stefan-baumann/efficient-dl-demo.ipynb

## efficient-dl-demo.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training Go Brrrrr - Live Demo\n",
    "Stefan Baumann, CompVis @ LMU Munich, April 2024"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import *\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "from tqdm.auto import trange\n",
    "\n",
    "matplotlib.rcParams['figure.dpi'] = 300\n",
    "\n",
    "\n",
    "\n",
    "DEVICE = torch.device('cuda:1')\n",
    "N_ITERS = 100\n",
    "IMG_SHAPE = (3, 128, 128)\n",
    "BATCH_SIZE = 128\n",
    "\n",
    "\n",
    "\n",
    "def analyze_time(closure: Callable[[], None], n_iters: int, title: str, n_warmup: int = 10):\n",
    "    def measure_time(closure: Callable[[], None]) -> float:\n",
    "        start = torch.cuda.Event(enable_timing=True)\n",
    "        end = torch.cuda.Event(enable_timing=True)\n",
    "        start.record()\n",
    "        closure()\n",
    "        end.record()\n",
    "        torch.cuda.synchronize()\n",
    "        return start.elapsed_time(end) / 1e3\n",
    "\n",
    "    times = torch.tensor([measure_time(closure) for _ in trange(n_iters)])\n",
    "    \n",
    "    fig, axs = plt.subplots(ncols=2)\n",
    "    fig.set_figheight(4.)\n",
    "    fig.set_figwidth(10.)\n",
    "    fig.suptitle(title)\n",
    "    axs[0].set_title(f'All Iterations\\n(avg: {times.mean()*1e3:.1f}ms, std: {times.std()*1e3:.1f}ms)')\n",
    "    axs[0].bar(torch.arange(len(times)), times)\n",
    "    axs[0].set_ylabel('time [s]')\n",
    "    axs[0].set_xlabel('iteration')\n",
    "    axs[1].set_title(f'Iterations excl. Warmup\\n(avg: {times[n_warmup:].mean()*1e3:.1f}ms, std: {times[n_warmup:].std()*1e3:.1f}ms)')\n",
    "    axs[1].bar(torch.arange(len(times) - n_warmup) + n_warmup, times[n_warmup:])\n",
    "    axs[1].set_ylabel('time [s]')\n",
    "    axs[1].set_xlabel('iteration')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "\n",
    "def create_model() -> nn.Module:\n",
    "    # from torchvision.models import densenet121\n",
    "    # return densenet121().to(torch.float32).to(DEVICE)\n",
    "    from torchvision.models import resnet50\n",
    "    return resnet50().to(torch.float32).to(DEVICE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Naive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "86420473c6de42ad9b9ccc172d3bf682",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0b0ae1477db64fa883a11a10d80fa641",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def create_closure_inference(module: nn.Module):\n",
    "    @torch.no_grad()\n",
    "    def closure():\n",
    "        batch = torch.randn(BATCH_SIZE, *IMG_SHAPE).to(torch.float32).to(DEVICE)\n",
    "        module(batch)\n",
    "    return closure\n",
    "\n",
    "def create_closure_training(module: nn.Module):\n",
    "    optim = torch.optim.SGD(module.parameters(), lr=1e-4)\n",
    "    def closure():\n",
    "        batch = torch.randn(BATCH_SIZE, *IMG_SHAPE).to(torch.float32).to(DEVICE)\n",
    "        optim.zero_grad()\n",
    "        loss_fake = module(batch).mean()\n",
    "        loss_fake.backward()\n",
    "        optim.step()\n",
    "    return closure\n",
    "\n",
    "model = create_model()\n",
    "closure_inference = create_closure_inference(model)\n",
    "analyze_time(closure_inference, n_iters=N_ITERS, title='Inference')\n",
    "\n",
    "model = create_model()\n",
    "closure_train = create_closure_training(model)\n",
    "analyze_time(closure_train, n_iters=N_ITERS, title='Training')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Avoiding Unnecessary CPU <-> GPU Data Moves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bd6943703b664968ba891daec7447e23",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7e38aa3d46504ba4848a3ea8717f6b4b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAC5kAAASnCAYAAADVQl0wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAC4jAAAuIwF4pT92AAEAAElEQVR4nOzdd3wU1f7/8fem0AKEBBJCB+kgVfoFEhAVKSqCoAiCIIqFexVsIFfAgogdFQVpioIIyEUQFBBCFaQjvfcSElIhBJLM7w9/7JfJbJLdzabB6/l47OM6n51zzme2zHLPfHLGZhiGIQAAAAAAAAAAAAAAAAAAAAAAJHnldgIAAAAAAAAAAAAAAAAAAAAAgLyDInMAAAAAAAAAAAAAAAAAAAAAgB1F5gAAAAAAAAAAAAAAAAAAAAAAO4rMAQAAAAAAAAAAAAAAAAAAAAB2FJkDAAAAAAAAAAAAAAAAAAAAAOwoMgcAAAAAAAAAAAAAAAAAAAAA2FFkDgAAAAAAAAAAAAAAAAAAAACwo8gcAAAAAAAAAAAAAAAAAAAAAGBHkTkAAAAAAAAAAAAAAAAAAAAAwI4icwAAAAAAAAAAAAAAAAAAAACAHUXmAAAAAAAAAAAAAAAAAAAAAAA7iswBAAAAAAAAAAAAAAAAAAAAAHYUmQMAAAAAAAAAAAAAAAAAAAAA7CgyBwAAAAAAAAAAAAAAAAAAAADYUWQOAAAAAAAAAAAAAAAAAAAAALCjyBwAAAAAAAAAAAAAAAAAAAAAYEeROQAAAAAAAAAAAAAAAAAAAADAjiJzAAAAAAAAAAAAAAAAAAAAAIAdReYAAAAAAAAAAAAAAAAAAAAAADuKzAEAAAAAAAAAAAAAAAAAAAAAdhSZAwAAAAAAAAAAAAAAAAAAAADsKDIHAAAAAAAAAAAAAAAAAAAAANhRZA4AAAAAAAAAAAAAAAAAAAAAsKPIHAAAAAAAAAAAAAAAAAAAAABgR5E5AAAAAAAAAAAAAAAAAAAAAMCOInMAAAAAAAAAAAAAAAAAAAAAgB1F5gAAAAAAAAAAAAAAAAAAAAAAO4rMAQAAAAAAAAAAAAAAAAAAAAB2FJkDAAAAAAAAAAAAAAAAAAAAAOwoMgcAAAAAAAAA5FthYWGy2Wz2R1hYWG6nlKnjx4+bcrbZbJoxY0ZupwUAAAAAAAAAgB1F5gAAAAAAAAAAAAAAAAAAAAAAO4rMAQAAAAAAACCXOVrZOqce+WHlbwAAAAAAAAAAkLMoMgcAAAAAAAAAAAAAAAAAAAAA2FFkDgAAAAAAAAAAAAAAAAAAAACw88ntBAAAAAAAAADgdlegQAE1aNDApTYJCQk6cuSIKebn56dq1aq51I+r+wMAAAAAAAAAgFufzTAMI7eTAAAAAAAAAAC4Jjw8XO3atTPFQkNDFR4enjsJAQAAAAAAAACAW4ZXbicAAAAAAAAAAAAAAAAAAAAAAMg7KDIHAAAAAAAAAAAAAAAAAAAAANhRZA4AAAAAAAAAAAAAAAAAAAAAsPPJ7QQAAAAAAAAAAHlPSkqKduzYob179+rChQu6evWq/Pz8VL9+fd19991OtT969Kj279+vM2fOKC4uTikpKQoICFBAQIBq1aqlevXqycsrb6+FcujQIW3dulVnzpxRUlKSSpYsqbJly6p169YKCAjI7fQcun79uv766y/t3btXkZGR8vX1VVBQkGrUqKFmzZrJ29vbo+MlJiZq/fr1On36tM6fPy9vb2+FhISoXr16atCggWw2m0fHAwAAAAAAAABkP4rMAQAAAAAAAOA2Eh4ernbt2pliq1atUlhYmCTp5MmTGj9+vGbNmqXo6GhL+9DQ0HSLzA8ePKiff/5Zq1at0vr163X58uUMc/H399c999yjl19+Wc2bN3freMLCwrR69WpTfuHh4Zm2S1v4PGrUKI0ePVqSlJqaqm+//VYff/yxdu/e7bC9t7e3wsLC9M4776hFixYu5Xz8+HFVqVLFFJs+fbr69++fYbsZM2boySefNMWOHTumypUrS5LOnz+vcePGacaMGYqNjXXYR4kSJdS/f3+NHDlSJUuWdCnvtPbs2aMxY8ZoyZIl6b7XZcuW1eDBgzV06FD5+flJkkaPHq0xY8aY9jMMI0u5AAAAAAAAAAA8K28vEQMAAAAAAAAAyDFTp05V7dq19eWXXzosME9PVFSUGjdurJo1a2r48OFatmxZpgXmkhQbG6t58+apRYsWeuihhxQTE5OF7D3jzJkzat26tQYMGJBugbn0z0rtf/zxh1q2bKk33ngjBzN0bP78+apdu7Y+++yzdAvMJSkmJkaffvqpatasqY0bN7o1VmpqqkaMGKGGDRtq7ty5Gb7XZ8+e1Ztvvqm6detq69atbo0HAAAAAAAAAMh5FJkDAAAAAAAAAPTBBx/oqaee0pUrV1xuGx8fr+3bt2dp/IULF6pZs2Y6ffp0lvrJiqNHj6p58+b6888/XWo3duxYjRw5MpuyytzXX3+tRx55xKUi/aioKHXo0EE7duxwaayUlBT1799f7733npKTk51ud+LECYWGhmrLli0ujQcAAAAAAAAAyB0+uZ0AAAAAAAAAACB3LVu2TOPGjbNvFyxYUO3atVNYWJhCQkLk4+Oj06dPa9OmTUpISMi0v6JFi6pp06aqXbu2qlevLn9/fxUrVkzXrl1TdHS09u7dq1WrVmnfvn2mdocOHVKvXr20evVq+fjk7PR1fHy87r//fp05c0aSZLPZ1KpVK3Xo0EEVK1ZU0aJFdfHiRa1fv14LFizQ1atXTe3HjRunrl27qnnz5jma99KlS/XCCy/IMAxJkr+/v+699161atVKwcHBSk1N1fHjx7V48WJt2rTJ1Pby5ct68skntXnzZqdf72HDhmnmzJmWuJ+fnzp16qRWrVopJCREiYmJOnHihH799Vd7Yfnly5f10EMP6ZFHHsniUQMAAAAAAAAAshtF5gAAAAAAAABwmxs/fry9SLl79+765JNPVKFCBYf7pi2uvqFEiRLq06ePevTooVatWsnX1zfTcTds2KD//Oc/ptWtN2zYoE8//VQvv/yyG0fivokTJ9qPrXnz5po4caIaN25s2e/555/X8ePH1b17d23bts0eT0lJ0ahRo/Tbb7/lWM6SNHToUKWmpspms2no0KEaOXKkSpQoYdlv5MiR+umnn9SvXz/Te7hjxw7NmzdPjz76aKZjrV69WhMmTLDEH3/8cX366acqVaqU5bnRo0crPDxcTz31lI4cOaIzZ85o0qRJrh0kAAAAAAAAACDHeeV2AgAAAAAAAACA3JWSkiJJ+ve//6158+alW2AuSYUKFbLEypYtq7Nnz+rzzz9XaGioUwXmktSqVSutXbtWHTt2NMUnTJig5ORkF44g624UXnfp0kXh4eEOC8xvqFy5spYvX67SpUub4suXL9fJkyezNc+0rl69KpvNpm+//VYffvihwwLzG3r27KmpU6da4lOmTMl0HMMw9Oyzz9r/GOGGoUOH6vvvv3dYYH5DWFiY1q1bpxo1akiSEhMTMx0PAAAAAAAAAJC7KDIHAAAAAAAAAKhZs2b6+OOP3WpboEABFS5c2K22hQoV0rfffqsiRYrYY6dOndKyZcvc6i8rKleurO+//95hIX1agYGBGjVqlCmWmpqq5cuXZ1d66XrppZfUt29fp/bt3bu3mjVrZoqtXr063RXqb1i5cqX27dtnirVs2VIffvihU+OGhIRozpw58vb2dmp/AAAAAAAAAEDuosgcAAAAAAAAAKAPPvgg1wqAg4ODLauZr1u3LsfzGDVqlPz9/Z3e/9FHH7W8Zlu3bvV0WhkqXry4pdg9M3369DFtJycna9euXRm2mTx5siX28ccfy2azOT1uw4YN9eSTTzq9PwAAAAAAAAAg91BkDgAAAAAAAAC3uerVq6tt27a5nsPNNm7cmKPj+/n5qXfv3i61CQgIsOR94MABT6aVqZ49e6p48eIutUm7krmUed4rV640bdepU0ctWrRwaVxJGjhwoMttAAAAAAAAAAA5zye3EwAAAAAAAAAA5K6wsDCP93nmzBlt2LBBu3bt0sGDBxUbG6u4uDglJibKMAzL/ufPnzdtnzx50uM5ZaRFixYqUKCAy+2qVq2q/fv327djY2M9mVamQkNDXW5TtWpVSyyjvI8cOaLIyEhTrFOnTi6PK/3zOpcsWVJRUVFutQcAAAAAAAAA5AyKzAEAAAAAAADgNte4cWOP9TVv3jxNnDhRq1evVmpqqtv9xMTEeCwnZ6RdkdxZ/v7+pu2cLjJ3J++0OUsZ5/33339bYln5zDRq1EgrVqxwuz0AAAAAAAAAIPtRZA4AAAAAAAAAt7ng4OAs93H27Fn17dtXK1eu9EBGOV+sHRgY6FY7X19f0/b169c9kY7T3Mk7bc5Sxnk7WnW8cuXKLo97Q5UqVdxuCwAAAAAAAADIGRSZAwAAAAAAAMBtrnjx4llqf+bMGYWFhenw4cMeykhKTk72WF/OcFR4nR/kRN7R0dGWmKPV0J2VlbYAAAAAAAAAgJzhldsJAAAAAAAAAAByl49P1tYj6d+/v8MC84YNG2r48OFasGCBtm3bpvPnzysuLk7Xrl2TYRimx6hRo7KUA7JPUlKSJVagQAG3+ytYsGBW0gEAAAAAAAAA5ABWMgcAAAAAAAAAuO3XX3/VihUrTLHg4GDNnDlT9957r9P9JCYmejo1eIijlcfj4+Pd7i8uLi4r6QAAAAAAAAAAcgBF5gAAAAAAAAAAt82ePdu07e3trUWLFqlZs2Yu9XPp0iVPpgUPCggIsMSioqLc7i8rbQEAAAAAAAAAOcMrtxMAAAAAAAAAAORfy5cvN2137NjR5QJzSTp69KinUoKHVahQwRL7+++/3e5v165dWUkHAAAAAAAAAJADKDIHAAAAAAAAALglKSlJERERplibNm1c7iclJUV//fWXp9KCh911113y9vY2xTZu3OhWX7Gxsdq/f78n0gIAAAAAAAAAZCOKzAEAAAAAAAAAbomKirLEAgMDXe5nyZIlSkhI8ERKyAZ+fn6qV6+eKbZ48WLFx8e73NecOXOUnJzsqdQAAAAAAAAAANmEInMAAAAAAAAAgFv8/PwsscjISJf7+fjjjz2RDrJRr169TNtXrlzRl19+6VIf169f12effebJtAAAAAAAAAAA2YQicwAAAAAAAACAW/z9/VWkSBFTbNmyZS71MWXKFIWHh3swK2SHgQMHqkCBAqbY22+/rQMHDjjdx7vvvqu9e/d6OjUAAAAAAAAAQDagyBwAAAAAAAAA4LbWrVubtsPDw7VkyRKn2v7222/697//nR1pwcOCgoI0ePBgU+zKlSvq0KGD9u/fn2n7Tz75RGPGjMmu9AAAAAAAAAAAHkaROQAAAAAAAADAbT179rTEevXqpXnz5qXbJjExUW+99ZYefPBBJSYmSpKKFy+ebTnCM8aOHas77rjDFDt9+rQaNmyo4cOHW4rNr127pqVLl+ruu+/W0KFD7fEWLVrkSL4AAAAAAAAAAPf55HYCAAAAAAAAAID864knntB7772nI0eO2GMJCQl65JFH1LhxY3Xt2lXVqlWTr6+vIiIitHXrVi1evFhRUVH2/evWrasuXbro/fffz41DgJP8/Pw0Z84cdejQQbGxsfZ4UlKSxo0bp3HjxqlEiRIKCQlRYmKizp8/r6SkJFMfzz33nIKCgrRx40Z7zMuL9XAAAAAAAAAAIK+hyBwAAAAAAAAA4DZfX1/NnTtXrVu31pUrV0zPbdu2Tdu2bcuwfbly5bR48WLNmDEjG7OEpzRp0kTLly/Xfffdp+joaMvzMTExiomJcdj20Ucf1WeffabRo0eb4qxiDwAAAAAAAAB5D8uDAAAAAAAAAACypFGjRvr9999VpkwZl9q1aNFCGzduVOXKlbMnMWSLpk2bas+ePerVq5dT+xcvXlyffPKJZs2aJR8fH0txur+/f3akCQAAAAAAAADIAorMAQAAAAAAAABZ1rp1a+3cuVOvvvqqSpQokeG+TZo00bfffqv169erfPnyOZMgPKpMmTL68ccftXv3bo0aNUotW7ZUhQoVVKBAARUuXFiVK1dW165dNXHiRJ08eVIvvviibDabJOn8+fOmvgIDA3PjEAAAAAAAAAAAGbAZhmHkdhIAAAAAAAAAgFtHSkqKtmzZoj179igyMlLJyckqVqyYqlSpoiZNmigkJCS3U0QuKl++vM6cOWPf7tu3r7777rtczAgAAAAAAAAAkJZPbicAAAAAAAAAALi1eHt7q3nz5mrevHlup4I8ZseOHaYCc0lq1qxZLmUDAAAAAAAAAEiPV24nAAAAAAAAAAAAbg/jx4+3xNq2bZsLmQAAAAAAAAAAMkKROQAAAAAAAAAAyHZz587V7NmzTbHmzZurfv36uZQRAAAAAAAAACA9FJkDAAAAAAAAAACnHDhwQBMmTFB8fLxL7b755hv17dvXEh8yZIinUgMAAAAAAAAAeJDNMAwjt5MAAAAAAAAAAAB538aNG9WyZUsVK1ZMXbp0UdeuXdWsWTPdcccdstlspn1PnDihVatW6YsvvtDWrVstfd1777367bffLO0AAAAAAAAAALmPInMAAAAAAAAAAOCUG0XmaRUpUkRBQUEqVqyYrly5oqioKMXGxqbbT/ny5bV582aFhIRkZ7oAAAAAAAAAADf55HYCAAAAAAAAAAAgf7ty5YpOnDjh1L7NmjXT//73PwrMAQAAAAAAACAP88rtBAAAAAAAAAAAQP5QtmxZhYaGysvL9csLFSpU0GeffaY1a9aoTJky2ZAdAAAAAAAAAMBTbIZhGLmdBAAAAAAAAAAAyD8uXryo8PBw/fnnn9q7d6+OHz+uixcv6vLly0pJSZG/v78CAgJUvnx5tWrVSm3btlX79u3l6+ub26kDAAAAAAAAAJxAkTkAAAAAAAAAAAAAAAAAAAAAwM71+1kCAAAAAAAAAAAAAAAAAAAAAG5ZFJkDAAAAAAAAAAAAAAAAAAAAAOwoMgcAAAAAAAAAAAAAAAAAAAAA2FFkDgAAAAAAAAAAAAAAAAAAAACwo8gcAAAAAAAAAAAAAAAAAAAAAGBHkTkAAAAAAAAAAAAAAAAAAAAAwI4icwAAAAAAAAAAAAAAAAAAAACAHUXmAAAAAAAAAAAAAAAAAAAAAAA7iswBAAAAAAAAAAAAAAAAAAAAAHYUmQMAAAAAAAAAAAAAAAAAAAAA7CgyBwAAAAAAAAAAAAAAAAAAAADYUWQOAAAAAAAAAAAAAAAAAAAAALCjyBwAAAAAAAAAAAAAAAAAAAAAYEeROQAAAAAAAAAAAAAAAAAAAADAjiJzAAAAAAAAAAAAAAAAAAAAAIAdReYAAAAAAAAAAAAAAAAAAAAAADuKzAEAAAAAAAAAAAAAAAAAAAAAdhSZAwAAAAAAAAAAAAAAAAAAAADsKDIHAAAAAAAAAAAAAAAAAAAAANhRZA4AAAAAAAAAAAAAAAAAAAAAsKPIHAAAAAAAAAAAAAAAAAAAAABgR5E5AAAAAAAAAAAAAAAAAAAAAMCOInMAAAAAAAAAAAAAAAAAAAAAgB1F5gAAAAAAAAAAAAAAAAAAAAAAO4rMAQAAAAAAAAAAAAAAAAAAAAB2FJkDAAAAAAAAAAAAAAAAAAAAAOwoMgcAAAAAAAAAAAAAAAAAAAAA2FFkDgAAAAAAAAAAAAAAAAAAAACwo8gcAAAAAAAAAAAAAAAAAAAAAGBHkTkAAAAAAAAAAAAAAAAAAAAAwI4icwAAAAAAAAAAAAAAAAAAAACAHUXmAAAAAAAAAAAAAAAAAAAAAAA7iswBAAAAAAAAAAAAAAAAAAAAAHYUmQMAAAAAAAAAAAAAAAAAAAAA7CgyBwAAAAAAAAAAAAAAAAAAAADYUWQOAAAAAAAAAAAAAAAAAAAAALCjyBwAAAAAAAAAAAAAAAAAAAAAYEeROQAAAAAAAAAAAAAAAAAAAADAjiJzAAAAAAAAAAAAAAAAAAAAAIAdReYAAAAAAAAAAAAAAAAAAAAAADuKzAEAAAAAAAAAAAAAAAAAAAAAdhSZAwAAAAAAAAAAAAAAAAAAAADsKDIHAAAAAAAAAAAAAAAAAAAAANhRZA4AAAAAAAAAAAAAAAAAAAAAsKPIHAAAAAAAAAAAAAAAAAAAAABgR5E5AAAAAAAAAAAAAAAAAAAAAMCOInMAAAAAAAAAAAAAAAAAAAAAgB1F5gAAAAAAAAAAAAAAAAAAAAAAO4rMAQAAAAAAAAAAAAAAAAAAAAB2FJkDAAAAAAAAAAAAAAAAAAAAAOwoMgcAAAAAAAAAAAAAAAAAAAAA2FFkDgAAAAAAAAAAAAAAAAAAAACwo8gcAAAAAAAAAAAAAAAAAAAAAGBHkTkAAAAAAAAAAAAAAAAAAAAAwI4icwAAAAAAAAAAAAAAAAAAAACAHUXmAAAAAAAAAAAAAAAAAAAAAAA7iswBAAAAAAAAAAAAAAAAAAAAAHYUmQMAAAAAAAAAAAAAAAAAAAAA7CgyBwAAAAAAAAAAAAAAAAAAAADYUWQOAAAAAAAAAAAAAAAAAAAAALCjyBwAAAAAAAAAAAAAAAAAAAAAYEeROQAAAAAAAAAAAAAAAAAAAADAjiJzAAAAAAAAAAAAAAAAAAAAAIAdReYAAAAAAAAAAAAAAAAAAAAAADuKzAEAAAAAAAAAAAAAAAAAAAAAdhSZAwAAAAAAAAAAAAAA5ILjx4/LZrOZHjNmzMjttIA8KywszPR9CQsLy+2UAAAAblkUmQMAAACZSDvBP3r06GxtB2QnPpcAAAAAAAAAAAAAACAzFJkDAAAAAAAAAAAAAJBNHK1Uzcq7AHBrS05OVrFixUzn/oIFC+rKlStu9WcYhoKCgiy/J9WqVXM7x4sXL8rLy8vUX3BwsAzDcLtPAABwa6HIHAAAAPmWYRiqUqWKZULN29tbZ86cye30ck3a16Ny5cq5nRIAAAAAAAAAN4SFhVGcngdxt0AAmfHx8VGbNm1MsWvXrmnDhg1u9bd7925FRkZa4keOHNHp06fd6jM8PNxSUH7jdwcAAECiyBwAAAD52B9//KHjx49b4qmpqZoxY0aO55Pf9e/fn+L0PKhy5cqm96V///65nRIAAAAAAAAAAMhEu3btLLFVq1a51Vd4eHi6z3myT0c5AwCA2xdF5gAAAMi3pk6dmu5z06ZN43Z+AAAAAAAAAAAAyBWOCrYzKhbPSEbtPNknReYAAOBmPrmdAAAAAOCOS5cuacGCBek+f/ToUYWHhzMZBgAAAAAAAADIsypXrsyCKcAtqlGjRvL391dsbKw9tnnzZl2+fFl+fn5O92MYhlavXm3fttls9rjk3krmERER2rt3rykWEhKiWrVqudwXAAC4dbGSOQAAAPKlH374QUlJSabYjUm1GzJa6Ry4XRmGYXqMHj06t1MCAAAAAAAAAOCW4+3trbZt25pi169f1/r1613q5++//1ZUVJR9u379+qpXr559+9ixYzp58qRLfbKKOQAAcAZF5gAAAMiX0haQV69eXQ8//LAp9vPPP5tWhwAAAAAAAAAAAAByiqPCbVdXHk9bEB4WFqbQ0FCP9ilRZA4AAKwoMgcAAEC+s3XrVu3cudMUe+KJJ9SvXz9TLDExUbNmzcrJ1AAAAAAAAAAAAABJjgu3HRV4ZyTt/qGhoZYi86z2KVFkDgAArHxyOwEAAADAVWlXMbfZbOrbt6/KlSun4OBgRUREmPZ99tlnczpFAAAAAAAAAMhXUlJStG3bNp04cUIXL15UdHS0ihcvrqCgIFWvXl2NGjWSzWbL1hyuXbumLVu26MCBA4qMjFRSUpKKFSumFi1aqHnz5k61P3z4sPbv36/z588rLi5OkhQYGKjAwEDVq1dPNWvWzNZjyAtuvJfHjh3TxYsXFRsbq8DAQAUFBalGjRqqV69ejuRx8eJFbdy4UUePHlVCQoL8/f0VHBys5s2bq1KlSh4bJzExUXv27NG+ffsUHR2t+Ph4eXt7q0iRIgoICFClSpVUtWpVlStXzmNjZlVe+L7llCtXrmjz5s06d+6cIiMjFRsbq8KFC6tEiRKqXr266tSpo5IlS+Z2mtmmfv36CgwM1KVLl+yxLVu2KCEhQUWLFs20vWEYWr16tX3bZrOpbdu2MgxDNptNhmFIcm0l8wsXLmjfvn2mWPny5VWtWjWn2ickJGj//v06ePCgoqKiFB8fr4IFCyogIEDBwcFq0qSJQkJCnM4nK7L6u5FWRESENm3apGPHjik+Pl5FihRRpUqV1KpVK5eO6dixY9qyZYtOnz6txMRElSpVSpUqVVJoaKgKFSrkcl75xdWrV7Vp0ybt379f0dHR8vX1VdmyZVWjRg01btz4ljmvAcDthCJzAAAA5CuOVidv27atfUK6d+/e+vTTT+3P3Vj1vEGDBjmZJjJhGIb+/vtvHTlyRBcvXlRUVJT8/PwUFBSkypUrq2nTpvLxyd7/u5KSkqIdO3Zo7969unDhgq5evSo/Pz/Vr19fd999t1Ptjx49qv379+vMmTOKi4tTSkqKAgICFBAQoFq1aqlevXry8rq1byB14708dOiQLl68qEuXLtkvFlWpUkWNGzfOkdcgNjZWGzdu1KFDhxQbG6uiRYsqKChIjRs3Vq1atTw2zvXr17Vv3z7t3r1bly5dUlxcnGw2m/2iSMWKFXXHHXeocuXKHhsTAAAAAADcXjIqwFq9erVTBVrHjh1zen5ixYoVmjRpklasWKGYmJh09ytZsqQ6d+6s4cOHuzzfMmPGDD355JPp5rhnzx6NHz9e8+fP1+XLly3t+/Xrl26x4I4dO/S///1Pq1at0qZNm5SUlJRhLkFBQerSpYteeeUV1a5d26n8w8PDM1zhd8yYMRozZkyGfVSqVEnHjx+3xI8fP64qVaqYYtOnT1f//v2dyu1mW7Zs0UcffaTff/9d0dHR6e5XtmxZde7cWa+99pqqVq3q8jhhYWGmotfQ0FDTqsjh4eEaO3as/vjjD6Wmpjrso06dOhoxYoR69+7tdtHhggULNG3aNP3++++6fv16pvuXLVtW//rXv/Tggw+qa9euKl68uFvjZkV2fd9Onz6tRo0aKTIy0h7z8vLSb7/9pnvuucelHCMiItSwYUOdO3fOFF+wYIEeeughp/q4evWqpkyZorlz52rjxo26du1auvvabDbVr19fnTp10pNPPqnq1au7lG9e5+XlpdDQUC1YsMAeS05O1rp169SxY8dM2+/atctUoH7nnXfai/Lr1KmjPXv2SJJOnDih48ePO3Xud3UV8+TkZK1cuVK//vqrwsPD9ffff9uL29NTtWpV9e7dW//+979VqlSpTHNKy9O/G/3799e3335r3057Tl6+fLnee+89rV692uF5y9vbW507d9a4cePS/e1ITU3V999/r48//thyR+Yb/Pz81KdPH7377rsu/XGFJ38rMjuHO+Lod3DVqlUKCwuTJB09elTvvPOO5syZoytXrjjso2LFiurbt6+GDx8uPz8/l/MGAOQSAwAAAMhHZs6caUgyPaZNm2Z/fvv27ZbnhwwZkqUx0/Y3atSobG2XVWnHrVSpUrr7VqpUybK/q49Vq1Y5ndvmzZuNvn37GqVLl86wz2LFihkPP/ywsWnTJpePf9WqVRnmeOLECeP55583AgICHI4dGhqabt8HDhww3nvvPePee+81/Pz8Mn1t/P39jR49ehgbN250Ov9jx45l+T3J6P/qeepzeeDAAWPgwIFGSEhIhnmULFnS6N27t7Ft2za3xunXr1+Gn+ft27cb3bt3N3x9fdPNoVKlSsbnn39uXLt2za0cDMMwVq5cafTq1csoXLiwU69/qVKljC5duhiTJ082Ll686Pa4AAAAAAAg/3M035PRHJQn5oaOHTuWaV67du0y2rdv73Lf3t7exjPPPGNcvXrV6ddg+vTp6eb49ttvGz4+PhmO2a9fP0uf+/btM2rUqOH2a2Sz2YynnnrKqeNwNOfo6iO9eVpHn4/p06c7/doahmFcvHjR6NWrl2Gz2VzKydfX1/j3v//t0ntpGIYRGhrq8PN89epV46mnnnIph3vvvddISEhwafwTJ04Ybdu2zdL78dprr7k0ZlblxPdt6dKlls9AcHCwcebMGafzTElJMe655x5LHi+++KLTfXz11VdGmTJl3P5ezps3L8P+0/v85WUTJkywHOurr77qVNtPP/3U1O7ma17PPfec6bmbr5dlZPDgwZZ80ms7Z84co1SpUm5/14oUKWJ88cUXTuV1M0//bqR3rSEpKckYOHCg08dTsGBBY9asWZZ8z5w549J5KSgoyNi5c6fTr4cnfitucOc7lNG1t2nTpjl97USSUbFiRWPFihVu5Q4AyHm39pJ6AAAAuOVMnTrVtF2kSBH16NHDvt2wYUPVr1/ftM8PP/yQ6eo1yF4nTpxQ9+7d1bRpU82cOVMXLlzIcP/4+Hj9/PPPat68ubp3757hii6umDp1qmrXrq0vv/wyw5V80oqKilLjxo1Vs2ZNDR8+XMuWLXO4MkZasbGxmjdvnlq0aKGHHnrIY8eRm65cuaLnnntOdevW1dSpU3X+/PkM94+KitKsWbN01113qW/fvi697hkxDEP//e9/1aRJE82fPz/DlYpOnDihIUOGqHnz5oqIiHBpnOjoaD388MNq37695syZo8TERKfaRUZGavHixXr66af1wgsvuDQmAAAAAABAdlu0aJFatmyplStXutw2JSVFkyZNUlhYmMtzLWk9//zz+u9//6vk5GSX254/f14HDx50e2zDMDRlyhS1bdtWcXFxbveT244ePapWrVppzpw5ma4snNb169c1YcIE3XPPPVmet7t69aruv/9+TZkyxaV2y5YtU6dOnZSSkuLU/sePH1fr1q21Zs0ad9LMFTn1fevYsaOGDx9uikVEROixxx5z+vV95513tHz5clOsefPmGj9+fKZtr169qj59+ujZZ5+1rILuLMMwFB8f71bbvMzRKuGZrRyd3n6hoaEO/zsrfUrpr2S+d+9e0wr5rrpy5YpeeOEFPfvss273cbOs/G6klZycrG7dulmuPWYkKSlJffv21dKlS+2xkydPunxeunjxotq3b+/wDhf5yVdffaUBAwY4fe1E+uf16tSpk3799ddszAwA4CnZe/95AAAAwIOOHDliun2bJD300EMqVqyYKdavXz8NGzbMvn3p0iX973//U69evXIkT5ht3LhRDz74oNsXnH7++Wft2bNHixcvVrVq1dzO44MPPtCrr77qVtv4+Hht377d7bElaeHChWrWrJlWrlyp8uXLZ6mv3BIZGakuXbpo06ZNLrc1DEPff/+9tm3bpqVLl6pixYpu55GamqonnnhCP/zwg0vttm/frrZt22rLli0qWrRopvtHR0crLCxMu3btcjdVAAAAAAAAlzVo0MD+34cPHzYtduDn5+fUHFmBAgXSfW7WrFnq27evUlNTLW3at2+v5s2bq0KFCvL391dCQoKOHz+uP/74Q+vWrTPtv3HjRj388MNatWqVfH19nT08u2+++UYTJ060bxctWlT33HOP/vWvf6l06dIyDEOnTp3SqlWr5O3tnWl/AQEBatq0qWrXrq2qVauqePHiKlq0qBITExUZGak9e/Zo2bJlOnnypKndX3/9pUGDBmnOnDnp9l20aFHT+7Jz507T86VLl1ZISEiG+ZUtWzbTY3BVRESEWrdu7bCgt3z58nr44YdVu3ZtBQYGKiIiQjt37tSCBQsUFRVl2nft2rXq0KGDNmzYoIIFC7qVy4ABA7Rq1Sr7ds2aNXX//ferVq1aCgwMVGxsrLZv36758+dbFiFZs2aNPvnkE7388stOjXPq1ClLvGHDhgoLC1ONGjVUokQJ+fr6Kj4+XtHR0dq/f7927dqlLVu2OF1s7Sk5/X176623tG7dOlOx65o1a/Tf//5XY8eOzTDXlStXasyYMaZYQECA5syZk+l3/Pr167rvvvscFtl6eXnprrvu0t13362KFSuqZMmSunr1qqKiovT3339r06ZN2rt3b4b953d169ZVUFCQLl68aI9t3bpV8fHxlmtcN0tNTTVdF7PZbKbC8rZt25r2d6bI/Pz589q/f78pVrlyZVWuXDnTtpJUqVIlNWrUSHXq1FH58uVVrFgxFS5cWAkJCTp79qx27Nih33//XbGxsaZ2X3/9terVq6fnnnvOqXEc8fTvxiuvvKIlS5bYt2vXrq0uXbqoevXq8vf3V1RUlNatW6f58+ebFrNKSUnRgAEDdPDgQXl7e6tr1646duyYpH/eo9atW+uee+5RhQoVVLhwYZ05c0ZLly7VihUrTONHRUXp+eefz7fF1hs3btTIkSPt2z4+Pmrfvr06dOigcuXKKSkpSSdOnNAvv/xiucZ27do1de/eXeHh4WrRokVOpw4AcAFF5gAAAMg3pk2bZlmJpV+/fpb9Hn/8cb366qumyeKpU6dSZO5AnTp1VKJECUn/rBxw82o1vr6+qlOnTqZ9ZFSsGx4ervvvv19Xr141xb28vNSmTRu1atVKVapUUYkSJZSYmKjTp09r9erV+uOPP0zv34EDB9SpUydt2bJFxYsXd/Eo/1kNZ9y4cfbtggULql27dgoLC1NISIh8fHx0+vRpbdq0SQkJCU4d840LVjcmG4sVK6Zr164pOjpae/fu1apVq7Rv3z5Tu0OHDqlXr15avXq1fHwc/9+xAgUKmC5Y7d2717RKd0BAQJYKtN2VmJiodu3aaffu3ZbnSpUqpW7duql+/foKDg5WVFSU9u3bp/nz5+vs2bOmfffu3avWrVtrx44dCgwMdCuXN954w1RgXqFCBXXu3Fn16tVTqVKllJCQYB//xsTuDQcOHNDrr7+uL774ItNxhg4d6rDAvEaNGurQoYNq1aqlkiVLqmDBgkpISFBMTIwOHjyo3bt3a9OmTdxBAQAAAAAAuGXHjh32/w4LCzMVGDZp0sTplWod2bNnjwYNGmQqePXx8dFLL72kV155RUFBQQ7bjR49Wjt27NBTTz2lrVu32uPr16/XiBEj9MEHH7icy/vvv2//78GDB+udd95RyZIlLfuNGDHCMr94Q0hIiPr3769u3bqpSZMm8vLK+GbuhmFo6dKlevHFF3Xo0CF7/KefftIjjzxiumvmzZo0aWJ6X2w2m+n5wYMHa/To0RmO7WmGYah///6WAvPChQvr3Xff1X/+8x+Hr8eECRM0evRoffjhh6bPwbZt2/T666/rk08+cTmXTZs22d+jkJAQffHFF+revbvDfd9//309//zz+u6770zxd999V88//7wKFy6c7jjr1q0zFbJL0h133KHvvvtO//rXvzLNMzo6WkuXLtWkSZMs72F2yI3vm7e3t3788Uc1bNjQtPDLuHHj1LZtW3Xs2NFhu/Pnz6t3796WYvgZM2aoUqVKmR7rSy+95LDA/OGHH9bYsWNVs2bNDNsfPnxYs2fP1pdffpnpWPmRzWZTWFiY5s6da4+lpKRo7dq16tSpU7rtdu3aZbpuU6dOHZUqVcq+HRISopo1a+rAgQOS/rnOc/ToUd1xxx3p9unKKuY31KtXTwMHDlSnTp1UvXr1DPeV/lnte/LkyRo5cqTpThFDhw7Vgw8+qHLlymXahyOe+N244dy5c/rss88k/XONY+LEiXrkkUcs+z377LN666231LlzZ/vrLP3znfniiy907tw5+3WExo0ba/Lkybrrrrss/QwdOlS//fabunfvritXrtjjS5Ys0Z9//qmWLVtmcvR5z5gxY+zX8lq2bKnp06c7/K6PHj1aS5cu1aBBg3TmzBl7PCkpSU8++aR27Njh9h84AQBygAEAAADkA8nJyUbZsmUNSfZH2bJljZSUFIf7d+rUybSvl5eXceLECbfGvrkfScaoUaOytV1WpR23UqVKTrXr16+fW+3Sc+7cOaN06dKWfJ588slM34vDhw8b9913n6Vtjx49Mh131apVlnbe3t72/+7evbtx8uTJdNsnJiZaYseOHTNKlChhvPDCC0Z4eLhx7dq1zF8AwzDWr19vNGnSxJLPBx984FR7wzCMSpUqmdr269fP6baOuPu5fOaZZxy+riNGjHD4mhnGP9/b8ePHGwULFrS07datm1Pjpv1cFihQwLDZbIYko1ixYsbkyZON5ORkh22TkpKM1157zWHep0+fznDckydP2se58QgKCjJ++eUXp/JOSEgwFixYYHTu3Nno3bu3U20AAAAAAMCt6dixY5b5idDQUKfahoaGutXOkZSUFOPOO+809efn52esXLnS6T6SkpKMe+65xzJfc+rUqQzbTZ8+3fIa3Hh89NFHbh3P5cuXjevXr7vV9tKlS0ajRo1MebRs2dLp9p6c+3X0+Zg+fXqm7X744QdLu0KFChkrVqxwatxJkyZZ2ttsNmPz5s2Ztk37ubzxuOOOO4zjx49n2j41NdXh/O/MmTMzbPfyyy+b9vf19TUOHTrk1PGmdfnyZbfaOSs3v2+GYRjLly83vLy8TG1LlSrlsG1KSorRrl07y/sxdOhQp/JcunSpw8/Shx9+6PSx3pCYmGicO3cuw308eV7MSRMnTrS8Ti+//HKGbT755BPT/s8//7xln6efftq0z5QpUzLs09Fc/3fffZfu/jExMc4doAM7d+40ihcvbhpr+PDhTrX19O9G2msNNx4hISHG/v37M21/9OhRo1ChQqa2JUuWtH/PwsLCjISEhEz7+f777y05DBo0KNN27v5WOOLOd8jRtbcbj7CwsHSvE93syJEjlmu9koy33nrLreMAAOSMjP+MFwAAAMgjfvvtN8uKyH369El3ZZq0K5ynpqZq+vTp2ZYfrAYMGGC67am3t7d++OEHTZs2LdOVuKtWraqlS5fqySefNMXnzZunv/76y+Vcbqyk8O9//1vz5s1ThQoV0t23UKFClljZsmV19uxZff755woNDXX69r+tWrXS2rVrLavDTJgwQcnJyS4cQe5av369Jk2aZIp5eXlp+vTpevfddx2+ZtI/7/krr7yi+fPnW16zBQsWaP78+S7ncu3aNRmGocDAQK1du1aDBg1K97aXBQoU0Lhx4zRo0CBTPCUlJdPzwS+//GK5c8LcuXPVtWtXp/L08/PTQw89pMWLF+ubb75xqg0AAAAAAEB2mj9/vuUuddOnT890BdubFShQQHPnzjWtpHvt2jV9/PHHbuXUvXt3DR061K22RYoUSfdugZkJCAiwrKT9559/au/evW71lxscvebjx4/X3Xff7VT7p59+WoMHDzbFDMNw+7309fXVTz/95NSq1zabzeE4v//+e4btjh49atoOCwtTtWrVXEv0/ytSpIhb7ZyV29+3Dh066L///a8pFhkZqUcffdQyNz1mzBjLCvEtWrQw3R00I2+99ZYlNnz4cA0bNsyp9jcrVKiQQkJCXG6XHzh67zO7M0Xa50NDQy37pI252md6ud3g7++fYX8ZqV+/vsaOHWuKTZ061e3+pKz9bjjy7bffZrrSviRVqVJFAwYMMMWioqKUmpqqUqVK6ccff5Sfn1+m/Tz++OOqXbu2KbZ06VLXks5DSpYsqXnz5qV7nehmd9xxh+kutTdMnDjRdEdfAEDeQpE5AAAA8gVHk05PPPFEuvs/8MADKlGihCk2ffp0S9EossfmzZstk2Lvvfeeevfu7XQfNptNkyZNsky2OTuxnVazZs3cvkBSoECBDG/TmpFChQrp22+/NV20OHXqlJYtW+ZWf7nB0S1yX3zxRfXt29ep9p07d9bbb79tiX/00Udu5zR9+nQ1aNDAqX3HjRtnmeB09YJV9erVHU7gOyO7L1gBAAAAAAA44/333zdth4WF6ZFHHnG5H39/f/3nP/8xxRYsWOByP15eXvrwww9dbucpd955pxo3bmyKrVu3Lpeycc3GjRu1detWU6xevXp6/vnnXernvffeU0BAgCk2b9480+Ihzurdu7fuuusup/evU6eO5fVPe0xpxcfHm7ZLlizpfII5LC9839588021b9/eFFu/fr3eeOMN+/aKFSv0zjvvmPYJDAzUnDlznFpsZe3atfrzzz9Nsbp162rMmDFO5Xg7qVWrlqWAfvv27YqNjXW4f2pqqtasWWOKZbXI/Ny5czpw4IApVq1aNZUvXz6j1LOkT58+stls9u2IiAgdPHjQrb48/bvRoUMH3XvvvU7v3717d4fxl156SaVLl3a7n9OnT+vixYtOt89LRo8e7dK5OCwszHL858+f18KFCz2dGgDAQygyBwAAQJ4XERGhxYsXm2KNGzdW3bp1021TqFAh9erVyxQ7ceKEVqxYkS05wiztBHq1atXcWlnC19dXI0aMMMWWLl2qpKQkl/v64IMP0l3xOrsFBwdbVjPPLxeszpw5o//973+mWHBwsMPVaTIydOhQVa9e3RT7888/tW3bNpdzCg0N1QMPPOD0/oGBgerUqZMptmPHDqWmpqbbJj9dsAIAAAAAAMjM8ePHLQW8Tz31lNv9de7c2dL/iRMnXOqjffv2qly5sts5eELa+aqNGzfmUiauWb58uSX2zDPPpHvnz/SUKFFCjz32mCl2/fr1TFdCdiTt3QSd0axZM9N2ZoWnaefoNm3alCfvGJlXvm9eXl6aNWuWypQpY4p/8MEH+vXXX3Xu3Dk9/vjjpnlSm82mGTNmZHo30ht++eUXS2zo0KFu32XgVpd2xfCUlBStXbvW4b47d+5UdHS0fbt27doKDg627FeuXDnTiv6nT5/W4cOHHfbp6irmnuDv72/J291zrad/NwYOHOjS/o0aNXIYT7vCuTv9pC3+zw8KFSrk9GJEN3v66actsfy8mjsA3OooMgcAAECe991331luk9avX79M2zla6Tyrt+FD5q5evWr5o4D+/fu7XeCdtjj46tWrLk9AVq9eXW3btnVrfE/JrxesVq5cqZSUFFPsiSeecOq2jzfz9fV1eKHJ0QWxzHjiglVCQoLOnDmT7v5pL1j9/fff6a4oAwAAAAAAkNetXr3aEvvXv/7ldn9VqlSxxLZv3+5SH9lR2HjkyBH98MMPeu2119SjRw/de++9atGihRo1aqSGDRtaHmnvNnjy5EmP55Qd1q9fb4mlt8JuZnr27OlU/xkpXLiwZf7NGVWrVjVtp6SkKCEhId39mzdvbto+duyYBg0apCtXrrg8dnbKS9+30qVLa9asWab5ecMw9MQTT+jhhx9WRESEaf+hQ4eqa9euTueWtmjZ19dXjz76qNPtbzeOznurVq1yuG/a1zYsLCzdftOuZu5sn+nllBHDMLRlyxZNmjRJL7zwgh566CHdfffdatq0qcPzbMOGDXXp0iVTH+6eaz39u+HqdaOAgAAVK1bMFKtevbplhfrMOCqUj4mJcamPvCAsLEz+/v4ut+vQoYOKFy9uiuWXa2YAcDviTwcBAACQ56UtDPf19bWsruJIq1atVL16dR06dMge+9///qdLly4pMDDQ43niH5s2bbKsNJ6VCfTAwED5+/ubCny3b9/u8LaQ6clo8tVdZ86c0YYNG7Rr1y4dPHhQsbGxiouLU2JiogzDsOx//vx503Z+vmDVo0cPt/rq2bOnXn311Uz7z4wr7/0NaS9YSVJsbKwqVKjgcP+0F6wuX76sRx99VD/88APnDwAAAAAAkO84moN56KGHPDpGZGSkS/s3btzYI+OmpqZq6tSp+uabb7R58+Ys9ZVfivzS3h2wfPnyLhc53nDXXXfJy8vLtJq1q3cfrFSpknx9fV0e21FxYmxsrIoWLepw/169emnEiBFKTEy0x2bMmKElS5aof//+evjhh9W0aVOXV3T3tLz2fQsLC9OYMWM0cuRIe+zSpUuWos6WLVvqvffec7rfpKQkS7F7w4YNVaRIEaf7uN04KpJO784BaeMZzYuHhoaarqWFh4c7XKzF0VjOXj+JjY3Vhx9+qJkzZ7p854q03D3Xeup3Q/rnj2PKli3rcrtixYqZ7oR68yryrvSRVn5c5Oauu+5yq52Xl5caNGhgWsV/3759unLlCucPAMiDKDIHAABAnrZhwwbt37/fFOvYsaOCgoKcav/EE0/ov//9r307KSlJP/zwg4YMGeLRPPF/HE2gP/fccypQoIDbfaZdiSa3LlhJ0rx58zRx4kStXr3adOHFVfn1gpWvr68aNGjgVl+VKlVSUFCQLl68mG7/mSlUqJDKly/v8tjpXbBKz3333acyZcro3Llz9thvv/2mO+64Q48//rh69Oih1q1bu3XxDAAAAAAAIKedPn3aEtu5c6dHx4iKinJp/+Dg4CyPuW/fPj3++OMur6KenvxQ5GcYhuW1rl27ttv9FS1aVBUqVDAVjbo6/+ruogyO5tbS3tX0ZmXKlNHYsWP10ksvmeIREREaP368xo8frxIlSqhVq1Zq3ry5WrRooVatWqVbtJ5d8uL3bcSIEVq7dq1+//13h88HBgZqzpw5Ls13RkZGWu6CWa9ePZfyut1Uq1ZN5cuXN31GduzYoZiYGJUoUcIeS01N1Zo1a0xtMysyv5mjlczPnj2rgwcPmmK1atVSmTJlMs174cKFeuaZZ3ThwoVM93WGu+daT/xu3BAQEOBWu7TfEXf6cfXcl1fVrFnT7ba1atUyFZkbhqHIyEhVrFjRE6kBADyIInMAAADkaWlXMZekfv36Od2+b9++evPNN00rS0+dOpUi82zkaAJ93759Hh0jNy5YnT17Vn379tXKlSuz3JeUPy5YSdYLSpUrV1ahQoXc7q9OnTqm28Xm1QtWhQsX1hdffKEePXqYzh+xsbGaOHGiJk6cqCJFiqhly5Zq3ry5mjdvrjZt2rg9MQ0AAAAAAJCdXJ1Pc8fNq0s7o3jx4lkab/fu3Wrfvr1pQYOsyg9FfnFxcZbFL24uTnVHQECAqcj80qVLLrXPyYUYXnzxRSUnJ2v48OFKTk62PB8TE6MlS5ZoyZIlkiQfHx+1aNFCvXr10qOPPqpSpUple4558ftms9n0/fffq169epa7btpsNn377bfp3vUxPY4+J8yPZq5du3aaOXOmfTs1NVWrV6/Wgw8+aI/dKDy/oWbNmhneraBixYqqXLmyjh8/Lkk6d+6cDhw4YCoCdrSKuaOV1dOaNWuWnnjiCcsfFGSFu+farP5u3MxT563beSEaR4v7ZKVtTEwMReYAkAfl7j2CAAAAgAwkJCTop59+MsUCAgLUtWtXp/uoVKmS5VZ/O3fu1NatWz2RIhzIixPoWZ14PHPmjEJDQz1WYC7J4QWQvCg6Otq07YkLVjdLSkqyrFSfkZycsH344Yf1/fffy8/Pz+HzV65c0R9//KGxY8fqwQcfVKlSpdSkSRO9//77OnXqVI7lCQAAAAAAkJm0czx5gY+P+2viXb9+XT179nRYYN66dWuNHj1aixcv1s6dOxUREaH4+HglJyfLMAzTw5UFTfKK+Ph4Syy9+StnpW3vaIy85OWXX9bu3bv1+OOPZ7ogRnJystatW6chQ4aoUqVKeuWVV3T58uVszS8vft+kfxaIcZRb4cKF3VoNPy4uzhLL6VXj8yNHhd1pC8DTbqe9zuVI2tXMM+szvVxuduTIEQ0YMMBSYO7r66tu3brpk08+0YoVK3TgwAFdunRJly9fVmpqquVcW6lSpUzzd0ZWfjfgeVn57XHUNq//9gDA7YoicwAAAORZc+bMUUJCginWq1cvFShQwKV+HF0ocLRCOjwjL06gZ3XisX///jp8+LAl3rBhQw0fPlwLFizQtm3bdP78ecXFxenatWuWSdRRo0ZlKYfcknZSz9MXrByNkZf07t1bBw4c0HPPPadixYpluG9qaqq2bt2q119/XVWrVtVTTz3l0ZW0AAAAAAAA3FW4cGFLLDEx0TKHlZXH6NGjc+x4Jk+ebLl7YtWqVbV582atXbtWo0aNUufOnVW/fn0FBQWpaNGi8vb2tvTj6mIWeYGjOaqsFk2nbZ/ZPFheULNmTX3//fc6f/68fvjhBz311FOqVauWbDZbum2uXLmiDz/8UI0bNzat3O5pefH7FhcXp0ceeURJSUmW565cuaJevXo5fC4jjhZ3SXtNB1aOCrtXrVqV4XbaAnJH0u6TWZ82my3T4vXXX3/d8rno2LGjTpw4oZ9//lkvvvii7r77btWoUUMBAQEqUqSIw+9gfjzXInNZ+e1x1DY//PYAwO2IInMAAADkWY4Kwb/++mvZbDaXHv3797f0M3v2bF29ejUHjuL242gCfd++fR6dQJ8xY0aOHc+vv/6qFStWmGLBwcH6/ffftX37do0dO1YPPfSQGjVqpNKlS6tYsWIOV9vOr5OoaSf1PH3BytEYeU25cuX05Zdf6sKFC/r555/1wgsvqEGDBg4vTN5w/fp1TZ06VfXr19e2bdtyMFsAAAAAAACrUqVKWWKXLl3KhUw8Y/bs2abtYsWKacWKFWrSpIlL/eTH16B48eLy8jKXesTExGSpz7TtAwMDs9RfTvL391fv3r31zTffaN++fYqKitLixYv12muvqV69eg7bHDx4UJ07d9a1a9eyJae8+H0bNGiQw4VUbti6dauGDRvmUp8lS5a0xPLiIjR5TeXKlVW5cmVTbNeuXfbPSGpqqtauXWt63p2VzFevXm3/7zNnzlje/7p16yooKCjd/i5fvqxFixaZYo0bN9Yvv/yiMmXKZJrPzfhc5C3Xr1/3SD+xsbEebZvVO+kCALIHReYAAADIk/bt26c///wz2/qPiYnR/Pnzs63/21lenEDPirQXrLy9vbVo0SLde++9LvWTX1+DgIAA07anL1gVLFhQRYoUyVKfOaVw4cLq1q2bPv/8c+3YsUMxMTFavny5Ro0apebNm1su7knS+fPn1blzZ0VFReVCxgAAAAAAAP8oXbq0JZadKzlnp4SEBMvc8RNPPGEp2nTG0aNHPZRVzrHZbJY52LSrurvi8uXLOnnypCnmaI43vwgICFDnzp01btw47dq1SwcOHNCzzz5rWTBiz5492XbH07z2fZs4caJ++uknU6xOnToqX768Kfbll19q3rx5TvdbqlQpy11Ed+3a5X6it5G0q5kbhmEvCt++fbupALd69epOFXXfcccdpvf0/Pnz9nNDeHh4pjmktWbNGssq5sOHD3e4yE5GTp065bGi5tuZo9fd3dfVU9crDh486HbbAwcOmLYd/bYBAPIGiswBAACQJ2XX5G5Oj3E7ymsT6Fm1fPly03bHjh3VrFkzl/vJjxesJFlWMjl27JjLt0292d69e03b+XnSsGjRourQoYNGjx6tjRs36sSJExo+fLgKFSpk2u/8+fMaP358LmUJAAAAAAAgNW/e3BJbs2ZNLmSSdWfPnlVqaqop1qZNG5f7uXDhQr6ds2vcuLFp+/Tp07pw4YJbfW3dutXyet51111u55bX1KhRQxMnTtR3331neS67FqLJS9+3bdu2aejQoaaYn5+f5s2bp9mzZ1uKxJ966imnvxcFChSwfBZ37NiR5bth3g4cFXjfKARPWxDuzCrmN6RdzTy9PtPL4WanTp2yxNw512bnglK3k+LFi1ticXFxLvdz/fp1yx8WuWvr1q1utUtNTdWOHTtMsdq1a+ebBYkA4HZDkTkAAADynOvXr2vmzJmmWIECBdSgQYMsPdLe4jM8PDzfXkTIy/LSBHpWJSUlKSIiwhRzZxI1JSVFf/31l6fSylFpLxIkJydbJv+cdfLkScvreStdsCpfvrzGjh2rZcuWWVZG4s4JAAAAAADAHWkLQFNSUtzq55577rHEfv75Z7f6ym2RkZGWWNq5X2ekXdnZFWnnftx9X9zVqlUrS8yVFahvNnfuXKf6z+969+6thg0bmmLZtep2Xvm+xcXFqWfPnpZFQyZOnKjatWurdevWevvtt03PxcbGOmyTnrQF0MnJyfrxxx+zlPftwFGB96pVq0z/e0PawvGMpH0/0uvTZrNl2q+nzrVz5sxxuQ2sihYtavntceca519//aXExESP5LRq1SrTqvvOWrFihaVAvkWLFh7JCQDgeRSZAwAAIM9ZtGiRpRC1W7du2rFjR5Ye77zzjqlPwzA0bdq0nDy0PM1TF6zatWtn6Wvx4sX58naIjm4Z6M4k6pIlS5SQkOBWDp56X9zFBSvXtWnTRl27djXFjhw5oitXruRSRgAAAAAAIL8qVqyYadvdOaY6deqoevXqpthff/2llStXup1bbvHz87PEHBVDZuT69ev6/PPP3c7BU++Lu+677z5LbPLkyZYVyTMTGxurWbNmmWK+vr6ZrnCcX9WqVcu07U5xpDPyyvdt4MCBOnLkiCk2YMAAPfHEE/bt1157Tffff79pn61bt2rYsGFOjdGtWzdL7JNPPlFycrIbGd8+ypcvr2rVqpliu3fv1oULF7Ru3TpTPCsrma9evVqnTp2yfA4cLcyUlifOtUeOHNHChQtdagPHbDabatSoYYq5s7jR5MmTPZWSrl69qu+//97ldt98840llvY8BADIOygyBwAAQJ4zdepUS6xPnz5Z7rdnz57y9fU1xb799luXJ95vVZ66MFK8eHHLpOfp06ctq9PnB56YRJWkjz/+2O0ccvuC1d13321ZHWPmzJku3/I0OTnZ4cThvffem6X88qq0F6yk7LtoBQAAAAAAbl0BAQGm7WPHjskwDLf6euONNyyxp556SpcuXXKrv9xSpkwZS2zZsmUu9TFmzBgdOnTI7RzSvi85fcfMZs2aqUmTJqbYrl279PXXX7vUzxtvvGF5/3v27Kng4OAs55gXnTt3zrQdFBSUbWPl9vft888/tywWcuedd+qLL74wxWw2m7777juVL1/eFP/yyy+dWmykRYsWatu2rSm2Z88ejRo1ys3Mbx9p/5jDMAx9+umnpnnkqlWrqly5ck73Wb16ddM5MiIiQhMnTsx0bEeyeq5NTU3VgAEDcnzhnFtZ2jvDbtmyRQcPHnS6/datWzV79myP5jR69GhFR0c7vf+aNWss55aQkBA9+OCDHs0LAOA5FJkDAAAgTzlz5ox+//13UywoKEgdO3bMct8lS5ZUp06dTLHTp09bxrtdpb0wEhMT49LE0M1Gjhxpib388ss5frElq/z9/VWkSBFTzNULVlOmTFF4eLjbOeT2BauyZctaVqO5cOGCxowZ41I/n376qQ4cOGCK/etf/1KjRo2ynGNelPaClc1mU6lSpXIpGwAAAAAAkF/Vq1fPtB0bG6sNGza41VefPn0sfxh/7NgxderUSWfPnnWrz7i4OI0fP96tlUzdFRwcbFnN9YcfftDOnTudaj99+nS99957Wcoh7fuyevVqlxdlyKqhQ4daYi+//LLWrFnjVPtp06ZZik9tNpteeuklj+SXHYYNG6a9e/e61Xbbtm1au3atKdagQQNPpOVQbn7ftmzZopdfftkU8/Pz09y5c1W4cGHL/qVKldLs2bMtd9V86qmnnJqPfvPNNy2x9957z63FV5KSknT+/HmX2znj+PHjstlslkducVTonfaPAFxZxfyGtKuZp+0zvbHTatOmjSX2zjvvKC4uLtO2qampeuaZZ5w+H8E5jlb7TvtdT8/JkyfVs2dPj991ODIyUo888oiSkpIy3ff48eN6/PHHLfFnn33WskgYACDvoMgcAAAAecqMGTMsqxr06tXLMrnpLkcrojtaOf12lPbCiCQtWbLErb5CQ0N1zz33mGLR0dHq2LGj9u3b51afV69e1aRJk7K0Krg7WrdubdoODw93+nX57bff9O9//ztL46d9X3bv3q1Tp05lqU9XObqw9NFHH+nHH390qv1vv/3mcOUeZ2+5mhtGjx6tTZs2udX21KlTWrBggSlWu3ZtJkkBAAAAAIDLWrVqZYkNGDBAq1atcvkOjd7e3po7d67lznmbNm1So0aNNHHiRF29ejXTfpKTk7VixQo9/fTTqlixol577bVsKwpNT8+ePU3b169fV8eOHTNc7CEmJkb/+c9/NHDgQPtrV7x4cbfGT/u+xMbGqlevXm7PfbrjsccesyyqkpiYqE6dOumLL75I9/Nx9epVDR8+XIMGDbKsiv/iiy9aVsrNS6ZOnaq6devqnnvu0TfffKOIiAin2i1evFj333+/5TXxxB1U05Nb37fY2Fj17NlT165dM8W/+uorh3dfvKF169Z6++23HfaVWfHo3XffbfmjB8MwNGzYMPXo0cOplZaPHTumd999V5UrV9Zvv/2W6f63AkcF5GnvZJq2YNwZaduk7dPb29uy+rwjZcqUsVwfOXz4sO677z6dOHEi3XYHDhxQx44dNWXKFEmSj4+PZTEfuOfhhx+2LEy0aNEiDRo0SFeuXEm33c8//6wWLVrY/2ikUKFCHsnnRj9//PGH7r777gy/67///rvatm2r06dPm+K1atXSq6++6pF8AADZwzOVOgAAAIAHGIahadOmWeKenOjt2rWr/P39Tbcb/OWXXxQZGXnbrzLcokULeXl5mSbahw0bpqJFi6pTp04uF8jOmDFDTZs2Na3KcujQITVr1kwjRozQc889J39//wz7MAxDf/75p+bOnavZs2frwoULev755107sCzq2bOnZfXyXr16afr06erRo4fDNomJifrggw/07rvv2ifzixcv7tQKH2m1atVKEyZMsG+npqbqkUce0RdffGG5JW52adWqlZ599ll99dVXpjz69u2r/fv3a8SIESpQoIClXUpKij799FONHDnSclGjW7dulhXS85L//e9/GjNmjJo3b67HHntM3bp1U8WKFTNtt2HDBvXr18/yXmfnBSsAAAAAAHDrat68uerUqWNavfngwYNq3769ChcurPLlyzss3luyZInKli1rid9555364Ycf9PDDDys5Odkej4iI0PPPP6833nhDoaGhat68uYKDg+Xv76/Lly8rJiZGJ0+e1NatW7V9+3a35rk86aWXXtIXX3yhmJgYe+z8+fNq166d2rZtq/vuu0+VK1eWzWbT+fPn9eeff2rp0qWmYsu7775b5cqV03fffefy+E888YRGjhxpeg1//fVX/frrrwoICFDp0qVVsGBBU5uyZcu6vahHeqZPn66GDRua7qp3+fJlDRkyRB988IEefvhh1a5dWyVKlFBkZKR27NihBQsWKDIy0tJX48aNs7zCe05ZsWKFVqxYocGDB6tu3bpq1KiR6tSpo5IlS6pEiRJKSUnRpUuXtG/fPi1fvlz79++39NGmTRv16tUrW/PMje/bgAEDdOzYMVNs4MCB6tu3b6ZtX3vtNa1Zs0ZLly61x7Zu3aphw4Y5XA37Zu+//762b9+uVatWmeLz58/XggUL1KRJE919992qVKmSAgMDdfXqVV26dEm7d+/W5s2bnb4Twa2kTJkyqlWrlsPP5w2eWMk8rUaNGmV6beaGMWPG6O677zbFNm7cqBo1aujBBx9U69atFRISoqtXr+rMmTNavny51q5da/q8v/nmm5o6dWqGhelwTqFChTRq1Ci9+OKLpviUKVP066+/qkePHmrYsKGKFSum6Oho7d+/X0uWLDHdZfbRRx/VuXPntHr16iznM2rUKI0cOVIpKSlav3696tatqw4dOth/X69du6bjx49r0aJF2rp1q6V9wYIFNX36dI8VvQMAsgdF5gAAAMgzwsPDLbderF69upo3b+6xMQoWLKhHHnnEvoKC9M8qNzNnzszTtwHNCWXKlFHHjh1NFzouXLighx56SAUKFFCFChXk5+dnuX3klClTHBY7ly1bVgsXLlRYWJjpVrEJCQkaMWKE3n33XbVu3VqtWrVSmTJlFBAQoMTERMXExOjs2bPatm2btm7dqqioqOw7aCc88cQTeu+993TkyBF7LCEhQY888ogaN26srl27qlq1avL19VVERIS2bt2qxYsXm/KuW7euunTpovfff9/l8R988EEFBgbq0qVL9timTZvUtGlTFStWTGXLlnU4Abdjxw6Xx8rIRx99pLVr12r37t32WHJyssaMGaOvvvpK3bp1U/369VWqVClFR0dr7969+vnnny2rUkhShQoVTN/BvGzTpk3atGmTXnzxRdWsWVMNGzZUvXr1FBQUpBIlSkj6ZxWsgwcPatWqVdq2bZulj+rVq+s///lPDmcOAAAAAABuFZ9//rnuvfdeyx0gExMTdejQIYdt0v7B/826du2qP/74Q7169bKsiBwTE6OFCxdq4cKFWU88GwUGBuqHH37QAw88YHld1qxZozVr1mTY/s4779TcuXPdnhMuU6aMRo4cqdGjR1uei46OVnR0tCV+c0G8pwQHB2vt2rXq2LGjDh8+bHru5MmT+vTTT53qp3Xr1vrll18shfF5XWpqqv7++2/9/fffLrW788479eOPP8rLyyubMvs/Ofl9++yzz/Tzzz+bYvXq1dPnn3/uVHubzabvvvtOjRo1Ms3rfvnllwoLC0t30RXpn9WqlyxZogEDBmj27Nmm51JTU/XXX3/pr7/+cuFobg/t2rVLt8i8SpUqqlChgst91q5dW8HBwemu9N+uXTun+2rfvr1ef/11jRs3zhS/du2a5s6dq7lz52bYvk+fPho5ciR3FPagIUOGaNGiRfrjjz9M8XPnzmX6XW/btq2mTZum+++/3yO5tGjRQp999pleeOEFSf9cM/rtt9+cuhtBgQIFNG/ePLVo0cIjuQAAsg9F5gAAAMgzHE0yZcfqv3369LEUuE6dOvW2LzKXpA8++ECrV682FYVL/0wY3lxkfbO0t1q8WZMmTbRx40Z1797dcpu8y5cv6/fff9fvv/+e9cSzka+vr+bOnavWrVtbbje4bds2h0XFNytXrpwWL16sGTNmuDV+oUKF9PHHH6t///6W5+Lj400rUGSnwoULa+XKlerSpYvlYkBERIQmTZrkVD+1a9fWb7/9psDAwOxIM1sdOHBABw4c0Jw5c5xuU758eS1YsIDbgQIAAAAAALe1b99eCxYs0KBBg3ThwgWP9Nm2bVtt27ZNr776qmbPnm0p1HaWzWZTWFiY2rRp45G8XNGpUyfNnTtX/fv3d2ml5y5dumjmzJn2BQTc9d///le+vr4aM2ZMhkX92a1q1arasGGDXnjhBc2dO1eGYTjd1tfXV4MHD9b48ePzxUqyISEhpruUuspms+mJJ57QZ5995vRKzp6QE9+3zZs369VXXzXF/Pz89NNPP6lw4cJOj1GqVCnNnj1b7dq1M61G/dRTT6lx48a644470m1bqFAhzZo1S61atdLbb7+dbpFzRnx8fFSyZEmX2+VX7dq1M91B9GburGJ+Q9u2bTVv3rx0x3TF2LFj5ePjo3fffdfp84u3t7dee+01vf3225aFi5A1Xl5eWrRokXr27KnFixc73a5Pnz765ptvPH6uf/7551WwYEENGTJEV69edapNhQoVNG3aNHXo0MGjuQAAskf2/1kmAAAA4ISYmBjNnz/fEs+OIvO2bduqYsWKptiePXu0adMmj4+V39SpU0fLly9XtWrVPNbnnXfeqc2bN+uFF17I8uRV06ZN1blzZw9l5rxGjRrp999/V5kyZVxq16JFC23cuFGVK1fO0vj9+vXTlClTVKxYsSz1k1VBQUFatWqVBg8eLB8f1/5m2WazqXfv3lq/fr3l+5cXhYSEZLmPrl27auPGjapbt64HMgIAAAAAALezrl276vjx4/rpp580cOBANWvWTCEhIQ7vPOisMmXKaObMmTp06JBefPFF1a5d26l2xYoVU5cuXfTpp5/q2LFjWrlypUfvRumKbt26adeuXXrmmWcyLKT18vJSWFiYFi5cqEWLFmW5wPxGnyNGjNCZM2f0xRdfqFevXrrzzjtVqlSpHC/YDgoK0pw5c/TXX3+pV69eCggIyHD/MmXKaNCgQdq3b58mTJiQLwrMJWn//v3aunWr3n77bd1zzz0qXry4U+2Cg4P13HPPadu2bZoxY0aOFpjfkJ3ft5iYGPXs2dPyxw5ff/21atWq5XKurVu31ttvv22KxcbGqmfPnkpKSsq0/QsvvKCjR49q/PjxatasWaYrxnt5eal58+Z6++23dfz4cXXt2tXlnPOrsLCwdM/hoaGhbvebXlsfHx+X/yjIZrPp7bff1rp163T//fdn+H4WKVJEvXv31tatW/Xuu+/myN0CbkeFCxfWokWLNGfOHNWvXz/d/Ww2m1q3bq0lS5Zo5syZ2Xauf+qpp7Rr1y717ds3w9/iChUqaMSIEdq7dy8F5gCQj9gMV/6MFQAAAMgmEydO1PPPP2+KtWzZUhs2bMiW8UaMGKH33nvPFBs0aJAmT55s2TftBN+oUaMc3gbVU+2yKu24lSpV0vHjx13qIyUlRcuWLdPixYu1a9cuHT16VHFxcbpy5YpSU1NN+65atcrpFTUuXLigL774Qr/++qt27txp6SutwoULq1WrVurQoYMefPBBpybew8PDLStxuJJjRi5evKgPP/xQkydPzvD2tk2aNNGQIUPUp08f+yTq6NGjNWbMGNN+rv7fsfj4eM2fP18rV67U7t27debMGcXHxysxMdGyb3p9e+pzeeDAAY0fP15Lliyx3Ob1ZoGBgbrvvvv0yiuvqFGjRi6P079/f3377bf2bXc+z5J7n4t9+/ZpyZIlCg8P18aNGxUZGZnpOP7+/nrooYc0YMAAtW3b1uU8AQAAAAAActOFCxe0bds2RUZGKioqSgkJCfLz81Px4sVVrlw51apVS5UqVcqTK9MmJSVp06ZNOnDggKKiopSamqoSJUqoatWqatq0ab68s567UlJStGXLFh0/flwXL15UXFycSpQooeDgYNWoUSPDosT8JDU1VcePH9eRI0d04sQJ+xx2wYIFVbx4cZUpU0b169fP8iIg2SU/f99cER0drc2bN+vChQu6ePGiEhMT5efnp8DAQNWoUUN16tRx+g8GkPtiYmK0bt06nTx5UtHR0fLx8VGpUqVUs2ZNNW3aVAULFsztFG87p06d0p9//qmIiAjFxMSoSJEiqlKlilq0aOHy4knpcfYaS2JiojZt2qT9+/fr0qVLKliwoMqUKaPq1aurSZMm+f58BgC3I4rMAQAAAOSK6OhobdmyRREREYqKilJcXJyKFCmiYsWKqUyZMqpZs6buuOMOeXt753aqFjcu0uzZs0eRkZFKTk5WsWLFVKVKFTVp0sQjq2DnF4ZhaOfOnTp8+LB9ArN48eIKCgqyvx63ymolJ0+e1JEjR3T8+HHFxMTo8uXL8vX1VfHixRUcHKx69eqpWrVqt8zxAgAAAAAAAAAAZOcCTwCAvI0icwAAAAAAAAAAAAAAAAAAYEGROQDcvlheDQAAAAAAAAAAAAAAAAAAAABgR5E5AAAAAAAAAAAAAAAAAAAAAMCOInMAAAAAAAAAAAAAAAAAAAAAgB1F5gAAAAAAAAAAAAAAAAAAAAAAO4rMAQAAAAAAAAAAAAAAAAAAAAB2FJkDAAAAAAAAAAAAAAAAAAAAAOwoMgcAAAAAAAAAAAAAAAAAAAAA2NkMwzByOwkAAAAAAAAAAAAAAAAAAAAAQN7ASuYAAAAAAAAAAAAAAAAAAAAAADuKzAEAAAAAAAAAAAAAAAAAAAAAdhSZAwAAAAAAAAAAAAAAAAAAAADsKDIHAAAAAAAAAAAAAAAAAAAAANhRZA4AAAAAAAAAAAAAAAAAAAAAsKPIHAAAAAAAAAAAAAAAAAAAAABgR5E5AAAAAAAAAAAAAAAAAAAAAMCOInMAAJApwzDUpk0b2Ww22Ww2eXt7a/fu3bmdFgDgNjNjxgz7b9GNx/Hjx3M7LSBPuHDhgooVK2b/blSrVk1JSUm5nRYAAAAA5EvMiQMA8oLw8HDLnHh4eHhupwXkCVevXlXFihXt343AwEBFRkbmdloAcMvxye0EAABA3vfdd99p3bp19u0nn3xSd955Zy5mBLgvKSlJO3bs0MGDB3Xx4kVduXJFhQoVUokSJXTHHXeoVq1aKlu2bG6nabF79279/fffOnv2rBITE+Xn56cKFSqoYcOGqlatWm6nB+A2dOrUKe3Zs0enT59WTEyMrl27poCAAAUEBKhWrVqqV6+evL29czvN20bp0qU1dOhQvfXWW5KkI0eO6IMPPtDIkSNzOTMAAAAAyH+YE8etJL/Oid8QHR2tHTt26PDhw4qOjta1a9fk5+enUqVKqWrVqqpbt678/f1zO00ALkhNTdX27du1e/duRUREKCkpSUWLFlWVKlV01113qXz58rmdIvKBQoUKacyYMRowYICkf34vXn/9dU2ZMiWXMwOAW4vNMAwjt5MAAAB5V2xsrGrWrKkLFy5IkgoXLqzDhw/n6QlH5B9PPPGEZs6caYlXqlTJo6sTG4ahX375RVOnTtWKFSuUmJiY4f5ly5ZVmzZt1KlTJ3Xv3l1+fn4ey8UV0dHR+vTTTzV16lSdOXMm3f2qV6+uwYMH67nnnlOhQoVyMEMgZ82YMUNPPvmkKXbs2DFVrlw5dxLKRtOmTdPAgQMdPpdbx7x//379/vvvWrlypdasWaOYmJgM9/fz81NYWJgGDx6sTp06ycuLm6llt/j4eFWrVk0RERGSpCJFimjfvn2qWLFiLmcGAAAAAPkHc+LITsyJO+fy5cv67rvv9O2332rz5s1KTU1Nd1+bzaaaNWuqXbt26ty5szp37pyDmQLZKzw8XO3atTPFVq1apbCwsNxJKIvOnDmjDz/8UDNnzlRUVFS6+zVq1EjPP/+8+vfvn28WMsmp8zvMUlNTVb9+fe3Zs0fSP78JmzZtUtOmTXM5MwC4dXCFFwAAZOj999+3T6ZL0qBBg5hMh0f88ssvDidbPO3PP/9U48aN9dBDD2nRokWZTqZL0tmzZzVnzhz169dP27dvz/YcHfnf//6nGjVq6K233sqwwFySDh06pGHDhql27dr6888/cyhD3Mq4BWfuOn36tIYOHZrbaUiSEhMT9fbbb6tevXqqXbu2XnzxRf3yyy+ZFphL/1wM/PXXX9W1a1fVr19fW7Zsyf6Eb3PFihXTSy+9ZN++cuWK3nzzzVzMCAAAAADyH+bEkV2YE3fOjBkzVK1aNT333HPatGlThgXm0j8F9fv379dXX32lBx98MIeyxK3m+PHjljnxGTNm5HZat5RJkyapVq1a+vTTTzMsMJek7du366mnntJdd92lAwcO5FCG7sup8zusvLy8THfzNAxDr776ai5mBAC3HorMAQBAui5cuKAJEybYt319ffXyyy/nYka4VVy6dEnPPPNMto8zbtw4tWnTRjt27Mj2sTxpwoQJevjhhxUZGelSu+PHjyssLEwLFy7MpswA5ISBAwcqNjY2t9OQ9M+/Bd58803t3r07S/3s2bNHLVu21BdffOGhzJCe5557znSL6O+//1779u3LxYwAAAAAIP9gThzZhTnxzCUmJuqRRx7Rk08+qfPnz+d2OgA8aNiwYRo8eLASEhJcardz5041a9ZMmzZtyqbMsi6nzu9I3yOPPKKqVavat8PDw7Vs2bJczAgAbi0+uZ0AAADIu8aOHavLly/bt/v06aMKFSrkYka4VbzwwgvZPkn80ksv6dNPP7XEvb291aJFC7Vr105lypRRUFCQrl69qkuXLmnv3r3atm2btm3blunqKNll7ty5+s9//mOJ+/r6qkePHmratKnKlCmjc+fO6a+//tL8+fN1/fp1+37Xrl1Tz549tWbNGjVv3jwnUwfgAZMnT843k5/VqlVTaGioqlevruDgYPn5+enSpUvasWOHlixZolOnTpn2T05O1pAhQ1SgQAE9/fTTuZT1ra948eIaPHiw3n//fUlSSkqKRo0apZ9++imXMwMAAACAvI85cWQX5sQzdvnyZd13331av3695Tk/Pz/dfffdatasmYKDg1WiRAklJCTowoUL+vvvv/XXX3/p8OHDuZA1AGd88MEH+vjjjy1xPz8/PfbYY6pfv75KlSqlU6dOae3atfr1119lGIZ9v7i4ON1///3aunWrqlSpkpOpOyUnzu/ImLe3t15++WU9++yz9tjIkSN177335mJWAHDroMgcAAA4FBUVpSlTpphizz33XC5lg1vJzz//rNmzZ9u3mzdv7vEVCMaNG2eZTPf29tbTTz+t0aNHKzg4OMP2Fy9e1C+//KLJkyfLZrN5NLeMnDlzRgMHDrTEW7Zsqblz56pcuXKW506fPq1HHnlEGzdutMeuXbumRx99VHv37lXhwoWzNWcAnnPixAnT6mj+/v4KCQnJU7cDrVOnjvr376/evXs7PCfdkJycrOnTp2vo0KGW1WmGDBmisLAw1ahRI7vTvW0988wzGj9+vP1izPz583XkyBHTai4AAAAAADPmxJFdmBPPWGpqqnr27GkpMC9RooTefPNNPfvssypUqFCGfRw8eFBz587V9OnTszNVAC7atm2bRowYYYk/+OCDmj59ugICAkzxV199VXv37lW3bt108OBBezw6Olq9e/fWhg0bcvwclZGcOL/DOX369NErr7xivx6xefNmrVq1Su3atcvlzAAg//PK7QQAAEDe9PXXX+vKlSv27caNG6tJkya5mBFuBZGRkaa/Ii9QoICmTZvm0THWrl2rkSNHmmLFihXTqlWrNHHixEwn0yUpKChIAwcO1KZNm9SqVSuP5peRV199VfHx8aZYq1at9Mcff6RbzFm+fHmtXLnSkufx48ftq9gCyPsMw9DAgQNN54CPPvpIISEhuZjV/2nXrp1Wr16tPXv26JVXXsmwwFySfHx8NGjQIK1fv14lSpQwPXft2jUNGzYsG7NFlSpV1KFDB/t2amqqw5XMAAAAAAD/hzlxZAfmxDM3btw4LVmyxBSrU6eO9uzZo5deeinTAnNJqlGjht544w0dOnQou9IE4IYhQ4YoOTnZFOvRo4d+/vlnS4H5DXXq1NGGDRtUrVo1U3zjxo369ttvsy1XV+XE+R3OK1q0qB577DFTzNEK+gAA11FkDgAALJKTk/XFF1+YYo5WVwZc9dxzzykiIsK+/d///ld16tTxWP/Xr1/XoEGDlJKSYo8VKFBAy5YtU5s2bdzqM6dWRDh8+LB+/PFHU6xIkSL69ttvM12NvHDhwpoxY4Zlv88++0xxcXEezxWA53311Vf6448/7NsdOnTIE7+9/v7+Cg8P18qVK9W2bVuX29evX9+yCpwkLV26VJGRkZ5IEelI+/mZPn06vwkAAAAAkA7mxJFdmBPP2KFDhzRmzBhTrGrVqgoPD1fZsmVd7i8vrXAM3O5WrlypDRs2mGIhISGaNGmSvLwyLlcrWbKkpk2bZtnv3XffVWpqqsdzdUd2n9/hurT/dvv11191+PDhXMoGAG4dFJkDAACLpUuX6vz58/ZtLy8vde/ePRczwq3gp59+0ty5c+3bDRs21Ouvv+7RMSZNmqQDBw6YYq+//rpatGjh0XGyw6RJkywTYwMHDrSs1JCe6tWrWyZPYmJiTLfpA5A3HTt2TK+++qp928/PT998800uZvR/AgICFBoamqU+unfvrvr165tiKSkpWrp0aZb6Rca6dOli+uOjy5cvm36HAQAAAAD/hzlxZAfmxDM3fPhwXbt2zRSbPHmygoKCcikjAJ7y1VdfWWKvvPKKAgMDnWrfpk0bderUyRQ7fPiwli9f7pH8siInzu9wXfPmzVWxYkX7tmEYeWr1ewDIr3xyOwEAAJD3fPfdd6bt1q1bq3Tp0h7pOzo6Wvv379ehQ4cUHR2thIQEFSlSRIGBgSpdurSaNWvm9ORCfhEbG6sNGzbo7NmzunDhggoWLKiyZcuqUaNGqlWrVm6nlyMiIiL0/PPP27d9fHw0bdo0+fh47p+jKSkp+uijj0yxMmXKaMSIER4bIzulXcVckgYPHuxSH88884xlxaXZs2frmWeeyVJuN6Smpmrbtm36+++/dfHiRaWkpKhkyZJq0KCBmjRpIm9vb6f6uXr1qjZv3qy9e/fq0qVLKliwoP37X716dY/kKkmXLl3Srl27dOTIEcXFxeny5csqUKCAihQpouDgYFWuXFk1atRQiRIlPDZmbrhw4YJ27typEydOKC4uTomJiSpUqJCKFCmikJAQ+3EWLVo0t1O1SElJ0caNG3Xs2DGdPXtW0j8rlNStW1dNmjTx6DkirzIMQ08++aQuX75sj7333nuqXLly7iWVDe6//37t2rXLFDt69KhHxzh58qS2bNmiEydO6PLlyypWrJiqVaumVq1apXvrVUf27dun7du369y5c7p27ZqCg4NVtWpVtW7d2mOfyevXr2vfvn3avXu3Ll26pLi4ONlsNhUuXFglSpRQxYoVdccdd2Tpc+Dn56eOHTtqwYIF9th3333HSnwAAAAA4ABz4p7FnDhz4s44dOiQad5Ckrp166b27dvnUkaO/f3339q5c6fOnz+vpKQkBQQE6M4771Tz5s1VsGBBp/pITk7W1q1btXv3bkVGRsrLy0ulS5dWw4YNLYszZEV8fLz+/vtvHTx4UDExMUpISJCvr6+KFCmiUqVKqVKlSqpevXq+L+LPz3P/hmFo69atOnTokM6ePavr168rMDBQtWrVUrNmzVSoUKHcTtEjLl++rEWLFplihQoVUv/+/V3q55lnntHixYtNsdmzZ+u+++7Laopuy4nzuyu5bNq0SceOHVN8fLyKFCmiSpUqqVWrVgoJCXG6n2PHjmnLli06ffq0EhMT7eeL0NBQj30mU1JSdOjQIfs1xri4OKWkpKhIkSIqXry4KlSooCpVqqhq1aqZrnSfke7du+uTTz6xb3///fd66623uNMFAGSFAQAAcJOEhASjUKFChiT7Y/z48W73l5iYaPz888/G008/bdSoUcPUr6OHzWYz6tata3z44YdGfHy80+PMmzfP0tcnn3zidt431KpVy9RnSEiIcf36dafarlu3zujUqZNRoECBdI+3WrVqxoQJE4xr167Z2/Xr18+0T6VKlbJ8HLnt4YcfNh3TiBEjTM+nfV3cOebffvvN0s+wYcM8dATZa/fu3Zbca9eu7VZfNWvWNPXj4+NjxMXFZdjm2LFjlvGnT59ufz46OtoYPny4ERQUlO5nuVy5csYnn3yS4ffj6NGjxsCBA42iRYum28+dd95p/PLLL24du2H8c86ZMGGC0bRp00zPNzfOObVq1TKefvppY9myZU5/v3NbdHS08e677xp16tRx6ji9vb2NBg0aGC+++KKxbt06IzU11dLnqFGjnOoro0e/fv2cyv/ixYvGkCFDMvxMBQQEGC+99JIRERFhbzd9+nTLfseOHfPQq5o7PvvsM9PxtG7d2vT+hIaG3hLH/OWXX1qOY/DgwU61TfsahIaGmp6fM2eO0aRJk3Q/SwULFjT69u1rnDp1Kt0xrl69anz22WdGtWrV0u2nRIkSxvDhw43Lly+7/TqsXLnS6NWrl1G4cGGnvlOlSpUyunTpYkyePNm4ePGiy+NNmzbNcs7L6HUAAAAAgNsRc+JmzIl7BnPimXv99dct+S9atCjHxk879qhRo+zPJSYmGuPGjTMqVKiQ7me5ZMmSxptvvmlcuXIl3TEuXLhgDB061ChZsmS6/VSpUsWYPn26wzlbZyQnJxszZsww2rVrZ3h5eTk151SlShWjb9++xoIFC4zExES3xs1p2TH372i+2dVH2rnK9CQkJBhvvPGGUbFixXT78vPzMwYOHGgcPXrU3m7VqlWW/VatWuWhVzX7LF682JL3/fff73I/169ft1xTCgkJcfv74gk5cX7P7Hdx2bJlGX7nvb29jQceeMDYu3dvumOkpKQY3377rdGgQYMMP5PPPPOMERkZ6fIx3LBlyxZj4MCBhr+/v1PfqeLFixsdOnQwPvnkE7fmsleuXGnpc926dW7nDwAwDIrMAQCAycKFCy3/x+uvv/5yq69PP/3UKF68uNsTMwEBAcb8+fOdGispKckySdegQQO38r5hw4YNlpxeffXVTNslJiYaAwcONGw2m9PHWr9+ffukUVYm1B0VI95cLJwbZs2aZcqndu3axtWrV037eGLCZeDAgZZ+tmzZ4qGjyF5fffWVJfdBgwa51ddTTz1l6ev333/PsE1GReZr1641ypQp4/RnuW3btsalS5csY0yePNnpokrpn+JTVycJV61aZVSpUsXtc44kY+nSpS6NmRt++umnDIuznXns27fP0m9OFZnPnj07w4sqaR8lS5a0vy9ZKTJ3dHzOFsVnl8OHDxtFihSx51OoUCHjwIEDpn1ulSLzDz74wHIcL730klNt0ysyj42NNTp37uz0Z8nf39/4448/LP3v3bvXuPPOO53up1q1asbJkyddOv5Lly4Z3bp1y9L3q1evXi6NaRiOz++TJk1yuR8AAAAAuJUxJ/5/mBP3DObEnVO1alXL5z8nFwFJ+9rdKDLfu3evU38gcuNRt25d48SJE5b+Fy5caAQGBjrdT9euXY2kpCSXjmHnzp1G/fr1szTn9NVXX3ni5cxW2TX3n1NF5itWrMiwuDzto0iRIsaMGTPsx572eWeLzB0dn7NF8Vn12muvWcZ+99133eqrQ4cOlr7SzqPnlJw6v6f3u5iUlOTw3J/eo2DBgsasWbMs/Z85c8Zo27at0/0EBQUZO3fudOkYrl69ajz99NNO//GLo0fz5s1dfu0SExONggULmvoZPny4y/0AAP6P+/eXAAAAt6SlS5eatosXL67GjRu71df27dsVFxfndi7R0dHq0aOHxo0bl+m+BQoU0OOPP26K7dy5U9u3b3d7/OnTp1tiTz75ZIZtEhMT1bVrV02dOlWGYTg91q5du9SqVSsdP37c1TTztAsXLmjIkCH2bS8vL02bNs3pW0i6Yvny5abtQoUKqWHDhh4fJzts3brVEmvZsqVbfbVq1cqp/p2xcuVKdejQQefOnXO6zZo1a9StWzddv37dHnv77bf19NNPKzEx0el+vv76a73yyitO779kyRJ17NhRx44dc7pNfjRlyhT16tVLFy9ezO1U3DJ58mT17t1bUVFRTreJiopS165dLbfEzO9SU1P15JNP6sqVK/bYmDFjVKNGjVzMKvscPnzYEitTpozb/cXHx6tdu3b69ddfnW4TGxurrl27aseOHfbYjh071KZNG+3evdvpfg4fPqywsDDFxsY6tX90dLTCwsIst3/OCZUrV1blypVNsbT/1gMAAACA2x1z4v+HOfGsY07cOceOHdORI0dMsbvuuks+Pj65lNE/du/erX/96186ePCg02327Nmj++67z/TdnzFjhrp166ZLly453c+iRYvUu3dvp/ffunWrQkNDtWvXLqfb5Ef5fe5/8eLF6tSpk06ePOl0mytXrqh///76+uuvszGz7JVXr3tlRU6e3x1JTk5Wt27dNHXqVKfbJCUlqW/fvqZ/65w8eVKtW7fWmjVrnO7n4sWLat++vdO/2deuXVPnzp01efJkpaamOj2OJxQqVMjyWWNOHACyJnf/hQ4AAPKc1atXm7YbNmwob29vj/Rds2ZNNWjQQLVr11aZMmVUrFgxFShQQPHx8Tp58qS2b9+uZcuWmQpRDcPQiBEjVK9ePXXu3DnD/gcMGKAJEyaYYjNmzFCjRo1czjUxMVE//fSTKdaiRQvVqlUrw3aPPfaYVqxYYYkHBATogQce0F133aXg4GDFx8fryJEj+uWXX7R3715J0vnz59WtWzfVrVvX5XzzqmeeecZUTPqf//xHLVq08Pg4p0+ftkzQ3XnnnabP7vnz5/Xdd99p2bJl2rNnj6KiolSoUCEFBQWpfPnyateune677z63J7myYv/+/ZZYtWrV3OqratWqltiBAwdc7ufEiRN68cUXlZSUJEkqUqSI7r33XrVt21YhISG6fv26jhw5ovnz52vPnj2mtqtXr9ann36qV155RT/88IPefPNN+3OlS5dW586d1bhxYwUFBSkhIUE7d+7UnDlzdOHCBVM/n3zyiXr06JHpZyYyMlL9+vWz53qDj4+P2rZtq1atWqly5coqVqyYJCkuLk4RERHas2ePtm3b5vD1z4sOHDigF154wXKxrnDhwmrfvr2aNm2qSpUqqWjRokpOTlZcXJzOnTunPXv2aPPmzZlO/oWEhKhBgwaSpISEBMtFnqpVq6po0aIZ9lGxYsV0n5s/f74GDx5syd/b21vt2rXTPffco3Llyun69es6deqUFi9erL/++kvSP5Onjz32mIYNG5bh+PnJZ599prVr19q3mzRpcksd382Sk5O1cOFCS7xp06Zu9/nEE09o27Zt9u277rpL999/v6pUqaKiRYvq/PnzWrlypRYtWmSaxL5y5Yr69eunbdu2KTIyUl26dLH/Tvn6+qpdu3Zq3769ypYtKx8fHx0/flwLFy7Upk2bTOMfPXpUw4cP18SJEzPNdejQoQ4v9tWoUUMdOnRQrVq1VLJkSRUsWFAJCQmKiYnRwYMHtXv3bm3atMlybnNV06ZNTd//tP/WAwAAAIDbHXPi/2BO3DOYE3fO+vXrLbG0BfK7du3SDz/8oPDwcB06dEjx8fEqXry4goKCVL16dXXo0EGdO3d2ey49rdjYWHXp0kXR0dGS/pkrat++vX2uyMvLS8ePH9cvv/ximSvav3+/hg8fri+//FLh4eEaNGiQfU7K399f999/v1q2bKng4GAlJSVp3759mjNnjmXOdv78+frpp5/Us2fPDHNNSkpSnz59FBMTY4rbbDa1bNlSrVu3VtWqVVW8eHF5e3srLi5OUVFR2rt3r3bu3KmdO3e69EchuSW75/4DAwPtc+LXrl3Tvn37TM9XqFBBgYGBGfaR0efvzz//VPfu3XXt2jVT3GazqUWLFurUqZMqVKggHx8fnT59Wr///rvWrFmjlJQUSdILL7ygsWPHZjh+XpUXr3tlVU6d39PzyiuvaMmSJfbt2rVrq0uXLqpevbr8/f0VFRWldevWaf78+abvTEpKigYMGKCDBw/K29tbXbt2tf/Rhs1mU+vWrXXPPfeoQoUKKly4sM6cOaOlS5daftujoqL0/PPPO7Xwy3vvvac//vjDEq9QoYLuvfde1alTR6VLl1ahQoV05coVxcXF6fDhw9q9e7f+/PNPXb582d2XSdI/c+Lh4eH27Z07dyomJkYlSpTIUr8AcNvKxVXUAQBAHhMXF2e5ZdULL7zgdn/9+/c3WrZsaUyePNk4deqUU23i4+ON0aNHGwUKFLDchuvKlSuZtm/UqJGpXalSpYxr1665nPv3339vuSXX5MmTM2zz7bffOryV10svvWQkJCSk227u3LlGcHCwff/ChQu7fRu1vHRr0O+++86UR9WqVY3Lly873Ddtzq7eOm7JkiWWPh577DHDMAwjOTnZeOeddyyfqfQerVq1cvpWg55Svnx5Sx6Obq/pjGPHjln6atOmjcttbr6VXK9evYyzZ886bJuSkmKMHTvW0r5EiRLGvn37DD8/P0OS4e3tbbzzzjtGYmKiw35iY2ONhx56yNLPvffem+kxv/3225Z299xzj9Ov4bFjx4yPP/7YqF69usNbZuYVjm6B2KdPHyMiIsKp9nv27DHGjBljlCtXzti3b1+G+2blFpyOREREGKVKlbL02axZM2PPnj3ptlu9erXptrlpz4+SjGPHjjmVw6hRoyxt+/Xr5/YxZcWBAwdMx+Lr62vs2rXL4b6OzuvOHnNeMX/+fMsxBAYGOn3747Svwc3npypVqhjLly9Pt+2WLVuM0qVLW8afNWuW0bVrV/t2hw4djIMHD6bbz7Rp0wxvb29TH15eXpn+++bkyZOWW4UHBQUZv/zyi1PHnpCQYCxYsMDo3Lmz0bt3b6fapPXOO+9Yjv/QoUNu9QUAAAAAtxrmxP8Pc+JZx5y481599VVLHpMmTTIMwzCioqKMxx57zKncvby8jN69e7s115G2r5vnnO6+++4M54pmzJhh+Pj4mNp7e3sbu3fvNsqVK2eP/fvf/zaio6Md9nH16lXj2WefteRRo0aNTHOfOXOmpV3jxo2N3bt3O3Xs586dMyZNmmQ0atTI+Oqrr5xqkxtycu7f0XWSrJxLEhMTjVq1ajl8f9evX59uu507dxp33XVXuudHyfm5+unTp1vahoaGun1MzkpKSrL8tvr4+BjJyclu9efoekXfvn09nHXGcvL8bhiG0a9fP1MfBQoUsM8zlypVyvjpp5/SbXv48GGjZs2aljzGjh1rDBkyxHTO2LJlS7r9LF261ChSpIilnw0bNmSYe2JiolG0aFFTmyJFihjTpk0zUlJSMj32q1evGsuWLTMee+wxo23btpnu74ijf9NkdB0BAJAxiswBAIBdeHi45f9wff311273FxMT43bb5cuXWybobkwwZmTChAmWY5g/f77L43fo0MHUR+HChY3Y2Nh09798+bIRGBhoGXvChAlOjbd3717TpLq7kw95ZUL9zJkzRkBAgD0Hm82W4aRXVidcvvjiC0sfgwcPNqKioozmzZs7NRl988NmsxmjR4/O2ovgAl9fX8v47k62Xb9+3VLQmNmktKPJ0xuPoUOHOjXu008/bWl74zPt7e1tLFy4MNM+kpKSjDp16pj68PLyMk6ePJlhuyZNmpja1KpVy7h69apTed8sNTXVqQt3uSVtkXb79u2N1NRUl/u5fv26kZSUlOE+ni4yf/LJJy39tWnTxqnX+/z580b16tXT/YzmtyLzlJQUo2XLlqY8Mjrf5Pci88TERKNGjRqWYxg2bJjTfTh6DSQZtWvXNs6dO5dp+/Xr11vOizf/5j722GNOFbw7KtZ+9913M2zj6PcpPDzc6WO/WXoXLTKzcOFCSw6zZs1yqy8AAAAAuNUwJ/5/mBPPGubEXdOjRw9LDj/++KOxefNmo0yZMi7nX6xYMWPRokUu5ZBeXz179nRqrsjR4is3f6a//PLLTPtITU017rnnHks/GRUhG4b19StVqpQRGRnp9LHfzN05p5yQk3P/ni4yHzNmjMP5zIsXL2baNiEhwTKHfPMjrxeZnz592jJuxYoV3e7v8OHDlv6cWaDIU3L6/G4Y1iLzG4+QkBBj//79mbY/evSoUahQIVPbkiVL2ov/w8LCMvxjsBscFWsPGjQowzaLFy+2tJkxY4bTx34zd89PO3futOQwduxYt/oCABiGlwAAAP6/gwcPWmKVKlVyuz9/f3+323bo0EEvvviiKTZlypRM2z3++OMqWLCgKTZ9+nSXxj558qRWrlxpinXv3l3FixdPt83s2bN16dIlU6xXr14aMmSIU2PWrl3bqePLL55++mn7LSVvbIeFhWXbeOfOnbPEfH199cADD1huW+nl5aWyZcuqdu3aCg4OdtifYRgaPXq0nn322WzJ92bx8fG6fv26KVa4cGG3b8nr4+Nj+Q7cfPs+V7Rp00YffPCBU/uOGTPGknNERIQkacSIEXrggQcy7aNAgQJ68803TbHU1FQtW7Ysw3ZHjx41bfft29fyGjjDZrOpcOHCLrfLCfHx8YqMjDTFBg4cKJvN5nJfPj4+KlCggKdSy1RkZKRmzZpligUGBmr+/PlOvd6lS5fWggUL5OPjk10p5qiPPvpIf/75p327Xr16GjFiRC5mlL2GDx9u+fdFQECAXnvttSz1W7BgQc2ZM0chISGZ7tuqVSvdf//9ptiN81PNmjU1ZcoUpz5fw4YNs9xOc+nSpRm2SXt+ql69ukJDQzMdy5H/x959h0lV3Y/jfy8lsBRBaQakiYhgRCxExAYR0ShWBEsaliS2WGJFYyxJLGgifmLsfi2xV1CxoBEsoGBAjQISAamCgKLC0mF/f/jzxtlZ2Jlts8u+Xs/D83DO3HPue7bcmX3f95zToEGDUo0r7r1cce/5AAAAaiI58W/JiZednHh2iot/yZIlcdhhh6U9Vq9evejQoUN06dIlLTfzneXLl8eRRx4ZjzzySJni6ty5c/y///f/MsoV/f73v4+tt946pe+7nNMvfvGLOOOMM0qcIy8vL/70pz+l9Webczr66KOjWbNmJZ6vOKXNOVWG6pr7X7duXdx2220pfXXr1o2nnnoqmjdvXuL4hg0bxjPPPLPJn/eqruhrQ0REo0aNSj1fcWNLe9+rNCr7+r45999/f3Tp0qXE4zp27Bgnn3xySt8XX3wRGzdujObNm8ejjz4aDRs2LHGen/3sZ9G1a9eUvmyvT/n5+fGzn/2sxHMVR04coGpQZA4AJGbPnp3W16ZNm8oP5P/3y1/+MqX93nvvxcqVKzc7ZptttkkrZn3ppZdi0aJFGZ/3/vvvj40bN6b0Ff1DvKg777wzpV27du248cYbMz5nRMThhx8e/fr1y2pMUWPHjo3Cb3erSf4NGTKkTHNm6957741Ro0Yl7bZt22ZcqFxa30/ufOfuu++OcePGpcRx9913x5IlS2LBggUxderU+Pzzz2P+/Plxww03pCWDIyJuv/32rG/IZKugoCCtr6zJzqLjS/q92ZRrr702atXK7E+GbbfdNnr37p3Wn20x6eGHH55WAD158uTNjlm+fHlKu7TJ9Kqs6HOMqD7P89577401a9ak9F1xxRXRokWLjOfYeeedy3yD68orr0y7Pt53331lmjNb06ZNS/kgRe3ateP//b//F3Xr1q3UOCrLU089FcOHD0/rv/HGG7P6/hfnF7/4Reyyyy4ZHz9w4MBi+//4xz9mnKiuX79+DBgwIKXvgw8+iMLCwk2OqQrXp+222y6tr7j3fAAAADWRnPi35MTLRk48e8XFf9FFFyVF2hERe++9d4waNSq+/vrr+PTTT+Pjjz+OZcuWxQcffBBnnnlmWiH4xo0b49RTT42PPvqo1HFdccUVGRVeRnxb/F40VxTx7e/Cn//854zPuddee6Xlb+TEv1Vdn+eIESPSrsFnnXVWWrHu5rRq1Souv/zyMsUxZMiQtOvj2LFjyzRnJsr7vldxY0t73ytbubi+b0q/fv2if//+GR+/qZz4eeedF61atSr1PPPnz48lS5Zs8viiv7dNmjSp9EWEmjRpkvbhBDlxgNJTZA4AJObPn5/Wl8kKoRWlc+fOKe3169fHv//97xLHnXTSSWnjHnzwwYzPe//996e0O3TosNlPpC9fvjwtroMPPrjYoq6SnHLKKVmPqUrmz58f5513XkrfHXfcEY0bN67Q8xYtYI2IWLVqVfL/fv36xdSpU+OUU06JbbbZJuW4Nm3axAUXXBBTpkwptmDxd7/7XYWuiFB0FfOIbwsZy6Jowm3t2rVZz9GlS5fYZ599shqz2267pfUdd9xxGSflI75dlaDoKgzTp0/f7JiiieW33nor4/NVF9tss03aquXV5XkWXdWiXr16aTdMM/Hb3/62vELKiQ0bNsSQIUNi9erVSd8FF1wQe+65Zw6jqjiTJk0q9vs8cODAEm9SZyLb18virk+NGzeOQYMGlWme5cuXx4IFCzZ5fNHr04cffhhff/11Vucsq2bNmqV9kGHevHmVGgMAAEBVJSf+LTnx0pMTL52S4h86dGiMHz8+Dj300LSVq7t37x633HJLjBkzJm33gJUrV8app55aqpgaN24cgwcPzmpMcTmngw46KNq1a1emeeTEv1Vdn2dxKz3/+te/znqeIUOGVOqupOWlvO97FVdkXpr7XtnK1fV9U8ojJx5R8ofIMplnc9eoor+3n3/+ecyYMSOrc5aHH/7whyltOXGA0lNkDgAkvvnmm7S+bIpDS7Jhw4Z466234pZbbonf/va3ccQRR0Tfvn1jzz33jB49eqT969WrV9occ+fOLfE8/fv3T1ttJtPVat94442YOXNmSt+QIUPSiju/b+LEiWmrvBx66KEZna+oQw89dLPnqupOPfXUlOK5X/7yl/HTn/60ws+7uVVku3btGs8991yJW/H98Ic/jFdeeSVtq8KCgoK4+eabyyXOTJX1Z6Do+M19fTZl//33z3pMcdvP7bffflnP06FDh5T2V199tdnj99prr5T2Qw89FLfeemupnndVVb9+/ejevXtK34033hhPP/10jiLKzMaNG+Pdd99N6evbt2+ptvnceeedY8cddyynyCrfsGHDYuLEiUm7S5cuceWVV+YuoAo0a9asGDBgQNpqMjvttFO5rITVoEGDrIvzi7s+9erVK+tV5ItenyI2f40qen0qKCiI448/vtgtYytS0dXai9sdAQAAoCaSE5cTLys58dLZXPwnnXRSXHPNNSXOse+++8aTTz6Z9vMzYcKEeO2117KOqTS5oqqSE3/rrbfisssui/Xr12d97qqsuub+33nnnZT2TjvtlNUq5t/ZZpttNvuBn+qkLNf54sZWxs9Arq7vm5Ltfbutt946rSC+c+fOWX+Yrqw58cLCwjj++OMrvchbThyg/CgyBwASxW0tVtYVlSMiFi1aFOeee260adMm9ttvv/jd734Xd955Zzz33HMxduzYmDRpUnzwwQfF/iuqpMRaxLdbERZdPXXKlClphY7FKZp4z8vLK3FrzQ8//DCtb/fddy/xXMXZaqutolOnTqUam2t33XVXvPzyy0l72223jeHDh1fKuTeX+L3tttsy/jlu1apVXHfddWn9d911V6ljK0lxsX9/xZbSKDq+NCtd7LDDDlmPKW71hvKYp6RVf4uu1FRYWBhnnnlm7LLLLvHXv/41JyskVISiz3P16tUxcODA2HvvveP2228vduWtXJs+fXqsWLEipW+PPfYo9XxlGZtLU6ZMSSkoz8vLi3vuuadcXmOrmgULFkS/fv3StoNt27ZtvPTSS+Wyykv79u2z3l6zoq5PEZu/Rh188MFpK6a89NJLsf3228eZZ54ZY8aMKXZln/JWdLWf4rasBQAAqInkxOXEy0JOvPQ2FX+TJk2y+hr269cvfvazn6X133nnnVnHVJ1y4sV9EOSaa66Jzp07x9VXX13s72h1VB1z/ytXroyPP/44pa+m5cTL+75XcWMreoX3XF7fi5Ofnx+tW7fOelzRa0tl5MR79OiRtvr5pEmTYscdd4xf/epXMWrUqDLfB82EnDhA+VFkDgAkNmzYkNLOy8uLWrXK9nbhzjvvjC5dusTNN98cn3/+eZnmiig5sfadoomniChx9dSCgoJ44oknUvp+8pOfFLsSxfcVt21kcZ/qzlTHjh1LPTZX5s6dG+eff35K3z/+8Y/YeuutK+X8m1pdaJdddokDDjggq7l+9rOfpcW9aNGitKRgeSn6SfqI8i8yL83qS6X53hWXOCyPeUoqwDzyyCPjqKOOSuufMmVKXHDBBdG5c+do165dnHjiiXHTTTfFhAkTquWKLqeddlr8+Mc/Tut/55134vTTT4+2bdtG586d46STTop//OMf8cEHH+R8RZfFixen9XXp0qXU8+20005lCScn1q9fH7/61a9Stu8866yzYp999slhVBVj8eLF0a9fv/j0009T+rfddtt49dVXS3w9zVRVuj5FbP4alZ+fH7fcckvaTb+vv/46br311vjJT34STZs2jX79+sVll10Wzz77bCxbtizruEpStCi/Ol4DAQAAKoKcuJx4acmJl82m4v/lL38ZW221VVZznXXWWWl9r7/+etYxVaWcU0m5mx49esTZZ5+d1j979uy44ooronv37tGqVasYOHBgXHfddfHGG2/EmjVrso4r16pj7n/JkiVpefmalhMv7/texY0tz11Hisr19b04pT130WtLZeTEIyJuvfXWqFevXkrf6tWr44EHHogBAwZE06ZNY999940LLrggnnjiiXJ5v1SUnDhA+VFkDgAkin6it7CwMKUoLlvDhg2L3/72t8VuOVpama722blz59h3331T+h599NHNJtGefPLJtBV3i0vMF1VcMViTJk0yirM4ZRmbK6ecckrKNmODBg2KY445ptLO36xZs2L7+/fvn/Vc9evXL3Y7y7feeivruTKx1VZbpSVoVq9enXaDK1Pr16+P1atXp/Rt6uuzOdluC1rR85TkoYceihNPPHGTj8+bNy8eeeSR+P3vfx+9evWKrbfeOo455ph4/PHHq01yvV69ejFq1Kjo16/fJo+ZMWNG3HfffXHWWWdFjx49onnz5vGLX/wiXnjhhbQtjCtDcStt1bTr43XXXReTJk1K2h06dIhrr702hxFVjC+++CIOPPDAtJuPzZs3j1dffTV23HHHcjtXdbs+HXPMMfHggw9u8sbHypUr41//+ldcc801ceSRR0bz5s1jzz33jOuvv77cthAteiOmuBs9AAAANZGcuJx4acmJl015xv/jH/84mjZtmtK3aNGirFe5rm45p7/+9a/x+9//fpOPL168OJ5++ukYOnRoHHDAAdG0adM4+OCD495770352a3qqlvuX068+N/voq812ShubGnue2Uq19f34lS361OvXr3i+eefj+bNmxf7+Nq1a2PcuHHx17/+NQYPHhzbbrttdOvWLf74xz/G9OnTyyUGOXGA8qPIHABIFFf8VNpPlr/11ltx8cUXF3uOE088MW699dYYO3ZszJgxI5YtWxYrV66MjRs3RmFhYcq/siiaDF+2bFmMGDFik8cXXdWlSZMmGSUNiktSlWWbtqKf7K7qHn/88Xj11VeTdrNmzeKWW26p1Bh++MMfFttfdDu2TBU37rPPPivVXJlo2bJlSnvjxo2lPt+CBQvSfndatWpV6tiqiwYNGsRDDz0UL7/8cvTp0ydt1eCiVqxYEc8880wcd9xx0alTp7jjjjtyvup3Jpo3bx6jR4+Oxx57LKNtMr/88st48MEH47DDDotu3brFU089VQlR/k9xNyvKssJIRa5OUhHmz58ff/rTn1L67rrrrmr3PEqybNmyOOigg+Kjjz5K6d9mm23i1VdfjZ133jlHkVUdJ554YkyfPj3OOOOMYrcX/b6NGzfGpEmT4pJLLolOnTrFqaeeGkuWLCnT+ctjhwsAAIAtkZy4nHhpyImXXXnGn5eXF7vuumtaf0XGXxXUrl07/vrXv8bEiRPj8MMPT1u1t6jVq1fH6NGj4+STT04WwqgOK/tWt9x/Tc+JR0S0aNEibVeQhQsXlnohnOIW4qio+15V4fq+pejXr19Mnz49hg4dusli8++bNm1a/OlPf4quXbvGsccem7ZjarbkxAHKz+bfZQIANUrRQteIbwsUS/Mp+fPOOy+tb8iQIXHTTTelrSixKWXZOi0iYvDgwXH22WdHQUFB0nfvvffGcccdl3bsrFmz4o033kjpO/7449NWsilOcV+f5cuXl3rrsvJc5aYyFE3UFhYWlmq1kaJz9ujRI63/hRdeiNatW6f1b7/99sXOU9qVDIobV9wWsOWlY8eOsWDBgpS+OXPmRNu2bbOea+7cucXOX1P0798/+vfvH3PmzInnn38+Xn/99Rg3btxmbygsWLAgTjvttBg1alQ8+eSTZbohVhny8vJi8ODBMXjw4Jg2bVq88MIL8frrr8f48eM3+3M6ffr0OPbYY+O0006LW2+9tcRkfHkorpj2+9fkbJVlbC4sXbo0ZfWzH/zgB3HBBRdkNUdxKy4deuihaT+nV199dRxxxBGlC7QMvv766zjooIPivffeS+lv2rRpjB49utgbfDVVmzZt4h//+EfceOON8dJLL8Vrr70Wb775Znz00Ueb3L1i3bp1cc8998SoUaNi1KhRsfvuu2d93jVr1sTKlStT+op7zwcAAFATyYnLiZeGnHjZVff4q5KePXvGs88+G4sXL47nn38+xowZE+PGjdtsgeaXX34Zl156aYwcOTJeeumljK9RuVRdcv81PSce8W0evHXr1jF//vykb926dfHZZ5/Fdtttl/V8lXnfqypc37ck22yzTVxzzTVx9dVXx7/+9a949dVX44033oj3339/kzvHFBYWxlNPPRWvvPJKPP7443HwwQeX6txffvllSltOHKD0FJkDAIn27dun9c2fPz/rP9RnzJgR//73v1P6Dj/88LRVUUpS9I+/bDVq1CgGDRoU9913X9L3yiuvxIIFC6JNmzYpx95///1pKxlksi1oRBSbOP/iiy9KnVCv7onPL7/8sszfu3Xr1sUHH3yQ1r+phEPXrl2L7S/tCjj169dP61u9enWp5spEly5d0rYenTFjRtr2tpmYOXNmWt9OO+1U6tiqq/bt28eZZ54ZZ555ZkR8m4R8880344033ogXXnghJbn5neeeey7OPPPMuOuuuyo73FLr2rVrdO3aNc4///yIiPjkk0/izTffjLFjx8aLL74YS5cuTRtz++23x3bbbReXXXZZhcdX3M2Jr7/+utTzlWVsVbB27dpir23ZmjZtWlpfWa+7pfHNN99E//79Y9KkSSn9W221Vbz88ssZrbZfE+Xn58fRRx8dRx99dER8u7rSO++8E2+99Va89NJL8e6776at6rNo0aI47LDD4qOPPsr6Zmtx17vi3vMBAADURHLicuLlQU48e5uKv7RFwJUdf1XUsmXLOPnkk+Pkk0+OiIjPP/883nrrrXjjjTfixRdfjE8++SRtzIQJE2Lw4MExevToyg631Kp67l9O/FtdunRJ+17MmDGjVEXmubzvlYvr+5aoTp06cfDBBycF42vWrIl333033nrrrXj55ZfjrbfeSttZ4ZtvvomBAwfG5MmTY8cdd8zqfOvWrYvFixen9MmJA5RerZIPAQBqiuJWjiguGVOSV155Ja3vj3/8Y9bzzJo1K+sxRRVNim/cuDEeeOCBlL7CwsK4//77U/q6desWe+21V0bnKG616Q8//DDLSP8Xy0cffVSqsTVZy5Yto127dmn9pU2+ffXVV2l9pV1BJRPFFWK+/fbbpZpr/PjxaX2lWfl2S9OuXbv42c9+FnfccUfMmzcvxowZU+zqE/fcc09MmTIlBxGWj86dO8fJJ58cDzzwQCxatCiee+656NmzZ9px11xzTbEF6OWtuJUhpk+fXur5Pv7447KEQzlavnx5HHzwwTFx4sSU/saNG8fLL78cP/7xj3MUWfXTqFGj6NevX1x55ZXxzjvvxJw5c2Lo0KFpN0cXLVoUw4YNy3r+ojtlRNSsHS4AAAA2R078f+TEq5fqnhMvLmcZUfpV7Ss7/uqgVatWMXDgwLj55pvjv//9b0yaNCmOP/74tONeeeWVePHFF3MQYfmoarn/Fi1apO0iWhNz4u57sTn16tWLfffdNy655JIYM2ZMLFq0KK6//vq0D2kUFBTE5ZdfnvX8CxcuTFvIRU4coPQUmQMAie7du6f1lSbxMW/evJR2/fr1Y88998x6ntImG75vv/32i06dOqX0FU2ejxkzJubMmZPSl+mKLRFRbCHdO++8k0WU/zN16tRqtzVoVdGnT5+0vs1tB7k5s2fPTutr0aJFqebKxH777ZfWV3Rl80wVHVenTp3Ye++9SzXXlqxPnz7x8ssvx29+85uU/sLCwnjmmWdyFFX5ql27dgwYMCDGjx8fP/3pT1MeW7lyZbz00ksVHkOXLl2iUaNGKX1FV73ORlnGUn5WrFgRhxxySNprXaNGjeLFF1+MXr165SiyLcN2220X11xzTYwePTpq166d8thTTz2V9XzF3YjaddddSx0fAADAlkRO/H/kxKuf6pwT79ixY7FF8tUl/upo9913j0ceeST+8pe/pD1WmpxTVZXr3H+DBg3SVtmuiTnx8rrvtWHDhrTXxlatWmW9sjVVW7NmzeKiiy6Kd955Jxo3bpzy2PPPPx9r1qzJaj45cYDypcgcAEh06tQpttlmm5S+0qw+UnR13KJzZurxxx8v1bjvy8vLS0uOT58+PeVT70W3LK1Tp0784he/yPgcXbp0SXuOjz76aNpWo5l46KGHsh6Ta+eee24UFhaW6V9R7du3L/a4Dh06bDKOww47LK2vuNUNMlHcuN12261Uc2XiRz/6Udp2tVOnTo1p06ZlNU9xY3r37h1bbbVVmWPcUl1zzTVpRZz/+c9/chRNxahTp05ce+21af2be5516tRJ69uwYUPW565Vq1baqkRjx44tdmWhkkyZMiX++9//Zj0ul3r06FHm6+MBBxyQNu+nn36adtyQIUMq5TkVFBTEoYcemnadbNiwYbzwwguxzz77VEocNcF+++0Xhx9+eErfzJkzY+XKlVnNU3Qr1lq1alnpBwAA4P8nJ/4tOfHsyImXj/KKf9myZWl58fr160fXrl1LHduW7OKLL05b5X1Ly4lHZJ/7L6+ceESkLcLx8ccfl2pF8mXLlsXYsWNLFUOu9enTJ+rVq5fS99prr8WyZcuymufll1+OFStWpPQdfPDBaavFl5eqcn2vqbp06RKnnHJKSt/KlStj5syZWc1TNCcesekdNAAomSJzACBF0e0wi/sjrCQNGzZMaS9btixtS6qSvP766+X26fxf/vKXUatW6tue++67LyIili9fHk8//XTKY4ceemi0atUq4/nz8vJi0KBBKX1z586Nxx57LKs4ly1bFnfffXdWY/ifww8/PK2YetSoUVknrD788MN4//33U/oaNGhQ4auBF7dN5R133JHVHMUdf8IJJ5Q6ppqgWbNmaSvalHZL2aqs6MopEZt/nkVXioiItERupoquor569er45z//mfU8d911V6nOT/lZuXJlDBgwIN58882U/gYNGsSoUaOKXZ2Gssn2d7c4Rd/L7bzzzmk7DAAAANRkcuJy4tVVdc+J//znP0/rK03e8MEHH0wr7Ozdu3fUr1+/1LFtyWrXrh2dO3dO6dsSc+LZ5v4rMiceUbr89v333x9r164tVQy51qhRoxgwYEBK3+rVq9N21iiJ+141T0XkxJs0aRJdunQpU1wANZkicwAgRf/+/VPaM2fOjIULF2Y1xw9/+MOU9qpVq9IK0jZn5cqVadvYlUXbtm2jX79+KX2PPfZYrFq1Kh577LG0FUGz2Rb0O6effnpa3+9///tYvHhxxnOcd955sWTJkqzPzbfy8/Pj1FNPTelbtWpVsSs4b84VV1yR1jdgwIC0FRfK229+85u0Gz933313zJo1K6PxM2fOTLsh06RJE8m2EqxevTrtpsuWuI1qcdfxzT3PrbfeOq0v05/Fok466aS035+rrroqvvjii4znmDp1atx6662lOj/lY/Xq1XHkkUemrZyTn58fzz//fLErrlN2RX938/Lyonnz5hmPX716dfz73/9O6Tv44IPLJTYAAIAthZy4nHh1Vd1z4r17907bbW3ChAnxwgsvZDzH8uXL48Ybb0zrP/bYY8sc35as6DVuS8yJZ5v7b9y4cdpq5qXNiR911FFpH9y55ZZbYvr06RnPsWTJkrj66qtLdf6qorjXiWHDhmX8QZhx48bF888/n9LXqVOnOOigg8olPqqmbO9nFafoe7CDDjoo7R4sAJlzBQUAUhx66KFpfWPGjMlqjuJWMr3sssti3bp1JY5dtWpVDBo0KP773/9mdc6SnHzyySntb775Jp566qm0bUFbtmxZ7BaNJdl1113jiCOOSOlbuHBh9OvXLz777LPNjt2wYUOcf/75WX96vzh9+vSJvLy8lH/frVBTE1x44YVpq7P+9a9/TUtCbcr//d//xTPPPJPSl5eXF5dffnlG4zt06JD29c90K8Mdd9wxBg8enNJXUFAQQ4YMidWrV2927OrVq+NXv/pV2s2hs88+O5o0aZLR+aurGTNmxJ/+9KdS34y64447Ys2aNSl9u+66a4njyvK9Lo3x48fHzTffHMuXLy/V+Jtvvjmtb3PPs23btmk/O9nc3Pm+5s2bx4knnpjS98UXX8Sxxx5b4s92RMTixYtj4MCBGb2GbM6VV16Z9j0bMmRImeasTsry/NeuXRvHHHNMvPrqqyn9+fn58dxzz0Xfvn0rIOItw5VXXhkTJkwo1dh58+alvSZ17do16tatm/Ec48ePT7vGFfdeDwAAoCaTE5cTr86qc048Iootoj3llFMyKu7dsGFDnHLKKTF37tyU/u222y7t539LsmLFirjwwgvTnnemRo4cGXPmzEnpyyQnXtm/a5Wd+69Vq1Z069Ytpe/ll1/OeleKiIi6devGGWeckdK3du3aGDhwYEaLr6xcuTKOOeaYrHclKOq+++5L+5716dOnTHNm48ADD4xevXql9C1cuDBOP/30Er+uX375ZZx00klpx1166aVRu3btjM6f6+dfU910003xyiuvlGrsN998k3Zdadq0abRv3z7jOWbNmpV2fZQTBygbReYAQIodd9wxunbtmtJXtKisJD/+8Y/T/tgbN25cHHPMMbF06dJNjnv33Xdj//33TwoZi27zWBZHHXVU2sq811xzTYwfPz6l7+c//3lWxVvfd9ttt0XTpk1T+j788MPo2rVrXHfddWlJu5UrV8ZTTz0VPXv2jL/97W8R8W3iaY899ijV+YnYdttt45prrknp27hxYxxzzDFx8803x/r164sdV1BQEBdffHGcc845aY+deuqp8aMf/ahC4i1q2LBhaTcE3nzzzc3emFmwYEH85Cc/iXHjxqX0t2/fPi655JIKi7WqWLFiRfzxj3+Mdu3axc9//vN45plnYtWqVSWOW7t2bdx4441x4YUXpvTXrl07jj/++IoKt9QWL14c5557bmy33XZx2mmnxejRozO6SblixYq4+OKLY/jw4Sn9TZo0Sduq8vvy8vLStsN99dVXY+jQoVmtRvWd66+/Pm315bFjx8ZPfvKTmDZt2ibHvfXWW7HvvvvGxx9/HBHfFjVTudavXx+DBw+OF198MaW/fv36MWLEiDjwwANzFFn1MGLEiOjVq1f06tUrbr755oxv/o0fPz5+8pOfxDfffJPSX9w20ptT9D1cs2bNYt99981qDgAAgC2dnLiceHVW3XPihx12WBxzzDEpfYsWLYp99903XnrppU2Omzt3bhxxxBHxxBNPpD12/fXXV/gq7Lm0fv36uPHGG2P77bePo48+Oh566KH4+uuvSxy3cePGuO+++4rNL2Wbc6oMucj99+7dO6U9ffr0OPXUU9OuZZm46KKLokuXLil9U6ZMiX333TfeeeedTY776KOPok+fPvHWW29FRPXPid9yyy1pReGPPfZYHHvssfHVV18VO2batGnRu3fv+OSTT1L6f/zjH9eohWOqq9dffz369+8fP/rRj+Kaa65J7u+UZMqUKdGvX7+037fBgwdn9T6l6Hu4OnXqlOrDdAD8T52SDwEAapqf//zncdlllyXtZ599NtavX5+2Tdym1K5dO6644oq0lSKef/756NChQwwcODB69eoVzZs3jxUrVsTcuXPjxRdfjIkTJ0ZhYWFy/C233BK//OUvy+U51atXL0444YS49dZbk77iChtLsy3od1q3bh0PPvhgHHPMMbF27dqk/5tvvomhQ4fG0KFDo3nz5tGiRYtYvnx5fP7552lFon/5y19iypQpMWnSpKQv00/k862zzjorxo4dG08//XTSt27dujj33HPjpptuiqOPPjp23nnnaNKkSXzxxRcxefLkGDlyZLGFsz179oy///3vlRZ727Zt46677ooTTjghpX/cuHHRsWPHGDRoUPTs2TO23XbbWLhwYUycODGefPLJtJ+junXrxiOPPBINGjSotNhzbfXq1fHQQw/FQw89FPn5+dGjR4/YbbfdonPnztG0adNo3LhxrFmzJhYtWhQffPBBvPTSS8V+zy+55JJo27ZtDp5BZr755pu444474o477ojGjRvH7rvvHrvttlt07NgxmjZtGg0bNozVq1fH/PnzY/LkyfHyyy8Xe4PhxhtvLDE5ffLJJ6fdyLnuuuviuuuuix/+8IexzTbbpL0uHHHEEcWuPtSiRYu4/fbbY9CgQSnX+bfffju6d+8eP/nJT6Jfv37Rpk2bWL9+fcydOzdGjRoVEyZMSI5v1KhRnH/++XHVVVdl/PWi7B577LEYOXJkWn/9+vXjoosuiosuuqjUc++5555x9913lyW8amPChAkxYcKEOPfcc6NLly7Ro0eP2GWXXaJFixbJzfivvvoq/vvf/8aYMWNi8uTJaXN07ty52Bu/m/P918KIiOOPP77UhQMAAABbMjnx0pETrxqqc048IuLuu++O999/P2X18oULF8ZPf/rT6NmzZxx22GHRsWPHqFevXixatChef/31ePHFF4vdJfF3v/td2q6KW6oNGzbEiBEjYsSIEVG3bt3o3r177LbbbrHTTjvF1ltvHU2aNIl169bF4sWLY8qUKfHSSy8VuwDCz372s7QFR6qSysz9n3zyyXH77ben9N17771x7733RosWLaJFixZpubVN5Tjr168f9957b/Tp0yfl+vjxxx9H7969o3fv3nHooYdG27Zto1atWrFgwYIYPXp0jB07NjZs2BAR/3ttqc4LCu2xxx7x5z//OYYOHZrS/8wzz8Qrr7wSJ554YnTv3j2aNWsW8+fPjzfeeCNGjRqVtoJ5kyZN4uGHH45ataylWl1MmTIlLrvssrjsssuiQ4cOsdtuu8Wuu+4arVq1iqZNm0adOnXim2++iRkzZsSbb74Z48aNS3lPFPHtoinZ3hN66qmnUtoHH3xwtGzZsszPB6AmU2QOAKT5+c9/Hn/4wx+SP+S++OKLGDt2bPTr1y/jOU466aR45ZVX4pFHHknpLygoiAceeCAeeOCBzY6/7LLL4he/+EW5JdQjvk0OfT+hXtSee+5Z5tU5DjvssHj66afj2GOPLTbBuXTp0k2uXHP++efHhRdemLZiRHmuXlMT5OXlxUMPPRTHHHNM2sq7c+bMSVvReVP23nvveOaZZyp9xZPjjz8+Fi5cGL///e9T+teuXZskUjenbt268eijj1bppHBFW7VqVbz99tvx9ttvZzXuuOOOiyuuuKKCoip/y5cvj9dffz1ef/31rMadd955ceqpp5Z43MCBA+PAAw+Mf/3rX2mPLVy4MBYuXJjW36NHj83Od9ttt8Xpp5+ekihcv359jB49OkaPHr3JsXXq1ImHH344o61EKV+bWjH/q6++2uRKM5kqutJZTTF9+vSYPn16PPbYYxmP2W677eKZZ57J6sNDH330UUyfPj2lrzzfVwEAAGxJ5MRLT04896p7TnzrrbeOV199NQ488MD49NNPUx5799134913381ont/85jfJCvk1zbp162LSpEkpH9bIRJ8+fTZ7jahqKjr337NnzxgyZEjcd999aY8tWbIklixZkta/uRzn3nvvHU899VQMHDgwpdC8sLAwxo0bl7ZDbVF///vf03baqI4uueSSWLRoUdx8880p/StWrIg777yzxPGNGzeOF154ITp16lRRIVLBZs+eHbNnz45nnnkm4zFNmzaNp59+OrbddtuMxyxbtizGjBmT0icnDlB2PuIFAKRp165d2rZRJRW2Fufee++NU045Jasx9evXj7///e/x5z//OevzlWSPPfaIXXbZZZOPF11lprQOO+yw+M9//pPxDYhWrVrFQw89FDfeeGNEfPsH8Pc1adKkXOKqSerXrx/PPfdcXHrppVmv2FqnTp1k5ZdWrVpVUISbd95558WTTz4ZzZo1y2pc+/bt47XXXkvbXnRL1qBBg2jcuHGZ5mjUqFFce+218cgjj2T087Jhw4b48ssvU/p+8IMfROfOncsUx+Y0adIk6tevX6Y5WrRoEffcc0/GN1pq1aoVTz75ZLmu/PPb3/42Hnroodhmm20yHrP11lvHyJEj4/DDDy+3OKCyZJMA35TDDz883nnnndh5552zGvfwww+ntHfbbbf48Y9/XOZ4AAAAtkRy4mUjJ5571T0n3rFjx3j33XfjqKOOynrs1ltvnez+mOnuA9VZnTp1sr53UFTdunXj97//fbz00ksZf6ijuALrbPNV2chF7j8i4vbbb49zzjmn3FbMHjBgQIwaNSqrHVTz8/PjnnvuidNPP71cYqgKhg8fHrfcckvWO/Dusssu8c4770Tv3r0rKDLKW3nkxPfdd98YN25c7L///lmNe+KJJ1IWztl2221L9boCQCpF5gBAsYquovz444/H119/ndUc9erVi7vvvjtGjRoV++yzz2aPbdKkSfz2t7+NKVOmxFlnnZV1vJna1Naf9evXjxNOOKHcztO5c+d45ZVXYuLEiXHhhRdGz549o3Xr1lG3bt1o2LBhdO7cOQYNGhT3339/zJ49O6WIc9GiRSlzZVOMyf/Url072Wr1t7/9bYkr5m677bbx61//OqZPnx5///vf4wc/+EHlBLoJAwcOjP/+979x+eWXR+vWrTd77A477BA33HBDTJs2Lfbdd99KirBq2HHHHWPp0qUxevTo+P3vfx977bVXxt+7rl27xlVXXRWffPJJXHLJJZGXl5fRuEmTJsXy5ctT+n79619HmzZtso4/U3379o0vvvgiRowYEWeccUb06NEj422D99hjj7jxxhvjk08+yfrGYdOmTeOhhx6Kjz/+OK688soYMGBAdOrUKbbeeuusb1Z954QTToiPP/44zjrrrGjRosUmj2vSpEn87ne/i2nTpsWhhx5aqnNBrr300ksxderUuPHGG2PAgAHRvHnzjMY1adIkfvWrX8Xrr78ezz77bNbXl/Xr18e9996b0lf0vR0AAACp5MTLRk4896p7TrxZs2bxzDPPxGuvvRZHHHFEifF06dIlrrrqqvj000/jN7/5TSVFmXuNGjWKzz//PN5888249NJLY//998+4cLd9+/Zx0UUXxbRp0+Kvf/1rxqvWf/755zF16tSUvsMOOyx69uyZdfyZykXuP+Lb6/jw4cNj9uzZMWzYsDjmmGOiS5cu0axZs1L/jvTr1y+mTp0al1122WaLzfPz8+NXv/pVfPjhh+X2IaCq5Mwzz4zp06fH2WefXeJ1ftddd40777wzJk+eHN26daukCCkPt99+e8yePTv+8Y9/xLHHHptxbjs/Pz+OPfbYeO655+LNN98s1fe96Mr4Z555Zs5f2wC2BHmF39+nHADge/bYY4+YPHly0v773/9epmT3559/HuPGjYvPPvssvvrqq6hXr160atUqunbtGrvttluNWGGiJKtWrYqtttoq1q9fn/RdfvnlcfXVV+cwqi3Dhg0b4r333ospU6bE559/HuvWrYumTZtG8+bNY+eddy7ztrAVqbCwMD766KP4z3/+E5999lmsXr06GjRoEG3bto3ddtutQlfQro7WrFkTM2bMiJkzZ8Znn30Wy5cvjzVr1kSDBg2iSZMm0aFDh9h1110zLvYs6rrrrouhQ4cm7fr168fMmTNL/DBAeSsoKIhPPvkkZs2aFYsWLYrly5fHunXrolGjRtGkSZPYYYcdonv37lV65af169fH22+/HZ9++mksXLgwCgsLk9/JPffcs9SF7FCVzZ07N2bOnBmzZ8+Or776KgoKCqJu3bqx1VZbRcuWLWOXXXaJHXbYoUyrJT3zzDMpu1q0adMmPv30U79TAAAAJZATr3xy4hWnOufEI77Nf7777rsxffr0WLZsWRQWFkazZs2iZcuW0bNnzwpd9KO6Wb9+fcycOTNmzpwZ8+fPj2+++SZWrVqVrAberl272GWXXUr9NXv00UfTPpQyadKk2H333csj/IxVdO6/MhQWFsa///3v+O9//xsLFy6MtWvXxjbbbBM77bRT7LXXXpGfn5/rECvFd9enjz76KLk+NWzYMDp06BB77rlnViu/U/UtXLgwZsyYEbNnz44vv/wyCgoKolatWtG4cePkNWmnnXYq0/ui9957L+WalJ+fH3Pnzq3S1wOA6kKROQCwSSNHjkzZQqpz587x8ccfl9sWcaQbMWJEHH300Sl9zz33XAwYMCBHEQFFHXzwwTF69Oikfe6558ZNN92Uw4gAUu2///7x5ptvJu1bbrklzjzzzBxGBAAAUD3IiVc+OXGo+n7729+mrBB81FFHxTPPPJPDiABS/fKXv4x//vOfSfuCCy6IG264IYcRAWw5FJkDAJvVq1evmDBhQtJ+7LHHYvDgwTmMaMu2zz77xPjx45N23bp1Y+HChdGsWbMcRgV857vVflauXBkREQ0aNIhZs2ZFq1atchwZwLfGjRsX++67b9Lu0KFDTJ8+3bagAAAAGZITr1xy4lD1de7cOWbMmBEREXl5efH+++9H9+7dcxwVwLfmzJkTO+ywQ7IrylZbbRWzZs3yXgKgnPjINQCwWddee21a22fUKsYNN9yQkkyPiDjmmGP8AQxVyIQJE5IC84iIM888U4E5UKUUfe921VVXKTAHAADIgpx45ZETh6pv/vz5SYF5RMSxxx6rwByoUm644YakwDwi4vzzz/deAqAcKTIHADarb9++MXDgwKT9/vvvx2OPPZbDiKq2cePGxX333Rdr1qzJeMzGjRvj6quvjksuuSTtsbPOOqs8wwPK6LXXXkv+36hRo7joootyGA1AqnHjxsWoUaOSdq9eveIXv/hFDiMCAACofuTEsyMnDlu27+fEa9WqFVdeeWXuggEo4tNPP4277rorabdv3z4uvPDCHEYEsOVRZA4AlOimm26Khg0bJu3LLrss1q5dm8OIqq558+bFSSedFNttt12ceuqpMWLEiJg3b16xx06fPj3+8Y9/RNeuXeOKK66IjRs3pjx+6qmnxr777lsZYQMZGjNmTPL/s88+O5o3b57DaABSff+DL7Vq1Ypbbrkl8vLychgRAABA9SQnnjk5cdiyfT8nfvzxx0e3bt1yGA1Aqj/84Q8p79GGDx8e+fn5OYwIYMuTV2hvLwAgAyNHjoz33nsvaZ944omx44475jCiqunRRx+NE044Ia2/cePG0axZs2jUqFGsWLEili5dGitWrNjkPN27d4+33347GjRoUJHhAgBbiMWLF8ett96atDt27Bi/+tWvchgRAABA9SYnnhk5cQAgF1avXh3Dhg1LPrS2zTbbxNlnn53jqAC2PIrMAQDK0aYS6tk47LDD4uGHH46tttqqnKICAAAAAIDyJycOAACw5aqV6wAAALYkO+64Y+y5556lGtu1a9e477774tlnn5VMBwAAAACgypMTBwAA2HJZybyKmTlzZkycODHmz58fa9euja233jp22mmn6N27d9SvXz9ncRUWFsbkyZPj/fffj8WLF0dERKtWrWLXXXeN3XffPfLy8nIWGwBURfPmzYvXX3893nnnnfj4449jzpw5sXTp0li5cmUUFhZG06ZNY5ttton27dvHvvvuGwcccEDst99+XlMBAACoUeTEAWDLICcOAACw5VFkXkWMGDEi/vSnP8XkyZOLfbxRo0YxZMiQuOKKK6J58+aVFte6devi5ptvjuHDh8eCBQuKPWa77baLc889N84+++yoW7duxnOPHTs2+vbtW+rY2rdvH7Nnzy71eAAAAAAAckNOPHty4gAAAABAZVJknmNr1qyJU045JR566KGMjm/RokU8+eSTsf/++1dwZN9+2vzII4+M9957L6Pj99hjjxg5cmS0adMmo+Ml1AEAAAAAahY5cTlxAAAAAKB6qJXrAGqyjRs3xnHHHZeWTK9du3Z07NgxevToEU2aNEl5bMmSJfHTn/403n777QqNbfHixdG3b9+0ZHp+fn7svPPO0bVr17StSidNmhR9+/aNpUuXVmhsAAAAAABUP3LiAAAAAADVR51cB1CT3XDDDTFy5MiUvtNOOy0uv/zyaN26dUR8m3QfOXJknHvuuTF37tyIiFi5cmUMHjw4Pvroo7SEe3kZMmRIzJw5M2nXr18/rrvuuvj1r38dDRo0iIiIgoKCuPPOO+PSSy+N1atXR0TEJ598EieffHI8++yzWZ/zF7/4Rfzyl7/M+Pj8/PyszwEAAAAAQG7IiaeSEwcAAAAAqrK8wsLCwlwHURN98cUX0bFjx1i+fHnSd+2118Yll1xS7PELFiyIfffdN2UrzD/+8Y9x1VVXlXtso0ePjoMPPjhp161bN1599dVNbkf6+uuvx0EHHRTr1q1L+l577bUSt/0sujXoFVdcEVdeeWXZggcAAAAAoMqRE5cTBwAAAACql1q5DqCmGjZsWEoyff/994+LL754k8e3adMm7r777pS+m266Kb744otyj+3yyy9PaV9yySWbTKZHRBxwwAFpsf/hD38o97gAAAAAAKie5MQBAAAAAKoXReY5sHHjxrj33ntT+q688srIy8vb7LgDDzww9ttvv6S9fPnyePzxx8s1tg8//DAmTpyYtBs2bBgXXnhhieMuuuiiaNiwYdIeP358TJs2rVxjAwAAAACg+pETBwAAAACofhSZ58D48eNjyZIlSXv77bePPn36ZDT2lFNOSWmPGDGiHCOLGDlyZEp78ODB0bhx4xLHNW7cOAYNGpTSV96xAQAAAABQ/ciJAwAAAABUP4rMc2DUqFEp7YMOOqjEFVu+f+z3jR07NgoKCiostv79+2c8tmhszz//fLnEBAAAAABA9SUnDgAAAABQ/Sgyz4H3338/pd27d++Mx7Zu3To6dOiQtNeuXRtTp04tl7gKCwvjP//5T6lj22effVLaH3zwQRQWFpZLbAAAAAAAVE9y4gAAAAAA1Y8i8xyYNm1aSrtbt25ZjS96fNH5SmvOnDmxcuXKpN2wYcNo165dxuPbt28fDRo0SNoFBQUxb968rGIoLCyMWbNmxTvvvBPjxo2LadOmxbJly7KaAwAAAACAqkNOfNPkxAEAAACAqkqReSVbtWpVzJ07N6Wvbdu2Wc1R9Pjp06eXOa7i5sk2ruLGZBPb/fffH82bN49OnTrF3nvvHfvuu29069Ytttlmm+jatWuceeaZMWXKlKxjAgAAAAAgN+TEN01OHAAAAACoyhSZV7KlS5embJdZt27daNmyZVZztGnTJqW9ePHicomt6Dzbbbdd1nOUJbbZs2fHl19+WexjH3/8cdx6662xyy67xKBBgzZ5HAAAAAAAVYec+KbJiQMAAAAAVVmdXAdQ06xYsSKl3aBBg8jLy8tqjoYNG252ztIqOk/R82SiomL7TmFhYTz55JMxceLEePHFF7PeVrUkixcvjiVLlmQ15ptvvol///vfsdVWW0XTpk2jbdu2Ua9evXKNCwAAAACIWLNmTcybNy9pH3DAAdG0adPcBUSJ5MTLRk4cAAAAAGq2XObFFZlXsqIJ5vr162c9R35+/mbnLK1cxbbjjjvGgAED4oADDoidd945WrZsGfn5+bFs2bL473//G6+88krccccdsWjRomTM3Llz49BDD40JEyZEq1atso5zU2699da46qqrym0+AAAAAKDijBgxIo488shch8FmyImnkxMHAAAAAEqrMvPiiswr2erVq1PaP/jBD7Keo+iKIKtWrSpTTN+p7Ng6dOgQY8aMiT59+hT7eIsWLaJFixaxzz77xCWXXBLnnntu3HHHHcnjc+bMiTPOOCOeeuqprOMEAAAAAKDiyYn/j5w4AAAAAFCd1Mp1ADVN0ZVQ1q5dm/Uca9as2eycpVXZsXXo0GGTyfTiYrv99tvj3HPPTel/+umn49///ne2YQIAAAAAUAnkxP9HThwAAAAAqE6sZF7JGjVqlNIuulJKJoquhFJ0ztKqyrF954Ybbojnn38+ZsyYkfQ9+OCDseeee5bL/GeccUYMGjQoqzFTp06NwYMHJ+0RI0bEDjvsUC7xAAAAAAD/M2PGjDjqqKOSdtu2bXMXDBmpynnnqhzbd+TEAQAAAKBmy2VeXJF5JSuaYF65cmUUFhZGXl5exnMUFBRsds7yiq3oeTJRUbF9p06dOnH22WfH2WefnfSNHj263OZv2bJltGzZskxz7LDDDrHzzjuXU0QAAAAAwKbUq1cv1yFQAjnxspETBwAAAAC+rzLz4rUq7UxERETz5s1Tkufr1q2LxYsXZzXHggULUtplTQBvap758+dnPUdFxfZ9Bx54YEr7k08+icLCwnI/DwAAAAAAZSMnXnZy4gAAAABALigyr2T5+fnRrl27lL65c+dmNUfR43faaacyxxUR0aVLl5T2vHnzsp6j6Jjyiu37ii71v379+li2bFm5nwcAAAAAgLKREy87OXEAAAAAIBcUmedA0STz1KlTsxo/bdq0zc5XWu3bt4/8/PykXVBQEHPmzMl4/Jw5c2LlypVJu2HDhmnJ7/JQt27dtL5169aV+3kAAAAAACg7OfGykRMHAAAAAHJBkXkO9OjRI6U9fvz4jMcuXLgwZs+enbTr1q0b3bp1K5e48vLyonv37qWObdy4cSnt7t27p2yDWl4WLVqU0s7Ly4tmzZqV+3kAAAAAACg7OfGykRMHAAAAAHJBkXkODBgwIKX96quvRmFhYUZjR48endLu27dvNGrUqMJie+WVVzIeW/TYww8/vFxiKuqtt95Kaf/whz+MOnXqVMi5AAAAAAAoGznxspETBwAAAAByQZF5DvTu3TuaN2+etGfNmhVjx47NaOw999yT0j7yyCPLM7Q44ogjUtpPPPFErFixosRxy5cvjyeeeKJCY/tO0a/BgQceWCHnAQAAAACg7OTEy0ZOHAAAAADIBUXmOVCrVq0YMmRISt9VV11V4sot//rXv+LNN99M2o0bN47BgweXa2zdu3ePnj17Ju0VK1bEsGHDShw3bNiwKCgoSNq9evUqty1Lv+/BBx9Mu/lw1FFHlft5AAAAAAAoH3LipScnDgAAAADkiiLzHLn44otTtvR8/fXX4/rrr9/k8QsWLIhTTz01pe+cc85JWf2lOHl5eSn/Mlkd5uqrr05pX3fddfHGG29s8vjiYv/zn/+82XM8+uij8fTTT2e8JWpExCOPPJL2NejRo0ccffTRGc8BAAAAAEDlkxOXEwcAAAAAqhdF5jnSvHnzuPTSS1P6hg4dGmeccUZ89tlnSd/GjRtjxIgR0bt375g9e3bS37p16zj//PMrJLZDDjkk+vfvn7TXrVsXBx98cNx8882xcuXKpL+goCCGDx8ehxxySKxbty7pP/TQQ0vcrvPjjz+OgQMHxo477hiXXXZZvP322ymrvnxn7dq18dprr8WRRx4ZJ554YqxZsyZ5rH79+nHbbbdFXl5eWZ4uAAAAAAAVTE5cThwAAAAAqF7yCrNZNoNytXHjxjjyyCPj+eefT+mvXbt2tG/fPpo0aRKffvppfPXVVymP5+fnxyuvvBL77LNPiecommweM2ZM9OnTp8Rxn3/+eey9997x6aefpp17++23j8LCwpg1a1asXr065fFOnTrF22+/HS1atNjs/FdeeWVcddVVKX21atWK7bbbLpo2bRr5+fnx9ddfx+zZs9POERFRt27dePTRR+OYY44p8blUtClTpsSPfvSjpP3RRx/FzjvvnMOIAAAAAGDLJBdXvcmJy4kDAAAAANnJZT6uTqWchWLVqlUrnnjiiTjppJPi0UcfTfo3bNgQs2bNKnZMs2bN4sknn8womV4WrVq1ijFjxsSRRx4ZH3zwQdK/atWqmDJlSrFjevToEc8++2yJyfRN2bhxY8ydOzfmzp272eN23HHHePjhh2OPPfYo1XkAAAAAAKh8cuKp5MQBAAAAgKqsVq4DqOnq168fjzzySDz55JPRo0ePTR7XsGHDOOOMM2Lq1KkZrbpSHtq3bx8TJ06M66+/Plq3br3J41q3bh3Dhg2LCRMmRNu2bTOae/DgwTF06NDYe++9Iz8/v8Tj69SpE/vtt188/PDD8dFHH0mmAwAAAABUQ3LicuIAAAAAQPWQV1hYWJjrIPifGTNmxIQJE2LBggWxdu3aaNq0aXTt2jX22WefqF+/fs7i2rhxY0yaNCk++OCDWLx4cUREtGzZMnr06BG777571KpV+s8rbNiwIaZPnx6zZs2K+fPnxzfffBNr166NRo0axdZbbx0dO3aMnj17ZpR4zwVbgwIAAABA5ZCL2/LIicuJAwAAAACblst8XJ1KOQsZ22GHHWKHHXbIdRhpatWqFT179oyePXuW+9y1a9eObt26Rbdu3cp9bgAAAAAAqi45cQAAAACAqqn0S20AAAAAAAAAAAAAALDFUWQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAECiTq4DAAAAAADYlA6XjCrxmNnXHVYJkQAAAAAAQNlkkvOOkPemarCSOQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQKJOrgMAAACqtg6XjCrxmNnXHVYJkQBA1XldqipxUHl8zwEAgC1RJn/rRPh7BwBKUlVfU6tqXFQ9flYojiJzAACAGkBhHAAAAAAAEZkXkUXIGwMA1GSKzAEAAKg0it0BAAAAACiO4ncAgKpFkTlANadQCwAAMuO9MwAAAAAAFSnTD0vIRQNQHSgyBwAS/uAFqjLFoQAAAMCWQi4WYPNcJwEAIPcUmQOUkkI3AACALYeb1wAAAAAAVGXy2EBlU2QOVDuKu8vG1w8oC9cQACqa1xoAAKoKN++B6sr1CwDSZfr6GOE1EgC+o8gcAAC+J9viRsWQlKQm/IzUhOcIuVJVfr8UKFSuqvJ9BwAAqI6y/RvW37xUpJr+81XTnz9UZ1W5KN+1perxPYEtlyJzALY42RRkVJXijaoSB1Qnfm/YHD8f5JKfPwAqkhs2AFSG0hSUVNXXqKoaF9REfh+pSH6+2BL4OQaAdF4fc0uROcD3KAgCiqoJ14Wq8hyrShzVla8fUJlqwjWnIp9jTfj6ZcPXY8vg+wgAQEWq6UUFVfX5V9W4thS+vkBNUpOveZW1YnhN/hqXhq9XzeV7D6kUmQNUgur6BkRhTdnUhOcIANVVTXidrgnPkbLxMwIAUP4qIxdcXfPN5aGyCnAAAL6vpr8HqcnvP6l4fr4AqjZF5gBVUHUs9vDGv+qqKj9P1SmOiKoTS2niqErPEYDy5UOAQGVyXQCAilfTC5a2JFU1Jyeu7PigCABbuqr0WlfW8wCUxHtvKDtF5sAWzQ1xqL6q4+9vdYwZyF5V+V2vKnHUFD4YBFRVXg+qLt8bAKA62pL+Tt2SngtQdVTVa0tVjasmU8wNsHleu7YMvo9bPkXmAJAhb4zIpepaoFJd46b0fM/JJT9/AAAA1YucK9XdlvQzvCU9FyqWnxW2BH6OAQAyo8gcAAAAqDBu2IAPwQAAAABAeZN7horhdwv4PkXmAFANKVKB6snvLkD5cl2tunxvqiY3BwAAMuN9E1AS1wmAmsH1fsvg+7hl8H2E3FBkDkCVp0AFKKvqeh2prnEDAAAAVYub8UB1tSVdv7ak5wIAANQMiswBAICcUUgPAAAAALBlU2APAADVkyJzAKDUFIcClC/XVQBqiqrymldV4gAAyIQiTYCawfUeAKqPqvq6XVXjovpRZA4AVHsKQyA7fmcAgC2VxDkAQOXzHgyqDr+PAABbJu/zyBVF5gAAAABlUJUSez5IBAAAAACwZatKOenvq6pxAVB6iswBAIAaT1Fm1eT7AgAAAABUFMWQWwbfRwCAiqPIHAAAgBSKuwGgcnntBQAAoKpTzA0AlJX3E9VPrVwHAAAAAAAAAAAAAABA1aHIHAAAAAAAAAAAAACAhCJzAAAAAAAAAAAAAAASiswBAAAAAAAAAAAAAEgoMgcAAAAAAAAAAAAAIKHIHAAAAAAAAAAAAACAhCJzAAAAAAAAAAAAAAASdXIdAAAAAABUhA6XjCrxmNnXHVYJkQAAAAAAwP9kkr+OkMMGcstK5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQUGQOAAAAAAAAAAAAAEBCkTkAAAAAAAAAAAAAAAlF5gAAAAAAAAAAAAAAJBSZAwAAAAAAAAAAAACQqJPrAAA6XDIqo+NmX3dYBUcCAAAAAAAAAAAAgJXMAQAAAAAAAAAAAABIKDIHAAAAAAAAAAAAACChyBwAAAAAAAAAAAAAgESdXAdAqpkzZ8bEiRNj/vz5sXbt2th6661jp512it69e0f9+vVzFldhYWFMnjw53n///Vi8eHFERLRq1Sp23XXX2H333SMvLy9nsQEAAAAAUD3JiQMAAAAAVE2KzKuIESNGxJ/+9KeYPHlysY83atQohgwZEldccUU0b9680uJat25d3HzzzTF8+PBYsGBBscdst912ce6558bZZ58ddevWLfcY7rjjjjjttNPS+j/99NPo0KFDuZ8PAAAAAICKJSe+aXLiAAAAAEBVUCvXAdR0a9asiZ///Odx9NFHbzKZHhGxYsWKuOWWW6Jbt27xxhtvVEps8+bNi7322isuvPDCTSbTIyLmz58fF1xwQey9996bPa405s+fHxdddFG5zgkAAAAAQG7IiW+enDgAAAAAUFUoMs+hjRs3xnHHHRcPPfRQSn/t2rWjY8eO0aNHj2jSpEnKY0uWLImf/vSn8fbbb1dobIsXL46+ffvGe++9l9Kfn58fO++8c3Tt2jVtq9JJkyZF3759Y+nSpeUWx+mnnx7ffPNNuc0HAAAAAEBuyImXTE4cAAAAAKgqFJnn0A033BAjR45M6TvttNNi7ty5MWvWrHjvvffiyy+/jKeffjratWuXHLNy5coYPHhwfP311xUW25AhQ2LmzJlJu379+jF8+PBYunRpfPTRRzF16tRYunRp/O1vf0tJrH/yySdx8sknl0sMDz/8cDz//PMREdGwYcNymRMAAAAAgNyQE988OXEAAAAAoCpRZJ4jX3zxRfzlL39J6bv22mvjtttui9atWyd9tWrViqOPPjrGjx8fHTp0SPrnz58ff/vb3yokttGjR8eLL76YtOvWrRsvv/xynHPOOdGgQYOkv2HDhnHeeefFSy+9FHXr1k36n3vuuRgzZkyZYli6dGmcc845Sfvqq68u03wAAAAAAOSOnPjmyYkDAAAAAFWNIvMcGTZsWCxfvjxp77///nHxxRdv8vg2bdrE3XffndJ30003xRdffFHusV1++eUp7UsuuST233//TR5/wAEHpMX+hz/8oUwxnH322ckWo3vssUdKch0AAAAAgOpFTnzz5MQBAAAAgKpGkXkObNy4Me69996UviuvvDLy8vI2O+7AAw+M/fbbL2kvX748Hn/88XKN7cMPP4yJEycm7YYNG8aFF15Y4riLLrooZfvO8ePHx7Rp00oVw/PPPx+PPPJIRETUrl077rrrrqhdu3ap5gIAAAAAILfkxDdPThwAAAAAqIoUmefA+PHjY8mSJUl7++23jz59+mQ09pRTTklpjxgxohwjixg5cmRKe/DgwdG4ceMSxzVu3DgGDRqU0lea2L755ps4/fTTk/a5554bu+22W9bzAAAAAABQNciJb5qcOAAAAABQVSkyz4FRo0altA866KASV2z5/rHfN3bs2CgoKKiw2Pr375/x2KKxPf/881mf/6KLLor58+dHRESHDh3i6quvznoOAAAAAACqDjnxTZMTBwAAAACqKkXmOfD++++ntHv37p3x2NatW0eHDh2S9tq1a2Pq1KnlEldhYWH85z//KXVs++yzT0r7gw8+iMLCwozHv/7663HnnXcm7dtuuy0aNGiQ8XgAAAAAAKoeOfHiyYkDAAAAAFWZIvMcmDZtWkq7W7duWY0venzR+Uprzpw5sXLlyqTdsGHDaNeuXcbj27dvn5IALygoiHnz5mU0dtWqVfHrX/86ScCfcMIJccghh2R8bgAAAAAAqiY58XRy4gAAAABAVafIvJKtWrUq5s6dm9LXtm3brOYoevz06dPLHFdx82QbV3FjMo3tiiuuiE8++SQiIrbZZpsYPnx41ucGAAAAAKBqkRMvnpw4AAAAAFDVKTKvZEuXLk3ZLrNu3brRsmXLrOZo06ZNSnvx4sXlElvRebbbbrus5yhNbJMmTYq//e1vSfuGG27I+msCAAAAAEDVIyeeTk4cAAAAAKgO6uQ6gJpmxYoVKe0GDRpEXl5eVnM0bNhws3OWVtF5ip4nE9nGtm7dujjllFNiw4YNERHRp0+fOPnkk7M+b3lZvHhxLFmyJKsxM2bMqKBoAAAAAACqNznxVHLiAAAAAEB1oci8khVNMNevXz/rOfLz8zc7Z2nlIrbrr78+Pvjgg4iIqFevXtxxxx1Zn7M83XrrrXHVVVflNAYAAAAAgC2FnHgqOXEAAAAAoLqolesAaprVq1entH/wgx9kPUe9evVS2qtWrSpTTN+p7NimTZsWf/7zn5P2H/7wh9hxxx2zPicAAAAAAFWTnPj/yIkDAAAAANWJIvNKVnQllLVr12Y9x5o1azY7Z2lVZmwbN26MU045JTl+5513josvvjjr8wEAAAAAUHXJiX9LThwAAAAAqG7q5DqAmqZRo0Yp7aIrpWSi6EooRecsrcqM7e9//3u8/fbbERGRl5cXd955Z9StWzfr85W3M844IwYNGpTVmBkzZsRRRx1VMQEBAAAAAFRjcuLfkhMHAAAAAKobReaVrGiCeeXKlVFYWBh5eXkZz1FQULDZOcsrtqLnyUQmsc2ePTsuu+yypH3aaadF7969sz5XRWjZsmW0bNky12EAAAAAAGwR5MTlxAEAAACA6qlWrgOoaZo3b56SPF+3bl0sXrw4qzkWLFiQ0i6vBHDReebPn5/1HJnEduWVVyaJ99atW8d1112X9XkAAAAAAKj65MTlxAEAAACA6kmReSXLz8+Pdu3apfTNnTs3qzmKHr/TTjuVOa6IiC5duqS0582bl/UcRccUF9tXX32V/P+zzz6LJk2aRF5eXon/iurYsWPK48OHD886XgAAAAAAKo6cuJw4AAAAAFA9KTLPgaJJ5qlTp2Y1ftq0aZudr7Tat28f+fn5SbugoCDmzJmT8fg5c+bEypUrk3bDhg2jbdu25RIbAAAAAADVk5w4AAAAAED1o8g8B3r06JHSHj9+fMZjFy5cGLNnz07adevWjW7dupVLXHl5edG9e/dSxzZu3LiUdvfu3YtdbQUAAAAAgJpDThwAAAAAoPqpk+sAaqIBAwbE9ddfn7RfffXVKCwszCj5PHr06JR23759o1GjRuUa24QJE5L2K6+8EieccEJGY1955ZWU9uGHH17scVdffXWcddZZWcd20EEHpbQffPDBaNWqVdIuurUpAAAAAAC5JycuJw4AAAAAVD+KzHOgd+/e0bx581i6dGlERMyaNSvGjh0bffv2LXHsPffck9I+8sgjyzW2I444Ii6//PKk/cQTT8T//d//lZi0X758eTzxxBMZxVZ0ZZjS2meffaJDhw7lMhcAAAAAABVDTlxOHAAAAACofmrlOoCaqFatWjFkyJCUvquuuioKCws3O+5f//pXvPnmm0m7cePGMXjw4HKNrXv37tGzZ8+kvWLFihg2bFiJ44YNGxYFBQVJu1evXuW2ZSkAAAAAANWXnDgAAAAAQPWjyDxHLr744pSVUF5//fWU7UKLWrBgQZx66qkpfeecc040b958s+fJy8tL+Td27NgSY7v66qtT2tddd1288cYbmzy+uNj//Oc/l3geAAAAAABqBjlxAAAAAIDqRZF5jjRv3jwuvfTSlL6hQ4fGGWecEZ999lnSt3HjxhgxYkT07t07Zs+enfS3bt06zj///AqJ7ZBDDon+/fsn7XXr1sXBBx8cN998c6xcuTLpLygoiOHDh8chhxwS69atS/oPPfTQOPDAAyskNgAAAAAAqh85cQAAAACA6kWReQ5dfPHFMWDAgJS+2267Ldq1axedOnWK3XffPZo1axZHH310zJ07NzkmPz8/Hn/88WjatGmFxfbAAw9Ex44dk/bq1avj3HPPjebNm8ePfvSj2HnnnaN58+Zx3nnnxerVq5PjOnXqFPfdd1+FxQUAAAAAQPUkJw4AAAAAUH0oMs+hWrVqxRNPPBHHH398Sv+GDRti1qxZ8d5778VXX32V8lizZs3ihRdeiH322adCY2vVqlWMGTMmdt1115T+VatWxZQpU2Lq1KkpifSIiB49esSYMWOiRYsWFRobAAAAAADVj5w4AAAAAED1ocg8x+rXrx+PPPJIPPnkk9GjR49NHtewYcM444wzYurUqdGnT59Kia19+/YxceLEuP7666N169abPK5169YxbNiwmDBhQrRt27ZSYgMAAAAAoPqREwcAAAAAqB7q5DoAvjVw4MAYOHBgzJgxIyZMmBALFiyItWvXRtOmTaNr166xzz77RP369bOet7CwsExx/eAHP4iLLrooLrjggpg0aVJ88MEHsXjx4oiIaNmyZfTo0SN23333qFWr4j+vUNbnAgAAAABA1SAnXjI5cQAAAAAglxSZVzE77LBD7LDDDrkOI02tWrWiZ8+e0bNnz1yHAgAAAADAFkJOHAAAAACgaqr4pTYAAAAAAAAAAAAAAKg2FJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQEKROQAAAAAAAAAAAAAACUXmAAAAAAAAAAAAAAAkFJkDAAAAAAAAAAAAAJBQZA4AAAAAAAAAAAAAQKJOrgPgf2bOnBkTJ06M+fPnx9q1a2PrrbeOnXbaKXr37h3169fPWVyFhYUxefLkeP/992Px4sUREdGqVavYddddY/fdd4+8vLwyzz9r1qyYOXNmzJs3L7766qtYtWpVNGzYMJo2bRo77bRT9OjRI/Lz88vj6QAAAAAAUEXIi8uLAwAAAABVkyLzKmDEiBHxpz/9KSZPnlzs440aNYohQ4bEFVdcEc2bN6+0uNatWxc333xzDB8+PBYsWFDsMdttt12ce+65cfbZZ0fdunUznvudd96JZ555Jt5666344IMPoqCgYLPH16lTJw477LA488wz46CDDsrqeQAAAAAAULXIi8uLAwAAAABVW61cB1CTrVmzJn7+85/H0UcfvclEekTEihUr4pZbbolu3brFG2+8USmxzZs3L/baa6+48MILN5lIj4iYP39+XHDBBbH33ntv9riibrnllhg2bFiMHz++xER6RMT69etj5MiR0b9//xg0aFB89dVXGZ8LAAAAAICqQV5cXhwAAAAAqB4UmefIxo0b47jjjouHHnoopb927drRsWPH6NGjRzRp0iTlsSVLlsRPf/rTePvttys0tsWLF0ffvn3jvffeS+nPz8+PnXfeObp27Zq2TemkSZOib9++sXTp0lKft3bt2tGhQ4fo0aNH/PjHP44uXboUuwrMk08+GQceeKCEOgAAAABANSIvnk5eHAAAAACoqhSZ58gNN9wQI0eOTOk77bTTYu7cuTFr1qx477334ssvv4ynn3462rVrlxyzcuXKGDx4cHz99dcVFtuQIUNi5syZSbt+/foxfPjwWLp0aXz00UcxderUWLp0afztb39LSap/8skncfLJJ2d8nkaNGsWxxx4bt9xyS7z//vtRUFAQn376abz33nsxYcKE+Pjjj2P58uXx7LPPRq9evVLGTp48Oc4555yyP1kAAAAAACqFvLi8OAAAAABQfSgyz4Evvvgi/vKXv6T0XXvttXHbbbdF69atk75atWrF0UcfHePHj48OHTok/fPnz4+//e1vFRLb6NGj48UXX0zadevWjZdffjnOOeecaNCgQdLfsGHDOO+88+Kll15KWVXlueeeizFjxpR4nssvvzyWLl0aTzzxRJx55pmx6667Rr169dKOq1evXhx++OExbty4OOWUU1Iee+CBB2Lq1KmleZoAAAAAAFQieXF5cQAAAACgelFkngPDhg2L5cuXJ+39998/Lr744k0e36ZNm7j77rtT+m666ab44osvyj22yy+/PKV9ySWXxP7777/J4w844IC02P/whz+UeJ4uXboUmzzflFq1asU//vGPlJsKERFPPfVUxnMAAAAAAJAb8uLy4gAAAABA9aLIvJJt3Lgx7r333pS+K6+8MvLy8jY77sADD4z99tsvaS9fvjwef/zxco3tww8/jIkTJybthg0bxoUXXljiuIsuuigaNmyYtMePHx/Tpk0r19givl295dhjj03pq4jzAAAAAABQfuTFS09eHAAAAADIFUXmlWz8+PGxZMmSpL399ttHnz59MhpbdFvMESNGlGNkESNHjkxpDx48OBo3blziuMaNG8egQYNS+so7tu906tQppb106dIKOQ8AAAAAAOVDXrxs5MUBAAAAgFxQZF7JRo0aldI+6KCDSlyt5fvHft/YsWOjoKCgwmLr379/xmOLxvb888+XS0xFrV69OqXdtGnTCjkPAAAAAADlQ168bOTFAQAAAIBcUGReyd5///2Udu/evTMe27p16+jQoUPSXrt2bUydOrVc4iosLIz//Oc/pY5tn332SWl/8MEHUVhYWC6xfd+ECRNS2nvssUe5nwMAAAAAgPIjL1428uIAAAAAQC4oMq9k06ZNS2l369Ytq/FFjy86X2nNmTMnVq5cmbQbNmwY7dq1y3h8+/bto0GDBkm7oKAg5s2bVy6xfWfatGnx9NNPJ+06derEiSeeWK7nAAAAAACgfMmLl568OAAAAACQK4rMK9GqVati7ty5KX1t27bNao6ix0+fPr3McRU3T7ZxFTemvGKL+HalloMPPjjWrl2b9F122WWlihMAAAAAgMohL1568uIAAAAAQC7VyXUANcnSpUtTtsqsW7dutGzZMqs52rRpk9JevHhxucRWdJ7tttsu6znatGmTkkDPJrYlS5bEBx98kLQ3btwYy5cvj08++SRGjx4dY8eOTfnanXbaaXHFFVdkHSMAAAAAAJVHXnzT5MUBAAAAgKpMkXklWrFiRUq7QYMGkZeXl9UcDRs23OycpVV0nqLnyURZYhs3blwcffTRJR63yy67xFVXXZXRsaWxePHiWLJkSVZjZsyYUSGxAAAAAABUd/Lim1YV8uJy4gAAAADApigyr0RFk8v169fPeo78/PzNzllaVTm27+y+++4xdOjQOPzww8t13u+79dZb46qrrqqw+QEAAAAAapKqnHuuyrF9p6Lz4nLiAAAAAMCm1Mp1ADXJ6tWrU9o/+MEPsp6jXr16Ke1Vq1aVKabvVOXYvjN58uQYNGhQ7LDDDvHyyy+X69wAAAAAAJS/qpx7rsqxfUdeHAAAAADIlZysZL799tvn4rSblZeXFw8++GDsvffeFXaOoqugrF27Nus51qxZs9k5SyvXsR111FFRWFiYtNevXx/Lli2LqVOnxquvvhp