{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"\n",
    "\n",
    "import torch\n",
    "\n",
    "S = torch.load(\"/home/tony/Data/checkpoints/ditto/epoch=248-step=786840.ckpt\")\n",
    "SS = {k[6:]: v for k, v in S[\"state_dict\"].items()}\n",
    "\n",
    "import sys\n",
    "\n",
    "sys.path.append(\"/home/minz/neon/recsys/scale_contrastive/train\")\n",
    "from model import ContrastiveModel\n",
    "from data_loader import ContrastiveDataset\n",
    "from suno_utils.utils.text import read_jsonl\n",
    "from suno_utils.utils.s3 import read_from_s3\n",
    "from suno_utils.audio import Audio\n",
    "\n",
    "# metas\n",
    "print(\"loading metas...\")\n",
    "metas = read_jsonl(\"/app/suno/minz/recsys/filtered_metas_full.jsonl\")\n",
    "id_to_s3 = {meta[\"id\"]: meta[\"s3_filepath\"] for meta in metas}\n",
    "print(f\"found {len(id_to_s3)} metas\")\n",
    "\n",
    "# load model\n",
    "print(\"loading model...\")\n",
    "sequence_ditto = ContrastiveModel()\n",
    "sequence_ditto.load_state_dict(SS)\n",
    "sequence_ditto = sequence_ditto.eval()\n",
    "sequence_ditto = sequence_ditto.cuda()\n",
    "print(\"model loaded\")\n",
    "\n",
    "# # load playlist data\n",
    "# dataset = ContrastiveDataset(\n",
    "#     filepath=\"/app/suno/minz/recsys/playlist15m/ditto_v2_avg_artist_sim\",\n",
    "#     split=\"valid\",\n",
    "#     max_lines=10000,\n",
    "# )\n",
    "# ix_to_id = {v: k for k, v in dataset.id_to_ix.items()}\n",
    "\n",
    "# # embed songs\n",
    "# import tqdm\n",
    "\n",
    "# chunk_size = 2**20\n",
    "# all_embs = []\n",
    "# for i in tqdm.tqdm(range(0, len(dataset.song_embs), chunk_size)):\n",
    "#     chunk = torch.tensor(dataset.song_embs[i : i + chunk_size]).cuda().float()\n",
    "#     with torch.no_grad():  # Add this for inference\n",
    "#         chunk_embs = sequence_ditto.song_to_latent(chunk)\n",
    "#     all_embs.append(chunk_embs.cpu())  # Move to CPU to save GPU memory\n",
    "\n",
    "# # Concatenate all chunks\n",
    "# song_embs = torch.cat(all_embs, dim=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"\n",
    "\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tony/anaconda3/envs/suno_env_dev/lib/python3.10/site-packages/transformers/tokenization_utils_base.py:1601: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be depracted in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n",
      "  warnings.warn(\n",
      "/home/tony/Work/glockenspiel/suno_utils/suno_utils/utils/s3.py:371: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  data = read_f(tmp_filepath)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model loaded!\n"
     ]
    }
   ],
   "source": [
    "from suno_utils.audio import Audio\n",
    "import sys\n",
    "\n",
    "sys.path.append(\"/home/minz/neon/ditto-training\")\n",
    "from ditto_v2.models.ditto import Ditto\n",
    "\n",
    "from suno_utils.gpt import chirp_v2_5 as chirp_v3\n",
    "from suno_utils.tasks.ditto_v2 import preload_models\n",
    "\n",
    "from suno_utils.tasks.ditto_v2 import (\n",
    "    encode_overlap as encode,\n",
    "    SAMPLE_RATE,\n",
    "    EMBEDDING_RATE,\n",
    ")\n",
    "\n",
    "preload_models()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "audio_folder = \"/home/tony/Work/tony/Inference_4p5\"\n",
    "wav_files = [f for f in os.listdir(audio_folder) if f.endswith(\".wav\")]\n",
    "test_audios = {\n",
    "    os.path.splitext(f)[0]: Audio.from_file(os.path.join(audio_folder, f))\n",
    "    for f in wav_files\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 24/24 [00:03<00:00,  6.89it/s]\n"
     ]
    }
   ],
   "source": [
    "ditto_embedings = {}\n",
    "for auido_file, audio in tqdm.tqdm(test_audios.items()):\n",
    "    audio_array = (\n",
    "        torch.tensor(audio.convert(24000, 2, 1).array_float).unsqueeze(0).cuda()\n",
    "    )\n",
    "    ditto_embedings[auido_file] = encode([audio_array], task=\"artist_sim\")[0].mean(\n",
    "        axis=0\n",
    "    )\n",
    "    # take the mean\n",
    "    ditto_embedings[auido_file] = ditto_embedings[auido_file]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gcrmYO3cuVq1ahZMnT8La2hp3797t0Bjl9znLysqU8vv37692PK155513sHnzZsyYMQP9+vVTKGv9XF5e3mmDnri4OOzatQtubm7YtGkT+vbti48//hg//PADK/nm5mbcv39fIU9uOWxmZgYAsLS0hLGxsdI9VzlDhgxR24/8l/F7772HBw8eYOzYsfj6669RXV2NtWvXMmVCoZCxlLe0tASANq2b5fTr1w96enro378/vLy8VHpNaD3G9j6r7aGtrQ1XV1dcunQJ5ubmTH5aWhrWrl2LDz74AP/+97/bbaM18p+/e/fuKZXl5eUpKcfPM3jwYBgaGiIvL0+p7O7du9DR0cGwYcOQk5PT7hgePHiACxcuqB3rgwcPlPKEQqHSz4/8O6qt9Ww9z8LCQjQ3Nyt83th8T6haN5lMpvSZNjU1bbO9ttZNFa0/M3JlUz5H+Xja6qegoEDhPYaHh+PTTz9FYmIi42rt+PHjSEpKYj0eCjuogkmhdIAnT56gvLwco0eP7pAcIURtHRcXF7z77rtwdHTEzJkzERMTgzVr1mDixIkKf5W3RXNzc5v58l0mbW1ttLS0YNasWW3Wra+vZzGLZzQ1NSEjIwMZGRnIz89HbGwsXFxc1FryqhpjW/nycbOlX79+uHz5MkQiETZu3IjCwkJIpVLY2NggNDRUaXdLIpF0qP22qKurw7lz5xgFc/78+ejduzf++c9/drptOdra2qiqqmrTkAVQNrBqi4qKCty/fx/Tpk1DcXExtLS0kJqaiurqauzevRtvvfUW3nvvPVy/fp35nMrXa+3atcjMzGyz3fr6esZx908//aTSPVLrHSR1n1VVzJgxA2+++SZ4PB54PJ5SuZubG6Ngqvp509HRabePV5mO/PwA7H6GWq9TV35PdCWdmWNrqqurYW1tjZkzZ2LWrFmYNWsWPD09cejQIXh4eHRypJTnoQomhdJBzp07By8vL0ycOFGto+eSkhLo6OjA0tISubm5TP6QIUPQv39/lJSUKNRPS0tDWloavv76a/B4PBw5cgSurq5Kx8sdpbCwENra2igqKmpzt0ZT5FbWb7zxRpe1qQnTp0/HoEGDMG/ePGbHDoDCTpcmqPvD4PDhwzh79izGjx8PNzc33Lp1S+2OlRwdHR0MHz5c4X3Ij7GLi4sBPHtv9vb2SElJUbgC0NGxXr16FdOmTUNRUREyMzNRX1+P27dvo66uDn//+99hY2OjYB0t9yspEona3V2rrq6GSCSCjo4Oq124zuDm5oaqqiosX75cqWzevHmYO3cuvL29IZVKmV3R5y3tAShFfpL//Ml3bJ9n5MiR7Y6nuroaT58+bbMeh8NBc3Oz0u5id2Npacl8tgBgxIgR0NHRUfi8sfmeeH7dnj/K19XVhbm5uYLP2JKSkjb/IFe3vh1BPp4RI0