B4DMkkHgpp5WkiRqOaNcv91ut+E4DgaDwcrz5rmf6+5N3vfzkMsZt73mqv8B2uTj736HmV1UOPxLMBUR5yUVFecmFRXn5otz6AwsIQQ8z8NkMoEQAqZpZnZRBG420fJ9H1EULbRxXVeVsiGiu3HwYJcQAicnJ+j3+7AsC0II9Hq9TJt04EXuOhhF0U7ZSfJ4z/NUIEkGveadn5/DsiwEQbC03tOu/do0Ztu21W4bq3Q6HUwmk6W1uZaNp9lsotPpIAxDuK67tn95rLo3276fsn2SJJnz5Gmz6zX3mUPf/N43WLOLCufozWNoX927624QZXBeUlFxblJRcW6+OJ998uyg5+v1eupZQ9M06LqO8XicCV6FYaj+2K5pGjRNU21831c1pIvmL//lv4yrq6u77gbRrXvz0CccjUYAkPngryskrus6KpWKKjK/Ldd10Ww2M9cwDGMhy2c8HkPXddi2nWtHi236tWnM/X5/bfqqLAa/aofIRqOBVqu1tI+GYazN6spj3b3Z9v2UGWeu60IIsVObXeeQ3MaXiIiIiIhoV5PJBA8ePFA/y9U/myxLuCiav/W3/tZBkiWIiu7gwS4ZoLBte2PwQQiBTqeDJElyL1mcF4YhHMfZ2M73fdTrdZyenqodEg/Vr23GvMxoNFK1t8rlstpqFrhZ/qjreiZjSWaJ1Wo11Ot1hGG49TXT1t2bXcYm+7uu/bo2214zjmOMRqO1yxivrq4wm80yLyIiIiIiol3UajUEQaDqc+2avEFEt+PgwS4AuLi4AHATrDg+Pl4IxriuC9M0YZomzs/P8eTJk52uI4MyeZauyVRUTdNgGMbSANE+/do05nXiOMZ4PIbjOJhMJtA0TUXbHcdZyAqL4xiO46h+7pvZtene7DK2PH/9WNdmmzkkM9LWzYN2u42joyP1evTo0cYxEBERERHR66dcLmdqdMmazmm6rqPb7ao6w/MJCkX1K7/yKzg9Pb3rbhDdulsJdsllatPpFN1uF7ZtZ4IanuchiiJMJhP0+32cnJzslJ0kv0zS55YBkHRqZhiGqFQq6ud6vb50yeA+/do05k0sy1LjqdfrGA6HCMMQhmEsfGnKpYtRFKm6VrvKc292GZv8wt+1zaZruq6LKIrUa9M9aLVauLy8VK9nzw67rp+IiIiIiF4NlmWpFSZyVc2y541arab+6P6yBLuEELi8vLzrbhDdulvZjTGtVqvBMAxVF2qerutotVrwfX+npYyWZcH3fZX9FEURgiDIZDv5vo8kSTLLA2U21aodMvbp16YxL7tWmvyrwaeffqqKr8svWVmI/VC2vTd5xiaPXxeASrdJB7Icx1moz7Xt/Vzm3r17uHePBUKJiIiIiGg9WWLGNE2USqVMMkC5XEYURdA0TT1DyT/US7Ztq2WNcRznqhlNRId18GCXXK/cbDahaZqqAbUq8CGEgO/7mWDLNnzfh2maKJfLK3f2G41GmE6nmd9Xq1X4vr+yKPw2/dp2zPMsy4LjOCrTyff9haDPcDhU2UyHkufe7PJ+2rYNz/MWUn1XtZn/8t/3fhIREREREe1jfhM0Kb28cVU5GQa3iO7ewYNdlUoFg8EAjx8/BnATFX/y5Ekm8CF3HkySBEIIOI6Ds7OzzHkajUZmKaLnebBtO9Pm+voauq7j4uICjUZDZXdpmqZ2LwyCYOmXlOu6Kqizb78sy1o7ZsdxVMDGNE20Wq2FbLF+vw/btiGEQK1WW7v74C6W9TuO4433Js/76bquum8Alo4vTxspzzUP5Q++/2O89fZbBz8v0T4+eO8Kn3/x+V13gyiD85KKinOTiopz88V5+P7Du+4CERXMG9fX19d33Ql6sTqdDgaDgUrPfRnWlh/abDbD0dERLi8vcf/+/bvuDlHGbDbjvKTC4bykouLcpKLi3KQi+ht/42/gT/7kT/Cbv/mbd90VIuU2ns9vvWbXMuPxWO1aUSqVUKvVVFaWrE8ld+rTNE1lT0nlchme5+WupSWEQKPRwHg8RpIk0HV94ZzATRDIdV0si//t2691YwZulu75vr825XVZmyAI1HnS5wzDUGVyybpmklw62G634TjO2t0c89zrvPctT1ZX3mOWtVn2nm7y8Xe/w8wuKpwP3vuAfwmmwuG8pKLi3KSi4tykfT18/yF+EP7woOf8s3/2z+I3f/M3YZrmyuenIAjQ7/eRJIlq0+l0Ms+USZKg2+3uVHeb6EV44cEuIQROTk7ULoJCCPR6vUybdHAlXZR9lwwkebzneSpIJINe887Pz2FZ1sqlj7v2a9OY5fLFdTscLmsTxzEGgwEmkwmEEKp22enpKRqNBi4uLqBpGhzHyYyp2Wyi0+lkAmL72Oa+yXuRJMnapZp5jjnEPPnm976Bd959J3d7ohfh6M1jaF9xQwUqFs5LKirOTSoqzk3a12efHHYHeSEEPM/D//q//q/46quvYJpmpgYZcPNc5fs+oihSz5iTyQRnZ2eqxI+swcxAFxXZmy/6gqPRCABUBFnTtLVBD13XUalU1G4W23Jdd6G4oGEYCxFsudOfbdu5Cgpu069NY+73+5ksr2WWtRFCqNpkMqg1GAwQxzEqlYqqcVWtVhcK2+u6DsMw1mZ15bHtfZNZZa7rQgiR6xp5jpHvh9wimIiIiIiIiL7W6/Xw7rvv4t/4N/4NaJoGXdcXnmfDMMw8t2qattBGbjZGVGQvPNglPzi2bW8MTAgh0Ol0kCTJzlHjMAzhOM7Gdr7vo16v4/T0VBWTP1S/thnzNgzDgGEYmd+VSiUYhoEkSdQ45O6Osu9xHKNWq6FeryMMw736sM19k3Rdh67rW92LTcfEcYzRaLRyGePV1RVms1nmRURERERE9LqYTCb4yU9+