33313LFq0KCIi5syZEz/96U/jjjvuiF//+tdZxwkAAAAAUNnkxb8lL/4/8uIAAAAAQFWWkyLz2bNnR15eXkryNNfy8vLKfYWRoho1apTSLrpKSiaKxlh0ztKqarHVqVMnWrRoEQcccEAccMABcdFFF8Vpp50WDz/8cEREFBYWxumnnx677LJL9OrVq9TnKeqMM86IQYMGZTVmxowZcdRRR5VbDAAAAADAlkde/Fu5zj1vbp5cx5aLvLicOAAAAACwKTkpMv9OXl5eLk+fqKykftHk8sqVK6OwsDCrr0NBQcFm5yyv2IqeJxMVFVtEROPGjeOf//xnfP311zFq1KiIiNiwYUOcf/75MW7cuHI7T8uWLaNly5blNh8AAAAAwPfJi8uLZ6oy8uJy4gAAAADApuS0yDzi2wRmeW1tWRpz5syptHM1b948ZaWadevWxeLFi6NVq1YZz7FgwYKUdnklf4vOM3/+/KznqKjYvlOrVq34v//7v3jhhReSr+H48ePjk08+ic6dO5fruQAAAAAAKoq8uLx4puTFAQAAAIBcyXmR+UMPPRQ/+clPcnb+WrVqVdrKMfn5+dGuXbuUBP7cuXOzSqbPnTs3pb3TTjuVS2xdunRJac+bNy/rOYqOKa/Yvm/77bePXXfdNd5///2kb/z48ZLpAAAAAEC1IS8uL54NeXEAAAAAIBdq5TqAmqZognnq1KlZjZ82bdpm5yut9u3bR35+ftIuKCjIajWbOXPmxMqVK5N2w4YNo23btuUSW1GdOnVKaS9atKhCzgMAAAAAQNnJi5edvDgAAAAAUNkUmVeyHj16pLTHjx+f8diFCxfG7Nmzk3bdunWjW7du5RJXXl5edO/evdSxjRs3LqXdvXv3SlsJp27dupVyHgAAAAAAsicvXv7kxQEAAACAipazIvPCwsJcnTpNZcYyYMCAlParr76a8flHjx6d0u7bt280atSowmJ75ZVXMh5b9NjDDz+8XGIqTtGVZLLZVhUAAAAAIFfkxb8lL549eXEAAAAAoLLlpMh8//33jwMOOCD233//2HrrrXMRQs5i6d27dzRv3jxpz5o1K8aOHZvR2HvuuSelfeSRR5ZnaHHEEUektJ944olYsWJFieOWL18eTzzxRIXG9p3PPvssJk+enNJXdKUZAAAAAICqRl5cXry05MUBAAAAgFzISZH52LFjY8yYMTFmzJjYbbfdchFCzmKpVatWDBkyJKXvqquuKnHVln/961/x5ptvJu3GjRvH4MGDyzW27t27R8+ePZP2ihUrYtiwYSWOGzZsWBQUFCTtXr16ldt2pUVdcsklsXHjxqTdsWPH2GWXXSrkXAAAAAAA5UVefEhKn7x45uTFAQAAAIBcyEmReU138cUXp2zn+frrr8f111+/yeMXLFgQp556akrfOeeck7LyS3Hy8vJS/mWyMszVV1+d0r7uuuvijTfe2OTxxcX+5z//ebPnuO222+Lxxx/PajvW9evXx0UXXRT//Oc/U/ovuOCCjOcAAAAAACA35MXlxQEAAACA6kWReQ40b948Lr300pS+oUOHxhlnnBGfffZZ0rdx48YYMWJE9O7dO2bPnp30t27dOs4///wKie2QQw6J/v37J+1169bFwQcfHDfffHOsXLky6S8oKIjhw4fHIYccEuvWrUv6Dz300DjwwAM3e47p06fHcccdF506dYqhQ4fGm2++GcuXLy/22EWLFsWdd94Zu+22W9xwww0pj+21115x2mmnleZpAgAAAABQieTF5cUBAAAAgOqlTq4DqKkuvvjiGD9+fDz//PNJ32233RZ33nlntG/fPpo0aRKffvppfPXVVynj8vPz4/HHH4+mTZtWWGwPPPBA7L333vHpp59GRMTq1avj3HPPjaFDh8b2228fhYWFMWvWrFi9enXKuE6dOsV9992X8Xk+/fTTuO666+K6/4+9O4+yqjzzBfyegsIqqlBsC4hMhfOUAEG5KjhAa3CerhFzk3SaqFlxYbdDO6C2tkNMi5gYTNLaSdTYruSaCO0FNRpQF2hiGYgIDoADg0xqCnCCYhT2/cPlbk8x1XCqzi54nrXO6vp27f3t91TnxKxfftln9OjI5XLRo0eP2HPPPaOioiLq6urib3/7W9TW1m712v79+8eTTz4ZJSX+dxIAAAAAAG2BXFwuDgAAAAC0HUrmRVJSUhLjxo2L7373u/G73/0uPb5p06ZYsGDBVq/Za6+9Yvz48TF48OAWna1bt24xZcqUOOuss+KVV15Jj69duzZmz5691Wv69+8fjz32WHTp0qVJ90ySJJYuXRpLly7d7nklJSVxySWXxL//+7/nfbUqAAAAAADZJhfPJxcHAAAAALJsp33cxfz582PatGnx1ltvxaefflrscbaqrKwsHn744Rg/fnz0799/m+dVVFTEyJEjY86cOTFkyJBWma26ujqmT58ed9xxR3Tv3n2b53Xv3j3GjBkT06ZNi169ejVo7+uuuy7uu++++PrXv77dvb+oR48eceWVV8bs2bPjpz/9qSAdAAAAAKAeuXjzyMUBAAAAAP5H5p9kvnnz5vTnHX0FZJIk8eMf/zh+8pOfxPvvv58e79y5c4wYMSJuvfXWqKioaLFZm+rcc8+Nc889N+bNmxfTpk2LZcuWxYYNG6Jz585xyCGHxODBg6OsrKzR+yZJ0qy5OnToENdcc01cddVVMWPGjHjllVfSr+ns2rVr9O/fPwYMGNDor+bs1q1bXHjhhXHhhRdGRMSyZcvizTffjIULF8aHH34Ya9eujYqKith9991j7733jq9+9asNDt0BAAAAANo6ubhcXC4OAAAAABRbpkvmv/jFL2LkyJER8VmQPnv27DjwwAO3ef75558f//3f/71FiPzhhx/G2LFj48knn4znn3++yV9d2dL233//2H///Ys9xhZKSkpi4MCBMXDgwBbZv0ePHtGjR48W2RsAAAAAoC2Ri2eDXBwAAAAA2NU17lEbrWzcuHGRJEkkSRInnnjidoP0n//85zF+/PhIkiRyuVzkcrn0d7lcLpIkiTfffDP+9//+360xOgAAAAAANJpcHAAAAACALMhsyXzTpk3x4osvpsH49kLwdevWxQ9+8IP03CRJorq6Os4///w44YQToqSkJA3Xa2pq4v/+3//bWm8DAAAAAAAaRC4OAAAAAEBWZLZkPmfOnFi7dm36FZ8nnnjiNs+dMGFCLF++PF1fcMEF8fbbb8fDDz8cTz/9dNTU1ERlZWUaqN97770tOzwAAAAAADSSXBwAAAAAgKzIbMl8/vz56c+VlZWxzz77bPPc8ePHR0REkiSx5557xs9+9rNo165d+vuBAwfGTTfdlH7FaE1NTaxcubLlhgcAAAAAgEaSiwMAAAAAkBWZLZkvW7YsIiJyuVz07Nlzm+clSRJTpkxJvxL0//yf/xPl5eVbnPed73wnfWJLRMTMmTMLPzQAAAAAADSRXBwAAAAAgKzIbMm8rq4u/Xn33Xff5nmvv/56fPjhh+nXh5522mlbPa+qqip69+6drhcsWFCgSQEAAAAAoPnk4gAAAAAAZEVmS+affvpp+vOmTZu2eV5NTU36c7t27eKYY47Z5rldu3ZNf/7444+bOSEAAAAAABSOXBwAAAAAgKzIbMm8U6dOEfHZ136uWLFim+dNnTo1Ij77+tB+/fpFZWVlg/b/YlgPAAAAAADFJhcHAAAAACArMlsy33vvvdOflyxZstUnrHz66acxadKkyOVyERFx3HHHbXfPDz/8MP25oqKiQJMCAAAAAEDzycUBAAAAAMiKzJbM+/XrFxGfPYll8+bN8d///d9bnDNhwoT46KOPIkmSiIgYMmTINvfbvHlzLFu2LF1369atsAMDAAAAAEAzyMUBAAAAAMiKzJbMDzjggNhvv/0i4rOvBr3++uvj7bffTn+/dOnSuPbaa9OntVRWVsaJJ564zf3mzp0ba9euTdef7w0AAAAAAFkgFwcAAAAAICsyWzKPiLjooosiSZLI5XJRW1sb/fr1i9NOOy3OPvvs6Nu3byxcuDD9/Te/+c0oLy/f5l5TpkxJf27fvn0cdthhrfEWAAAAAACgweTiAAAAAABkQaZL5ldccUUcdNBBEfHZ14OuW7cu/vjHP8bjjz8eH330UXre7rvvHjfeeON29xo/fny6T79+/bYbvAMAAAAAQDHIxQEAAAAAyIJMl8w7dOgQkyZNiv322y99MsvncrlcJEkSHTt2jN/97nfRvXv3be4zf/78+POf/5xev72vDwUAAAAAgGKRiwMAAAAAkAWZLplHRPTu3TteffXVuOOOO+KII46I3XffPUpLS6O6ujq+973vxaxZs+Kkk07a7h4//vGPY/PmzZEkSSRJEmeeeWYrTQ8AAAAAAI0jFwcAAAAAoNjaF3uAhigrK4urr746rr766iZdf+mll8b3v//9dN2vX79CjQYAAAAAAAUnFwcAAAAAoJjaRMm8uQ4++OBijwAAAAAAAK1GLg4AAAAAQHOUFHsAAAAAAAAAAAAAAACyQ8kcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUu2LcdNbb701/fk73/lO9OnTpxhjZG4WAAAAAAB2TlnKorM0CwAAAAAA2VSUkvnNN98cuVwuIiKOOeaYogbYWZoFAAAAAICdU5ay6CzNAgAAAABANpUU68ZJkhTr1lvI0iwAAAAAAOycspRFZ2kWAAAAAACyp2gl88+fkpIFWZoFAAAAAICdU5ay6CzNAgAAAABA9hStZA4AAAAAAAAAAAAAQPa0L/YAd955Z/zmN78p6gxJknhqCwAAAAAArUIuDgAAAABA1hW1ZJ4kSUyePLmYI0Qul4skSYo6AwAAAAAAuwa5OAAAAAAAbUFJMW/uKSkAAAAAAOxK5OIAAAAAALQFRXuSedaekpK1eQAAAAAA2LlkLYfO2jwAAAAAAGRHUUrmCxcuLMZtd+hLX/pSsUcAAAAAAGAnJBcHAAAAAKAtKUrJvLq6uhi3BQAAAACAopCLAwAAAADQlpQUewAAAAAAAAAAAAAAALJDyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABAqn2xB2isJEnipZdeij/96U8xd+7c+OCDD+Ljjz+OzZs3x49//OP46le/WuwRAQAAAACgYOTiAAAAAAC0tjZTMt+4cWPcc889cffdd8eiRYvyfpckSeRyufjwww+3eu33v//9ePrppyMiorq6OqZMmdLi8wIAAAAAQHPIxQEAAAAAKJY2UTKfN29enH/++TFr1qxIkiQiInK5XEREut6e888/P371q19FRMSiRYti2rRpceSRR7bcwAAAAAAA0AxycQAAAAAAiqmk2APsyIIFC+KYY45Jg/QvhuhfXG/P3//938dBBx2Urn//+9+32LwAAAAAANAccnEAAAAAAIot0yXzDRs2xKmnnhq1tbXpserq6rj77rtj7ty5sXr16gYH6ueee27686RJk1pkXgAAAAAAaA65OAAAAAAAWZDpkvk999wTb731VhqWn3POOTF79uz453/+5zjooIOiY8eODd7rlFNOiYjPnvTyxhtvxMqVK1tkZgAAAAAAaCq5OAAAAAAAWZDpkvnYsWPTIH3AgAHxu9/9LsrLy5u0V//+/fOe7DJnzpyCzAgAAAAAAIUiFwcAAAAAIAsyWzKfO3duLF68OJIkiYiIH/7wh1FaWtrk/SoqKqJHjx7pev78+c2eEQAAAAAACkUuDgAAAABAVmS2ZD5z5sz058rKyjjxxBObveeee+6Z/vzRRx81ez8AAAAAACgUuTgAAAAAAFmR2ZL58uXLIyIil8vFPvvsEyUlzR+1Y8eO6c9r1qxp9n4AAAAAAFAocnEAAAAAALIisyXzdevWpT/vtttuBdnz448/Tn/efffdC7InAAAAAAAUglwcAAAAAICsyGzJvEuXLunPK1asaPZ+mzZtiiVLlqTrqqqqZu8JAAAAAACFIhcHAAAAACArMlsy33vvvSMiIkmSWLRoUd7TVpripZdeirq6unR94IEHNms/AAAAAAAoJLk4AAAAAABZkdmS+aBBg6J9+/aRy+UiSZIYP358s/b7xS9+kf7cuXPnGDBgQHNHBAAAAACAgpGLAwAAAACQFZktme+xxx4xaNCgSJIkkiSJ22+/PdasWdOkvf7yl7/Eb37zm8jlcpHL5eKUU04p8LQAAAAAANA8cnEAAAAAALIisyXziIgrr7wyIiJyuVwsXLgwvvWtb8XGjRsbtcesWbPi3HPPjU2bNkWSJJHL5eLaa69tiXEBAAAAAKBZ5OIAAAAAAGRBpkvmZ5xxRhx//PGRJElERDz22GNx5JFHxrPPPrvDa5ctWxbXXXddHHPMMfHee++lQfq3vvWt+PKXv9zSowMAAAAAQKPJxQEAAAAAyIL2xR5gRx555JE48sgjY9GiRRHx2RNYhg0bFl/60pdiwIABERFpUP7v//7vcdddd8W8efPi7bffzvtdkiTxla98Jf7zP/+zaO8FAAAAAAB2RC4OAAAAAECxZb5k3qVLl5g0aVKcddZZ8cYbb6TB+HvvvRdPPvlkel6SJDFlypT05899fv5Xv/rVeOyxx6K8vLzV3wMAAAAAADSUXBwAAAAAgGIrKfYADXHAAQfEjBkz4vvf/360a9cuIj4LyT//v5+/PvfFdbt27eL73/9+vPDCC9GjR4/WHx4AAAAAABpJLg4AAAAAQDG1iZJ5RER5eXnce++9sWDBgrjmmmviy1/+ckR89nSWrb3222+/+Kd/+qd488034957742ysrIivwMAAAAAAGg4uTgAAAAAAMXSvtgDNFbPnj1j9OjRMXr06Pjoo4/izTffjJUrV8ZHH30UHTt2jKqqqthnn308nQUAAAAAgJ2CXBwAAAAAgNbW5krmX9S5c+c48sgjiz0GAAAAAAC0Crk4AAAAAACtoaTYAwAAAAAAAAAAAAAAkB1K5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBqX+wBGuPVV1+Np556KmbOnBmLFy+OTz75JNauXRtJkjRqn1wuF/Pnz2+hKQEAAAAAoDDk4gAAAAAAFEObKJnX1NTEZZddFi+//HLe8caG6J/L5XKFGAsAAAAAAFqEXBwAAAAAgGLKfMn8pz/9afzLv/xLJEmShuefh+FNCcWbGsADAAAAAEBrkIsDAAAAAFBsmS6ZP/bYY3H55ZdHxGfBeS6XS0P10tLS6Ny5c3Ts2LG4QwIAAAAAQIHIxQEAAAAAyIJMl8y/GKQnSRJdunSJK664Is4666w46KCDoqSkpLgDAgAAAABAAcnFAQAAAADIgsyWzKdNmxbvvPNOGqR/5StfiWeffTaqqqqKPRoAAAAAABScXBwAAAAAgKzI7CNPXn311YiISJIkcrlc3H///YJ0AAAAAAB2WnJxAAAAAACyIrMl8xUrVqQ/9+zZM4444ogiTgMAAAAAAC1LLg4AAAAAQFZktmTesWPHiIjI5XKx9957F3kaAAAAAABoWXJxAAAAAACyIrMl8wMPPDD9+eOPPy7iJAAAAAAA0PLk4gAAAAAAZEVmS+bHHHNMlJWVRZIkMX/+fIE6AAAAAAA7Nbk4AAAAAABZkdmSeadOneLb3/52RERs2rQpHnrooSJPBAAAAAAALUcuDgAAAABAVmS2ZB4Rcdttt0W3bt0iIuLmm2+Ot956q8gTAQAAAABAy5GLAwAAAACQBZkumXft2jUee+yx2H333ePDDz+MoUOHxrPPPlvssQAAAAAAoEXIxQEAAAAAyIL2xR5gRwYOHBgvvvhinHfeeTF79uwYNmxYHHPMMfH1r389BgwYEF26dImysrJG79u7d+8WmBYAAAAAAJpHLg4AAAAAQLFlvmQeEXHwwQfHpEmT4mtf+1rMnTs3/vznP8ef//znJu+Xy+Xi008/LeCEAAAAAABQOHJxAAAAAACKqaTYAzTE6NGj46CDDoo33ngjcrlcJEnS7BcAAAAAAGSVXBwAAAAAgGLK9JPMkySJb37zm/HII49EkiSRy+UiItJAHQAAAAAAdiZycQAAAAAAsiDTJfMf/ehH8fvf/z4i8gP0bt26xWGHHRZ77bVXdOzYsZgjAgAAAABAwcjFAQAAAADIgsyWzNetWxe333573teAnnjiiXHbbbfF//pf/6vY4wEAAAAAQEHJxQEAAAAAyIrMlsynTp0aH330UeRyucjlcnHuuefG73//+/SrQQEAAAAAYGciFwcAAAAAICtKij3AtrzxxhsREZEkSeRyuRg7dqwgHQAAAACAnZZcHAAAAACArMhsyXz9+vUREZHL5WL//feP7t27F3kiAAAAAABoOXJxAAAAAACyIrMl8y+G5507dy7eIAAAAAAA0Ark4gAAAAAAZEVmS+b77rtv+nNtbW0RJwEAAAAAgJYnFwcAAAAAICsyWzI/+uijo0ePHpEkSSxatCiWLFlS7JEAAAAAAKDFyMUBAAAAAMiKzJbMS0pK4qKLLkrXP/7xj4s4DQAAAAAAtCy5OAAAAAAAWZHZknlExLXXXhv9+/ePJEniP/7jP+LRRx8t9kgAAAAAANBi5OIAAAAAAGRBpkvmu+22W/zxj3+Mww8/PDZt2hTnn39+/Ou//mt88sknxR4NAAAAAAAKTi4OAAAAAEAWtC/2ANvz0EMPRUTERRddFCtXrox33nknRo8eHT/72c/ixBNPjMMPPzy6dOkSZWVljd77O9/5TqHHBQAAAACAZpGLAwAAAACQBZkumY8YMSJyuVy6zuVykSRJrF69OiZOnBgTJ05s8t7CdAAAAAAAskYuDgAAAABAFmS6ZP65JEnSUP2L4frnv2uoz8P4+nsAAAAAAECWyMUBAAAAACimzJfMPw/LGxOa72gvQaN7DQAAb9BJREFUAAAAAADIKrk4AAAAAADFlumS+a9//etijwAAAAAAAK1GLg4AAAAAQBZkumT+j//4j8UeAQAAAAAAWo1cHAAAAACALCgp9gAAAAAAAAAAAAAAAGSHkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkGpfjJu2a9cub53L5eLTTz/d4XmFsq37AQAAAABAS5CLAwAAAADQlhSlZJ4kSUHPAwAAAACALJOLAwAAAADQlpQU68a5XC5yuVyDzivkPQEAAAAAoBjk4gAAAAAAtBVFeZL5cccd16Bgu6Hn7Uzmz58f06dPj6VLl8aGDRtizz33jIMPPjgGDRoUZWVlRZsrSZJ4+eWXY9asWVFbWxsREd26dYt+/frFgAEDCvL/p+XLl8drr70W8+fPjw8//DCSJIk999wzevbsGUcddVT83d/9XbPvAQAAAABQDHLxrZOJy8QBAAAAgGwqSsl86tSpBT1vZzBhwoT4wQ9+EC+//PJWf19ZWRkjRoyIm266Kaqqqlptro0bN8bdd98dY8eOjWXLlm31nJ49e8bll18el156aZSWljZ47w0bNsSkSZPiD3/4Qzz77LMxb968bZ6by+Vi4MCB8c///M/xjW98I9q3L8q/dAEAAAAAmkQunk8mLhMHAAAAALKtpNgD7OrWr18f3/72t+Occ87ZZpgeEbF69er4+c9/Hoceemg8//zzrTLbkiVL4sgjj4yrr756m2F6RMTSpUvjqquuiqOPPnq7533Rgw8+GF/60pfizDPPjF/84hfbDdMjPntqzPTp0+Mf/uEfYtCgQfH222836r0AAAAAAFB8MnGZOAAAAADQNiiZF9HmzZvj/PPPj9/+9rd5x9u1axf77LNP9O/fP/bYY4+83y1fvjxOOeWUePHFF1t0ttra2hg6dGjMnDkz73h5eXkcdthhccghh2zxVaUzZsyIoUOHxooVK3a4/+uvvx4ffvjhVn/XtWvX+MpXvhKHH3547L333lv8/q9//WsMGjQo5s6d24h3BAAAAABAMcnEZeIAAAAAQNuhZF5Ed955Z0ycODHv2MUXXxyLFy+OBQsWxMyZM+ODDz6IRx99NHr37p2es2bNmhg+fHh8/PHHLTbbiBEjYv78+em6rKwsxo4dGytWrIjXX3895syZEytWrIi77rorL1h/++2344ILLmjUvUpLS+Occ86J3/72t7Fs2bL429/+Fq+++mq89NJL8e6778bcuXPju9/9bt41K1asiJNPPjnWrFnTvDcKAAAAAECrkIl/RiYOAAAAALQFmS6ZP/TQQ+nrb3/7W7P2ev/99/P2K7aVK1fGD3/4w7xjt99+e9x7773RvXv39FhJSUmcc845UVNTE3369EmPL126NO66664WmW3y5Mnx1FNPpevS0tKYNGlSXHbZZdGxY8f0eEVFRVxxxRXxxz/+MUpLS9Pjjz/+eEyZMmWH9+nUqVPceOONsWTJknj00Ufjm9/8Zt57/9zBBx8cDzzwQDz00EORy+XS44sXL4477rijqW8TAAAAACBzdtZcXCYuEwcAAAAA2pZMl8xHjBgR3/3ud+O73/1uzJ49u1l7zZ49O2+/YhszZkysWrUqXR933HExatSobZ7fo0ePuO+++/KO/eQnP4mVK1cWfLYbb7wxb33ttdfGcccdt83zjz/++C1mv+GGG7Z7j7PPPjsWLFgQt956a3Tr1q1Bc/3DP/xDXH755XnH7r///gZdCwAAAADQFuysubhMXCYOAAAAALQtmS6ZR0QkSZLp/Zpi8+bN8etf/zrv2M0335z3RJKtOeGEE+LYY49N16tWrYpHHnmkoLO99tprMX369HRdUVERV1999Q6vu+aaa6KioiJd19TUxNy5c7d5/jHHHBNVVVWNnm/UqFF5f6dly5bF66+/3uh9AAAAAACyamfLxWXiMnEAAAAAoO3JfMl8RyFzW1RTUxPLly9P1/vuu28MGTKkQddeeOGFeesJEyYUcLKIiRMn5q2HDx8enTp12uF1nTp1ivPOOy/vWKFni4jo1q1bHHjggXnHFi9eXPD7AAAAAAAUy86Wi8vEm04mDgAAAAAUS+ZL5oXyxSe1FDug/8Mf/pC3/trXvtbgmb72ta/lradOnRp1dXUtNtuwYcMafG392Z544omCzFTfnnvumbf++OOPW+Q+AAAAAABtWVZycZl488jEAQAAAIBi2GVK5qtXr05//uJXWBbDrFmz8taDBg1q8LXdu3ePPn36pOsNGzbEnDlzCjJXkiTx6quvNnm2wYMH561feeWVFvka1mXLluWt99prr4LfAwAAAACgrctKLi4Tbx6ZOAAAAABQDLtMyfyLQXH9p360trlz5+atDz300EZdX//8+vs11aJFi2LNmjXpuqKiInr37t3g66urq6Njx47puq6uLpYsWVKQ2T63cOHCWLp0ad6xAw44oKD3AAAAAADYGWQlF5eJN51MHAAAAAAoll2iZL5w4cL45S9/GblcLnK5XKMD7EJau3ZtLF68OO9Yr169GrVH/fPffPPNZs+1tX0aO9fWrinUbJ978MEH854Ec8ghh8Q+++xT0HsAAAAAALR1WcnFZeLNIxMHAAAAAIqlfbEHuOCCCxp03p133hm/+c1vGrxvkiSxZs2aWLhwYcyaNSs2bdoUSZJELpeLoUOHNnXcZluxYkVeIFxaWhpdu3Zt1B49evTIW9fW1hZktvr79OzZs9F79OjRIy9EL9RsERHvvfdejB07Nu/YiBEjCrY/AAAAAEBr2JVycZl408nEAQAAAIBiKnrJ/MEHH4xcLrfN338ePk+ePLlJ+39+/ef3qKysjO985ztN2qsQVq9enbfu2LHjdt//1lRUVGx3z6aqv0/9+zRES82WJElcdNFF8cknn6THevToEZdccklB9v9cbW1tLF++vFHXzJs3r6AzAAAAAAA7t10pF5eJN41MHAAAAAAotqKXzFva52F1kiRRVlYWv/71r6Nbt25Fm6d+wFxWVtboPcrLy7e7Z1NlebbRo0fHk08+mXfsnnvuaVLovz333HNP3HLLLQXdEwAAAACgNWUpF89y7pzl2WTiAAAAAECxZaJk/sWvymzOOVvTrl27OPDAA2PYsGExcuTIOOCAA5q0T6GsW7cub92hQ4dG77HbbrvlrdeuXdusmT6X1dkmTpwYN9xwQ96xiy++OM4888xm7w0AAAAAUAy7Si6e1dw5IruzycQBAAAAgCwoesl84cKFWz2eJEnsu+++6RNXfvOb38SgQYMavG9JSUlUVFTE7rvvHu3bF/1tpuo/CWXDhg2N3mP9+vXb3bOpsjjbX/7yl/jmN78ZmzdvTo8de+yxMXbs2GbtCwAAAABQLLtSLp7F3Hlb+2RhNpk4AAAAAJAVRU+Zq6urG3Ret27dGnxullVWVuat6z8ppSHqPwml/p5NlbXZZs+eHaeddlqsWbMmPdavX794/PHHt3g6TKGMHDkyzjvvvEZdM2/evDj77LNbZB4AAAAAYOezK+XiWcudt7dPsWeTiQMAAAAAWVL0kvn29O7dO31iS3l5eZGnKYz6AfOaNWsiSZL0fTZEXV3ddvcs1Gz179MQhZpt4cKFMWzYsPjggw/SYwcccEBMmjQp9thjjybt2RBdu3aNrl27ttj+AAAAAADbs7Pl4jLxhpGJAwAAAABZk+mS+TvvvFPsEQquqqoqcrlcJEkSEREbN26M2tra6NatW4P3WLZsWd66UAFw/X2WLl3a6D0KMdu7774bJ554Yrz77rvpsV69esUzzzzTqL8TAAAAAEBbs7Pl4jLxHZOJAwAAAABZVFLsAXY15eXl0bt377xjixcvbtQe9c8/+OCDmz1XRMRBBx2Ut16yZEmj96h/TWNnW7FiRZx44omxYMGC9FjXrl3jmWee2eLvBgAAAABAtsnEt08mDgAAAABklZJ5EdQPmefMmdOo6+fOnbvd/Zqquro67+tX6+rqYtGiRQ2+ftGiRbFmzZp0XVFREb169Wrw9R9//HGcdNJJee+vc+fOMXny5DjwwAMbvA8AAAAAANkhE986mTgAAAAAkGVK5kXQv3//vHVNTU2Dr33vvffyvi61tLQ0Dj300ILMlcvlom/fvk2e7YUXXshb9+3bN3K5XIOurauri9NOOy1efvnl9FhlZWU89dRT0a9fvwbPAAAAAABAtsjEtyQTBwAAAACyTsm8CE4//fS89TPPPBNJkjTo2smTJ+ethw4dGpWVlS0229NPP93ga+ufe8YZZzTouvXr18fZZ5+dF8iXlZXFxIkT46ijjmrw/QEAAAAAyB6ZeD6ZOAAAAADQFiiZF8GgQYOiqqoqXS9YsCCmTp3aoGvvv//+vPVZZ51VyNHizDPPzFuPGzcuVq9evcPrVq1aFePGjWv0bJ9++mkMHz48nnnmmfRYaWlpjBs3Lv7+7/++gVMDAAAAAJBVMvH/IRMHAAAAANoKJfMiKCkpiREjRuQdu+WWW3b45JZnn302/vSnP6XrTp06xfDhwws6W9++fWPgwIHpevXq1TFmzJgdXjdmzJioq6tL10cdddQOv7J08+bNMWLEiHjsscfSYyUlJfGb3/xmi6fHAAAAAADQNsnEPyMTBwAAAADaEiXzIhk1alTeV3o+99xzcccdd2zz/GXLlsVFF12Ud+yyyy7Le/rL1uRyubxXQ54Oc+utt+atR48eHc8///w2z9/a7LfddtsO73PJJZfEb3/727xZ77vvvoL/lwQAAAAAABSXTFwmDgAAAAC0Le2LPcCuqqqqKq6//vq4/vrr02PXXXddLF68OG644Ybo3r17RHz2ZJPHHnssLrvssli8eHF6bvfu3ePKK69skdlOPvnkGDZsWEyePDkiIjZu3BgnnXRSjB49Or73ve9Fx44dIyKirq4ufvWrX8V1110XGzduTK8/9dRT44QTTtjuPW655Zb4z//8z7xj5557bvTq1Svva0IbYt9994199923UdcAAAAAANB6ZOIycQAAAACgbVEyL6JRo0ZFTU1NPPHEE+mxe++9N375y19GdXV17LHHHrFw4cL46KOP8q4rLy+PRx55JDp37txisz300ENx9NFHx8KFCyMiYt26dXH55ZfHddddF/vuu28kSRILFiyIdevW5V233377xYMPPrjD/adMmbLFsfHjx8f48eMbPetNN90UN998c6OvAwAAAACg9cjE88nEAQAAAIAsKyn2ALuykpKSGDduXHzjG9/IO75p06ZYsGBBzJw5c4swfa+99oonn3wyBg8e3KKzdevWLaZMmRL9+vXLO7527dqYPXt2zJkzZ4swvX///jFlypTo0qVLi84GAAAAAEDbIxMHAAAAAGg7lMyLrKysLB5++OEYP3589O/ff5vnVVRUxMiRI2POnDkxZMiQVpmturo6pk+fHnfccUf6VaVb07179xgzZkxMmzYtevXq1SqzAQAAAADQ9sjEAQAAAADahvbFHoDPnHvuuXHuuefGvHnzYtq0abFs2bLYsGFDdO7cOQ455JAYPHhwlJWVNXrfJEmaNVeHDh3immuuiauuuipmzJgRr7zyStTW1kZERNeuXaN///4xYMCAKClp3P9eYerUqc2aCwAAAACAtksmDgAAAACQbUrmGbP//vvH/vvvX+wxtlBSUhIDBw6MgQMHFnsUAAAAAAB2EjJxAAAAAIBsatyjNgAAAAAAAAAAAAAA2KkpmQMAAAAAAAAAAAAAkFIyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABAqn2xBwDajj7X/mGH57wz+rRWmAQAAAAAAAAAAACAluJJ5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABASskcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkFIyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABS7Ys9ALBz6nPtH3Z4zjujT2uFSQAAAAAAAAAAAABoDE8yBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABASskcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkFIyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABASskcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkFIyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABASskcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkFIyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQKp9sQcg3/z582P69OmxdOnS2LBhQ+y5555x8MEHx6BBg6KsrKxocyVJEi+//HLMmjUramtrIyKiW7du0a9fvxgwYEDkcrmizQYAAAAAQNskEwcAAAAAyCYl84yYMGFC/OAHP4iXX355q7+vrKyMESNGxE033RRVVVWtNtfGjRvj7rvvjrFjx8ayZcu2ek7Pnj3j8ssvj0svvTRKS0ubdJ+PP/44/vrXv8b06dNj+vTpMW3atHj//ffzzlm4cGH06dOnSfsDAAAAAJAdMnGZOAAAAACQbUrmRbZ+/fq48MIL47e//e12z1u9enX8/Oc/j9///vcxfvz4