YolbWV19TUhHPnzuHcuXPQ0tJCeHg4vL29sWnTppfmU/WvAL2DSaF0kNDQUNTX1+PAgQNtHlEOHz6ccXmRkJAAAFi5cqVCndWrVwMAzp8/D0D5FyEAZueIjbsbdfzrX/+CTCZT6epnwIAB7cpPnz69zXz53a2OHHe9COQ7HM/vaOjp6cHX17dT7cp3jtt6PwDwyy+/oLq6GuvXr4ednV2Hdy9bR0H64osv0NjYyChrx48fh66ubpvui3R0dBSO/p8+fapynFevXoW5uTkWLFjAKOCEEFy/fh2rV6+Gvr6+gmJ+8+ZNFBQUYO3atTA0NFRqT+6eqaWlBfHx8XB2dsaoUaNU1ussvXv3xrx583Du3DnEx8crpb1796Jv37745JNPADxTOGQyGaZNm6bQTuvPQ2VlJf773/+Cz+cz96sBwN7evs35PE9LSwt+/fVXzJkzR0FxHTJkCBYuXIhr1669cuFAWyvncvdVv/zyCwD23xMZGRn4448/4O3tDT09Pabcw8ND6Wg+ISEBQ4cOxfz585m8Pn364PPPP+/8hP6PiooKZGdnY9GiRQqf12nTpuFvf/tbm3OQQwhhdtm74ruW8j/oDiaF0kHu37+PhQsXIi4uDnfv3lWI5DN58mS4uLggNjYWwLPjwdjYWHh5ecHY2BiXL1/GhAkT4OHhgVOnTuE///kPgGe+In19fXHq1CkUFhbCyMgIy5Ytg1AoZJTUzo7566+/xrZt22BmZobTp0/jyZMnMDc3x9y5c7F//37G8Kgt9uzZAwMDA5w6dQq5ubnMXBcsWPBCYo93lOvXr+Px48c4dOgQdu/eDUIIPvvsM42O0J6nsLAQtbW18Pb2xpMnT/D06VOkpaUxOz4ymQzHjh2Dn58fZDIZjh49yrptiUSCv//974iNjUVaWhpmzZqFjz/+GP/4xz8YH5VXrlxBZGQkAgMDYW1tjV9//RVNTU2wtLSEi4sL/P39ER8fD+CZUujj44OvvvoKBQUF+OOPP5jdJbnyyOFwEBgYyIzhypUrmD17NqRSKdLT05l8QgiWLl2KX375Bb///jtiYmJQXl6OoUOH4v3334dIJGKUuYCAALz//vtIS0tDVFQUcnJyMGDAANjY2MDe3r5L4l9/8skn6Nu3L86ePdtm+W+//YY//vgDbm5uOH78OEQiEU6cOAE/Pz8QQlBYWIiPP/64zT8IN2zYgPPnz+PatWs4ePAgBgwYAD8/P9y5cwevvfZau+P6+uuv4eDggGvXriE8PBwymQxeXl7o1asXvvzyS1Zze/vtt9u8AlFVVYXk5GRWbbDF3NwcZ86cQWJiIiZNmoTPPvsMAoGAUbDYfk/IZDJ8/fXX2L9/Py5evIi4uDiYm5tj8eLFSjuAUVFR+OKLL3D48GGMGzcOFRUV+OyzzyAWi7t0boGBgThz5gxSUlIQExOD/v3744svvkB2drbCezxw4AAGDBiAixcv4sGDBzA1NYWfnx/++9//qr1HTuk43W7KThNNPTGNGDGC7Nu3j9y/f59IpVIiFArJ1atXyfLlyxXc4ujo6JCgoCBSWFhIGhoaSElJCfnHP/6hUMfa2poIBAJSXFxMJBIJqaysJGfPniU2NjYKfbZ2kyJ3PyJ3ayNPbbnxAUDmzp1Lrly5Qp48eUKePHlCcnJyyJ49e4ilpWW7c505cyY5cOAAycnJISKRiEilUpKfn0/CwsLI4MGDFeqqclPU2gWTqrHHxMSQJ0+etDvvtuY3adIkcv36dfL06VPy4MEDxpVSa1coly5dItnZ2W3Os7WbIuCZS5Q7d+6QxsZGJfcvAMj48eMJIYQkJiay/uzI52hubk4SExNJfX09qaioIMHBwURLS0up/tKlS0l6ejp5+vQpEQqF5Pbt22Tbtm3ExMSEqTNkyBDy888/E6FQqOQqBgCprKwkhBCF9zV58mRCCCGXL19uc5xcLpecPHmSVFdXE4lEQoqKisixY8fI+++/r1Bv8ODBZM+ePaSkpIQ0NDSQhw8fkn//+99k6dKlTB256yBnZ2cF2bZcB7VOZ86cIWKxmPTp00dlnYMHD5KGhgbGXdLAgQPJiRMnSH19PXn06BGJiIgg77zzTpt9zZ07l/z+++9EIpGQO3fuECcnJyWXOW19DuU/u7/88gsRiUSkvr6eXLhwgUycOJHV56A9nn9/qj6zRUVF5Oeff26z3T179ij9rHE4HHL8+HEiFArJo0ePyO7du0mvXr2U5Nl+T3h7ezN+P2/cuEGmTp3a5s/QsGHDyOnTp0l9fT35448/yA8//MC42mLjpmjNmjVtzrH1u/j0009JTk4OkUgkJCsri3z88cfkxIkTJCcnh6kzb948kpiYSCorK4lUKiXFxcUkIiKCvP7666x/fmlil7T+7z8UCoVC0YC//e1vuH37Nj777LMuNfChUCid57///S+qq6vx4YcfdvdQ/nLQO5gUCoXSCZYtW4YnT57gX//6V3cPhUL5y6Krq6vkJcDOzg7W1tbMVSTKy4XewaRQKBQN+Pjjj/HOO+/g888/x969e7v8ThmFQmHP0KFDkZycjH/+8594+PAhOBwOvL29UVFRoRSIgvLy6PZzeppooommnpaKioqIWCwmp06dUoj7TBNNNL381LdvX3Ls2DFSVlZGpFIpefToETl+/DgZPnx4t4/tL5y6fQA00UQTTTTRRBNNNP1feu+998jZs2dJeXk5IYSQOXPmqJWxs7MjN2/eJFKplNy7d69dw7mXkegdTAqFQqFQKJRXCENDQ9y+fbvNwAJtYWZmhvPnz+PSpUuwtrbGrl27cODAgW41bqJW5BQKhUKhUCivKIQQODk54cyZMyrrbNu2DR999BHGjBnD5B09ehTGxsaYNWvWyximEtTIh0J5RXjzzTdfucgfFAqF8qphZGSEhw8fvtQ+e/XqBX19/S5vt6GhAY2NjZ1uZ9KkSUqO+ZOSkrBr165Ot60pVMGkUF4B3nzzTZSXl3f3MCgUCqVHMHTo0JemZPbq1QuSp6XQ0lGOBNURnjx5AiMjI4W8kJAQfPPNN51qFwBMTExQVVWlkFdVVYV+/fqhd+/ekEqlne6jo1AFk0J5BZDvXLb8MRUgTzsky/2Pcpg5Nuj2knVY5vV+9Rr19SBfsy/mIRaPNJITpmnWX7OBZjeGWvQ6LqdvqtlaNpa2H75QFc2vNWskZ1Csp75SG8g0XEstWcfDezYNl2jUl3Zlb43kWnppNrcBtzULXfqIq1l/Rvc7bmYhUw49z4omI83GOORmxz6XBn30cfqAz0s97dHX14eWzhC0/PEeQDT7uYXWazAachVDhw5VGHtDQ0MXjfLVgyqYPYTg4GA4OTlh7NixAICYmBgYGxtj7ty53TyyzjF58mRERkaCw+Hg/PnzPX4+nYY87fAXWL1Ms+MVPZ2OK5jiZs2+DOubNBujoYb9PW3QrD+ZroYKJum4XC+ZZnNraNTsmK65STMFkzRotiZNGq6ltgYKZqOGPwPajZrZubZoaTa3XlLNFMz6Jg3XskEDBVNDraBRQ6X7NYlmn8vuoIU80VzBBIE2nm0mvAjluLKyEq+//rpC3uuvvw6hUNgtu5fAnyCST3BwMP773/++kLb5fD5qa2tfSNudxd/fHx4eHt09jE6zc+dOZGZmwtzcvMvmM2bMGFy5cgUSiQSlpaVYt26dWhlCiFJasGAB6z7t7Oxw8+ZNSKVS3Lt3D3w+vzNToFAoFMorRjNp6VR6kaSmpuKDDz5QyHNwcEBqauoL7bc9eryC+VdFJBJBKBR29zA6jYWFBS5evIjy8vIumY+RkRF+/fVXlJSUYNy4cVi3bh1CQkKwbNkytbIeHh4wMTFh0unTp1n1+Sq6h6BQKBRK19IC0qnUEQwNDcHlcsHlcgEA5ubm4HK5GDZsGABgy5YtOHToEFM/MjISw4cPx3fffYeRI0fCx8cHn376KX744YeuW4AO0u0Kpr6+PsLCwlBVVQWJRIKrV69i/PjxANreQZwzZw7I/x1H8fl8hISEwNramtl1ku8cEULg7e2NhIQEiMViFBYWwtnZmWnHzs4OhBD069ePyeNyuSCEwNTUFHZ2doiNjYWxsTHTdnBwsNr5uLu7Iz09HSKRCBUVFRAIBBg8eDBTrm5OctavX4/KykqIRCIcOHAAvXsr3hWKiYnBqVOnWK1je2hpaaGsrAze3t4K+dbW1mhubsZbb70F4NlOcUlJCaRSKcrLyxEWFqa2bfm4tm3bhtLSUmZ3z9PTE6ampiCEYNCgQYiJiVF4d46OjsjPz4dEIsHFixexaNEipXelCjc3N+jr68PT0xM5OTmIi4vD7t27sXr1arWydXV1qKqqYhLbuzHe3t4oKirC2rVrkZubix9//BEnT57EqlWrWMlTKBQKhfI848ePR2ZmJjIzMwEAP/zwAzIzM/Htt98CAN544w3m9zMAFBcX46OPPoKDgwNu376NNWvWYOnSpfj111+7Y/gAXgEFMzQ0FM7OzuDz+bCxsUFBQQGSkpLQv39/tbJxcXH4/vvvcefOHWbXKS4ujinftGkT4uPjweVyIRAIcOzYMXA4HFbjun79Ovz9/SEUCpm2v//+e7Vyenp6CAoKApfLhZOTE8zMzBAbG8uqTzkuLi4ICQlBYGAgxo8fj4qKCvj6+rYro+k6EkJw9OhRLFy4UCHfzc0NKSkpKC0thbOzM1atWgUvLy9YWlrCyckJ2dnZrOZy+PBh8Hg8rFixAlZWVvDy8kJ9fT3KyspgYmICoVAIf39/5t2ZmZnh5MmTOH36NLhcLvbt24d//OMfrPoCnrlquHLlCpqampi8pKQkcDgcGBsbtyv7448/orq6GmlpaVi8eHGH+mzLPcSkSZNUyujr68PIyEghUSgUCuXVpaWT/zrC5cuXoaWlpZTkv5sWL16M999/X0nGxsYGvXv3xogRIxR2OLuDbjXyMTAwgI+PDzw8PJCYmAgAWLZsGRwcHLBkyRJUV1e3Ky+VSlFfXw+ZTKZkng8AJ06cQHR0NABg48aNcHBwgJ+fHyvP+E1NTRAKhSCEtNm2KmJiYpj/FxUVYcWKFcjIyIChoSGePmVnHbxy5UpER0fj4MGDAICgoCDY29sr7WLKUbeO6hRjgUCANWvWYNiwYSgrK4OWlhZcXV2xefNmAMBbb72FyspKJCcnQyaToaysDOnp6WrnYWlpiQULFsDe3h4XLlxg1kROVVUVCCEQCoXMGnt5eSEvLw9ffvklACA/Px+jR4/G119/rbY/4Jmrhuf7kPcjL6urq2tTLigoCBcvXoRYLMaHH36I8PBwvPbaa9izZw+rPjvqHmLDhg0ICQlhNScKhUKhdD/NhAAaGPQ9468X06ZbdzAtLCygr6+PlJQUJk8mk+HGjRuwsrLqdPutL7empqZ2SbvtYWNjg7Nnz6KkpAQikQiXL18GAIWtbHVYWVkhLS1NIa+9i7qdXcfbt2/j7t27zC6mnZ0dhgwZghMnTgB4pqj36dMH9+/fx/79++Hk5AQdHR217VpbW0MmkzFrwIaRI0cqKa83btxgLa8pmzdvxvXr15GZmYnQ0FCEhoayMg7SlK1bt6Jv375MGjp06Avri0KhUCid52Xewfwz0O1H5O3R0tICLS1Ftw