gouLCwBQJXo2Sa+KkoGv+edQoqJ54cEuAOrDZds2jo+PFwIuruvCNE2Yponz83M8efJkp+vID26eZW29Xg+1Wg2apsEwjKVBoH36tWnM+xJCwPd9tSyx2+3Ctm2YppkJisVxDMdx1Bj2zezKc9+WyfvFuu6Y9PshM8tWvdftdhtHR0fq9ejRo62uTURERERE9Kqr1WoIggBCCAyHw4WsLt/3Ydv2HfWOKL87CXbJZWnT6VQFZdJBDM/zEEURJpMJ+v0+Tk5OdgoOycBH+twyOJKuVRWGISqVivq5Xq9niu8dol+bxryvdLAnjmPYto2LiwtMp1OViQZALV2MokjVENtV3vu2TBzHW9dgmz/GdV1EUaRe68bSarVweXmpXs+eHXb9OxERERERUZGVy2X87Gc/Uz/LjdfSdF1Ht9tVm6vJFTZSr9fD6enpi+oy0c7uJNiVVqvVYBjGytpXuq6j1WrlDqLMm9+JMIoiOI6TCTT5vo8kSVCtVlGtVlXdq3X1uPbp16Yxb0uumZbZW8PhEIZhqC8u27Zxfn5+kGul7XLfAKg2lmWp7DPTNBEEQa5jdnHv3j3cv38/8yIiIiIiInpdWJaFy8tLAF+Xt1n2fFWr1VQiRTrYJYSAEGIhQEZURC98N0aZCtlsNqFpmqrztCqIIZfnVavVna7n+77apXBZIXwhBEajEabTaeb31WoVvu+vDGZt069tx7wN27bRarUya6YrlYoq5q5pGnzfP8i10va5bzI4J7Pd8lwrfQwRERERERFtR9d1/IW/8Bfwj/7RP4Jt25lntnK5jCiKoGmaesadf17bZXUO0V154/r6+vpFXlAIgXa7rbJ4ZJqkDNaYpgngptB6kiQQQsBxHLXNKXDzQUySBKVSSf3O87yFtcNyaEIINBoNlXGkaRparRZqtRo6nQ6+/PLLhd0khsMhqtWqOsc+/bIsa+2YHcdRATDDMFTf0pa1AW6CXekAkGVZ6Pf7CMNQLdWcz27bxqoxxXGc+74JIaDruipsuGx8aXmOMU0TjuOs3clzndlshqOjI3z47W/hrbff2ukcRLflg/c+wOdffH7X3SDK4LykouLcpKLi3KR9PXz/IX4Q/vDg553NZlzpQoUin88vLy8PNjdfeLCLqAhu48NEdCj8PyBURJyXVFScm1RUnJtUVJybVDS38Xz+wpcxUnF0Oh0MBgPoug7XdV/LlNSPv/sdZnZR4fAvwVREnJdUVJybVFScm3Qoh8zw+o3f+A38yZ/8Cf7CX/gLavWPXI00LwgC9Pt9JEmSadPpdFRN6H1W2xDdpjsNdo3HY7XLQ6lUQq1WU8vi0kvZ5C4R8x/CcrkMz/PWLolLSy9nTJIEuq4v/WB3Oh24rotlSW/79mvdmIGbZYC+76+tZbWsTRAE6jzpc65bzijXYLfbbTiOg8FgsPKaee513vuWdzlj3vkhz7fqS3qdb37vG3jn3Xe2Ooboth29eQztq3t33Q2iDM5LKirOTSoqzk06lM8+OdxO8v/L//K/4OrqCj/60Y8wmUwghIBpmphMJpl2cRzD931EUZRpMx6PMRgMEEURgJvnxNPTU9ZWpsK5s90YhRA4OTmB53mYTqeIogjlcjnTxvM8DAYDTCYT9Pt92Lad2UVxG3Ec4/Hjx6hWq5hMJphOp+h2u0vbnp+fw7KslbsD7tqvTWOWRdjX7Wa4rE0cx6o/URQhDEMEQaCCe1EUqS+v9JiazSaCIEAYhgv1znaR975FUYQnT55k6pjN22Z+RFG09/wgIiIiIiJ6HXz55Zcq6UDTNOi6vvAMGoahSiTQNA2apmE8Hi8EteS/ERXNnQW7RqMRAGQ+QOvSH3VdR6VSWRsIWsd1XTSbzcw1DMNYyAQaj8fQdR22befaKXCbfm0ac7/fXyj4Pm9ZGyGEKlivaZrK0orjGJVKRX35VKtVFYFP998wjLVZXXlse99kVpncNXLervNjOBzuNgAiIiIiIqLXwM9+9jM8ePBA/SxXLW0iV0c5joNyuYxyubwygYTort1ZsEsGMWzb3higEEKg0+kgSZLcSxbnhWEIx3E2tvN9H/V6Haenp2r3w0P1a5sxb8MwDLWzo1QqlWAYBpIkUePwfV/dAyEE4jhGrVZDvV5HGIZ79WGb+ybpug5d15fei23vVRzHGI1GK5cxXl1dYTabZV5ERERERES0qFarqdVCw+FQJXcIIdButzEYDOD7PhqNxh33lGi5Owt2AcDFxQWAm4DG8fHxQsDFdV2YpgnTNHF+fo4nT57sdB0ZeMlTgL3X66FWq0HTNBiGsTQItE+/No15X0II+L6v6nR1u13Ytg3TNDNBsTiO4TiOGsO+mV157tsy6/6KsM38kBllq97jdruNo6Mj9Xr06NEWoyMiIiIiInr5/eIv/iKOjo4yNbpkLeo0XdfR7XZVDWWZqNDr9VCpVKDrOizLQqlU4uoaKqQ7DXbJpWyyftZ8zSXP81S9qX6/j5OTk52CQzIAkj63DJLIoBBwk/1VqVTUz/V6PVPQ/RD92jTmfaWDPnEcw7ZtXFxcYDqdqkw0AGrpoqx3tW1h97S8920Z+cW5zKZ75bouoihSr3VjaLVauLy8VK9nzw5X5JGIiIiIiOhl8KMf/Qh//+//fRWgkit+lj1L1Wo19WyZfsmSM8BN+Zk8SSVEL9qdBrvSarUaDMNYWftK13W0Wq3cQZR58zsRRlEEx3EywRPf95EkCarVKqrVqqp7ta4e1z792jTmbcni9TJ7azgcwjAMFaW3bVttEXtIu9w3AKqNZVkq+8w0zaVF6/e9V/fu3cP9+/czLyIiIiIiotfN48eP1SoZ27Yzz7LlclnVVJbPd77vq7rMlmXBsiz17OZ5HoNdVEhv39WF5brfZrMJTdNUnadV2TlyeV61Wt3per7vwzRNlMvlpYXOhRAYjUaYTqeZ38sP96pg1jb92nbM27BtG61WK1O7q1KpqALwmqbB9/2DXCttn/smg3MygyvtNu8VERERERHR6+jv/J2/g5/97Gf423/7by99Lk4vb1xV6mbTpmpERfDG9fX19V1cWBa2k1k8ck2wDNaYpgngptB6kiQQQsBxHJydnalzlMtlJEmCUqmkfud5HmzbzlxLDlEIgUajobKDNE1Dq9VCrVZDp9PBl19+ufDBHQ6HqFar6hz79MuyrLVjdhxHBXUMw1B9S1vWBrgJdqXXWVuWhX6/jzAM1VLN+ey2bawaUxzHue+bEAK6riNJEgBYOj4pz/xwHGftDo3rzGYzHB0d4cNvfwtvvf3WTucgui0fvPcBPv/i87vuBlEG5yUVFecmFRXnJh3Kw/cf4gfhDw9yro8++gjPnz/H06dPD3I+okOQz+eXl5cHW4V1Z8Eu2l2n08FgMICu63Bdl2mjO7iNDxPRocxmM85LKhzOSyoqzk0qKs5NOqQgCFTigkykWNam3+8jSRLVRgiB4+NjlTTwf/6f/yf+1J/6Uwx2UaHcxvP5TssYx+Ox2pWhVCqhVqupzJ50Bo/c1WH+w1gul+F53sqsnnnpjKwkSaDr+tIPeKfTgeu6WBa/27df68YM3GQypdcyL7OsTRAE6jzpc67LyJLL/trtNhzHWbuTYp57ve6+5X2vV2VrbZvRtc95V33pr/Pxd7/DzC4qHP4lmIqI85KKinOTiopz8/V1yEws4OZ52PM8TCYTCCFgmmZmuSFwUw/Z931EUbTQxjAMRFEE4OvMLqJX3dbBLiEETk5O1A5+Qgj0er1Mm3RwJY5jmKaJKIp2ykCSx3uep4JEMug17/z8HJZlIQiCpcvbdu3XpjHbtq12sVhlWZs4jjEYDDJfWuVyGaenp2g0Gri4uICmaXAcJzOmZrOJTqeTCYjtY9V92/a9lu2TJMmcJ0+bedued9d59s3vfQPvvPtO7vZEL8LRm8fQvrp3190gyuC8pKLi3KSi4tx8fX32yWF3fu/1euq5R9M06LqO8XicqdcchqH6w7+madA0DePxmKuA6LW19W6McpvR9AdpXdBC13VUKpWdd9FzXRfNZjNzDcMwFjJ45AfZtu212VW79GvTmPv9/sYifcvaCCFUzS0Z1JI7GVYqFVWDq1qtqkh8uv+GYazN6spj3X3b9r2WGWeyKP6ubXY5Rr6fcgtdIiIiIiKiV8FkMsGDBw/Uz3K10iYyQSSOY1SrVZimiS+++OLW+klUJFsHu2Tgw7btjYEFIQQ6nQ6SJMm9ZHFeGIZwHGdjO9/3Ua/XcXp6qgq4H6pf24x5G4ZhZKLxwE3he8MwkCSJGofv++oeyOywWq2Ger2OMAz36sO6+7bLuHVdh67ra9vnabPtMXEcYzQarVzGeHV1hdlslnkRERERERG9Cmq1GoIggBBC7WwP3CQOnJ6eYjAY4MmTJ/h//p//B//lf/lf3nFviW7f1sEuALi4uABwEwQ5Pj5eCLi4rgvTNGGaJs7Pz/HkyZOdOicDL3lSL2Vqp6ZpMAxjaRBon35tGvO+hBDwfV8tS+x2u7BtG6ZpZoJicRzDcRw1hn0zuzbdt13GnecvDXn/GrHumPT7KTPTVs2VdruNo6Mj9Xr06NFW1yYiIiIiIroL5XI5U6NL1qBOk7vXy3rLMlkAgKr/LI/58Y9//EL6TXSXdgp2yWVl0+lUBWXSQQjP8xBFESaTCfr9Pk5OTnYKDskPZ/rcMriRrlUVhiEqlYr6uV6vZwq6H6Jfm8a8r3SwJo5j2LaNi4sLTKdTlYkGQC1djKJI1dLaVZ77tsu45Zfrvm02HeO6LqIoUq9196LVauHy8lK9nj077Dp6IiIiIiKi22BZllrhIlf6LHv2qdVq6pkyvTJGZnnFcYyrq6uFEjlEr6Kdgl1ptVoNhmGsrH2l6zpardbS4FMe8zsRRlEEx3EyARff95EkCarVKqrVqqp7ta4e1z792jTmbdm2Dc/zVPbWcDiEYRgq8m7bNs7Pzw9yrbRt71ueccvj1wWe0m1k9pppmgiCYK/zrnPv3j3cv38/8yIiIiIiIio6XdfVqhbbtjPPsOVyWdU1ls91vu+resyVSgXtdhvVahW2beNP/+k/vbDpGNGraOvdGGVkuNlsQtM0VedpVRBCLs+rVqs7ddD3fbVL4bLi6EIIjEYjTKfTzO/lh3xVMGubfm075m3Yto1Wq5Wp3VWpVFQxdk3T4Pv+Qa6Vlue+7fJey8DdfFrtqjZ5NhPIc14iIiIiIqJX1fymbVJ6eeOyEjfzz1wfffQRnj9/fjudJCqQN66vr6+3OUAIgXa7rbJw5NpgGawxTRPATaH1JEkghIDjODg7O1PnKJfLSJIEpVJJ/c7zPNi2nbmW7JoQAo1GI1Nkr9VqoVarodPp4Msvv1zY6XA4HKJarapz7NMvy7LWjtlxHBUIMgxD9S1tWRvgJtiVDuBYloV+v48wDNVSzfnstm2sGlMcxxvvW573WggBXdfVTh/zY8/TZl7e8zqOs3Z3yHVmsxmOjo7w4be/hbfefmuncxDdlg/e+wCff/H5XXeDKIPzkoqKc5OKinPz9fXw/Yf4QfjDu+7GUjLY9fTp07vuCpEin88vLy8Ptgpr62AXFUen08FgMFBprdvWwHqd3caHiehQZrMZ5yUVDuclFRXnJhUV5yYVEYNdVES38Xy+9TLGtPF4rHZ7KJVKqNVqKlMonZ0jd4uQWVJSuVyG53lrs3zS0hleSZJA1/WFcwI3QSDXdbEsjrdvv9aNGbjJjEqvkV5mWZsgCNR50udcl+ElU1Lb7TYcx1m7M2Oee73uvuV9rw+Z4bXtNZfNhU0+/u53mNlFhcO/BFMRcV5SUXFuUlFxbhJwO1leQRCo58JVz0BBEKDf7yNJkkybn//85/j93/99VKtV6Lq+8woioqLbOdglhMDJyYnaEVAIsVDoLh1cieMYpmkiiqKdMpDk8Z7nqSCRDHrNOz8/h2VZCIJg6TK3Xfu1acy2bavdMVZZ1iaOYwwGA0wmEwghVI2y09NTNBoNXFxcQNM0OI6TGVOz2USn08kExPax6r5t+17L9kmSZM6Tp82u19x1fn3ze9/AO+++k7s90Ytw9OYxtK/u3XU3iDI4L6moODepqDg3CQA+++Swu8ALIeB5XubZMV23C7h5NvJ9H1EULbT54z/+Y/y9v/f38Ff/6l89aL+Iimbn3RhHoxEAqAixpmlr6yfpuo5KpbLzDoau6y4U5TMMYyGKPR6Poes6bNvOVfx8m35tGnO/31+ogTVvWRshhKrhJYNacmfESqWianpVq9WFbWJ1XYdhGGuzuvJYd9+2fa9lxpkssr9Lm13nl9ySl4iIiIiI6FXT6/XUH/w1TYOu6wvPsmEYZp6jNE3DeDzGcDjEP/FP/BN488030el01iZpEL3sdg52yQ+PbdsbAwxCCHQ6HSRJknvJ4rwwDOE4zsZ2vu+jXq/j9PRUFYQ/VL+2GfM2DMPI7MYI3BTSNwwDSZKocfi+r+6BzA6r1Wqo1+sIw3CvPqy7b7uMW9d16Lq+tv26NtteM45jjEajlcsYr66uMJvNMi8iIiIiIqKXyWQywYMHD9TPsjzPJkmSII5jPH36FP/Nf/PfQNM0tYkb0ato52AXAFxcXAC4CUgcHx8vBFxc14VpmjBNE+fn53jy5MlO15Ef3jzL02SkW9M0GIaxNAi0T782jXlfQgj4vq+WJXa7Xdi2DdM0M0GxOI7hOI4aw76ZXZvu2y7jzvPFu67NNvNLZqStmiPtdhtHR0fq9ejRo439JyIiIiIietnUajUEQQAhBIbDocr8EkLgF37hF/B7v/d7aDabXBlDr7S9gl1yKdp0OlVBmXTgwvM8RFGEyWSCfr+Pk5OTnYJDMoCRPrcMcqRrVYVhiEqlon6u1+tLC+7t069NY95XOmgTxzFs28bFxQWm06nKRAOgli5GUaTqWu0qz33bZdxxHG8MUK5rs+marusiiiL1WncPWq0WLi8v1evZs8OunSciIiIiIrpt5XI5U6NLbrqWpus6ut2u2uxLrqjRdR1vv/112W5N01aWnSF62e0V7Eqr1WowDGNl7Std19FqtXbe7WF+J8IoiuA4Tib44fs+kiRBtVpFtVpVda/W1ePap1+bxrwt27bheZ7K3hoOhzAMQ3152baN8/Pzg1wrbdv7lmfc8vh1Aah0G5m9ZpomgiDY6Zrr3Lt3D/fv38+8iIiIiIiIXiaWZalsLFnaZtkzV61WU0kU8mVZFi4vL1WbTc9rRC+znXdjlOmQzWYTmqapOk+rPixyeV61Wt3per7vq10KV+3eNxqNMJ1OM7+vVqvwfX9lMGubfm075m3Yto1Wq5Wp3VWpVFQBd03T4Pv+wb+M8ty3Xd5rGbib/yvDqjbzRfFv814TERERERG9jHRdV+VcSqVS5jm3XC4jiiJomqaeb9PPWpqm4Z/+p/9p/IN/8A9gmuba5zWil90b19fX17scKIRAu91WWTgyVVIGa2Sxu1KphCRJIISA4zg4OztT5yiXy0iSBKVSSf3O8zzYtp25luyiEAKNRkNl92iahlarhVqthk6ngy+//HJhp8PhcIhqtarOsU+/LMtaO2bHcVRQxjAM1be0ZW2Am2BX+ovGsiz0+32EYaiWas5nt21j1ZjiON543/K810II6LqOJEkAYGHsedqk5bmm4zhrd2hcZzab4ejoCB9++1t46+23djoH0W354L0P8PkXn991N4gyOC+pqDg3qag4NwkAHr7/ED8If3jX3VA++ugjPH/+HE+fPr3rrhAp8vn88vLyYKuwdg52Eb3MbuPDRHQos9mM85IKh/OSiopzk4qKc5OK6B/+w3+In/zkJ/hLf+kv3XVXiJTbeD4/WM0uenl0Oh1Uq9WFmmdERERERET06vpzf+7P4c/+2T+79N+CIFB1lFft0hgEAarV6kKbTqeztgYz0Yu2c82ufYzHY7UzRKlUQq1WU8vo0svd5M4ScgmhVC6X4XneyiVw89LLH5Mkga7rC+cEbj6grutiWbLbvv1aN2bgZtmg7/sLtaukIAhU+/Sxb7zxRmY3w3Rdr06nowrap5cAynXb7XYbjuNgMBisvHd57nXe+5Zn+WLeY5a1WfaebvLxd7/DZYxUOFz2QEXEeUlFxblJRcW5Sbdp1+WR//1//9/jj/7oj/Crv/qrmd8LIeB5HiaTCYQQME0zs+sjcLPBmO/7iKIo02Y8HmMwGCCKIgA3z5Cnp6esB0Z36oUHu4QQODk5Qb/fh2VZEEKg1+tl2qSDK3EcwzRNRFGUCerkJY/3PE8FkmTQa975+Tksy0IQBEtrQe3ar01jtm1b7aSxagyDwSDzxZMu1D//JQTcBKAmk4n6wklrNpvodDqZemD72Oa+yXuRJMnaelt5jjnEPPnm976Bd959J3d7ohfh6M1jaF/du+tuEGVwXlJRcW5SUXFu0m367JNnOx33t/7W38Lz588Xgl29Xk89W2maBl3XMR6PMxuohWGokgs0TYOmaRiPxwtBLflvRHfphS9jHI1GAJD5kKwLeui6jkqloorSb8t1XTSbzcw1DMNYyAAaj8fQdR22ba/Mrtq1X5vG3O/3FwrEpwkhVCF7TdM2ZmPJ4u7ritnrug7DMNaeJ49t75vMKpO7TOaR5xj5fqxKtyUiIiIiIqLlJpMJHjx4oH6WK5o2kSunHMdBuVxGuVxGt9u9za4S5fLCg10y4GPb9sbAhBACnU4HSZLkXrI4LwxDOI6zsZ3v+6jX6zg9PVW7JR6qX9uMeRnDMDIRdQCZXRVlppfM0hqNRmpL2nK5rLadlX2P4xi1Wg31eh1hGG7dn7Rt7puk6zp0Xd/qXmw6Jo5jjEajlcsYr66uMJvNMi8iIiIiIiLKp1arIQgCCCEwHA5V4odMthgMBvB9H41G4457SnRHBeovLi4A3AR/jo+PFwIuruuq4nbn5+d48uTJTteRgZc8y9pk2qamaTAMY2kQaJ9+bRpzXkII+L6vAlsy62kymWA4HCIMQ8RxjPF4DMdxMJlMoGmaah/HMRzHUWPYN7Mrz31bJu9fCtYdk34/ZGbZqve63W7j6OhIvR49erTVtYmIiIiIiF5V5XI5Ux5H1qlO03Ud3W5X1aKWCQm9Xg+VSgW6rsOyLJRKJa64oTt3J8EuGaCZTqfodruwbTsTxPA8D1EUYTKZoN/v4+TkZKfgkAx8pM8tgyPpWlVhGKJSqaif6/X60iWA+/Rr05jzmg/qTKdT9d+WZamC9JZlqd/X63X1ZSOXLkZRpGqI7SrvfVtGfjluY/4Y13URRZF6rRtLq9XC5eWlej17ttsadyIiIiIioleNZVnqmVGuBlr2fFWr1dTzaPolS/cAX680IrpLd7IbY1qtVoNhGKr20zxd19FqteD7/k5LGS3Lgu/7qiZWFEUIgiCT0eT7PpIkySz3k9lR88sHD9GvTWNexbZteJ63sk/pvqXdVnHAXe5buo1lWZmgn+M4K+u3pY/Zxb1793DvHguEEhERERHR6+vv/J2/gz/6oz9a+L0sg2OaJkqlUiaJoVwuI4oiaJqmnv1kMgdw88xtWRZM0wRwkyTCYBfdtRce7JJre5vNJjRNU3WeVgUx5LK9dEBlG77vL+xeOH/+0WiE6XSa+X21WoXv+yszlbbp17ZjXsa2bbRarYXdMOI4xtnZmfrZ931YlgXHcVQmlO/7ueqWbWOf+yaDdukvyE3XSh9DRERERERE2/v4449X1i+e39hNSi9vXFUGZ92Ga0R34Y3r6+vrF3lBWbwuCAIAX6/7lUEcGQ0ulUpIkgRCCDiOowI6wE1kOUmSTJF2z/Ng23bmWnJoQgg0Gg1VQE/TNLRaLdRqNXQ6HXz55ZcLH87hcIhqtarOsU+/LMtaO2bHcVQAzDAM1TcpDEPYtp0J9FiWhX6/r46VuzTKL6fxeIxGowEhBGq12s5fPqvGFMdx7vsmhICu60iSBAAWxjcvzzGmaa7NBNtkNpvh6OgIH377W3jr7bd2OgfRbfngvQ/w+Ref33U3iDI4L6moODepqDg36TY9fP8hfhD+cOvj/rf/7X/DT37yE3z729++hV4R7UY+n19eXuL+/fsHOecLD3ZRcXQ6HQwGA5Wy+jqlmt7Gh4noUGazGeclFQ7nJRUV5yYVFecmFdFHH32E58+f4+nTp3fdFSLlNp7P77Rml8w+iuMYpVIpk4GUzu6RO0HILCmpXC7D87zcNbPSGV5JkkDX9YVzAjdBINd1sSwOuG+/1o0ZuMmM8n1/5fK+IAhU+/Sxb7zxRiZYJZczyvHIwvXpjDK5jLDdbsNxnLU7M+a513nvW94Mr7zzQ55v2Xu5ycff/Q4zu6hw+JdgKiLOSyoqzk0qKs5Num27ZnetEwSBKkmz6vkqCAL0+30kSZJpk37u3GcVDtEh3FmwSwiBk5MTtSOgEAK9Xi/TJh1cieMYpmkiiqKdMpDk8Z7nqUCSDHrNOz8/h2VZCIJg6Qd0135tGrNt22rni1VjGAwGmEwmEEIs1CJLr6WWOp0OJpMJoiha+Ldms4lOp4MwDDO7U+5qm/sm70WSJCtrqb2I+fHN730D77z7zjbDJLp1R28eQ/uKGypQsXBeUlFxblJRcW7Sbfvsk8PuMC+EgOd5mefN+WfMOI7h+z6iKMq0GY/HGAwG6rmzXC7j9PSUNZfpzrx5VxeWW5PKKLCmaWsjv7quo1KpqLpb23Jdd6HgnmEYC5FquUOibdu5iqdv069NY+73+2trawkh0Gq11LGbsrFkfbRVxeJl/w3DWHuePLa9bzKrzHVdCCEW/n3X+SG3yyUiIiIiIqL8er2eSibQNA26ri8854ZhmHlG0zQN4/F4Iagl/43ortxZsEt+QGzb3higEEKg0+kgSZLcSxbnhWGYa0dC3/dRr9dxenqqisYfql/bjHkZwzAyuzECyBSOl5leMktrNBqpelzlcjmzc6TMIKvVaqjX6wjDcOv+pG1z3yRd16Hr+tJ7se29iuMYo9Fo5TLGq6srzGazzIuIiIiIiIhuTCYTPHjwQP0sS/dsIksEOY6DcrmMcrmMbrd7m10l2ujOgl0AcHFxAeAmoHF8fLwQcHFdF6ZpwjRNnJ+f48mTJztdR35A8yxvk9FsTdNgGMbSINA+/do05ryEEPB9XwW2ZKbUZDLBcDhEGIaI4xjj8RiO42AymUDTNNU+jmM4jqPGsG9mV577tsy6L9Bt5ofMKFv1HrfbbRwdHanXo0ePthgdERERERHRy+83fuM38Ou//us7H1+r1RAEAYQQGA6HKvNLrioaDAbwfR+NRuNQXSbayZ0Gu2SAZjqdotvtwrbtTODD8zxEUYTJZIJ+v4+Tk5OdgkMyAJI+twySpGtVhWGISqWifq7X60uXAO7Tr01jzms+uDOdTtV/W5alCgNalqV+X6/XVZaUXLoYRZGqi7WrvPdtmTiOVwaoNt0r13URRZF6rRtDq9XC5eWlej17dtj17UREREREREX3L//L/zL+xX/xX1z6b+VyOVOjS27IlqbrOrrdrtpITK7W6fV6qFQq0HUdlmWhVCqxxAzdqTsNdqXVajUYhrGy9pWu62i1WrmDKPMsy8ocG0URHMfJBE9830eSJKhWq6hWqxgMBio7apV9+rVpzKvYtg3P8xaWNC7rW9ptrZne5b4BUG0sy4Jt2yoAGQTBQttd75V079493L9/P/MiIiIiIiJ6nfxf/9f/hR//+MdL/82yLBWgkmVvliUU1Go1lXiRfsm6y8DXJXWI7sqd7cYoUx6bzSY0TVN1nlZl58hle+m6U9vwfX9h98L5849GI0yn08zvq9UqfN9fGczapl/bjnkZ27bRarUygS65ZPHs7Ez97Ps+LMtSAT1d1+H7fq66ZdvY577JoJ3M4Eo7xL0iIiIiIiKir/21v/bX8Pz5czx9+nTh32S9Z9M0USqVMs9y5XIZURRB0zT17Jt+jrMsC5ZlwTRNADeroRjsorv0xvX19fVdXFiu6ZVZPDIdUgZx5IekVCohSRIIIeA4jgroADcfuCRJMkXaPc+DbduZa8khCiHQaDRUdpCmaWi1WqjVauh0Ovjyyy8XdkMcDoeoVqvqHPv0y7KstWN2HEcFdQzDUH2TwjCEbduZDC3LstDv99WxcpdGGdAbj8doNBoQQqBWq63d7XGdVWOK4zj3fRNCQNd1JEkCAAvjS8szP9Lj3NZsNsPR0RE+/Pa38Nbbb+10DqLb8sF7H+DzLz6/624QZXBeUlFxblJRcW7SbXv4/kP8IPzhVsd89NFHK4NdRHdFPp9fXl4ebBXWnQW7aH+dTgeDwUBF4Bk5z+82PkxEhzKbzTgvqXA4L6moODepqDg3qYgY7KIiuo3n872WMcqsoTiOUSqVMplD6UweWdhOZjdJ5XIZnuetzO6Zl87Mktubzp8TuAkCua6LZXG8ffu1bszATUaT7/sLy/KkIAhU+/Sxb7zxRiZYJZchyvHIgvPp7CaZNtput+E4ztodFfPc63X3Le97vSpra9vMrl2uuWwubPLxd7/DzC4qHP4lmIqI85KKinOTiopzk9J2ycLaJAgCtdRw1bNQEATo9/tIkiTz3CqfreUz1a61sYmKaudglxACJycnaic/IQR6vV6mTTq4EscxTNNEFEU7ZSDJ4z3PU4EkGfSad35+DsuyEATB0mVuu/Zr05ht21aF/FaNYTAYYDKZQAixUEMsvfOF1Ol0MJlMEEXRwr81m010Oh2EYZjZVXJXq+7btu+1bJ8kSeY8edrses1d59c3v/cNvPPuO7nbE70IR28eQ/vq3l13gyiD85KKinOTiopzk9I+++Swu8ELIeB5XubZcv55Mo5j+L6PKIpUm1/6pV8CAJycnGQSKYheNTvvxih3WpDRY03T1tZP0nUdlUpl5930XNdFs9nMXMMwjIXo9Xg8hq7rsG17ZXbVrv3aNOZ+v7+2JpYQAq1WSx27KRtL1q1aF2XXdR2GYaw9Tx7r7tu277XMOHNdF0KIndrsOr+4vS0REREREb3qer2e+sO/pmnQdX3hmTYMw8zzlKZp+OVf/mX8xb/4F1UN6k6nszJZg+hltnOwS35obNveGGAQQqDT6SBJktxLFueFYZhrJ0Hf91Gv13F6eqqKvR+qX9uMeRnDMBYi5+mC7zLTS2Zpye1aXddFuVzO7PgoM8hqtRrq9TrCMNy6P2nr7tsu45bbz65rv67NtteM4xij0WjlMsarqyvMZrPMi4iIiIiI6GU0mUzw4MED9bMs07PJL//yL+PP/Jk/g9FopMr6yE3YiF4lOwe7AODi4gLATUDi+Ph4IeAity01TRPn5+d48uTJTteRH9o8y9NkhFvTNBiGsTQItE+/No05LyEEfN9XgS2Z6TSZTDAcDhGGIeI4xng8huM4mEwm0DRNtY/jGI7jqDHsm9m16b7tMu48X7jr2mwzv2RG2qo50m63cXR0pF6PHj3a2H8iIiIiIqKXVa1WQxAEEEJgOBxiPB7j6uoKX3zxBSzLUiunuEKGXkV7BbtkgGY6naLb7cK27UzgwvM8RFGEyWSCfr+Pk5OTnYJDMoCRPrcMcqRrVYVhiEqlon6u1+tLlwDu069NY85rPjgznU7Vf1uWpQrSW5alfl+v19WXkFy6GEWRqmu1qzz3bZdxx3G8MUC5rs2ma7quiyiK1GvdPWi1Wri8vFSvZ88Ou2aeiIiIiIjoRSmXy5kaXTJLK03XdXS7XbXpl67r+Hf/3X8X5+fnmRVGmqatLD9D9LLaK9iVVqvVYBjGytpXuq6j1WrtvMuDZVmZY6MoguM4meCH7/tIkgTVahXVahWDwUBlR62yT782jXkV27bhed7GYoDzQaD5L69D2fa+5Rm3PH5dACrdxrZtFcAMgmCna65z79493L9/P/MiIiIiIiJ6GVmWpRIhZImbZc9etVpNJVnouo5f+IVfwNHRUSaTa9NzG9HLaOfdGGUaZLPZhKZpqs7Tqg+JXLaXrju1Dd/3F3YvnD//aDTCdDrN/L5arcL3/ZXBrG36te2Yl7FtG61WKxPokksWz87O1M++78OyLBXQk9vB5qlbto08922X91oG9FYF6ObbzBfFP8S9JiIiIiIiehXJ2s6maaJUKmWed8vlMqIogqZp6jlXPnP9yq/8Ct5++214nqdqda17biN6Wb1xfX19vcuBcqdAmYUjUyRlEEd+cOQuD0IIOI6jAjrAzYcwSZJMCqXnebBtO3Mt2UUhBBqNhsru0TQNrVYLtVoNnU4HX3755cJuiMPhENVqVZ1jn35ZlrV2zI7jqKCMYRiqb1IYhrBtO/NFYlkW+v2+Olbu0igDeuPxGI1GA0II1Gq1tbs9rrNqTHEcb7xved5rIQR0XUeSJACwMPY8bdLyXDN9n7Y1m81wdHSE2t/9K3jn3Xd