OO6441p8tiVLlsRZZ50VM2fO3O55S5cujauuuioefvjhmDhxYvTo0aNB+7///vsxatSomD59erz55puRJEkhxgYAAAAAIKNk4jJxAAAAAKBtKCn2ALuyzZs3x/nnn79FmN6uXbvYZ599on///rHHHnvk/W758uVxyimnxIsvvtiis9XW1sbQoUO3CNPLy8vjsMMOi0MOOWSLryqdMWNGDB06NFasWNGge7z//vvx0EMPxRtvvCFMBwAAAADYycnEZeIAAAAAQNuhZF5Ed955Z0ycODHv2MUXXxyLFy+OBQsWxMyZM+ODDz6IRx99NHr37p2es2bNmhg+fHh8/PHHLTbbiBEjYv78+em6rKwsxo4dGytWrIjXX3895syZEytWrIi77rorL1h/++2344ILLmj2/SsrK5u9BwAAAAAA2SET3zaZOAAAAACQNUrmRbJy5cr44Q9/mHfs9ttvj3vvvTe6d++eHispKYlzzjknampqok+fPunxpUuXxl133dUis02ePDmeeuqpdF1aWhqTJk2Kyy67LDp27Jger6ioiCuuuCL++Mc/RmlpaXr88ccfjylTpjT4fqWlpXH44YfHxRdfHPfff3+89tprLfpfFgAAAAAA0Lpk4v9DJg4AAAAAtAVK5kUyZsyYWLVqVbo+7rjjYtSoUds8v0ePHnHfffflHfvJT34SK1euLPhsN954Y9762muvjeOOO26b5x9//PFbzH7DDTfs8D59+vSJv/zlL7Fq1ap46aWX4t57740LLrggvvzlL0dJiX9pAgAAAADsLGTiMnEAAAAAoG2RWhbB5s2b49e//nXesZtvvjlyudx2rzvhhBPi2GOPTderVq2KRx55pKCzvfbaazF9+vR0XVFREVdfffUOr7vmmmuioqIiXdfU1MTcuXO3e03nzp3jyCOPjN12263pAwMAAAAAkGky8c/IxAEAAACAtkTJvAhqampi+fLl6XrfffeNIUOGNOjaCy+8MG89YcKEAk4WMXHixLz18OHDo1OnTju8rlOnTnHeeeflHSv0bAAAAAAAtD0ycQAAAACAtkfJvAj+8Ic/5K2/9rWv7fCJLV8894umTp0adXV1LTbbsGHDGnxt/dmeeOKJgswEAAAAAEDbJRMHAAAAAGh7lMyLYNasWXnrQYMGNfja7t27R58+fdL1hg0bYs6cOQWZK0mSePXVV5s82+DBg/PWr7zySiRJUpDZAAAAAABom2TiAAAAAABtj5J5EcydOzdvfeihhzbq+vrn19+vqRYtWhRr1qxJ1xUVFdG7d+8GX19dXR0dO3ZM13V1dbFkyZKCzAYAAAAAQNskEwcAAAAAaHuUzFvZ2rVrY/HixXnHevXq1ag96p//5ptvNnuure3T2Lm2dk2hZgMAAAAAoO2RiQMAAAAAtE1K5q1sxYoVeV+XWVpaGl27dm3UHj169Mhb19bWFmS2+vv07Nmz0Xu01GwAAAAAALQ9MnEAAAAAgLapfbEH2NWsXr06b92xY8fI5XKN2qOiomK7ezZV/X3q36chWmq21lJbWxvLly9v1DXz5s1roWkAAAAAANo2mXi2ycQBAAAAgG1RMm9l9QPmsrKyRu9RXl6+3T2bKsuztZZ77rknbrnllmKPAQAAAACwU8hy7pzl2VqLTBwAAAAA2JaSYg+wq1m3bl3eukOHDo3eY7fddstbr127tlkzfS7LswEAAAAA0PZkOXfO8mwAAAAAAMWmZN7K6j8JZcOGDY3eY/369dvds6myPBsAAAAAAG1PlnPnLM8GAAAAAFBs7Ys9wK6msrIyb13/SSkNUf9JKPX3bKosz9ZaRo4cGeedd16jrpk3b16cffbZLTMQAAAAAEAbluXcOcuztRaZOAAAAACwLUrmrax+wLxmzZpIkiRyuVyD96irq9vunoWarf59GqKlZmstXbt2ja5duxZ7DAAAAACAnYJMPNtk4gAAAADAtpQUe4BdTVVVVV54vnHjxqitrW3UHsuWLctbFyoArr/P0qVLG71HS80GAAAAAEDbIxMHAAAAAGiblMxbWXl5efTu3Tvv2OLFixu1R/3zDz744GbPFRFx0EEH5a2XLFnS6D3qX1Oo2QAAAAAAaHtk4gAAAAAAbZOSeRHUD5nnzJnTqOvnzp273f2aqrq6OsrLy9N1XV1dLFq0qMHXL1q0KNasWZOuKyoqolevXgWZDQAAAACAtkkmDgAAAADQ9iiZF0H//v3z1jU1NQ2+9r333ot33nknXZeWlsahhx5akLlyuVz07du3ybO98MILeeu+ffvmfQ0qAAAAAAC7Hpk4AAAAAEDbo2ReBKeffnre+plnnokkSRp07eTJk/PWQ4cOjcrKyhab7emnn27wtfXPPeOMMwoyEwAAAAAAbZdMHAAAAACg7VEyL4JBgwZFVVVVul6wYEFMnTq1Qdfef//9eeuzzjqrkKPFmWeembceN25crF69eofXrVq1KsaNG9eiswEAAAAA0PbIxAEAAAAA2h4l8yIoKSmJESNG5B275ZZbdvjklmeffTb+9Kc/petOnTrF8OHDCzpb3759Y+DAgel69erVMWbMmB1eN2bMmKirq0vXRx11VMG+shQAAAAAgLZLJg4AAAAA0PYomRfJqFGj8r7S87nnnos77rhjm+cvW7YsLrroorxjl112Wd7TX7Yml8vlvRrydJhbb701bz169Oh4/vnnt3n+1ma/7bbbdngfAAAAAAB2DTJxAAAAAIC2pX2xB9hVVVVVxfXXXx/XX399euy6666LxYsXxw033BDdu3ePiIjNmzfHY489FpdddlksXrw4Pbd79+5x5ZVXtshsJ598cgwbNiwmT54cEREbN26Mk046KUaPHh3f+973omPHjhERUVdXF7/61a/iuuuui40bN6bXn3rqqXHCCSc06F5z5syJd999t0HnvvDCCzFv3rwtjpeXl8fgwYMbtAcAAAAAAK1PJv4ZmTgAAAAA0FYomRfRqFGjoqamJp544on02L333hu//OUvo7q6OvbYY49YuHBhfPTRR3nXlZeXxyOPPBKdO3dusdkeeuihOProo2PhwoUREbFu3bq4/PLL47rrrot99903kiSJBQsWxLp16/Ku22+//eLBBx9s8H3GjBkT//Vf/9Wgc7/97W9v9Xh1dXW88847Db4nAAAAAACtTyYuEwcAAAAA2o6SYg+wKyspKYlx48bFN77xjbzjmzZtigULFsTMmTO3CNP32muvePLJJ1v8KSXdunWLKVOmRL9+/fKOr127NmbPnh1z5szZIkzv379/TJkyJbp06dKiswEAAAAA0PbIxAEAAAAA2g4l8yIrKyuLhx9+OMaPHx/9+/ff5nkVFRUxcuTImDNnTgwZMqRVZquuro7p06fHHXfckX5V6dZ07949xowZE9OmTYtevXq1ymwAAAAAALQ9MnEAAAAAgLahfbEH4DPnnntunHvuuTFv3ryYNm1aLFu2LDZs2BCdO3eOQw45JAYPHhxlZWWN3jdJkmbN1aFDh7jmmmviqquuihkzZsQrr7wStbW1ERHRtWvX6N+/fwwYMCBKSpr2v1d48MEHG/VVogAAAAAAtH0ycQAAAACAbFMyz5j9998/9t9//2KPsYWSkpIYOHBgDBw4sNijAAAAAACwk5CJAwAAAABkU9MetQEAAAAAAAAAAAAAwE5JyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABASskcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkFIyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABASskcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkFIyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABASskcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkFIyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABASskcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkFIyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAlJI5AAAAAAAAAAAAAAApJXMAAAAAAAAAAAAAAFJK5gAAAAAAAAAAAAAApJTMAQAAAAAAAAAAAABIKZkDAAAAAAAAAAAAAJBSMgcAAAAAAAAAAAAAIKVkDgAAAAAAAAAAAABASskcAAAAAAAAAAAAAICUkjkAAAAAAAAAAAAAACklcwAAAAAAAAAAAAAAUkrmAAAAAAAAAAAAAACklMwBAAAAAAAAAAAAAEgpmQMAAAAAAAAAAAAAkGpf7AHIN3/+/Jg+fXosXbo0NmzYEHvuuWccfPDBMWjQoCgrKyvaXEmSxMsvvxyzZs2K2traiIjo1q1b9OvXLwYMGBC5XK5g91q5cmW88MILMX/+/Kirq4uKiorYb7/9YvDgwbHXXnsV7D4AAAAAABSXTFwmDgAAAABkk5J5RkyYMCF+8IMfxMsvv7zV31dWVsaIESPipptuiqqqqlaba+PGjXH33XfH2LFjY9myZVs9p2fPnnH55ZfHpZdeGqWlpU2+1yuvvBL/9m//Fk888URs3rx5i9+3a9cuTjvttPjBD34Qffv2bfJ9AAAAAAAoLpm4TBwAAAAAyLaSYg+wq1u/fn18+9vfjnPOOWebYXpExOrVq+PnP/95HHroofH888+3ymxLliyJI488Mq6++upthukREUuXLo2rrroqjj766O2etz133313HHHEEfHYY49tNUyPiNi0aVM89thjcfjhh8fPfvazJt0HAAAAAIDikYl/RiYOAAAAAGSdknkRbd68Oc4///z47W9/m3e8Xbt2sc8++0T//v1jjz32yPvd8uXL45RTTokXX3yxRWerra2NoUOHxsyZM/OOl5eXx2GHHRaHHHLIFl9VOmPGjBg6dGisWLGiUfe666674vLLL49PP/007/jee+8dhx9+eOy99955xz/99NO49NJL46c//Wmj7gMAAAAAQPHIxD8jEwcAAAAA2gIl8yK68847Y+LEiXnHLr744li8eHEsWLAgZs6cGR988EE8+uij0bt37/ScNWvWxPDhw+Pjjz9usdlGjBgR8+fPT9dlZWUxduzYWLFiRbz++usxZ86cWLFiRdx11115wfrbb78dF1xwQYPvU1NTE9dcc03esSFDhsSMGTPi3XffjZdeeinefffd+Otf/xrHH3983nlXXnllTJ8+vYnvEAAAAACA1iQTl4kDAAAAAG2HknmRrFy5Mn74wx/mHbv99tvj3nvvje7du6fHSkpK4pxzzomampro06dPenzp0qVx1113tchskydPjqeeeipdl5aWxqRJk+Kyyy6Ljh07pscrKiriiiuuiD/+8Y9RWlqaHn/88cdjypQpDbrX1VdfHZs2bUrXZ5xxRkyaNCkGDBiQd94RRxwRkydPjtNOOy099umnn8bVV1/d6PcHAAAAAEDrkol/RiYOAAAAALQVSuZFMmbMmFi1alW6Pu6442LUqFHbPL9Hjx5x33335R37yU9+EitXriz4bDfeeGPe+tprr43jjjtum+cff/zxW8x+ww037PA+Tz31VNTU1KTrvfbaK+6///7o0KHDVs/v0KFDPPDAA7HXXnulx55//vl4+umnd3gvAAAAAACKRyYuEwcAAAAA2hYl8yLYvHlz/PrXv847dvPNN0cul9vudSeccEIce+yx6XrVqlXxyCOPFHS21157Le/rNisqKhr0ZJRrrrkmKioq0nVNTU3MnTt3u9fU/y8ILrnkkujSpct2r+natWuMHDlyu/sAAAAAAJAdMvHPyMQBAAAAgLZEybwIampqYvny5el63333jSFDhjTo2gsvvDBvPWHChAJOFjFx4sS89fDhw6NTp047vK5Tp05x3nnn5R3b3mzr16+PSZMm5R274IILGjRj/fOeeuqp2LBhQ4OuBQAAAACgdcnEZeIAAAAAQNujZF4Ef/jDH/LWX/va13b4xJYvnvtFU6dOjbq6uhabbdiwYQ2+tv5sTzzxxDbPrT/3QQcdFNXV1Q26T58+feKAAw5I16tWrYrnnnuuwXMCAAAAANB6ZOIycQAAAACg7VEyL4JZs2blrQcNGtTga7t37x59+vRJ1xs2bIg5c+YUZK4kSeLVV19t8myDBw/OW7/yyiuRJMlWz23O32Br96q/HwAAAAAA2SATl4kDAAAAAG2PknkRzJ07N2996KGHNur6+ufX36+pFi1aFGvWrEnXFRUV0bt37wZfX11dHR07dkzXdXV1sWTJkq2em9W/AQAAAAAAhZXVPFgmDgAAAACwbUrmrWzt2rWxePHivGO9evVq1B71z3/zzTebPdfW9mnsXFu7ZluzNfdeLfU3AAAAAACgcGTihbmXTBwAAAAAaG1K5q1sxYoVeV+XWVpaGl27dm3UHj169Mhb19bWFmS2+vv07Nmz0Xs0dLbm3qul/gYAAAAAABSOTLww95KJAwAAAACtrX2xB9jVrF69Om/dsWPHyOVyjdqjoqJiu3s2Vf196t+nIRo6W3Pv1VJ/g9ra2li+fHmjrpkzZ07eet68eQWZJYs2LF+0w3Nmz57dIue25N6fn9uSe3uPLb+399h6c7Tk3t5j683Rknu3xntsyb2zMkdL7p2VOVpy76zM0ZJ7Z2WOltw7K3O05N67wr9ne48tv7f32HpztOTe3mPrzdGSe2fxPe5s6mdv69evL9IkNJRMvDD3kokXR1P+Pbcl/lnU1GvM1XpzNeUac5nLXOYyl7nawlxNucZc5jKXuVpyrqZcYy5zmWvXm2tnU9RcPKFVTZ8+PYmI9NWtW7dG73HPPffk7XH66acXZLYxY8bk7Xv++ec3eo/hw4fn7fGjH/1oq+d17Ngx77y5c+c26j5z5szJu76ysrLRs27NTTfdlLevl5eXl5eXl5eXl5eXl5eXl5eXV3ZfEyZMKEguSMuRiX9GJu7l5eXl5eXl5eXl5eXl5eXl5eVViFdr5uIlQatat25d3rpDhw6N3mO33XbLW69du7ZZM32uNWdr7r1a6m8AAAAAAEDhyMQLcy+ZOAAAAADQ2pTMW1lZWVneesOGDY3eo/6j7uvv2VStOVtz79VSfwMAAAAAAApHJl6Ye8nEAQAAAIDW1r7YA+xqKisr89b1n17SEPWfUFJ/z6ZqzdkqKytjzZo1Tb5XS/0NRo4cGeedd16jrvnkk0/ipZdeit133z06d+4cvXr12uKpMjubefPmxdlnn52uJ0yYEPvvv3/xBoJdmM8jZIfPI2SHzyNkh88jZMfO8nlcv359LFmyJF0ff/zxRZyGhpCJ/89xmTi0TTvLP0OBhvGZh12Pzz3sWnzmYdezM3zui5mLK5m3svrB75o1ayJJksjlcg3eo66ubrt7Fmq2+vdpiIbOVllZGbW1tU2+V0v9Dbp27Rpdu3Zt9HVHH310Qe7fVu2///5x2GGHFXsMIHweIUt8HiE7fB4hO3weITva8udxwIABxR6BRpCJ/89xmTjsHNryP0OBxvOZh12Pzz3sWnzmYdfTVj/3xcrFS4py111YVVVVXni+cePGvGC5IZYtW5a3bkoAvDX191m6dGmj92jobM29V0v9DQAAAAAAKByZeGHuJRMHAAAAAFqbknkrKy8vj969e+cdW7x4caP2qH/+wQcf3Oy5IiIOOuigvPUXH6/fUPWv2dZs9e+Vlb8BAAAAAACFIxPf+r2y8jcAAAAAANgWJfMiqB/+zpkzp1HXz507d7v7NVV1dXWUl5en67q6uli0aFGDr1+0aFGsWbMmXVdUVESvXr22em5W/wYAAAAAABRWVvNgmTgAAAAAwLYpmRdB//7989Y1NTUNvva9996Ld955J12XlpbGoYceWpC5crlc9O3bt8mzvfDCC3nrvn375n0N6hc152+wtXvV3w8AAAAAgGyQicvEAQAAAIC2R8m8CE4//fS89TPPPBNJkjTo2smTJ+ethw4dGpWVlS0229NPP93ga+ufe8YZZ2zz3CFDhkRFRUW6fuuttxr8hJh33nkn3n777XTdqVOnGDJkSIPnBAAAAACg9cjEZeIAAAAAQNujZF4EgwYNiqqqqnS9YMGCmDp1aoOuvf/++/PWZ511ViFHizPPPDNvPW7cuFi9evUOr1u1alWMGzeuwbOVlZXFsGHD8o498MADDZqx/nknn3xydOjQoUHXAgAAAADQumTiMnEAAAAAoO1RMi+CkpKSGDFiRN6xW265ZYdPbnn22WfjT3/6U7ru1KlTDB8+vKCz9e3bNwYOHJiuV69eHWPGjNnhdWPGjIm6urp0fdRRR+3wK0svvPDCvPV//Md/xPLly7d7TW1tbdxzzz3b3QcAAAAAgOyQiX9GJg4AAAAAtCVK5kUyatSovK/0fO655+KOO+7Y5vnLli2Liy66KO/YZZddlvf0l63J5XJ5r4Y8HebWW2/NW48ePTqef/75bZ6/tdlvu+22Hd7ntNNOi6OOOipdr1y5Mi688MLYuHHjVs/fsGFDXHjhhbFy5cr02LHHHhsnnXTSDu8FAAAAAEDxyMRl4gAAAABA26JkXiRVVVVx/fXX5x277rrrYuTIkfHuu++mxzZv3hwTJkyIQYMGxTvvvJMe7969e1x55ZUtMtvJJ5+c97WdGzdujJNOOinuvvvuWLNmTXq8rq4uxo4dGyeffHJeCH7qqafGCSec0KB73XnnnVFS8j//Mnz88cdj2LBh8fLLL+edN2PGjBg2bFg88cQT6bF27do16IkyAAAAAAAUl0z8MzJxAAAAAKCtUDIvolGjRsXpp5+ed+zee++N3r17x3777RcDBgyIvfbaK84555xYvHhxek55eXk88sgj0blz5xab7aGHHop99tknXa9bty4uv/zyqKqqii9/+ctx2GGHRVVVVVxxxRWxbt269Lz99tsvHnzwwQbf55hjjonbb78979jUqVPj8MMPjx49esQRRxwR3bt3jyOOOCKee+65vPPGjBmT99QXAAAAAACySyYuEwcAAAAA2g4l8yIqKSmJcePGxTe+8Y2845s2bYoFCxbEzJkz46OPPsr73V577RVPPvlkDB48uEVn69atW0yZMiX69euXd3zt2rUxe/bsmDNnTl6QHhHRv3//mDJlSnTp0qVR97rmmmviRz/6UbRr1y7v+LvvvhszZsyI9957L+94u3bt4ic/+Un8y7/8S6PuAwAAAABA8cjEPyMTBwAAAADagvbFHmBXV1ZWFg8//HB8/etfj9tuuy1mzZq11fMqKiriH//xH+Omm26Krl27tsps1dXVMX369Bg7dmzcfffdeV9Z+kXdu3ePyy+/PC677LLo0KFDk+515ZVXxgknnBA33HBDPPXUU7F58+YtzikpKYlTTz01brvtti2CflpXly5d4qabbspbA8Xh8wjZ4fMI2eHzCNnh8wjZ4fNIVsjEPyMTh7bDP0Nh1+IzD7sen3vYtfjMw67H5755ckmSJMUegv8xb968mDZtWixbtiw2bNgQnTt3jkMOOSQGDx4cZWVlRZtr8+bNMWPGjHjllVeitrY2IiK6du0a/fv3jwEDBkRJSeEeir9ixYr485//HAsWLIi6urqoqKiI/fbbLwYPHhxVVVUFuw8AAAAAAMUlE5eJAwAAAADZpGQOAAAAAAAAAAAAAECqcI/aAAAAAAAAAAAAAACgzVMyBwAAAAAAAAAAAAAgpWQOAAAAAAAAAAAAAEBKyRwAAAAAAAAAAAAAgJSSOQAAAAAAAAAAAAAAKSVzAAAAAAAAAAAAAABSSuYAAAAAAAAAAAAAAKSUzAEAAAAAAAAAAAAASCmZAwAAAAAAAAAAAACQUjIHAAAAAAAAAAAAACClZA4AAAAAAAAAAAAAQErJHAAAAAAAAAAAAACAVPtiDwC0PfPnz4/p06fH0qVLY8OGDbHnnnvGwQcfHIMGDYqysrJijwdtRpIk8c4778Rrr70WS5cujY8++ih222232HPPPeOAAw6IgQMHFvwztWrVqnjhhRfirbfeik8++STKy8ujuro6Bg0aFN27dy/ovYBtW7duXdTU1MQbb7wRH374YXTo0CF69uwZRx55ZOy7777FHg8y6c0334xXXnklli5dGmvWrIny8vLo1q1bHHjggdGvX7/Ybbfdmry3zyTs2Pr162PmzJkxd+7c+PDDD2Pt2rWx++67R9euXWPAgAGx//77Ry6Xa/Z9Pv3005g2bVq8/vrrsXLlymjXrl3svffecfjhh8dhhx1WgHcCu57W/OeczAiALJG/Ai1NpgTZJEuGXYPMGtgR2XiBJAAN9P/+3/9LBgwYkETEVl+VlZXJP/3TPyXLly8v9qiQWR988EHywAMPJMOHD0+qqqq2+XmKiKS0tDQ5++yzk6lTpzb7vgsWLEi+/e1vJx06dNjqvXK5XDJkyJDkueeeK8C7hJ3LN77xjS0+M9XV1U3aq7a2NrnkkkuSioqKbX72Dz/88GTChAmFfRPQRn3yySfJD3/4w2SfffbZ7j8zO3TokBxzzDHJ2LFjG7W/zyTs2EsvvZR861vfSnbbbbftfg579OiR/Nu//VuycuXKJt1n1apVyb/+678mf/d3f7fNexx00EHJAw88kGzevLnA7xJa19KlS5NHH300GTVqVDJ06NCkU6dOBfnPmvW15j/nZEYAZIX8FdgWOS/s3GTJsOuQWUPbJRtvm5TMgR1at25d8q1vfWu7/+Hsi68uXboISmErRo78/+3dd5RV5b0/4O8MzEgHpYp0LIhREBU7RUWjYhJRY1kW7CXLqNcafzZy7WIwXE1ujDXGEhURIzZQEI0NczVGIYhSVFCRgUH6DMz5/eHNueyp58AMTHmetWYt3n3edoZ5Z5/zmffsfUGFf2So6uvUU09NLVu2bKPG/ctf/pJq1qxZRuPk5OSkrrzySm+C4H8999xz5a6VjXlzM2XKlCr/uFl63a9du7b6nxTUEX/9619THTt2zOp82bFjx4z7tyahcuvXr09deeWVqdzc3KzX4YsvvpjVWB999FGVfwDc8Ouwww5LFRYW1tAzh5rx5ptvpo4++uhU586dq/wZr44gfXOd52RGANQm8legInJeqN9kydAwyKyhbpKN1/1sPCeVSqUCoAIlJSUxYsSImDBhQuJ4o0aNolu3btG6deuYO3duLFu2LPF4s2bNYvLkybHvvvtuzulCrbbnnnvG3//+9zLH/307pY4dO0ZxcXHMnz+/zJqKiBg4cGC8+uqr0aJFi4zHfOqpp+KEE06IkpKSxPH27dtH165dY9GiRbFgwYIo/XLg4osvjjFjxmQ8DtRHy5Yti1122SUWLFhQ5rHu3bvHvHnzMu7rzTffjEMPPTRWr16dON6mTZvo2bNnLF26NL788stYv3594vERI0bE008/XS23coO6ZMyYMXHppZeWOT81adIkOnfuHO3atYvVq1fH119/HYsXL04/3rFjx/jmm2+q7N+ahKqdffbZcd9995U53qxZs+jdu3c0bdo0CgoKYs6cOWXWan5+fjz77LNx+OGHVznOrFmz4oADDkis5YiIFi1aRK9evWL16tUxb968KC4uTjy+7777xmuvvVb3bzFIg3HXXXfFJZdcklHdbF9rlra5znMyIwBqG/krUB45L9RvsmRoOGTWUDfJxv9Pnc3Gt9z+dqAuuPXWW8t8sua8885LLViwIF1n/fr1qWeeeSbVrVu3RL0uXbr4pB5sYI899kivjzZt2qQuuOCC1MSJE1Pff/99ot66detSU6ZMSR144IFl1t8xxxyT8XifffZZmVu/9OvXL/Xaa68l6v3rX/9KjRgxosxY48aNq5bnDXXV2WefnV4PpddSNp+gXbJkSZlP5Xbv3j317LPPJq5a9eWXX6bOPffcMmvxzjvvrIFnB7XXfffdV2YdHH744akXX3wxtWbNmjL1FyxYkHrkkUdSxxxzTKpr165V9m9NQtWeeuqpMj/7ffv2TU2cODFVXFycqLto0aLUqFGjylwxsn379qklS5ZUOk5xcXFq1113TbTbZpttUg8//HCqqKgoXa+goCD1//7f/ytzhZoLL7ywRp4/1IQxY8ZUeAWTFi1aVNvVWjbneU5mBEBtI38FyiPnhfpLlgwNh8wa6i7ZeN3Pxm0yByq0ePHiVMuWLRO/6G655ZYK63/11VepHj16JOpfd911m3HGULvtscceqR49eqTuu+++1KpVq6qsv27dutQ555xT5oVJ6T9SVOTEE09MtNtrr70qvOVrSUlJmbF69+5d5g0ZNBRTpkxJ5eTkpCIilZubm7r99ts3+s3Nr371q0Tbnj17Jt5clHbTTTcl6rdu3brKwAPqi9mzZ6eaNGmS/vnPy8tLPfbYYxm3z2StWJNQtR/96EeJn/s999wztWLFikrbvPrqq6nGjRsn2t18882VtvnDH/6QqL/11lunPvnkkwrrP/roo4n6jRs3Tn366acb9Rxhc/t3kN6yZcvUkCFDUpdffnnqqaeeSs2bNy81ZcqUagvSN9d5TmYEQG0kfwVKk/NC/SVLhoZFZg11l2y87mfjNpkDFbriiisSv+AGDRqU+GRPeSZPnpxo07Jly9TixYs304yhdnv++edTa9euzarNunXrUnvuuWdiXZ100klVtvv4448Tn5rNz89PzZgxo9I2q1evTu2www6Jse69996s5gv1wapVq1K9e/dOr4OLLrpoo9/cLFq0qMynbydPnlxpm5KSktSgQYMSba6++upqeGZQ+w0dOjTxs//kk09Wa//WJFTt888/L7PJ5r333suobekrP+y7774V1l27dm2qa9euifr3339/lWOcfPLJWb82htrgs88+S33yySep9evXl3msuoL0zXmekxkBUBvJX4ENyXmhfpMlQ8Mhs4a6TTZe97Px3AAoR0lJSTz44IOJYzfccEPk5ORU2u7ggw+OAw88MF1evnx5PPnkkzUyR6hrjjzyyMjPz8+qTaNGjeKKK65IHHv55ZerbPfAAw9ESUlJunzCCSfEzjvvXGmbJk2axFVXXZU4dt9992UxW6gfrr322vj8888jIqJbt25x4403bnRfTzzxRKxYsSJdHjRoUBx88MGVtsnJyYnrr78+ceyBBx6IVCq10fOAumDChAkxZcqUdPm4446L4447rlrHsCaharNmzUqUu3TpEnvttVdGbY855phE+bPPPquw7ssvvxxffvllutyjR484/fTTqxyj9PvSp556KpYtW5bR/GBL6t27d/Tt2zdyc2sujt1c5zmZEQC1lfwV2JCcF+ovWTI0LDJrqNtk43U/G7fJHCjXW2+9Fd9991263KtXrxgyZEhGbc8888xE+dlnn63GmUHDs+ELjYiIgoKCWLVqVaVtnnvuuUS59LqsyPHHHx/NmzdPl6dPnx4LFy7McKZQ902fPj3uuuuudPmee+6JFi1abHR/EyZMSJQzXYtDhw6Nnj17psvffPNNvPPOOxs9D6gL7r333kS59Jv66mBNQtWWLFmSKHft2jXjtt26dUuUCwsLK6xbej2efvrpVYZwET+EkYMHD06Xi4uL44UXXsh4jlCfba7znMwIgPpG/gr1j5wX6jdZMjQsMmugKrLxmmWTOVCuiRMnJsrDhg3L6MXTv+tuaOrUqbFy5cpqmxs0NFtvvXWZY5V98nXWrFmJT+A2b9489ttvv4zGKl03lUqV+X0A9VVxcXGceeaZsX79+oj44coXw4cP3+j+VqxYEdOmTUscO/TQQzNqm5OTE4ccckji2PPPP7/Rc4HabsGCBYkrxfXv3z922WWXah3DmoTMtG7dOlFevXp1xm1L123Xrl2FdUu/xsx0PUaUfc9pPcLmPc/JjACob+SvUL/IeaF+kyVDwyOzBiojG695NpkD5frwww8T5UwD0oiIzp07R48ePdLloqKimDFjRjXNDBqeBQsWlDnWtm3bCuuXXr8DBw6Mxo0bZzze/vvvX2l/UF/dcsst8c9//jMiItq0aRNjx47dpP4++eSTKC4uTpd79uwZnTp1yri9tUhD8tJLL6X/8Bfxw6fGq5s1CZnp379/ojxz5syMQ6733nsvUR44cGC59b799tv45ptv0uWtttoqBgwYkPEcrUcoa3Oe52RGANQ38leoX+S8UL/JkqHhkVkDlZGN1zybzIFyzZw5M1Hu27dvVu1L1y/dH5C5N954I1Hu3r175OfnV1jf+oXszZgxI2666aZ0+bbbbsvqjUd5rEXI3PTp0xPlfv36pf/9wQcfxC9/+cvo169fbL311tGsWbPo0aNHDBs2LEaPHl3uZoDyWJOQmS5duiRCsbVr12b0B/m1a9cmbkUeUfHtCEuvn+23377S17ellV6Pn332Waxbty7j9lAfbc7znHMqAPWN/BXqDzkv1H+yZGh4ZNZAZWTjNc8mc6CM1atXxxdffJE41rVr16z6KF1/1qxZmzwvaKgeeOCBRPmII46otH7p9Wb9QuVKSkrizDPPjKKiooiIOPDAA+Pss8/e5H6rey3Onz8/1qxZs8nzgtqo9B8GevXqFStWrIgzzzwzBgwYEP/1X/8VH330URQWFsbq1atj/vz5MXny5Lj88stjhx12iKuvvjrxCfXyWJOQudtuuy1yc/8vMrruuuvi4YcfrrB+YWFhHHvssYkw7Kijjoqjjjqq3Pqbuh7bt28fTZo0SZeLiopi7ty5WfUB9c3mOs/JjACoj+SvUD/IeaFhkCVDwySzBioiG695NpkDZSxevDhSqVS6nJeXFx06dMiqj+222y5RXrRoUbXMDRqaF154IaZNm5Y4NnLkyErblF5vXbp0yWrM0uv3u+++y6o91DVjx46Nd955JyIi8vPz4957742cnJxN7ndT12LHjh0Tt1ouKSmJgoKCTZ4X1EafffZZopybmxuDBg0q84f+8qxevTpuueWWOOKII2L58uUV1rMmIXMHHHBA3H333enz4bp162LkyJExcODAuPXWW2P8+PHx0ksvxZ///Oe48MILo3fv3vH888+n2w8bNiwef/zxCvvf1PUY8cNtBSvrExqazXWekxkBUN/IX6H+kPNCwyBLhoZJZg1URDZe8xpXXQVoaFasWJEoN2vWLOsQpnnz5pX2CVRtyZIlce655yaO/exnP4uBAwdW2q70eiu9HqtSun5xcXGsXbs2ttpqq6z6gbpg7ty5cc0116TLv/rVr6JPnz7V0vemrsWcnJxo2rRpIuh0PqU+KikpKRPo//KXv4wPPvggIn5YC8OHD48jjjgiunTpEitXrowPPvggHnnkkVi4cGG6zeTJk2PkyJExbty4csexJiE7559/fuy0007xy1/+Mj755JOI+OFKUaWvFrWhXr16xRVXXBFnn3124qoypW3qeiyvjfVIQ7e5znMyIwDqE/kr1B9yXmgYZMnQsMmsgfLIxmueK5kDZZT+BbbhLV0y1bRp00r7BCpXUlISJ598cnz11VfpY61bt46xY8dW2XZT13Dp9Vten1BfnHPOObFy5cqIiOjTp09cffXV1da38ylkZtmyZYlPfUdE/M///E9ERLRt2zZef/31eO655+K8886L4cOHx/HHHx+33nprzJo1K0466aREu2eeeSb+9Kc/lTuONQnZO+igg2L69Olx2WWXRaNGjSqt261