56epr5ZGurbQAK7Xe2bQMDAyQlJUEkEsHNzQ22traM2x15BIAXOafOIBAIGAVz4cKFSExMxOPHjwEADx48wMiRI+Hr6wuJRILw8HBcuXIFurrtb4BLJJr5pusMqlw1yMvYkpaWhmHDhrGK3KCJe4jGxkbGXcWLcltBoVAolK6jBQTNGiaqYL5kCgsL0dDQgClTpjB5urq6sLW1RU5ODqqrq2FkZAQDAwOm3NraWqGNxsZGlbtpEydOVHq+e/cuADDH72+88YZGbbcFh8PBoEGDEBAQgGvXriEvLw9Dhig6fGYzp7t37+Ldd99tdy7Po24d2XDkyBGMHj0aNjY2mD9/PgQCgUK5VCrFuXPn4O/vj+nTp2Py5MkKMU/bIjs7G9ra2rCzs2M1BgDIy8tTMk6ytbVlLZ+amopp06YpKL8ODg7Izc1VeTzeFtbW1nj8+DGrEF6vonsICoVCoVC6k25VMMViMSIiIrB9+3bMnDkTVlZWiIqKgoGBAaKjo5GWlgaxWIwtW7Zg+PDh4PF4Sr4Si4uLGfP9gQMHKuw4ubi4YPHixbC0tERISAgmTJiAvXv3AgAKCgpQWlqKkJAQjBgxArNnz8aaNWuU2jYyMsKMGTMwcOBA9OnTp935lJaWoqGhAX5+fjA3N4ejoyOCgoIU6rCZU1hYGDw9PeHh4cGMfdSoURqvIxtKSkpw/fp1REdHQ0dHB2fPnmXK+Hw+PD09MWrUKJibm8Pd3R1isRglJSVq2zx06BAOHjyIOXPmwMzMDHZ2dnBxcVEps2/fPnA4HGzbtg2WlpZwcXFh1qe1pX1bHDlyBI2NjYiOjsY777yDTz/9FP7+/ti5cydTx8nJiflDAwA+/vhjLFmyBKNGjYKFhQW8vb0RGBjI6v4l8Gq6h6BQKBRK10KPyDtGtx+RBwQEID4+Hj/99BNu3bqFESNGYObMmairq0NtbS3c3d0xe/ZsZGdng8fjKRlGxMfHIzExEZcuXUJNTQ14PB5TFhwcDFdXV2RlZWHRokXg8XiMYiGTycDj8cDhcJCVlYX169crGZKkpqYiIiICcXFxqKmpYQxPVFFTUwMPDw+4uLggJycHAQEBWLt2rUIdNnM6fvw4Nm3ahNDQUNy8eROmpqaIiIjQeB3ZIhAIYG1tjVOnTikc7dbV1WHZsmVISUlBVlYW7O3t4ejoyByht4ePjw9OnjyJ8PBw5ObmIioqCoaGqmORFRcXY/78+Zg3bx6ysrLg4+PDWJGzcRskEonw4YcfwtzcHDdv3sSOHTvw7bffIioqiqnTr18/BW8CTU1NWL58OVJTU5GZmQkvLy+sXr2adXzYV9E9BIVCoVC6lmZCOpX+amjhT2raRAiBk5MTzpw5091DoXSSwMBAeHt7d8hQqqdhZGQEkUiEMXHfdzj0Y+EHMeortcGuWrMOy4Rd1cx5/DzbDI3kziW+q75SG3zhlKCRXOaTYRrJvd5LpJGcJohbNAsV+UBsrJGcrrZmEUjSciw0kls9ueN/mN16otl3Q7VUs7juBrqahaZ8JNUs0HdTM/urWs8zoLdYIzlN0NXWLOTjnYtvd6i+ob4+/rt+Ofr27fvS7q7Lv58rHr4NomGoSC2t1/DGm/kvddzdDY1FTnnl8PHxQXp6Oh49eoQpU6Zg3bp1zNUGCoVCoVAorz7dfkTek5g6daqS5W9PsAKOiIhQOWZ1R+/t8aLWw9LSEmfOnEFOTg6CgoKwY8cO5hpBQkKCyv42bNigcZ/tcefOHZV9tnZQT6FQKJQ/J5pakMvTX40/7Q5ma1dAXUFGRoaSxffLIDg4GE5OThg7diyAZ87cjY2NGRdI6ti4caNKZ+sikeZHe51dj8mTJyMyMhIcDgfnz59n5rN69WqVoR2XLl2q0tiKzZ1QTZg9e7ZKV1IdccJPoVAolJ5Lcyf8rHe9RvLq06MVzNaKV1fC5/Oxa9cuhVCLUqkUhYWFXd5XR/H39++QAl1dXa02KpImdHY9du7ciczMTMyaNQv19ezutTx8+LDd8jFjxuDHH3+Era0tqqursWfPHmzfvr1dmbas011dXZmwo6WlpSplTUxMsG/fPowfPx4jRozA7t27aQxyCoVC+RPSAs2NVqiCSekRdGbX8VXCwsICkZGRKC8v75L2jIyM8OuvvyI5ORne3t4YM2YMDh48iLq6OgUr8rZ4PswmANbW97169UJ1dTU2b95MFUsKhUL5E9MCLbRoqCpq/wVVzG69g6mvr4+wsDBUVVVBIpHg6tWrjJNtPp+P2tpahfpz5sxhdpv4fD5CQkJgbW0NQggIIeDz+QCe7Uh5e3sjISEBYrEYhYWFcHZ2Ztqxs7MDIQT9+vVj8rhcLgghMDU1hZ2dHWJjY2FsbMy0HRwcrHY+7u7uSE9Pf2ZtVlEBgUCAwYMHM+Xq5iRn/fr1qKyshEgkwoEDB5RikMfExODUqVOs1rE9tLS0UFZWBm9vb4V8a2trNDc3M1bbwcHBKCkpgVQqRXl5OcLCwtS2LR/Xtm3bUFpaCqlUinv37sHT0xOmpqYghGDQoEGIiYlReHeOjo7Iz8+HRCLBxYsXsWjRIqV3pQo3Nzfo6+vD09MTOTk5iIuLw+7du1Uetz9PXV0dqqqqmMTGJRLwzNfnypUr8dNPP0EoFLKSoVAoFArlz063KpihoaFwdnYGn8+HjY0NCgoKkJSUpHAsrYq4uDh8//33uHPnDkxMTGBiYsIcaQLApk2bEB8fDy6XC4FAgGPHjin4PmyP69evw9/fH0KhkGlb1R3G59HT00NQUBC4XC6cnJxgZmaG2NhYVn3KcXFxQUhICAIDAzF+/HhUVFTA19e3XRlN15EQgqNHjyoZqri5uSElJQWlpaVwdnbGqlWr4OXlBUtLSzg5OSE7O5vVXA4fPgwej4cVK1bAysoKXl5eqK+vR1lZGUxMTCAUCuHv78+8OzMzM5w8eRKnT58Gl8vFvn37GB+YbJg0aRKuXLmCpqYmJi8pKQkcDgfGxsbtyv7444+orq5GWloaFi9ezLpPTdHX14eRkZFColAoFMqrSwvpXPqr0W1H5AYGBvDx8VE4mly2bBkcHBywZMkStXcGpVIp6uvrIZPJ2jS0OHHiBBPFZuPGjXBwcICfnx+WL1+udmxNTU0QCoUghHTIiCMm5n/+CIuKirBixQpkZGTA0NAQT58+ZdXGypUrER0djYMHDwIAgoKCYG9vr7SLKUfdOqpTjAUCAdasWYNhw4ahrKwMWlpacHV1xebNmwEAb731FiorK5GcnAyZTIaysjKkp6ernYelpSUWLFgAe3t7XLhwgVkTOVVVVSCEQCgUMmvs5eWFvLw8xqF9fn4+Ro8ereQAXxUmJiYKfcj7kZepOvYOCgrCxYsXIRaL8eGHHyI8PByvvfYa60g+mrBhwwYlB/sUCoVCeXVp7sQROaFH5C8PCwsL6OvrIyUlhcmTyWS4ceMGrKysOt1+6zjQqampXdJue9jY2ODs2bMoKSmBSCTC5cuXAaBDDsKtrKyQlpamkNdeTOvOruPt27dx9+5dZhfTzs4OQ4YMwYkTJwA8U9T79OmD+/fvY//+/XBycmIVn93a2hoymYxZAzaMHDlSSXm9ceMGa3lN2bx5M65fv47MzEyEhoYiNDQU69ate6F9bt26FX379mXS0KFDX2h/FAqFQukczdDqVPqr8cr6wWxpaVGylFblKkaTtgFFV0adbdvAwABJSUkQiURwc3ODra0t43ZHHh/9Rc6pMwgEAkbBXLhwIRITExmXPw8ePMDIkSPh6+sLiUSC8PBwXLlyBbq67W9+SySSFz7u1lRWVuL1119XyJM/V1ZWsm4nLS0Nw4YNU4hr39U0Njb2GD+qFAqFQqF0lG5TMAsLC9HQ0IApU6Ywebq6urC1tUVOTg6qq6thZGQEAwMDpry1z8XGxkaVu2kTJ05UepbHIZcfv7/xxhsatd0WHA4HgwYNQkBAAK5du4a8vDwMGTJEoQ6bOd29exfvvqsYHq/1XJ5H3Tqy4ciRIxg9ejRsbGwwf/58CAQChXKpVIpz587B398f06dPx+TJkzFmzJh228zOzoa2tjbs7OxYjQEA8vLylIyTbG1tWcunpqZi2rRpCsqvg4MDcnNzOxST3draGo8fP0Zjo2bh4CgUCoXy56OFaHUq/dXoNgVTLBYjIiIC27dvx8yZM2FlZYWoqCgYGBggOjoaaWlpEIvF2LJlC4YPHw4ejwcPDw+FNoqLi2Fubg4ul4uBAwcq7Di5uLhg8eLFsLS0REhICCZMmMCEGywoKEBpaSlCQkIwYsQIzJ49G2vWrFFq28jICDNmzMDAgQNVOveWU1paioaGBvj5+cHc3ByOjo4ICgpSqMNmTmFhYfD09ISHhwcz9lGjRmm8jmwoKSnB9evXER0dDR0dHZw9e5Yp4/P58PT0xKhRo2Bubg53d3eIxWKUlJSobfPQoUM4ePAg5syZAzMzM9jZ2cHFxUWlzL59+8DhcLBt2zZYWlrCxcWFWZ+2fFW25siRI2hsbER0dDTeeecdfPrpp/D398fOnTuZOk5OTswfGgDw8ccfY8mSJRg1ahQsLCzg7e2NwMDADt2/5HK54HK5eO211zB48GBwudwXfh2DQqFQKC8XekTeMbr1iDwgIADx8fH46aefcOvWLYwYMQIzZ85EXV0damtr4e7ujtmzZyM7Oxs8Hk/JKCI+Ph6JiYm4dOkSampqwOPxmLLg4GC4uroiKysLixYtAo/HYxQLmUwGHo8HDoeDrKwsrF+/XsmQJDU1FREREYiLi0NNTQ1jeKKKmpoaeHh4wMXFBTk5OQgICMDatWsV6rCZ0/Hjx7Fp0yaEhobi5s2bMDU1VRvOsb11ZItAIIC1tTVOnToFqVTK5NfV1WHZsmVISUlBVlYW7O3t4ejoyCpqjo+PD06ePInw8HDk5uYiKioKhoaGKusXFxdj/vz5mDdvHrKysuDj48NYkbNxGyQSifDhhx/C3NwcN2/exI4dO/Dtt98q+MDs16+fgjeBpqYmLF++HKmpqcjMzISXlxdWr16Nb775Rm1/cjIzM5GZmYnx48fDzc0NmZmZSEhIYC1PoVAolFefZmh3Kv3V0ILmjulfWQghcHJywpkzZ7p7KJROEhgYCG9v7w4ZSvVEjIyMIBKJMPb0NjyVdexo3nvUVY36XNm/uMMyI68u0qiv8PEC9ZXaYNn5pRrJ7Zl9SCO5+w2vq6/UBm/q1aqv1AozvRqN+tLTatFIbl3hfI3k1pgmaSS34parRnKx42M7LHNKOE6jvgy0NbsGI5K17dVDHWa9H2kk91im+g/z9hjd50GHZaplmrlM09bSTJUIPTenQ/Vf09dHlt8X6Nu370u7uy7/fs4oHYNmwi7qXGt0tF7D+LeyX+q4uxsayYfySuHj44P09HQ8evQIU6ZMwbp165irDRQKhUKhUHoGf709Ww2ZOnWqktXvy7QADg4Oxn//+1/muXU0H1VERESoHLO6o/f26Kr1mDx5MrKystDY2IhTp07B0tISZ86cQU5ODoKCgrBjxw7mGkFCQoLK/jZs2KDxXNrjzp07Kvts7aCeQqFQKH9e6B3MjtHjdzCDg4Ph5OSEsWPHMnmtXQFpCp/Px65du9C/f39kZGQoWXx3J/7+/qzmuXHjRpXO1jsT07yr1mPnzp3IzMzErFmzUF9fD6FQqDK049KlS1UaWz1/J3TMmDH48ccfYWtri+rqauzZswfbt29vdxxtGRG5urpi9uzZKl1JyZ24z507Fz4+PrC2tkavXr3w+++/IyQkBL/++mu7fVIoFAql59BMtNFMNN2X++vt5/V4BfNlIZVKUVhY2N3DYGCrHFZXV6uNiqQJXbUeFhYWiIyMRHl5udq6Dx8+VFvHyMgIv/76K5KTk+Ht7Y0xY8bg4MGDqKurUzD2aYvnoyEBzwyc2BgXTZs2Df/+978RGBiIuro6LF68GD///DPeffddZGZmqpWnUCgUyqtPC7TQoqGiqPUX3MHsdpVaX18fYWFhqKqqgkQiwdWrVxlfiHw+H7W1ipfn58yZw+w28fl8hISEwNraGoQQEELA5/MBPNuR8vb2RkJCAsRiMQoLC+Hs7My0Y2dnB0II+vXrx+RxuVwQQmBqago7OzvExsbC2NiYaTs4OFjtfNzd3ZGeng6RSISKigoIBAIMHjyYKVc3Jznr169HZWUlRCIRDhw4oBQqsvUReXvr2B5aWlooKyuDt7e3Qr61tTWam5sZ45rg4GCUlJRAKpWivLwcYWFhatuWj2vbtm0oLS2FVCrFvXv34OnpCVNTUxBCMGjQIMTExCi8O0dHR+Tn50MikeDixYtYtGiR0rtShZubG/T19eHp6YmcnBzExcVh9+7dKndFn6eurg5VVVVMYqNcAsCqVauwfft2ZGRkoKCgAF999RXu3bsHR0dHVvIUCoVCofzZ6HYFMzQ0FM7OzuDz+bCxsUFBQQGSkpLQv39/tbJxcXH4/vvvcefOHZiYmMDExARxcXFM+aZNmxAfHw8ulwuBQIBjx44puKhpj+vXr8Pf3x9CoZBpW11cb+BZZJ6goCBwuVw4OTnBzMwMsbGxrPqU4+LigpCQEAQGBmL8+PGoqKiAr69vuzKariMhBEePHlW6T+jm5oaUlBSUlpbC2dkZq1atgpeXFywtLeHk5ITs7GxWczl8+DB4PB5WrFgBKysreHl5ob6+HmVlZTAxMYFQKIS/vz/z7szMzHDy5EmcPn0aXC4X+/btY1wVsWHSpEm4cuUKmpqamLykpCRwOBwYGxu3K/vjjz+iuroaaWlpWLx4Mes+W6OlpQUjIyNWrpwoFAqF0jOgdzA7RrcekRsYGMDHx0fhaHLZsmVwcHDAkiVL1B7tSqVS1NfXQyaTMffhnufEiROMs/GNGzfCwcEBfn5+WL58udqxNTU1QSgUghDSZtuqiImJYf5fVFSEFStWICMjA4aGhnj69CmrNlauXIno6GgcPHgQABAUFAR7e3ulXUw56tZRnWIsEAiwZs0aDBs2DGVlZdDS0oKrqys2b94M4Fks9crKSiQnJ0Mmk6GsrEwpZnhbWFpaYsGCBbC3t8eFCxeYNZFTVVUFQgiEQiGzxl5eXsjLy2P8jubn52P06NFKfkpVYWJiotCHvB95mSrfoEFBQbh48SLEYjE+/PBDhIeH47XXXuuQw3U5a9euxWuvvYbjx4+rrKOvr49evXoxz0ZGmrkGoVAoFMrLgd7B7BjdOmMLCwvo6+sjJSWFyZPJZLhx40aXREJJTU1Ven7REVZsbGxw9uxZlJSUQCQS4fLlywDQIT+OVlZWSEtLU8hrPZfn6ew63r59G3fv3mV2Me3s7DBkyBCcOHECwDNFvU+fPrh//z72798PJycnVmE0ra2tIZPJmDVgw8iRI5WU1xs3brCW15TNmzfj+vXryMzMRGhoKEJDQ7Fu3boOt8Pj8RAcHIxPP/203T+QNmzYAJFIxCQ2d1ApFAqF0n08u4Opefqr8Uqr1C0tLUqW0qosejVpG1C0OO9s2wYGBkhKSoJIJIKbmxtsbW0xd+5cAGDCWL7IOXUGgUDAKJgLFy5EYmIic8T74MEDjBw5Er6+vpBIJAgPD8eVK1cUYn63hUQieeHjbk1lZSVef13RWbb8ubKyknU7aWlpGDZsmEL4UXUsWLAABw4cwKeffsrs2Kpi69at6Nu3L5OGDh3Kuh8KhUKhUF51ulXBLCwsRENDA6ZMmcLk6erqwtbWFjk5OaiuroaRkREMDAyY8taucRobG1Xupk2cOFHpWR4uUr679MYbb2jUdltwOBwMGjQIAQEBuHbtGvLy8jBkyBCFOmzmdPfuXbz77rvtzuV51K0jG44cOYLRo0fDxsYG8+fPh0CgGHlFKpXi3Llz8Pf3x/Tp0zF58mSMGTOm3Tazs7Ohra0NOzs7VmMAgLy8PCXjJFtbW9byqampmDZtmoLy6+DggNzc3A6FzrS2tsbjx4/R2Mgu0oerqytiYmLA4/FYhYlsbGx86b5UKRQKhaI5LZ0IE6mp9XlPpltnLBaLERERge3bt2PmzJmwsrJCVFQUDAwMEB0djbS0NIjFYmzZsgXDhw8Hj8eDh4eHQhvFxcUwNzcHl8vFwIEDFXacXFxcsHjxYlhaWiIkJAQTJkxgosIUFBSgtLQUISEhGDFiBGbPno01a9YotW1kZIQZM2Zg4MCBKn0wyiktLUVDQwP8/Pxgbm4OR0dHBAUFKdRhM6ewsDB4enrCw8ODGfuoUaM0Xkc2lJSU4Pr164iOjoaOjg7Onj3LlPH5fHh6emLUqFEwNzeHu7s7xGIxSkpK1LZ56NAhHDx4EHPmzIGZmRns7Ozg4uKiUmbfvn3gcDjYtm0bLC0t4eLiwqxPW74qW3PkyBE0NjYiOjoa77zzDj799FP4+/tj586dTB0nJyfmDw0A+Pjjj7FkyRKMGjUKFhYW8Pb2RmBgIOv7lzweD4cPH8aaNWuQlpaG119/Ha+//jr69u3LSp5CoVAorz7yO5iapr8a3T7jgIAAxMfH46effsKtW7cwYsQIzJw5E3V1daitrYW7uztmz56N7Oxs8Hg8JqqLnPj4eCQmJuLSpUuoqakBj8djyoKDg+Hq6oqsrCwsWrQIPB6PUSxkMhl4PB44HA6ysrKwfv16JUOS1NRUREREIC4uDjU1NYzhiSpqamrg4eEBFxcX5OTkICAgAGvXrlWow2ZOx48fx6ZNmxAaGoqbN2/C1NRUbdSd9taRLQKBANbW1jh16hSkUimTX1dXh2XLliElJQVZWVmwt7eHo6MjKytpHx8fnDx5EuHh4cjNzUVUVBQMDVXH1S0uLsb8+fMxb948ZGVlwcfHh7EiZ+M2SCQS4cMPP4S5uTlu3ryJHTt24Ntvv1XwgdmvXz8FbwJNTU1Yvnw5UlNTkZmZCS8vL6xevRrffPON2v4A4PPPP4eenh7Cw8NRWVnJJLaunCgUCoXy6tPyfzuRmqa/GloANItQ/4pDCIGTkxPOnDnT3UOhdJLAwEB4e3t3yFCqp2FkZASRSIS/X/oa4mZ2/jfllNwfor5SG+j3l6qv1Iq89w5r1Jd54lKN5AyNNbvHK8tW7zO1TTnDFo3k9Gs7/stD+mazRn3pPdbsF9WbE9UHKmiL6mTN7gdLRmv27nRL2vaW0R6DxrP39PE8VY81O2Xo3btJfaU26BunmbeIpzyhRnIt19S7+2uNtkyjriDiaCb4WkHHnNkY9tLHjU3L0bdv35d2tUj+/Xz2/lTICDtvMK3R1TLEJ8OvvdRxdzc0kg/llcPHxwfp6el49OgRpkyZgnXr1jFXGygUCoVCobz6/PX2bDvB1KlTlQwzeoKRRkREhMoxqzt6b48XtR6WlpY4c+YMcnJyEBQUhB07djDXCBISElT2t2HDBo37bI87d+6o7LO1g3oKhUKh/DnR1MBHnv5q/Gl3MFu7AuoKMjIylCy+XxbBwcFwcnLC2LFjATxz6G5sbMy4QWqPjRs3qnS2zjameVt0xXpMnjwZkZGR4HA4OH/+PObOnYvVq1erDO24dOlSlcZWLypyzuzZs1W6kuqIE34KhUKh9FxaiDZaNDTW+SvewezxCmZrxasr4fP52LVrFxNuUSqVorCwsMv70QR/f3/WSnR1dbXaqEia0BXrsXPnTmRmZmLWrFmor69XW//hQ/X3yMaMGYMff/wRtra2qK6uxp49e7B9+/Z2ZdqyUHd1dUVcXBxKS0vblZ0yZQq+++47cDgcGBgYoKSkBPv27cOuXbvUjpVCoVAoPYPO7ERqUQWT0lPozM7jq4SFhQUiIyO7LJKNkZERfv31VyQnJ8Pb2xtjxozBwYMHUVdXp2BJ3hbPh9oEwNoC/+nTp9i7dy+ysrLw9OlTTJ06Ffv27cPTp0/V9kmhUCgUyp+Rblep9fX1ERYWhqqqKkgkEly9epVxtM3n81FbW6tQf86cOcxuE5/PR0hICKytrUEIASEEfD4fwLMdKW9vbyQkJEAsFqOwsBDOzs5MO3Z2diCEoF+//1mbcrlcEEJgamoKOzs7xMbGwtjYmGk7ODhY7Xzc3d2Rnp4OkUiEiooKCAQCDB48mClXNyc569evR2VlJUQiEQ4cOKAUhzwmJganTp1itY7toaWlhbKyMnh7eyvkW1tbo7m5mbHcDg4ORklJCaRSKcrLy1m74NHX18e2bdtQWloKqVSKe/fuwdPTE6ampiCEYNCgQYiJiVF4d46OjsjPz4dEIsHFixexaNEipXelCjc3N+jr68PT0xM5OTmIi4vD7t27VR65P09dXR2qqqqYxMYtEgBkZmbi2LFjyMnJQUlJCQQCAZKSkvDee++xkqdQKBTKq08LgGaipVHSzD9Fz6bbFczQ0FA4OzuDz+fDxsYGBQUFSEpKYo6l2yMuLg7ff/897ty5AxMTE5iYmCAuLo4p37RpE+Lj48HlciEQCHDs2DEF/4ftcf36dfj7+0MoFDJtq7rH+Dx6enoICgoCl8uFk5MTzMzMEBsby6pPOS4uLggJCUFgYCDGjx+PiooK+Pr6tiuj6ToSQnD06FElYxU3NzekpKSgtLQUzs7OWLVqFby8vGBpaQknJydkZ2ezmsvhw4fB4/GwYsUKWFlZwcvLC/X19SgrK4OJiQmEQiH8/f2Zd2dmZoaTJ0/i9OnT4HK52LdvH+MHkw2TJk3ClStX0NT0PzciSUlJ4HA4MDY2blf2xx9/RHV1NdLS0rB48WLWfbbG2toakydP7lAMdgqFQqG82lA/mB2jW4/IDQwM4OPjo3A0uWzZMjg4OGDJkiVq7w1KpVLU19dDJpO1aWxx4sQJJpLNxo0b4eDgAD8/Pyxfvlzt2JqamiAUCkEI6ZAhR0xMDPP/oqIirFixAhkZGTA0NMTTp+z8Z61cuRLR0dE4ePAgACAoKAj29vZKu5hy1K2jOsVYIBBgzZo1GDZsGMrKyqClpQVXV1ds3rwZAPDWW2+hsrISycnJkMlkKCsrQ3p6utp5WFpaYsGCBbC3t2dicxcVFTHlVVVVIIRAKBQya+zl5YW8vDzGqX1+fj5Gjx6t5ARfFSYmJgp9yPuRl6k69g4KCsLFixchFovx4YcfIjw8HK+99hrraD4AUFZWhsGDB0NXVxchISHtRlHS19dHr169mGcjI83841EoFArl5dCZiDzaNJLPy8XCwgL6+vpISUlh8mQyGW7cuAErK6tOt5+amqr03BXttoeNjQ3Onj2LkpISiEQiZherI07CrayskJaWppDXei7P09l1vH37