2OgfRbTl68xiXX003NyR6gTgvqag4N6moODcp7bNPnmH0W9FddwMfffQRnj9/jqdPn951V4gU+Xx+eXl5sFVYOwe7iF5m8sP04be/hbfefuuuu0OU8cF7H+DzLz6/624QZXBeUlFxblJRcW5S2sP3H+IH4Q/vuhsMdlEh3Uawa+dljPTy63Q6GAwGKgU2z26Xr5rf+tH/yPpdVDiz2YzzkgqH85KKinOTiopzk4roV37lV/Czn/1s4fdBEKilkHJV07I2/X4fSZJk2nQ6HbXB2j6rb4gO6U4zu+QSvTiOUSqVMsv00sve5M4S8x+6crkMz/NWLoWbl14GmSQJdF1f+kHudDpwXRfLbs2+/Vo35jAM0W63IYRYKMgvBUGg2qePfeONNzLBKlnzS45HfvmklwIGQYDT01O0222Mx2MMBoOV9y7Pvc573/IsY9x0r5adb9WX8jLM7KIi41+CqYg4L6moODepqDg36bbsmyU2H4gVQsA0TUwmk8x/p8VxDNu2EUVRps14PIbruupZMl0vjCivVyqzSwiBk5MT9Pt9WJYFIQR6vV6mTTq4EscxTNNEFEU7ZSDJ4z3PU8XQZdBr3vn5OSzLQhAES6PSu/Zr3ZiFEDg/P0cU3azjLpfLCMMwEwyK4xiDwSDzJZQu2D//hQTcBKAmk4k6b1qz2USn00EYhnBdd23f89jmvsl7kSTJyg0HXsT8+Ob3vsGaXVQ4R28eQ/vq3l13gyiD85KKinOTiopzk27LZ588O+j5er2eeq7SNA26rmM8Hi9sqiYTCzRNg6ZpGI/HC0Et+W9Ed+3Nu7rwaDQCgMwHZl26o67rqFQqqjj9tlzXRbPZzFzDMIyFTKDxeAxd12Hb9sIOgfv2a92Y53ckXBawEUKg1Wqp9o7jrM3GkkXeV+1EKa9jGMba8+Sx7X2T43VdF0KIhX/fdX6kt9AlIiIiIiKir/3lv/yX8Wu/9muZ300mEzx48ED9LFcxbSJXSzmOg3K5jHK5jG63e+guE+3kzoJdMohh2/bGAIUQAp1OB0mS5F6yOC8MQziOs7Gd7/uo1+s4PT1VOyseql95xxyGIUaj0UIgzjCMTHQdQGZ3RZnpJbO0RqORqsdVLpfVtrOy73Eco1aroV6vIwzDjf1fZ5v7Jum6Dl3Xl96LbeYHcJPZteyeSVdXV5jNZpkXERERERHR6+SP//iP8dOf/nTr42q1GoIggBACw+FQJXvIBIvBYADf99FoNA7dZaKd3FmwCwAuLi4A3AQ0jo+PFwIuruvCNE2Yponz83M8efJkp+vIwEue5W0yhVPTNBiGsTQItE+/No25Wq2i0Wig1WqtTf8UQsD3fRXYkplSk8kEw+EQYRgijmOMx2M4joPJZAJN01T7OI7hOI4aw76ZXXnu2zLr/mqwzfyQGWWr3uN2u42joyP1evTo0RajIyIiIiIiejWVy+VMSRxZmzpN13V0u11VU1kmLvR6PVQqFei6DsuyUCqVuNqGCuFOg10yQDOdTtHtdmHbdibw4XkeoijCZDJBv9/HycnJThlIMgCSPrcMkqRrVYVhiEqlon6u1+tLlwDu069NYx4MBphOpxgMBgiCYOV55oM70+lU/bdlWaogvWVZ6vf1el198cili1EUqbpYu8p735aRX5TLbLpXrusiiiL1WjeGVquFy8tL9Xr27LDr3ImIiIiIiF5GlmWp50S5AmjZs1WtVlPPoOmXLEEDfL26iOiu3WmwK61Wq8EwjJW1r3RdR6vVyh1EmTe/u2EURXAcJxM88X0fSZKgWq2iWq1iMBio7KhV9unXujFXq9WV57RtG57nLSxpXNa3tNsqFLjLfQOg2liWBdu2VQByWZBv0/zY5N69e7h//37mRURERERE9LqTpW/kipn0c2i5XFY1luXznu/7qk6zZVmwLEs9y3mex2AXFcKd7cYo1/k2m01omqbqPK3KzpHL9tJ1p7bh+/7C7oXz5x+NRphOp5nfyw/zqsDTNv1aN2aZGSZrfw0Gg6X3wrZttFqthZ0x4jjG2dmZ+tn3fViWpQJ6uq7D9/1cdcu2sc99k0G7+eL8wPbzg4iIiIiIiNb75/65fw5XV1cLv5/fzE1KL29cVfrG87zDdZDoQN64vr6+vosLy0J2MotHrgGWQRzTNAHcFGBPkgRCCDiOowI6wE2UOUmSTJF2z/Ng23bmWnKIQgj8/+3dv2/j6J3H8Y+yGwy2GVOaZIs9TIBQhyABAiSQPE0Q3BUjFdeL4+46m1W6QISqpBOk/0A0sr0tNklK0fUWa7FJqgPEAbLdJpafcZdg53zFgDxr9MMSJVm0/H4BAiyZPx5SX1J6vnp+HB8fp62DLMtSq9VSo9FQt9vV1dXV1IUahqHq9Xq6jXXKVavVFh6z53kKw1DGmKmWaNKHJJbjOBMttGq1mvr9vlzXVRiG6SyNyY0qiiIdHx/LGKNGo5H5RjTvmOI4Xvq8GWNk27bG47Ekped+lmXi4+5xrurm5kYHBwf65a9+oU8+/STTNoBt+fwHn+vbf3y762IAE4hL5BWxibwiNrEtX/zwC/0p+HPm9W9ubujpglxJ6ufv3r3bWGzuLNmF9XW7XQ0Gg7TZKc1Fl7eNiwnYFL6AII+IS+QVsYm8IjaRV8Qm8mYb9fO1ujEmrYbiOFapVJpoOXS3JU8ym0PSuilRLpfV6XTmtu752N2WWePxWLZtT21T+pAE8jxPs/J465Zr0TEHQaB2uz23ZZYk+b6fLn933UKhMJGsSrohJseTDDh/t3VT0v2v3W7Ldd2FMyouc64Xnbdl3+t5rbZWbdmVZZ+zYuE+//lf/0HLLuQOvwQjj4hL5BWxibwiNrFuC6xZfN9P65nz6j++76vf72s