bt7jsssvipJNOqjSsj7AeoSZsrnVl/QJQX8hfoX6R80LDIEsGZNZAabLxmmeTOVDGmjVrEuX8/Pys+yh9xY3Vq1dv0pygobn88svjxRdfTBz7wx/+EF27dq2y7aau4fKumGMNUx/df//9MXny5Ij44dOp995770ad8yrifAqZqejNc6NGjWLixIlx4IEHlvt4ixYt4pFHHolDDz00cfzmm28u84eGCGsSNsZ///d/R+/evWP06NGxfv36Sut+8cUXccEFF0SPHj2qvD2x9QjVb3OtK+sXgPpC/gr1h5wXGg5ZMiCzBkqTjdc8m8yBMkp/0qaoqCjrPtauXVtpn0DFxo4dG7/5zW8Sx6644oo4/vjjM2q/qWu49Potr0+o677++uu47LLL0uWzzjqrwvBxYzmfQmYq+rk+66yzYu+99660bW5ubvz+979PXIFi1qxZ8frrr1c5jjUJFSsuLo5jjz02zj///Pj6668jImKbbbaJ6667Lt57771YunRpFBUVxcKFC+O5556Lo48+On1LwCVLlsSZZ54Zl19+eYX9W49Q/TbXurJ+AagP5K9Qf8h5oWGRJUPDJbMGKiIbr3k2mQNltGjRIlEu/UmcTJT+pE3pPoHyPfbYY3HxxRcnjo0cOTJuvfXWjPvY1DVc3iflrGHqm1/84hdRWFgYERGdOnWK22+/vdrHcD6FzFT0c3322Wdn1L5Xr15xyCGHJI6V94cBaxIyd/7558e4cePS5YEDB8Ynn3wSo0aNir322ivatGkTeXl5se2228ZRRx0VzzzzTDz77LOJMGz06NHx4IMPltu/9QjVb3OtK+sXgLpO/gr1i5wXGhZZMjRcMmugIrLxmmeTOVBG6V9gq1atKvc2UZVZuXJlpX0CZT3//PNx2mmnJdbbiBEj4r777kt/yjYTpddb6fVYldL1GzduXGc+PQeZeOqpp2L8+PHp8m9/+9to06ZNtY+zqWsxlUrV2TcZkI2mTZtGo0aNEsdatmwZu+++e8Z9DB48OFF+//33y9SxJiEzU6dOjfvvvz9d7tChQzz//PPRqVOnStv95Cc/iXvuuSdx7PLLL89oA02267G8NtYjDd3mOs/JjACoy+SvUL/IeaHhkSVDwySzBiojG695NpkDZbRr1y4RqBYXF8eiRYuy6mPBggWJcocOHaplblBfTZkyJY477rhYt25d+tiwYcPi8ccfLxOWVKX0evvqq6+yal96/bZv3z6r9lDbbXgrtCOPPDJ+/vOf18g4m7oWv/3228TvhNzc3GjXrl21zA1qm9LrZfvtt0/ctrQqO+20U6Jc3mtXaxIyM3bs2ET54osvzvj14MiRI2PHHXdMlwsKCuKZZ54pU29T12NExMKFCyvtExqazXWekxkBUFfJX6H+kfNCwyRLhoZHZg1URjZe82wyB8po2rRpdOvWLXHsiy++yKqP0vX79OmzyfOC+urdd9+Nn/zkJ4lbqey3334xfvz4yM/Pz7q/0uGI9QtJ/759akTExIkTIycnp8qvoUOHJvqYP39+mToffvhhok51r8Xu3bu7qhX11s4775wot2rVKqv2pesvXbq0TB1rEqqWSqXitddeSxw76qijMm6fm5sbRx55ZOLYtGnTytTb1PW4aNGixGvn/Pz86NWrV1Z9QH2zuc5zMiMA6iL5K9RPcl5omGTJ0LDIrIGqyMZrnk3mQLlK/xKbMWNGVu1nzpxZaX/ADz766KM4/PDDY8WKFelju+++e7zwwgvRvHnzjerT+oXawVqEzPXt2zdRXrt2bVbtNwzuIiKaNWtWpo41CVVbunRpLFu2LHGsZ8+eWfVRun7pqzJElF0/n3/+eRQVFWU8Run12Lt372jcuHEWs4T6Z3Oe55xTAahL5K/AprLmoXaRJUPDIrMGqiIbr3k2mQPl6t+/f6L81ltvZdz266+/jnnz5qXLeXl5Zd7sARGzZs2KYcOGJT4hv/POO8fLL78crVu33uh+S6/f6dOnJ27tUpW//e1vlfYHZGaXXXaJvLy8dHnevHnx9ddfZ9zeWqQhGTBgQKL87bffZtW+9K3I2rZtW6aONQlVK++PctkG4Ruus4iI9evXl6nTqVOn6NSpU2Lcv//97xmPYT1CWZvzPCczAqCukL8C1UGmBLWLLBkaFpk1UBXZeM2zyRwo1/DhwxPlyZMnRyqVyqjtK6+8kigPHTo0WrRoUW1zg/pg/vz5ccghhySCjJ49e8akSZOiffv2m9R3nz59onfv3unyypUrM35hs3Llynj77bfT5ZycnDK/D6CumzBhQkyaNCmrr9GjRyf66NixY5k622+/faJOy5YtY9CgQYljkyZNymiOqVQqJk+enDiWza3foK458sgjIzf3/96ezp07N5YsWZJx+9JBX+nbokVYk5CJ8v6otnDhwqz6KH0VmIpe25a+RWmm67G8utYjbN7znMwIgLpA/gr1n5wXGiZZMjQsMmugKrLxmmeTOVCu/fbbL9q1a5cuz5kzJ6ZOnZpR2/vvvz9R/ulPf1qdU4M67+uvv46DDz44vvrqq/Sx7bbbLl599dXYbrvtqmWMn/zkJ4ly6XVZkb/85S+JW8fuueee0blz52qZE9QWgwcPjkMOOSSrrz322CPRR5MmTcrUKe8NwMauxSlTpsTcuXPT5Y4dO8bee++9Ec8W6oYOHTrE/vvvnzj2zDPPZNR23bp1MX78+MSxIUOGlFvXmoTK5efnx7bbbps49tprr2XVx6uvvpoob7j5ZkOl1+ODDz6YURD3+eefx+uvv54u5+XlxRFHHJHVHKG+2lznOZkRALWd/BUaBjkvNEyyZGhYZNZAJmTjNcsmc6Bcubm5MXLkyMSxUaNGVfkC6tVXX4033ngjXW7ZsmX8/Oc/r4kpQp20ZMmSGDZsWHz++efpY+3bt49JkyZFz549q22cM844I3JyctLlJ554ImbOnFlpmzVr1sStt96aOHbmmWdW25ygITrhhBOiefPm6fK0adOqDD5SqVSMGjUqcez0009PXJkD6qNzzz03Ub7jjjvKvQ1iaX/84x/jm2++SZdbtWoVhx12WLl1rUmo2sEHH5wo33XXXbFu3bqM2r7++uuJqzKW19+/HXbYYdGlS5d0ed68efHggw9WOcYNN9yQeF96zDHHROvWrTOaH9R3m+s8JzMCoDaTvwI1QaYEtYssGRoWmTVQFdl4DUsBVOC7775LtWjRIhUR6a9bbrmlwvpfffVVqkePHon611xzzWacMdRu33//fWqvvfZKrJE2bdqkPvjggxoZ7/jjj0+Mtddee6WWLVtWbt2SkpLUueeem6jfq1evVFFRUY3MDeqaKVOmJNZH9+7dM2575ZVXJtr27NkztWDBggrr33TTTYn6rVu3ThUUFFTDs4Dabf369aldd9018fN/2mmnpdavX19hm3feeafM69Wrrrqq0nGsSajcSy+9lPiZj4jU2WefXelaTKVSqdmzZ6c6d+6caLfDDjuk1q1bV2Gb3//+94n6W2+9deqTTz6psP6jjz6aqN+oUaPUrFmzNvq5Qm2xKa81S9tc5zmZEQC1kfwVqIqcF+oHWTI0LDJrqL9k43WDTeZApW6++eYyL9bOP//8xC/h9evXp8aPH5/q1q1bol7nzp1TS5cu3XKTh1pmyJAhZdbTr3/969SkSZOy/lqyZEmV482ePTvVrFmzxHj9+vVLTZkyJVFv1qxZqREjRpSZ25NPPllD3wmoezblzU1BQUGqU6dOZdpPmDAhVVJSkq735ZdflvljY0Skbr/99hp4RlA7TZ48OZWTk5NYA4ccckjq/fffT9QrLCxM3XnnnWXewO+4446p77//vtIxrEmo2tChQ8v87B9wwAGpyZMnp4qLixN1Fy9enBo9enSqdevWZdo89dRTlY5TVFSU2mWXXRJtttlmm9TDDz+cGKegoCB1zTXXpHJzcxN1L7jgghp5/lBT3nzzzXLf340ePTrxs92xY8cK3wtW9ketVGrznudkRgDUNvJXoCpyXqg/ZMnQsMisoW6TjdftbDwnlariWu1Ag1ZSUhI//elP4/nnn08cb9SoUXTv3j1at24dc+fOjcLCwsTjTZs2jUmTJsX++++/GWcLtduGt0/dVFOmTIkhQ4ZUWe+JJ56Ik046qcytWdq3bx/dunWLRYsWxVdffVXm8QsvvDDGjh1bbfOFum7q1KkxdOjQdLl79+4xb968jNtPmzYtDjvssFizZk3ieJs2baJnz55RWFgYX3zxRaxfvz7x+E9/+tMYP358tf7+gNrutttui6uuuqrM8U6dOkWXLl1i5cqV8fnnn0dRUVHi8bZt28aUKVNi1113rXIMaxIq980338R+++0Xc+fOLfNYixYtomfPntG0adMoKCiIOXPmlHsbwEsvvTRGjx5d5VgzZ86MAw44IJYsWVJmnN69e8fq1atj7ty5UVxcnHh84MCBMXXq1GjatGmWzw62nB49esT8+fM3qY/TTjstHnrooUrrbK7znMwIgNpG/gpURc4L9YssGRoOmTXUbbLxH9TZbHzL7W8H6orVq1enTjjhhDKfwKnoq23btmWu1AGkMl5DmXxls8Yee+yxVNOmTTPu+7LLLkt8ig+onts0vfrqq6ltttkm47V40kknpdasWVP9TwbqgLFjx6by8vIyXi877bRT6tNPP81qDGsSKvfFF1+UeyXIqr7y8vJSt956a1avJz/88MNU9+7dMx7jkEMOqXNXeYBUKpXVz3lFX6eddlpGY22u85zMCIDaRP4KVEXOC/WPLBkaDpk11F2y8bqdjecGQBWaNGkSjz/+eDz99NPRv3//Cus1b948LrjggpgxY0ZGV/gANo8TTzwxPv744zjppJMiLy+vwnqDBg2KqVOnxh133OFT9VADDjrooJgxY0acf/750axZswrr7b777jFu3Lh49NFHY6utttqMM4Ta48ILL4yPPvoojj/++ErPXT179ozf/va38dFHH8UOO+yQ1RjWJFSua9eu8eqrr8aTTz4ZQ4YMidzcyiOk1q1bx/nnnx///Oc/48orr8zq9WS/fv3in//8Z/zqV7+KrbfeusJ6O+ywQ/zxj3+MV155Jdq0aZNx/9AQba7znMwIAOSv0NDIlKB2kSVDwyGzBjIhG69+OalUOfeHAKjEZ599Fu+++24sWLAgioqKok2bNrHzzjvH/vvvH02aNNnS0wMq8f3338ebb74Zs2fPjuXLl0eTJk2iW7dusf/++8d22223pacHDcbq1avjrbfeipkzZ0ZhYWHk5+fHdtttF3vvvXdsv/32W3p6UKt8//338dZbb8Xs2bNj2bJl0aJFi+jYsWMMGDAgdtppp2oZw5qEqi1fvjzef//9mDNnThQWFsaaNWuiVatW0bZt29htt92ib9++VYb6mSguLo533303Pv744ygoKIhGjRrFtttuGwMGDMjoFsZAWZvzPCczAqChk79CwyJTgtpFlgwNi8waqIpsvHrYZA4AAAAAAAAAAAAAQNqmf1wHAAAAAAAAAAAAAIB6wyZzAAAAAAAAAAAAAADSbDIHAAAAAAAAAAAAACDNJnMAAAAAAAAAAAAAANJsMgcAAAAAAAAAAAAAIM0mcwAAAAAAAAAAAAAA0mwyBwAAAAAAAAAAAAAgzSZzAAAAAAAAAAAAAADSbDIHAAAAAAAAAAAAACDNJnMAAAAAAAAAAAAAANJsMgcAAAAAAAAAAAAAIM0mcwAAAAAAAAAAAAAA0mwyBwAAAAAAAAAAAAAgzSZzAAAAAAAAAAAAAADSbDIHAAAAAAAAAAAAACDNJnMAAAAAAAAAAAAAANJsMgcAAAAAAAAAAAAAIM0mcwAAAAAAAAAAAAAA0mwyBwAAAAAAAAAAAAAgzSZzAAAAAAAAAAAAAADSbDIHAAAAAAAAAAAAACDNJnMAAAAAAAAAAAAAANJsMgcAAAAAAAAAAAAAIM0mcwAAAAAAAAAAAAAA0mwyBwAAAAAAAAAAAAAgzSZzAACoY+bNmxc5OTnpr5EjR27pKZGFkSNHJv7/5s2bt6WnBAAAAABQa8nE6zaZOABA3WWTOQAAAAAAAAAAAAAAaTaZAwAAAAAAAAAAAACQZpM5AADUY25DWf02/H4OGTJkS08HAAAAAID/JROvfjJxAICGyyZzAAAAAAAAAAAAAADSGm/pCQAAANnp0aNHpFKpLT0NNtJDDz0UDz300JaeBgAAAABAnSATr9tk4gAAdZcrmQMAAAAAAAAAAAAAkGaTOQAAAAAAAAAAAAAAaTaZAwAAAAAAAAAAAACQ1nhLTwAAAKh7UqlUfPTRRzFz5sxYtGhRrFy5Mtq1axddunSJAw88MFq0aFGt461YsSL+9re/xcKFC+Obb76JJk2axODBg2PAgAEVtlmzZk3MmDEjZs6cGd99912sXLkyWrZsGW3bto1dd901fvSjH0Vubt383G1hYWH6+7F48eJo0aJFdOjQIXbffffYcccdq328RYsWxRtvvBFz586N4uLiaNeuXfTt2zf22WefaNSoUbWPBwAAAABQm8jEtyyZOADAlpGTSqVSW3oSAABA5ubNmxc9e/ZMl0877bR46KGH0uWHHnooTj/99Kz77d69e8ybN6/SOt99913ccsst8cQTT8TXX39dbp38/Pz48Y9/HP/5n/8Zu+22W0ZjDxkyJF5//fV0+d9vU2bMmBE33nhjTJgwIVatWpVoc9FFF8Vdd92VOPbVV1/FE088ERMnToy333471q5dW+GYW2+9dZx++ulx6aWXRufOnbOaX6auv/76uOGGGxLHRo4cGQ8//HC6PHfu3OjRo0dG/U2bNi1GjRoV06ZNi3Xr1pVbZ/vtt48LLrggfvGLX0R+fn5G/fbo0SPmz58fEcmfg08//TSuuuqqmDBhQpSUlJRp17Zt27j66qvjwgsvjLy8vIzGAgAAAADIhkz8BzJxmTgAwOZWNz+iCAAAbHb3339/9O7dO8aMGVNhmB4RUVRUFM8991zsvvvu8etf/3qjx3v00Udj9913j8cff7xMmF6ejz76KLp16xaXX355TJ06tdIwPSJi6dKl8Zvf/Cb69u0bL7744kbPc3MoKiqKU089NQYPHhyvvfZahWF6RMRnn30W//Ef/xE/+tGP4l//+tdGj/n0009H//79Y/z48eWG6RERBQUFcemll8bRRx8da9as2eixAAAAAABqG5n4liMTBwCoHWwyBwAAqnTttdfGWWedFcuXL08cb9WqVeyyyy4xcODAMlceKSkpieuvvz4uuuiirMd74YUX4tRTT42ioqKIiMjNzY3evXvHXnvtFd27dy/3dpRFRUVR+kZN+fn50bt379h9991j4MCBscMOO0Tjxo0TdZYtWxbDhw+PKVOmZD3PzWHt2rVx5JFHxiOPPFLmsW233Tb23HPP2HHHHctcNWX27NlxwAEHxAcffJD1mBMnTowTTjghVq9eHREReXl5seOOO5b7//zv+ldccUXW4wAAAAAA1EYy8S1HJg4AUHs0rroKAABQlxx22GExadKkiIi444474pVXXkk/9uc//zk6duxYbrumTZuWe/zBBx+MG2+8MV3OycmJU045JS688MIYMGBA5Ob+32dXFy5cGHfffXeMHj06iouLIyJi7Nixsf/++8fPf/7zjJ/DGWecESUlJdG6deu47rrr4tRTT4127dqlH//222/Tt7IsbfDgwfGzn/0shg0bFjvttFOZAH3NmjXx8ssvx8033xzvvfdeRPwQ/p988skxa9asaNGiRZk+77zzzli6dGlERAwbNix9fLfddos777yzwufRq1evjJ9zRa6++uqYPHly4tjPfvazGDVqVOLWq0uWLIn7778/rr/++nQQXlBQEMcdd1x8+OGH5T6v8ixbtixOOeWUWL9+fXTp0iV+/etfx7HHHhstW7ZM15k9e3ZccsklMXHixPSxe+65J84999zYZZddNuXpAgAAAABkRSYuE5eJAwDUjJxU6Y81AgAAtdq8efOiZ8+e6fJpp50WDz30ULl1R44cGQ8//HC6PHfu3HKvulGROXPmxK677pq+NWfTpk1j3Lhxcfjhh1fabtq0afHjH/84Hex26NAh5s+fH02aNCm3/pAhQ+L1119PHOvUqVNMmTIl+vTpk9FcFy1aFN99913GgW5JSUmce+65cd9996WP/e53v4vzzz+/0nY5OTnpfw8ePDimTp2a0Xj/ls3/yfTp02PvvfdOXI3muuuui1GjRlXY/9///vc46KCD4vvvv08fu+iii+Kuu+6qsE2PHj3K/IFiwIAB8dJLL0X79u3LbbN+/foYPnx4vPTSS+ljF198cYwZM6bCcQAAAAAAsiUTL59M/AcycQCAmpNbdRUAAKChuv3229NhekTEAw88UGWYHhExaNCgGD16dLq8aNGi+POf/5zV2A899FDGYXrED6F9NlcMyc3NjXvuuSd69+6dPvbggw9mNceaNmbMmESYPnz48ErD9IiIPfbYI+69997Esfvuuy+WLVuW8bitWrWKZ555psIwPSKiUaNGZcLzF198MeMxAAAAAABqG5n4liUTBwCoXWwyBwAAyrVkyZL405/+lC7vu+++ccIJJ2Tc/uyzz44OHTqky+PGjcu47QEHHBCHHXZYxvU3Vn5+fhx33HHp8gcffJC+0syWVlhYmPie5eTkVHob0g0df/zxsc8++6TLK1eujMceeyzjsc8777zo3r17lfX69OmTuD3p7NmzY8WKFRmPAwAAAABQW8jEtyyZOABA7WOTOQAAUK6pU6cmwuVTTjklq/Z5eXkxdOjQdPmtt96KkpKSjNqeeOKJWY21KTa8zeq6devi448/3mxjV+btt9+OoqKidPmAAw6IHXfcMeP2Z5xxRqI8bdq0jNsef/zxGdft379/+t8lJSWxYMGCjNsCAAAAANQWMvEtSyYOAFD7NN7SEwAAAGqnN954I1Hec889s+6jW7du6X9///33sWDBgujatWuV7QYOHJj1WBtatWpVPPfcczFlypT4xz/+EV988UUsX748Vq5cmbjVZnkWL168SWNXl3fffTdRPuigg7Jqf/DBByfK77zzTkbt8vLyol+/fhmPs+GVeSIiq1uQAgAAAADUFjLxLUsmDgBQ+9hkDgAAlGvmzJmJ8qaG3BE/3G40k0B9wyupZKO4uDh+85vfxE033RTLly/fqD4KCws3ql11mz9/fqK84S04M9GrV69o2bJl+vvw5ZdfRiqVipycnErbbbPNNtGoUaOMx2nevHmiXFturQoAAAAAkA2Z+JYlEwcAqH1sMgcAAMpVUFBQ7X1mekWPVq1aZd336tWrY/jw4fHaa69l3XZDa9eu3aT21WXp0qWJcrt27bLuo23btulAff369bF8+fIqv7dNmjTJepwNVXVVHAAAAACA2kgmvmXJxAEAah+bzAEAgHLVxNVLSkpKMqqXl5eXdd8XXHBBmTC9ffv2MWTIkOjXr1907do1WrVqFU2bNk1cleSVV16JO+64I+vxatqKFSsS5dJXR8lE6TaZBOoAAAAAAA2RTHzLkokDANQ+NpkDAADlatasWaL84IMPRpcuXTapz379+m1S+4p8+OGH8fDDD6fLeXl5cfvtt8cFF1wQ+fn5lbb9/PPPa2ROm6pFixaJ8sqVK7Puo3Sbli1bbtKcAAAAAADqK5n4liUTBwCofWwyBwAAylX6VpR9+/aNgQMHbqHZVO7JJ59M3JJy1KhRcfHFF2fUdsmSJTU0q02z9dZbJ8obc6vWDds0atRIoA4AAAAAUAGZ+JYlEwcAqH1yt/QEAACA2qlnz56J8meffbaFZlK1d955J/3v3NzcOO+88zJu+8knn9TElDZZ9+7dE+V//OMfWbWfM2dOLF++PF3u1q1b5OTkVMvcAAAAAADqG5n4liUTBwCofWwyBwCAeiw3N/mSf8Mrm1Rl6NChifJrr71WLXOqCd9++2363+3bty9zxZOKlJSUxOuvv57VWBuG0tl8P7O1zz77JMrZfv9L1y/dHwAAAABAfSMTr5xMHACAbNhkDgAA9Vjz5s0T5VWrVmXc9pBDDonGjRuny0888cRG3Z5yc9gw2C4qKsq43XPPPRdfffVVVmNt+D3N5vuZrX322Sfy8/PT5TfffDOrK+c88MADifLgwYOrbW4AAAAAALWRTLxyMnEAALJhkzkAANRj22yzTaI8d+7cjNt27NgxTjnllHR55cqV8Ytf/KLa5ladOnXqlP730qVLY8aMGVW2WbFiRVx66aVZj7Xh93TevHlZt89UmzZt4thjj02XU6lUXHbZZRm1ffrpp+Ptt99Ol1u0aBEnnnhitc8RAAAAAKA2kYlXTCYOAEC2bDIHAIB6bJdddkmUn3766azaX3PNNdGsWbN0+S9/+Uuce+65WV0ZZcmSJXHjjTfGX//616zGzsZ+++2XKF9xxRVRUlJSYf1Vq1bFiBEjYs6cOVmPteH3dPHixTF16tSs+8jUJZdckri964QJE+LGG2+stM2HH34YZ511VuLYWWedFa1ataqROQIAAAAA1BYy8fLJxAEA2Bg2mQMAQD02ZMiQyMvLS5cffvjhGDFiRDzwwAPx4osvxuTJk9Nff/vb38q079WrV9x///2JY/fee2/suuuu8cc//jG+/fbbMm1SqVR8/vnn8cgjj8SIESOiS5cuce2119bobUVPPvnkRPA8ceLEOOqoo8pcvWXNmjXx9NNPR79+/WLSpEkREbHzzjtnNdahhx6aKB999NFx1VVXxVNPPRWvvPJK4nu6MYH9hvbcc8+45JJLEseuvfbaOPbYY+Pjjz9OHF+6dGmMHj069t9//1i2bFn6eO/evasM4QEAAAAA6gOZuExcJg4AUH0ab+kJAAAANadDhw5xyimnxAMPPJA+Nn78+Bg/fnyZut27dy/3VpcnnHBCLFy4MC6//PL0lVA+/fTTOOecc+Kcc86Jrl27Rrt27aJx48ZRWFgY33zzTSxfvrzGnlN5+vTpE+edd1787ne/Sx974YUX4oUXXoiuXbvGtttuGytWrIh58+bFqlWr0nUGDRoUp5xySpx99tkZj3XqqafGTTfdFIsXL46IiMLCwrjtttvKrXv99dfHDTfcsHFP6n/ddNNN8Y9//CMmT56cPjZu3LgYN25cdO7cOTp37hzLly+POXPmRHFxcaJt27Zt48knn4zmzZtv0hwAAAAAAOoCmbhMXCYOAFB9XMkcAADqubvuuiuGDRu2SX38x3/8R7zwwgux7bbblnnsyy+/jA8++CCmT58es2fPLjdM32qrraJDhw6bNIeqjBkzJoYPH17u/N57772YMWNGIkwfOnRoTJgwIRo3zu6zt9tss02MGzeuxp/Pv2211VYxceLEOPnkk8s8tnDhwnj//fdj1qxZZcL0HXbYId58880YMGDAZpknAAAAAEBtIBOXiQMAUD1sMgcAgHquZcuW8fLLL8dLL70UZ5xxRvTv3z+22WabxC1DM3HYYYfFnDlzYuzYsbHbbrtFTk5OpfVbtGgRRx55ZPz+97+Pr7/+Oo444ohNeRpVys/PjwkTJsSYMWOiU6dOFdbr0aNH3H333TF58uRo06bNRo01aNCg+Ne//hV33313HHXUUdGzZ89o2bJl4vak1Sk/Pz8eeeSRmDp1ahx00EGV/hGgd+/eceedd8bHH38cffr0qZH5AAAAAADUVjLxJJk4AAAbKyeVSqW29CQAAIC657vvvot33303vvnmmygoKIiSkpJo1apVdOrUKXbeeefYYYcdsg7tq8u6deti+vTp8dFHH0VBQUE0atQoOnXqFP37949+/fptkTlVp8LCwnjzzTdj4cKFUVBQEM2bN4+OHTtG//79Y6eddtrS0wMAAAAAqHdk4luOTBwAYMuwyRwAAAAAAAAAAAAAgLSauW8NAAAAAAAAAAAAAAB1kk3mAAAAAAAAAAAAAACk2WQOAAAAAAAAAAAAAECaTeYAAAAAAAAAAAAAAKTZZA4AAAAAAAAAAAAAQJpN5gAAAAAAAAAAAAAApNlkDgAAAAAAAAAAAABAmk3mAAAAAAAAAAAAAACk2WQOAAAAAAAAAAAAAECaTeYAAAAAAAAAAAAAAKTZZA4AAAAAAAAAAAAAQJpN5gAAAAAAAAAAAAAApNlkDgAAAAAAAAAAAABAmk3mAAAAAAAAAAAAAACk2WQOAAAAAAAAAAAAAECaTeYAAAAAAAAAAAAAAKTZZA4AAAAAAAAAAAAAQJpN5gAAAAAAAAAAAAAApNlkDgAAAAAAAAAAAABAmk3mAAAAAAAAAAAAAACk2WQOAAAAAAAAAAAAAECaTeYAAAAAAAAAAAAAAKTZZA4AAAAAAAAAAAAAQJpN5gAAAAAAAAAAAAAApNlkDgAAAAAAAAAAAABAmk3mAAAAAAAAAAAAAACk2WQOAAAAAAAAAAAAAECaTeYAAAAAAAAAAAAAAKTZZA4AAAAAAAAAAAAAQJpN5gAAAAAAAAAAAAAApNlkDgAAAAAAAAAAAABAmk3mAAAAAAAAAAAAAACk2WQOAAAAAAAAAAAAAECaTeYAAAAAAAAAAAAAAKTZZA4AAAAAAAAAAAAAQJpN5gAAAAAAAAAAAAAApP1/SN1Euu987XMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 3000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def create_closure_inference(module: nn.Module):\n",
    "    @torch.no_grad()\n",
    "    def closure():\n",
    "        # batch = torch.randn(BATCH_SIZE, *IMG_SHAPE).to(torch.float32).to(DEVICE)\n",
    "        batch = torch.randn((BATCH_SIZE, *IMG_SHAPE), dtype=torch.float32, device=DEVICE)\n",
    "        module(batch)\n",
    "    return closure\n",
    "\n",
    "def create_closure_training(module: nn.Module):\n",
    "    optim = torch.optim.SGD(module.parameters(), lr=1e-4)\n",
    "    def closure():\n",
    "        # batch = torch.randn(BATCH_SIZE, *IMG_SHAPE).to(torch.float32).to(DEVICE)\n",
    "        batch = torch.randn((BATCH_SIZE, *IMG_SHAPE), dtype=torch.float32, device=DEVICE)\n",
    "        optim.zero_grad()\n",
    "        loss_fake = module(batch).mean()\n",
    "        loss_fake.backward()\n",
    "        optim.step()\n",
    "    return closure\n",
    "\n",
    "model = create_model()\n",
    "closure_inference = create_closure_inference(model)\n",
    "analyze_time(closure_inference, n_iters=N_ITERS, title='Inference')\n",
    "\n",
    "model = create_model()\n",
    "closure_train = create_closure_training(model)\n",
    "analyze_time(closure_train, n_iters=N_ITERS, title='Training')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TF32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable TF32 globally\n",
    "torch.backends.cuda.matmul.allow_tf32 = True\n",
    "torch.backends.cudnn.allow_tf32 = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d3b4a1e3a9994a629f39df579fc2e7d2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2efd24b70c3045da83bdb134f9c96dbc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Same code as before\n",
    "def create_closure_inference(module: nn.Module):\n",
    "    @torch.no_grad()\n",
    "    def closure():\n",
    "        batch = torch.randn((BATCH_SIZE, *IMG_SHAPE), dtype=torch.float32, device=DEVICE)\n",
    "        module(batch)\n",
    "    return closure\n",
    "\n",
    "def create_closure_training(module: nn.Module):\n",
    "    optim = torch.optim.SGD(module.parameters(), lr=1e-4)\n",
    "    def closure():\n",
    "        batch = torch.randn((BATCH_SIZE, *IMG_SHAPE), dtype=torch.float32, device=DEVICE)\n",
    "        optim.zero_grad()\n",
    "        loss_fake = module(batch).mean()\n",
    "        loss_fake.backward()\n",
    "        optim.step()\n",
    "    return closure\n",
    "\n",
    "model = create_model()\n",
    "closure_inference = create_closure_inference(model)\n",
    "analyze_time(closure_inference, n_iters=N_ITERS, title='Inference')\n",
    "\n",
    "model = create_model()\n",
    "closure_train = create_closure_training(model)\n",
    "analyze_time(closure_train, n_iters=N_ITERS, title='Training')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## torch.compile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "33fb4625b52c4f869a6e68c68001cc95",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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