Nu7evcvsYtrZ2WHIkCE4ceIEgGeKep8+fXD//n3s378fTk5OrGK0W1tbQyaTdWgnb+TIkUrK640bN1jLa8rmzZtx/fp1ZGZmIjQ0FKGhoVi3bl2H2njvvfcwfvx4eHt7Y+XKlXB1dVVZd8OGDRCJREzqqjuoFAqFQnkxtECrU+mvxiutUre0tChZSqtyF6NJ24CiO6POtm1gYICkpCSIRCK4ubnB1taWcSMkj5H+IufUGQQCAaNgLly4EImJiYzbnwcPHmDkyJHw9fWFRCJBeHg4rly5Al3d9jfAJRLNInl0hsrKSrz++usKefLnyspK1u2kpaVh2LBhCrHt1VFcXIw7d+7gwIED+OGHH5RCgD7P1q1b0bdvXyYNHapZtBQKhUKhUF5FulXBLCwsRENDA6ZMmcLk6erqwtbWFjk5OaiuroaRkREMDAyY8tZ+FxsbG1Xupk2cOFHpWR6LXH78/sYbb2jUdltwOBwMGjQIAQEBuHbtGvLy8jBkiGIYPzZzunv3Lt5999125/I86taRDUeOHMHo0aNhY2OD+fPnQyAQKJRLpVKcO3cO/v7+mD59OiZPnowxY8a022Z2dja0tbVhZ2fHagwAkJeXp2ScZGtry1o+NTUV06ZNU1B+HRwckJub26G47NbW1nj8+DEaGxtZyzyPtra2whF4axobG3uMo34KhUKh/O+IXNP0V6NbZywWixEREYHt27dj5syZsLKyQlRUFAwMDBAdHY20tDSIxWJs2bIFw4cPB4/Hg4eHh0IbxcXFMDc3B5fLxcCBAxV2nFxcXLB48WJYWloiJCQEEyZMYEIOFhQUoLS0FCEhIRgxYgRmz56NNWvWKLVtZGSEGTNmYODAgSodfMspLS1FQ0MD/Pz8YG5uDkdHRwQFBSnUYTOnsLAweHp6wsPDgxn7qFGjNF5HNpSUlOD69euIjo6Gjo4Ozp49y5Tx+Xx4enpi1KhRMDc3h7u7O8RiMUpKStS2eejQIRw8eBBz5syBmZkZ7Ozs4OLiolJm37594HA42LZtGywtLeHi4sKsT1u+Kltz5MgRNDY2Ijo6Gu+88w4+/fRT+Pv7Y+fOnUwdJycn5g8NAPj444+xZMkSjBo1ChYWFvD29kZgYCDr+5e+vr74+OOPMWLECIwYMQKenp5Yu3Yt/vnPf7KSp1AoFMqrz8uO5OPr64uioiJIJBL89ttv7W626OrqIigoCAUFBZBIJMjMzMTMmTM7M91O0+0qdUBAAOLj4/HTTz/h1q1bGDFiBGbOnIm6ujrU1tbC3d0ds2fPRnZ2Nng8ntKxY3x8PBITE3Hp0iXU1NSAx+MxZcHBwXB1dUVWVhYWLVoEHo/HKBYymQw8Hg8cDgdZWVlYv369kiFJamoqIiIiEBcXh5qaGsbwRBU1NTXw8PCAi4sLcnJyEBAQgLVr1yrUYTOn48ePY9OmTQgNDcXNmzdhamqqNqRje+vIFoFAAGtra5w6dQpSqZTJr6urw7Jly5CSkoKsrCzY29vD0dGRVeQcHx8fnDx5EuHh4cjNzUVUVBQMDQ1V1i8uLsb8+fMxb948ZGVlwcfHh7EiZ+M2SCQS4cMPP4S5uTlu3ryJHTt24Ntvv1XwR9mvXz8FbwJNTU1Yvnw5UlNTkZmZCS8vL6xevRrffPON2v6AZ7uVW7duRWZmJjIyMrB8+XKsX78eGzduZCVPoVAolFefFqLVqdQRPv30U+zcuRPffPMNbGxscPv2bSQlJSm4PXyezZs3w8vLC35+fnjnnXcQGRmJU6dOdVv0QQDQAqB+W6gHQgiBk5MTzpw5091DoXSSwMBAeHt7d8hQqqdhZGQEkUiE0ft2o76pY8fyc6eot+hvi9nGtzsss/SyZu6biv5+QCM5m00+GsmtWXlcIzkzPc0iXvXWknVYplxmrFFfxjpijeQ+z/hMI7n943/SSI5/aalGcj9MO9ZhmbLGgRr1NbyXZqFeNe1PU97Uq1VfqQ2G6HT86k1WwzCN+rLu3f6Jlio8bnbsO8VQVx83P9mAvn37vrSrRfLv5335H6OpRbOfPz1tA3i9fY71uH/77Tekp6fDz88PwP98Vu/ZswffffedUv3y8nL84x//QHh4OJN38uRJSCQSfPaZZj/7nYVG8qG8cvj4+CA9PR2PHj3ClClTsG7dOuZqA4VCoVAo3UFLJ0JF6nRATk9PD+PGjcPWrVuZPEIIkpOTMWnSpDZlevXqpXDyCDwztJ06dapG4+0Kuv2IvCcxdepUJcOMnmCkERERoXLM6o7e2+NFrYelpSXOnDmDnJwcBAUFYceOHcw1goSEBJX9bdiwQeM+2+POnTsq+2ztoJ5CoVAof05aiHanEvBsN/T51JankkGDBkFXV1fJB3dVVRVMTEzaHFtSUhJWr16NESNGQEtLC/b29pg3b56CIfPL5k+7g9naFVBXkJGR0S33GYKDg+Hk5ISxY8cCeObM3djYmHGBpI6NGzeqdLbemZjmnV2PyZMnIzIyEhwOB+fPn2fms3r1apWhHZcuXarS2IrNnVBNmD17tkpXUh1xwk+hUCiUnksztNCsoT9LuVxrn8chISGs7/u3h7+/P6KiopCbmwtCCAoLCxETEwNPT89Ot60pPVrBbK14dSV8Ph+7du1SCLUolUpRWFjY5X11FH9//w4p0NXV1WqjImlCZ9dj586dyMzMxKxZs1BfX89K5uHDhyrLevXqhZiYGIwbNw5WVlY4d+4cKyW8f//+2LNnDxwdHdHS0oL4+Hj4+/szkZdKS0vblR8zZgx+/PFH2Nraorq6Gnv27MH27dtZzYdCoVAofx2GDh2qcMLXlvFqTU0NZDJZmz6dVflzrqmpwdy5c9GrVy8MHDgQDx8+xLZt23D//v2unUAHoEfkPRCRSAShUNjdw+g0FhYWuHjxIsrLy7tkPjo6OpBIJNi9ezeSk5NZywkEAowaNQoODg74+OOPMW3aNOzfv5+VrJGREX799VeUlJRg3LhxWLduHUJCQrBs2TJNp0GhUCiUV5CuOCJvfc2qLV/LTU1NuHnzJj744AMmT0tLCx988EG7Uf2AZwrrw4cPoaurC2dn5241dO5WBVNfXx9hYWGoqqqCRCLB1atXGSfbfD4ftbWKlnNz5sxhfCHy+XyEhITA2toahBAQQsDn8wE8uwzr7e2NhIQEiMViFBYWwtnZmWnHzs4OhBD069ePyeNyuSCEwNTUFHZ2doiNjYWxsTHTdnBwsNr5uLu7Iz09HSKRCBUVFRAIBAouBdTNSc769etRWVkJkUiEAwcOKMUgj4mJwalTp1itY3vIrdK8vb0V8q2trdHc3MxYbQcHB6OkpARSqRTl5eUICwtT27Z8XNu2bUNpaSmkUinu3bsHT09PmJqaghCCQYMGISYmRuHdOTo6Ij8/HxKJBBcvXsSiRYuU3pUqxGIxfH19ceDAAdZRezgcDmbNmoWlS5fixo0bSElJgZ+fH1xdXVndXXFzc4O+vj48PT2Rk5ODuLg47N69W+URP4VCoVB6Js343zF5x1PH2LlzJ5YtW4ZFixaBw+EgIiIChoaGiImJAQAcOnQIW7ZsYepPmDABc+fOhbm5OaZOnYrExERoa2sjNDS06xagg3SrghkaGgpnZ2fw+XzY2NigoKAASUlJCsfSqoiLi8P333+PO3fuwMTEBCYmJoiLi2PKN23ahPj4eHC5XAgEAhw7dkzB92F7XL9+Hf7+/hAKhUzbqu4wPo+enh6CgoLA5XLh5OQEMzMzxMbGsupTjouLC0JCQhAYGIjx48ejoqICvr6+7cpouo6EEBw9elTJUMXNzQ0pKSkoLS2Fs7MzVq1aBS8vL1haWsLJyQnZ2dms5nL48GHweDysWLECVlZW8PLyQn19PcrKymBiYgKhUAh/f3/m3ZmZmeHkyZM4ffo0uFwu9u3bx/jAfFFMmjQJtbW1uHnzJpOXnJyMlpYWpWhKquSvXLmCpqYmJi8pKQkcDgfGxsYq5fT19ZUue1MoFArl1aUrdjDZcvz4caxduxbffvstMjMzYW1tjb///e/4448/AABvvfWWwiZI7969sXnzZuTk5ODUqVMoLy/H1KlTu/W0s9vuYBoYGMDHxwceHh5ITEwEACxbtgwODg5YsmSJ2juDUqkU9fX1kMlkbRpanDhxgolis3HjRjg4OMDPzw/Lly9XO7ampiYIhUIQQjpkxCH/ywIAioqKsGLFCmRkZMDQ0JC5z6eOlStXIjo6GgcPHgQABAUFwd7eXmkXU466dVSnGAsEAqxZswbDhg1DWVkZtLS04Orqis2bNwN49iGurKxEcnIyZDIZysrKkJ6u3u+ipaUlFixYAHt7e1y4cIFZEzlVVVUghEAoFDJr7OXlhby8PMahfX5+PkaPHq3kAL8rMTExYX5g5TQ3N+Px48cqrfVayz8/L+B/hj8mJiYqHd1v2LCh3VjlFAqFQnm16EzIR03kfvzxR/z4449tlr3//vsKz1euXGk34l930G07mBYWFtDX10dKSgqTJ5PJcOPGDVhZWXW6/db3FFJTU7uk3fawsbHB2bNnUVJSApFIhMuXLwNAhxyEW1lZIS0tTSGvvTsXnV3H27dv4+7du8wupp2dHYYMGYITJ04AeKao9+nTB/fv38f+/fvh5OTEKj67tbU1ZDIZswZsGDlypJLyeuPGDdbyPYmtW7eib9++TBo6dGh3D4lCoVAolC7jlTXyaWlpUbKUVuUqRpO2AUVXRp1t28DAAElJSRCJRHBzc4OtrS1jwSz3c/Ui59QZBAIBo2AuXLgQiYmJjMufBw8eYOTIkfD19YVEIkF4eDiuXLkCXd32N78lEskLH3dXUFlZiSFDhijk6ejoYMCAAazucVZWVrZp6ScvU0VjY2OP8aNKoVAoFIBACy0aJqKhe6OeTLcpmIWFhWhoaMCUKVOYPF1dXdja2iInJwfV1dUwMjKCgYEBU97a52JjY6PK3bSJEycqPcvjkMuP35+/v9CRttuCw+Fg0KBBCAgIwLVr15CXl6ekuLCZ0927d5Xu/rWey/OoW0c2HDlyBKNHj4aNjQ3mz58PgUCgUC6VSnHu3Dn4+/tj+vTpmDx5MsaMGdNum9nZ2dDW1oadnR2rMQBAXl6eknGSra0ta3lNSE1NRf/+/WFjY8PkzZgxA9ra2ko7yarkp02bpqBwOzg4IDc3t0Nx4CkUCoXyaiM/Itc0/dXothmLxWJERERg+/btmDlzJqysrBAVFQUDAwNER0cjLS0NYrEYW7ZswfDhw8Hj8eDh4aHQRnFxMczNzcHlcjFw4EAFj/guLi5YvHgxLC0tERISggkTJjDhBgsKClBaWoqQkBCMGDECs2fPxpo1a5TaNjIywowZMzBw4ECVzr3llJaWoqGhAX5+fjA3N4ejoyOCgoIU6rCZU1hYGDw9PeHh4cGMvb17FerWkQ0lJSW4fv06oqOjoaOjg7NnzzJlfD4fnp6eGDVqFMzNzeHu7g6xWIySkvbjzpaUlODQoUM4ePAg5syZAzMzM9jZ2cHFxUWlzL59+8DhcLBt2zZYWlrCxcWFWZ/WlvaqsLKyApfLxYABA9CvXz9wuVxwuVym3NbWFnfv3sWbb74JAMjNzcUvv/yCqKgo2NraYvLkydi7dy+OHTuGiooKtf0dOXIEjY2NiI6OxjvvvINPP/0U/v7+2LlzJ6vxUigUCqVn0EK0OpX+anSrSh0QEID4+Hj89NNPuHXrFkaMGIGZM2eirq4OtbW1cHd3x+zZs5GdnQ0ej6dkFBEfH4/ExERcunQJNTU14PF4TFlwcDBcXV2RlZWFRYsWgcfjMTuYMpkMPB4PHA4HWVlZWL9+vZIhSWpqKiIiIhAXF4eamhrG8EQVNTU18PDwgIuLC3JychAQEIC1a9cq1GEzp+PHj2PTpk0IDQ3FzZs3YWpqqjacY3vryBaBQABra2ucOnVKIZ5pXV0dli1bhpSUFGRlZcHe3h6Ojo6soub4+Pjg5MmTCA8PR25uLqKiomBoaKiyfnFxMebPn4958+YhKysLPj4+jBV5W85o2yIhIQGZmZn45JNP8P777yMzMxOZmZlMuYGBATgcjsLVBDc3N+Tm5uLChQtISEjAtWvX8Pnnn7PqTyQS4cMPP4S5uTlu3ryJHTt24Ntvv0VUVBQreQqFQqFQ/oxoAWC3NdSDIITAycmpWx2MUrqGwMBAeHt7d8hQqidiZGQEkUiEGcnBeNrMTpmW8/jWEPWV2qDJqKXDMgb/j13Epdbo/7uvRnK3gtr/40oVk9Z4q6/UBnrijq8JALTodXx34iH72yMK9M/WbF+gzkqzr/o3r2gm92CmZnKDf2N/NUlO/VDNdof61Gg2Rllvzfp785Jm4Wwrpw7QSK5/fse+SwBAT6Ts+JsNT4ar3jxoD6Njv3WovoFRH5wRHkbfvn1f2t11+fdz8J3P0NCimX1BL+0++Gb0Ty913N1Njw4VSfnz4ePjg/T0dDx69AhTpkzBunXrmKsNFAqFQqF0F5056qZH5BSVTJ06VcnqtydYAEdERKgcs7qj9/Z4UethaWmJM2fOICcnB0FBQdixYwdzjSAhIUFlfxs2bNC4z/bojj4pFAqF8urRAu1Opb8af8odzNaugLqCjIwMJYvvl0VwcDCcnJwwduxYAM8cuhsbGzNukNpj48aNKp2ti0QijcfUFesxefJkREZGgsPh4Pz585g7dy5Wr16tMszi0qVLVRpbsbkTqgnd0SeFQqFQXj2aiRaaNdyJ1FSuJ9OjFczWildXwufzsWvXLibcolQqRWFhYZf3own+/v6slejq6mq1UZE0oSvWY+fOncjMzMSsWbNQX6/+bt/Dhw/bLe/VqxciIyMxbtw4WFlZ4dy5c6yU8P79+2PPnj1wdHRES0sL4uPj4e/vj6dPn76wPikUCoVC+TPz19uz/RMgEom6Nb5oV2FhYYGLFy+ivLy8S+ajo6MDiUSC3bt3Izk5mbWcQCDAqFGj4ODggI8//hjTpk3D/v37X2ifFAqFQulZUDdFHaNbFUx9fX2EhYWhqqoKEokEV69eZRxt8/l81NbWKtSfM2cO4w+Rz+cjJCQE1tbWIISAEAI+nw/gmRW5t7c3EhISIBaLUVhYCGdnZ6YdOzs7EELQr18/Jo/L5YIQAlNTU9jZ2SE2NhbGxsZM28HBwWrn4+7ujvT0dIhEIlRUVEAgEGDw4MFMubo5yVm/fj0qKyshEolw4MABpTjkMTExOHXqFKt1bA8tLS2UlZXB21vR4tba2hrNzc2M5XZwcDBKSkoglUpRXl6OsLAwtW3Lx7Vt2zaUlpZCKpXi3r178PT0hKmpKQghGDRoEGJiYhTenaOjI/Lz8yGRSHDx4kUsWrRI6V2pQiwWw9fXFwcOHGAVhQd45iB/1qxZWLp0KW7cuIGUlBT4+fnB1dVVwRF/V/ZJoVAolJ4HIdpo0TAR6mj95RIaGgpnZ2fw+XzY2NigoKAASUlJzLF0e8TFxeH777/HnTt3YGJiAhMTE8TFxTHlmzZtQnx8PLhcLgQCAY4dOwYOh8NqXNevX4e/vz+EQiHTtqp7jM+jp6eHoKAgcLlcODk5wczMDLGxsaz6lOPi4oKQkBAEBgZi/PjxqKiogK+vb7symq4jIQRHjx5lwkTKcXNzQ0pKCkpLS+Hs7IxVq1bBy8sLlpaWcHJyQnZ2Nqu5HD58GDweDytWrICVlRW8vLxQX1+PsrIymJiYQCgUwt/fn3l3ZmZmOHnyJE6fPg0ul4t9+/YxfjBfFJMmTUJtbS1u3rzJ5CUnJ6OlpUUpolJXoq+vDyMjI4VEoVAolFeXZmh1Kv3V6LY7mAYGBvDx8YGHhwcSExMBAMuWLYODgwOWLFmi9t6gVCpFfX09ZDIZqqqqlMpPnDjBRLLZuHEjHBwc4Ofnh+XLl6sdW1NTE4RCIQghbbatipiYGOb/RUVFWLFiBTIyMmBoaIinT5+yamPlypWIjo7GwYMHAQBBQUGwt7dX2sWUo24d1SnGAoEAa9aswbBhw1BWVgYtLS24urpi8+bNAIC33noLlZWVSE5OhkwmQ1lZGdLT09XOw9LSEgsWLIC9vT0uXLjArImcqqoqEEIgFAqZNfby8kJeXh7j1D4/Px+jR49WcoLflZiYmOCPP/5QyGtubsbjx49hYmLywvrdsGGDkpN9CoVCoVD+LHTbDqaFhQX09fWRkpLC5MlkMty4cQNWVladbj81NVXpuSvabQ8bGxucPXsWJSUlEIlEuHz5MgB0yEm4lZWVUgzs1nN5ns6u4+3bt3H37l1mF9POzg5DhgzBiRMnADxT1Pv06YP79+9j//79cHJyYhWj3draGjKZjFkDNowcOVJJeb1x4wZr+Z7E1q1b0bdvXyYNHTq0u4dEoVAolHZoIZ25h9ndo3/5vLKXAlpaWpQspZ8P79fZtgFFd0adbdvAwABJSUkQiURwc3ODra0tY00sj5H+IufUGQQCAaNgLly4EImJiYwLngcPHmDkyJHw9fWFRCJBeHg4rly5Al3d9je/JRLNoh28bCorKzFkiGIkHB0dHQwYMOCF3qlsbGzsMb5UKRQKhQKN71/K01+NbptxYWEhGhoaMGXKFCZPV1cXtra2yMnJQXV1NYyMjGBgYMCUt/a72NjYqHI3beLEiUrP8ljk8uP35404OtJ2W3A4HAwaNAgBAQG4du0a8vLylBQXNnO6e/eu0t2/1nN5HnXryIYjR45g9OjRsLGxwfz58yEQCBTKpVIpzp07B39/f0yfPh2TJ0/GmDFj2m0zOzsb2trasLNjHw8vLy9PyTjJ1taWtbwmpKamon///rCxsWHyZsyYAW1tbaWdZAqFQqH8dWmBVqfSX41uUzDFYjEiIiKwfft2zJw5E1ZWVoiKioKBgQGio6ORlpYGsViMLVu2YPjw4eDxePDw8FBoo7i4GObm5uByuRg4cCCzUwg8M5ZZvHgxLC0tERISggkTJjAhBwsKClBaWoqQkBCMGDECs2fPxpo1a5TaNjIywowZMzBw4ECVzrbllJaWoqGhAX5+fjA3N4ejoyOCgoIU6rCZU1hYGDw9PeHh4cGMfdSoURqvIxtKSkpw/fp1REdHQ0dHB2fPnmXK+Hw+PD09MWrUKJibm8Pd3R1isRglJSVq2zx06BAOHjyIOXPmwMzMDHZ2dnBxcVEps2/fPnA4HGzbtg2WlpZwcXFh1qe1pb0qrKyswOVyMWDAAPTr1w9cLhdcLpcpt7W1xd27d/Hmm28CAHJzc/HLL78gKioKtra2mDx5Mvbu3Ytjx46hoqKiS/qkUCgUCuWvRrfu2QYEBCA+Ph4//fQTbt26hREjRmDmzJmoq6tDbW0t3N3dMXv2bGRnZ4PH4ykZRcTHxyMxMRGXLl1CTU0NeDweUxYcHAxXV1dkZWVh0aJF4PF4zA6mTCYDj8cDh8NBVlYW1q9fr2RIkpqaioiICMTFxaGmpoYxPFFFTU0NPDw84OLigpycHAQEBGDt2rUKddjM6fjx49i0aRNCQ0Nx8+ZNmJqaqg3p2N46skUgEMDa2hqnTp2CVCpl8uvq6rBs2TKkpKQgKysL9vb2cHR0ZBXFxsfHBydPnkR4eDhyc3MRFRUFQ0NDlfWLi4sxf/58zJs3D1lZWfDx8WGsyBsaGljNIyEhAZmZmfjkk0/w/vvvIzMzE5mZmUy5gYEBOByOwtUENzc35Obm4sKFC0hISMC1a9fw+eefs+qPTZ8UCoVC6fnII/lomv5qaAH40109JYTAyckJZ86c6e6hUDpJYGAgvL29O2Qo1RMxMjKCSCTCuH/8iKcNjR2S9eGd16jP4b3Ye0iQs0bgqVFfQa5x6iu1wd4Q1Tve7ZG6I1Ijuf3CNzWSG6ijPhJVax42qXfH1hZjepdpJOeZ4qGR3Fe2CRrJ7To4TyO5Cyu2d1jGs3C+Rn3parVoJKcpkwbc10ju6qMRGsl9aqLe40drHje/plFfFY3GGskdT5vQofqv6enj98X+6Nu370u7uy7/fvbKWA5pi1S9QBv01u6NfeN/fKnj7m56dKhIyp8PHx8fpKen49GjR5gyZQrWrVvHXG2gUCgUCqW7aIHmEXnoHUyKSqZOnapk9dsTLIAjIiJUjlnd0Xt7vKj1sLS0xJkzZ5CTk4OgoCDs2LGDuUaQkJCgsr8NGzZo3Gd7dEefFAqFQnn1IJ0w8CF/QQXzT7mD2doVUFeQkZGhZPH9sggODoaTkxPGjh0L4JlDd2NjY8YNUnts3LhRpbN1kUik8Zi6Yj0mT56MyMhIcDgcnD9/HnPnzsXq1auxevXqNusvXbpUpbEVmzuhmtAdfVIoFAqF0tPp0Qpma8WrK+Hz+di1axcTblEqlaKwsLDL+9EEf39/1kp0dXW12qhImtAV67Fz505kZmZi1qxZqK9Xf4ft4cOH7Zb36tULkZGRGDduHKysrHDu3DlWSnj//v2xZ88eODo6oqWlBfHx8fD398fTp0/V9mlnZ4dVq1ZhwoQJ6Nu3L+7du4ft27fjyJEjavulUCgUSs9B7jRdU9m/GvSIvAciEokgFAq7exidxsLCAhcvXkR5eXmXzEdHRwcSiQS7d+9GcnIyazmBQIBRo0bBwcEBH3/8MaZNm4b9+/ezkp08eTKysrLg7OyMv/3tb4iJicHhw4fx0UcfaToNCoVCobyCUEfrHaNbZ6yvr4+wsDBUVVVBIpHg6tWrjKNtPp+P2tpahfpz5sxh/CHy+XyEhITA2toahBAQQsDn8wE8syL39vZGQkICxGIxCgsL4ezszLRjZ2cHQgj69evH5HG5XBBCYGpqCjs7O8TGxsLY2JhpOzg4WO183N3dkZ6eDpFIhIqKCggEAgwePJgpVzcnOevXr0dlZSVEIhEOHDigFIc8JiYGp06dYrWO7aGlpYWysjJ4e3sr5FtbW6O5uZmx3A4ODkZJSQmkUinKy8sRFhamtm35uLZt24bS0lJIpVLcu3cPnp6eMDU1BSEEgwYNQkxMjMK7c3R0RH5+PiQSCS5evIhFixYpvStViMVi+Pr64sCBA6yj8HA4HMyaNQtLly7FjRs3kJKSAj8/P7i6uio44lfF1q1bsXHjRqSmpuL+/fvYvXs3EhMTMW+eZha0FAqFQnk10TxMpOY7nz2ZblUwQ0ND4ezsDD6fDxsbGxQUFCApKYk5lm6PuLg4fP/997hz5w5MTExgYmKCuLj/uULZtGkT4uPjweVyIRAIcOzYMXA4HFbjun79Ovz9/SEUCpm2Vd1jfB49PT0EBQWBy+XCyckJZmZmiI2NZdWnHBcXF4SEhCAwMBDjx49HRUUFfH1925XRdB0JITh69CgTJlKOm5sbUlJSUFpaCmdnZ6xatQpeXl6wtLSEk5MTsrOzWc3l8OHD4PF4WLFiBaysrODl5YX6+nqUlZXBxMQEQqEQ/v7+zLszMzPDyZMncfr0aXC5XOzbt4/xg/mimDRpEmpra3Hz5k0mLzk5GS0tLUoRldjSr18/tfcz9fX1YWRkpJAoFAqFQvmz0G13MA0MDODj4wMPDw8kJiYCAJYtWwYHBwcsWbJE7b1BqVSK+vp6yGQyVFUp+/M7ceIEE8lm48aNcHBwgJ+fH5YvX652bE1NTRAKhSCEtNm2KmJiYpj/FxUVYcWKFcjIyIChoSGePn3Kqo2VK1ciOjoaBw8eBAAEBQXB3t5eaRdTjrp1VKcYCwQCrFmzBsOGDUNZWRm0tLTg6uqKzZs3AwDeeustVFZWIjk5GTKZDGVlZUhPV+9bzdLSEgsWLIC9vT0uXLjArImcqqoqEEIgFAqZNfby8kJeXh7j1D4/Px+jR49WcoLflZiYmOCPP/5QyGtubsbjx49hYmLS4fZcXFxga2sLLy+vdutt2LBByck+hUKhUF5dOhPykbopeolYWFhAX18fKSkpTJ5MJsONGzdgZWXV6fZTU1OVnrui3fawsbHB2bNnUVJSApFIhMuXLwNAh5yEW1lZKcXAbj2X5+nsOt6+fRt3795ldjHt7OwwZMgQnDhxAsAzRb1Pnz64f/8+9u/fDycnJ1Yx2q2trSGTyZg1YMPIkSOVlNcbN26wlu9upk+fjpiYGCxbtkxtHPitW7eib9++TBo6dOhLGiWFQqFQNIEekXeMV/bWaUtLi5Kl9PPh/TrbNqDozqizbRsYGCApKQkikQhubm6wtbVlLJjlMdJf5Jw6g0AgYBTMhQsXIjExkTniffDgAUaOHAlfX19IJBKEh4fjypUr0NVtf/NbIpG88HF3BZWVlRgyZIhCno6ODgYMGMD6HicATJs2DT///DNWrVqFn376SW39xsbGHuNLlUKhUChUwewo3aZgFhYWoqGhAVOmTGHydHV1YWtri5ycHFRXV8PIyAgGBgZMeWu/i42NjSp30yZOnKj0LI9FLj9+f96IoyNttwWHw8GgQYMQEBCAa9euIS8vT0lxYTOnu3fvKt39az2X51G3jmw4cuQIRo8eDRsbG8yfPx8CgUChXCqV4ty5c/D398f06dMxefJkjBkzpt02s7Ozoa2tDTs7O1ZjAIC8vDwl4yRbW1vW8pqQmpqK/v37w8bGhsmbMWMGtLW1lXaSVWFnZ4fz589j/fr1iIqKelFDpVAoFEo3QhXMjtFtCqZYLEZERAS2b9+OmTNnwsrKClFRUTAwMEB0dDTS0tIgFouxZcsWDB8+HDweDx4eHgptFBcXw9zcHFwuFwMHDmR2CoFnd+EWL14MS0tLhISEYMKECUzIwYKCApSWliIkJAQjRozA7NmzsWbNGqW2jYyMMGPGDAwcOFCls205paWlaGhogJ+fH8zNzeHo6IigoCCFOmzmFBYWBk9PT3h4eDBjHzVqlMbryIaSkhJcv34d0dHR0NHRwdmzZ5kyPp8PT09PjBo1Cubm5nB3d4dYLEZJSYnaNg8dOoSDBw9izpw5MDMzg52dHVxcVMeW3rdvHzgcDrZt2wZLS0u4uLgw69Pa0l4VVlZW4HK5GDBgAPr16wculwsul8uU29ra4u7du3jzzWcxp3Nzc/HLL78gKioKtra2mDx5Mvbu3Ytjx46hoqJCbX/Tp0/H+fPnsXv3bsTHx+P111/H66+/zspQjUKhUCiUPyvdekQeEBCA+Ph4/PTTT7h16xZGjBiBmTNnoq6uDrW1tXB3d8fs2bORnZ0NHo+nZBQRHx+PxMREXLp0CTU1NeDxeExZcHAwXF1dkZWVhUWLFoHH4zE7mDKZDDweDxwOB1lZWVi/fr2SIUlqaioiIiIQFxeHmpoaxvBEFTU1NfDw8ICLiwtycnIQEBCAtWvXKtRhM6fjx49j06ZNCA0Nxc2bN2Fqaqo2pGN768gWgUAAa2trnDp1ClKplMmvq6vDsmXLkJKSgqysLNjb28PR0ZFVFBsfHx+cPHkS4eHhyM3NRVRUFAwNDVXWLy4uxvz58zFv3jxkZWXBx8eHsSJvaGhgNY+EhARkZmbik08+wfvvv4/MzExkZmYy5QYGBuBwOApXE9zc3JCbm4sLFy4gISEB165dw+eff86qPz6fD0NDQwQGBqKyspJJ//rXv1jJUygUCqVnQHcwO4YWAHZbQz0IQgicnJxw5syZ7h4KpZMEBgbC29u7Q4ZSPREjIyOIRCJY/7AX9Y2NHZJ97312bqNaY21U1mGZsF9madTXoXnhGsltWOWtvlIbuG87p5Hc5/3aj9ykivwmdl4iniep/h2N+hrei71ni+f54qqbRnIx02LUV2oDb0H7nhRU4Te/4+/u7tM3NerL3vh3jeTuNwxRX6kN+umINZJ73Kz6D/P2sO1TpL5SK6REM7uAwTqa3SP/qkh9tLXnMdDphdPvfYe+ffu+tLvr8u9n55QvIW5mt9nRGgOdXoifEvpSx93d9OhQkZQ/Hz4+PkhPT8ejR48wZcoUrFu3jrnaQKFQKBRKd0FDRXaMV9aK/FVj6tSpSla/L8sCODg4GP/973+Z59aRfNojIiJC5ZjVHb23R1eshzzMYmNjIzMfS0tLnDlzBjk5OQgKCsKOHTuYawQJCQkq+9uwYYPGc2mP7uiTQqFQKJSeTo/ewQwODoaTkxPGjh2rkN/aFZAm8Pl87Nq1izHWyMjIULL47i78/f1Zz3Hjxo0qna2LRCKNx9AV67Fz505kZmZi1qxZqK+vBwCsXr0aq1evbrP+0qVLVRpbPX78GL169UJkZCTGjRsHKysrnDt3jnEV1R79+/fHnj174OjoiJaWFsTHx8Pf3x9Pnz5V2+fbb7+NyMhIvPPOO+jXrx8ePnyII0eO4JtvvoFMJmO5EhQKhUJ51aE7mB2jRyuYLxOpVIrCwsLuHgaAjimG1dXVaqMiaUJXrIeFhQUiIyNRXl7Oqv7Dh+3fjzMwMIBEIsHu3bsVYs+rQyAQ4I033oCDgwP09PQQExOD/fv3w83NTW2fxsbGOHz4MG7duoW6ujpwuVxERUVBW1sbX331FesxUCgUCuXVhiqYHaNbj8j19fURFhaGqqoqSCQSXL16lfGDyOfzUVtbq1B/zpw5jLsaPp+PkJAQWFtbgxACQgj4fD6AZ0Y+3t7eSEhIgFgsRmFhoYLCYWdnB0II+vXrx+RxuVwQQmBqago7OzvExsbC2NiYaTs4OFjtfNzd3ZGeng6RSISKigoIBAIMHjyYKVc3Jznr169HZWUlRCIRDhw4oBQmsvUReXvr2B5aWlooKyuDt7eiIYW1tTWam5sZw5rg4GCUlJRAKpWivLwcYWFhatuWj2vbtm0oLS2FVCrFvXv34OnpCVNTUxBCMGjQIMTExCi8O0dHR+Tn50MikeDixYtYtGiR0rtShVgshq+vLw4cOMDaSTqHw8GsWbOwdOlS3LhxAykpKfDz84Orq6uCn1RVFBUVITY2FllZWSgtLcXPP/8MgUCA9957j1X/FAqFQukZUCvyjtGtCmZoaCicnZ3B5/NhY2ODgoICJCUlsfIhGBcXh++//x537tyBiYkJTExMEBcXx5Rv2rQJ8fHx4HK5EAgEOHbsGDgcDqtxXb9+Hf7+/hAKhUzb6mJ6A8+i8gQFBYHL5cLJyQlmZmaIjY1l1accFxcXhISEIDAwEOPHj0dFRQV8fX3bldF0HQkhOHr0KBPFR46bmxtSUlJQWloKZ2dnrFq1Cl5eXrC0tISTkxOys9lZLR8+fBg8Hg8rVqyAlZUVvLy8UF9fj7KyMpiYmEAoFMLf3595d2ZmZjh58iROnz4NLpeLffv2MW6KXhSTJk1CbW0tbt68yeQlJyejpaVFyeE9GywsLPD3v/+9QyEyKRQKhUL5s9FtR+QGBgbw8fGBh4cHEhMTAQDLli2Dg4MDlixZovZYVyqVor6+HjKZDFVVym47Tpw4wTga37hxIxwcHODn54fly5erHVtTUxOEQiEIIW22rYqYmP+58ygqKsKKFSuQkZEBQ0NDPH3Kzo3JypUrER0djYMHDwIAgoKCYG9vr7SLKUfdOqpTjAUCAdasWYNhw4ahrKwMWlpacHV1xebNmwE8i6NeWVmJ5ORkyGQylJWVKcULbwtLS0ssWLAA9vb2uHDhArMmcqqqqkAIgVAoZNbYy8sLeXl5jM/R/Px8jB49WslHaVdiYmKCP/74QyGvubkZjx8/homJCet2UlJSYGNjg969e2Pfvn3YuHFju/X19fXRq1cv5tnIyKhjA6dQKBTKS4UQLRANdyI1levJdNsOpoWFBfT19ZGSksLkyWQy3LhxA1ZWVp1uPzU1Vem5K9ptDxsbG5w9exYlJSUQiUTMLlZHfDhaWVkphShsPZfn6ew63r59G3fv3mV2Me3s7DBkyBCcOHECwDNFvU+fPrh//z72798PJycnViE0ra2tIZPJOrSTN3LkSCXl9caNG6zlu5MFCxbAxsYGPB4PH330kZKT/dZs2LABIpGISWzvoVIoFAqle2iBVqfSX41X1k1RS0uLkqX089FXOts2oGht3tm2DQwMkJSUBJFIBDc3N9ja2jIWzPIQli9yTp1BIBAwCubChQuRmJjIROp58OABRo4cCV9fX0gkEoSHh+PKlSvQ1W1/81sikbzwcXcFlZWVSjHjdXR0MGDAANb3OIFn63T37l0cO3YMAQEBCAkJgba26h+vrVu3om/fvkwaOnSoxnOgUCgUyouH3sHsGN2mYBYWFqKhoQFTpkxh8nR1dWFra4ucnBxUV1fDyMgIBgYGTHlrtziNjY0qd9MmTpyo9CwPFSk/fn/eiKMjbbcFh8PBoEGDEBAQgGvXriEvL09JcWEzp7t37yrd/Ws9l+dRt45sOHLkCEaPHg0bGxvMnz8fAoFAoVwqleLcuXPw9/fH9OnTMXnyZIwZM6bdNrOzs6GtrQ07OztWYwCAvLw8JeMkW1tb1vKakJqaiv79+8PGxobJmzFjBrS1tZV2ktmira0NPT29dhXMxsbGl+pLlUKhUCidQ35Ermn6q9FtdzDFYjEiIiKwfft2PH78GKWlpfjyyy9hYGCA6OhoaGlpQSwWY8uWLdi9ezfeffddeHh4KLRRXFwMc3NzcLlcPHjwAE+ePEHj/4XZc3FxQUZGBq5duwY3NzdMmDABS5YsAQAUFBSgtLQUISEh+Oqrr/D2229jzZo1Sm0bGRlhxowZuH37NsRicbu7cqWlpWhoaICfnx8iIyMxevRoBAUFKdRJS0tTO6ewsDDExsYiIyMDKSkpcHNzw6hRo3D//n2N1pENJSUluH79OqKjo6Gjo4OzZ88yZXw+Hzo6OszY3d3dIRaLUVJSorbNQ4cO4eDBg1ixYgVu374NU1NTheP31uzbtw+rV6/Gtm3bEB0dDWtra2Z9Wlvaq8LKygr6+voYMGAAjIyMwOVyATy7CgA8U1gPHz6MDz74AA8fPkRubi5++eUXREVFwdvbG3p6eti7dy+OHTuGiooKtf0tXLgQTU1NyM7ORkNDA8aPH