8HqfLGGNULBZVLBZ1e3ub9hAC9lXmZJcxRq9fv05n8jPG6Pz8fGKZu8mVOI5VrVY1HA4ztUBK1u90OulFmSS9PnZ2dqZarSbf92d2c8tarkXHbIzR2dmZhsOhpA/JpSAIJpI5cRxrMBhoNBrJGDM1htjd/tCJbrer0WiUbveuk5MTdbtdBUEwMatkVvPO26rvdbL8eDye2M4yy2TdZ9b4+vf//jd9/7PvL7088BAOvleU9b/Pdl0MYAJxibwiNpFXxCb+5w+bnQHeGKNOpzNRn/y4DhnHsXq9nobD4dQylUpFn332md6/f0+iC3sv82yMyfSiSSbZsqyF4yfZtq3Dw8PMs+l5njc1aF6lUpnKZEdRJNu25TjOUhfwKuVadMw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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "id": "bench-cross-md",
   "metadata": {},
   "source": "## Cross-Case Diagnostic\n\nTime per iteration at $64^3$ for the available completed runs. This is a diagnostic comparison rather than a normalized physics benchmark; differences can reflect active physics, configuration choices, and algorithmic work per solver iteration."
  },
  {
   "cell_type": "code",
   "id": "bench-0023",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-05T13:47:21.449642Z",
     "start_time": "2026-06-05T13:47:20.986185Z"
    }
   },
   "source": "df_64 = df_sorted[\n    (df_sorted['N'] == 64) &\n    (df_sorted['Platform'] == 'A100 (80 GB)')\n].copy()\n\nsgs_models = sorted(df_64['SGS model'].unique())\ncases = sorted(df_64['Case'].unique())\n\ncase_colors = {\n    'CBL_N91':    '#4e79a7',\n    'SBL_GABLS1': '#f28e2b',\n    'NBL_A94':    '#59a14f',\n    'DC_Wangara': '#e15759',\n}\n\nfig, axs = plt.subplots(1, 2, figsize=(13, 5), constrained_layout=True, sharey=True)\n\nfor ax, prec in zip(axs, ['DP', 'SP']):\n    sub = df_64[df_64['Precision'] == prec].sort_values(['Case', 'SGS model'])\n    sgs_labels_avail = sorted(sub['SGS model'].unique())\n    n_sgs = len(sgs_labels_avail)\n    n_cases_avail = len(cases)\n    group_width = 0.8\n    bar_width = group_width / max(n_cases_avail, 1)\n\n    x = np.arange(n_sgs)\n    for i, case in enumerate(cases):\n        vals = []\n        for sgs in sgs_labels_avail:\n            row = sub[(sub['Case'] == case) & (sub['SGS model'] == sgs)]\n            vals.append(row['Time/iter (ms)'].values[0] if not row.empty else np.nan)\n        offset = (i - n_cases_avail / 2 + 0.5) * bar_width\n        ax.bar(x + offset, vals, width=bar_width * 0.9,\n               color=case_colors.get(case, '#999'),\n               edgecolor='black', linewidth=0.6, label=case.replace('_', r'\\_'))\n\n    ax.set_xticks(x)\n    ax.set_xticklabels(sgs_labels_avail, fontsize=11)\n    ax.set_xlabel('SGS model')\n    ax.set_ylabel(r'Time per iteration (ms)')\n    ax.set_title(f'{prec}')\n    ax.legend(frameon=False, fontsize=10)\n    ax.grid(axis='y', alpha=0.3)\n\nfig.suptitle(r'Cross-case comparison at $64^3$ --- A100 (80 GB)', fontsize=16)\nplt.show()",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1300x500 with 2 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "name": "python",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}