4+tW7ciLi6O+sGkUCgUyl+Wbj0iDwgIQHx8PH766SfcunULI0aMwMyZM1FXV4fa2lq4u7tj9uzZyM7OBo/HYyK6yImPj0diYiIuXbqEmpoa8Hg8piw4OBiurq7IysrCokWLwOPxmB1MmUwGHo8HDoeDrKwsrF+/XsmQJDU1FREREYiLi0NNTQ1jeKKKmpoaeHh4wMXFBTk5OQgICFC6h8dmTsePH8emTZsQGhqKmzdvwtTUVG3EnfbWkS0CgQDW1tY4deoUpFIpk19XV4dly5YhJSUFWVlZsLe3h6OjI3OE3h4+Pj44efIkwsPDkZubi6ioKBgaqo6pW1xcjPnz52PevHnIysqCj48PY0Xe0MAu/mtCQgIyMzPxySef4P3330dmZiYyMzOZcgMDA3A4HIWrCW5ubsjNzcWFCxeQkJCAa9eu4fPPP2fVn0wmw/r163Hjxg1kZWUhODgYe/fuxdKlS1nJUygUCqVn8LKPyH19fVFUVASJRILffvtN7Ymev78/cnNzIRaLUVpaip07dyoYk7aHubl5h8enDi0A7LaGehCEEDg5OeHMmTPdPRRKJwkMDIS3t3eHDKV6IkZGRhCJRLD+YS/q/28Xni3vvc/ObVRrrI3KOiwT9sssjfo6NC9cI7kNq7zVV2oD923nNJL7vF/7jvVVkd/EzkvE8yTVv6NRX8N7sfds8TxfXHXTSC5mWoz6Sm3gLfDSSM5vfsff3d2nb2rUl73x7xrJ3W8Yor5SG/TTEWsk97hZ9R/m7WHbp0h9pVZIiWZ2AYN1NLvm81WR+mhrz2Og0wun3/sOffv2fWlXi+TfzzOSQyBuZrfZ0RoDnV64aB/CetyffvopDh8+DG9vb6SlpWHlypVwcXHByJEj2/Syw+PxcPDgQXh6euL69et4++23ERsbi2PHjimd0LZFc3MzLl++jOjoaJw8eZL1pk570Eg+lFcKHx8fpKen49GjR5gyZQrWrVuHvXv3dvewXhotegQtLK8DyHm9l2YhP9/Uq1VfqRX6tZodevTW0uy6QIueZveWBurUaySniaIIAG/rdVwBuKWr2Xuz1HukkRyaNHt3ehq+u+a2PaupZZgG88ts0ewP0Mom9QEc2uKxTDOFb3ivP9RXaoMHjQM0kjPSlqqv1Io/mjRzmdasoZV03n31AS2e5zU9faCb4liQThjrdPQO5urVqxEVFcX40vb29sZHH30ET09PfPfdd0r1J0+ejJSUFBw9ehTAs2tqR48eZe3P2cbGBosXL8bOnTuxd+9exMXFITo6mpVbQlW8slbkrxpTp05VMsroCQYaERERKses7ui9PV7UelhaWuLMmTPIyclBUFAQduzYwVwjSEhIUNnfhg0bNO6zPbqjTwqFQqH8ddHT08O4ceOQnJzM5BFCkJycjEmTJrUpc/36dYwbN445Rjc3N8fs2bORkJDAqs/bt29j5cqVePPNN+Hp6Yk33ngD165dQ3Z2NlatWoVBgwZ1eB5/yh3M1q6AuoKMjAwli++XRXBwMJycnDB27FgAzxy6GxsbM26Q2mPjxo0qna13JKZ5a7piPSZPnozIyEhwOBycP38ec+fOxerVq7F69eo26y9duhR9+vRps4zNnVBN6I4+KRQKhfLqQQB08IBJQRZQDqrR0NDAGCfLGTRoEHR1dZUCvVRVVamMSHj06FEMGjQI165dg5aWFvT09BAREYGtW7d2aJzNzc04deoUzp8/D19fX2zduhXff/89tmzZguPHjzOhrNnQoxXM1opXV8Ln87Fr1y4m3KJUKkVhYWGX96MJ/v7+rJXo6upqtVGRNKEr1mPnzp3IzMzErFmzUF+v/kjz4cP278f16tULkZGRGDduHKysrHDu3DlWSnhRURHMzMwU8gICAvDdd9+p7RMAxowZgx9//BG2traorq7Gnj17sH37drVyFAqFQuk5dMZhulyudVCNkJAQfPPNN50em52dHQIDA+Hr64u0tDSMGDECYWFh+Prrr5nIfGwYN24cPD094erqiqdPn+L7779HdHQ0/t//+38IDg7GmTNnWB+792gF869KZ3YeXyUsLCwQGRnZZVFsdHR0IJFIsHv3bjg7O3dINigoCFFRUcwz22N+IyMj/Prrr0hOToa3tzfGjBmDgwcPoq6uTqE9CoVCofRsuiJU5NChQxV+v7RlTFNTUwOZTIbXX39dIf/1119XuXu4adMm/PTTT4x7wjt37sDQ0BD79+/HP/7xD7Wu/latWoXFixdj5MiRSEhIwKJFi5CQkMDIFRcXw8PDA8XFxazn3K13MPX19REWFoaqqipIJBJcvXqVcbTN5/NRW6tohDBnzhxmsnw+HyEhIbC2tgYhBIQQ8Pl8AM/uKnh7eyMhIQFisRiFhYUKCoednR0IIejX738XvLlcLgghMDU1hZ2dHWJjY2FsbMy0HRwcrHY+7u7uSE9Ph0gkQkVFBQQCAQYPHsyUq5uTHPkWtEgkwoEDB5TikMfExODUqVOs1rE9tLS0UFZWBm9vRUtda2trNDc3M5bbwcHBKCkpgVQqRXl5OcLCwtS2LR/Xtm3bUFpaCqlUinv37sHT0xOmpqYghGDQoEGIiYlReHeOjo7Iz8+HRCLBxYsXsWjRIqV3pQqxWAxfX18cOHCgQ1F4gGcKZVVVFZPEYnbWnm5ubtDX14enpydycnIQFxeH3bt3qzzmp1AoFErPpCvcFLW+y9/6eBwAmpqacPPmTXzwwQdMnpaWFj744AOVoaMNDAyYKIVympubGVl1+Pj44MiRIzA1NcXcuXNx/vx5Jd3kjz/+YPyJs6FbFczQ0FA4OzuDz+fDxsYGBQUFSEpKYo6l2yMuLg7ff/897ty5AxMTE5iYmCAuLo4p37RpE+Lj48HlciEQCHDs2DGVdxdac/36dfj7+0MoFDJtq7rH+Dx6enoICgoCl8uFk5MTzMzMGAswtri4uCAkJASBgYEYP348Kioq4Ovr266MputICMHRo0eZMJFy3NzckJKSgtLSUjg7O2PVqlXw8vKCpaUlnJyckJ3Nzi3O4cOHwePxsGLFClhZWcHLywv19fUoKyuDiYkJhEIh/P39mXdnZmaGkydP4vTp0+Byudi3bx/jB/NFExAQgJqaGty6dQtr165lHcVp0qRJuHLlCpqampi8pKQkcDgcGBsbv6DRUigUCuXPzM6dO7Fs2TIsWrQIHA4HERERMDQ0REzMM7dhhw4dwpYtW5j6P//8M3x8fLBgwQKYmZnB3t4emzZtws8//6ykeLaFg4MDvvvuuzY3Z4YNGwbgmeJ7+PBh1nPotiNyAwMD+Pj4wMPDA4mJiQCAZcuWwcHBAUuWLFF7b1AqlaK+vh4ymUzpIiwAnDhxgtkq3rhxIxwcHODn54fly5erHVtTUxOEQiEIIW22rQr5iwee3etbsWIFMjIyYGhoiKdP2bk/WblyJaKjo3Hw4EEAz45u7e3tlXYx5ahbR3WKsUAgwJo1azBs2DCUlZVBS0sLrq6uzJ2Nt956C5WVlUhOToZMJkNZWRkrtwWWlpZYsGAB7O3tceHCBWZN5FRVVYEQAqFQyKyxl5cX8vLyGKf2+fn5GD16tJIT/K5m9+7duHXrFh4/fozJkydj69ateOONN1j5DjMxMVGYFwBmPiYmJiqd3evr6ys4wG198ZtCoVAorxaEdMLIp4Nyx48fx+DBg/Htt9/CxMQEmZmZ+Pvf/44//njm6uqtt95SUBw3b94MQgg2b96MoUOHorq6Gj///DO++uorVv0VFhbijTfeUNK9BgwYgKKiIujqdlxd7LYdTAsLC+jr6yMlJYXJk8lkuHHjBqysrDrdfutt5NTU1C5ptz1sbGxw9uxZlJSUQCQS4fLlywDQISfhVlZWSjGwVW2JA51fx9u3b+Pu3bvMLqadnZ1COMcTJ06gT58+uH//Pvbv3w8nJydWu3vW1taQyWTMGrBh5MiRSsrrjRs3WMtryg8//IDLly8jOzsb+/btw5o1a+Dn5wd9ff0X1ueGDRsgEomY1FX3UCkUCoXyYnjZsch//PFHmJmZoXfv3pg4caLC78P3338fixcvZp6bm5vx7bffwtLSEgYGBjA1NcUXX3wBoVDIqi9Vx+ivvfaaQnS/jvDKGvm0tLQoTfj58H6dbRtQXNDOtm1gYICkpCQkJSXBzc0N1dXVeOutt/Drr78yisqLnFNnEAgEWLhwIb777jssXLgQiYmJjAueBw8eYOTIkbC3t4eDgwPCw8Oxbt062NnZtRtru7247a86aWlp0NPTg5mZGfLz89utW1lZ2eZFbHmZKrZu3YqdO3cyz0ZGRlTJpFAolFeYrjDyedXYsWMHgGdX5r799lsF+wMdHR28++67CuGWO0K37WAWFhaioaEBU6ZMYfJ0dXVha2uLnJwcVFdXw8jICAYGBkx5a7+LjY2NKnfTJk6cqPQsj0Uu3wJ+443/RRDoSNttweFwMGjQIAQEBODatWvIy8vDkCGK4cTYzOnu3btKLgBaz+V51K0jG44cOYLRo0fDxsYG8+fPh0AgUCiXSqU4d+4c/P39MX36dEyePBljxoxpt83s7Gxoa2vDzs6O1RgAIC8vT8k4SV3s1ReB3MhJfhTRHqmpqZg2bZrC8YGDgwNyc3PbjQXf2NjYY5z1UygUCuXPydixYzF27FhoaWlhzJgxzPPYsWPB4XBw+/ZteHh4aNR2t+1gisViREREYPv27Xj8+DFKS0vx5ZdfwsDAANHR0dDS0oJYLMaWLVuwe/duvPvuu0qTLC4uhrm5ObhcLh48eKBgkeXi4oKMjAxcu3YNbm5umDBhAmP9VFBQgNLSUoSEhOCrr77C22+/rXTfrri4GEZGRpgxYwZu374NsVjc7q5caWkpGhoa4Ofnh8jISIwePRpBQUEKddLS0tTOKSwsDLGxscjIyEBKSgrc3NwwatQo3L9/X6N1ZENJSQmuX7+O6Oho6Ojo4OzZs0wZn8+Hjo4OM3Z3d3eIxWKUlJSobfPQoUM4ePAgVqxYgdu3b8PU1FTh+L01+/btw+rVq7Ft2zZER0fD2tqaWR91LhbkWFlZQV9fHwMGDICRkRG4XC6AZ1cBgGcK6+HDh/HBBx/g4cOHmDhxIt59911cunQJT548waRJk/DDDz/gn//8Z7sKopwjR44gODgY0dHR+O677zB69Gj4+/tj1apVrMZLoVAolJ7B89bgmsi+isyYMQMAcPDgQfj7+3fpZke3WpEHBAQgPj4eP/30E27duoURI0Zg5syZqKurQ21tLdzd3TF79mxkZ2eDx+MxIQPlxMfHIzExEZcuXUJNTQ14PB5TFhwcDFdXV2RlZWHRokXg8XjMDqZMJgOPxwOHw0FWVhbWr1+vZEiSmpqKiIgIxMXFoaamhjE8UUVNTQ08PDzg4uKCnJwcBAQEYO3atQp12Mzp+PHj2LRpE0JDQ3Hz5k2YmpqqDenY3jqyRSAQwNraGqdOnVK4b1FXV4dly5YhJSUFWVlZsLe3h6OjI6soNj4+Pjh58iTCw8ORm5uLqKgoGBqqjuFbXFyM+fPnY968ecjKyoKPjw9jRd6Wr7C2SEhIQGZmJj755BO8//77yMzMVNjeNzAwAIfDYa4mNDQ0wNXVFZcvX8bvv/+Or776Cj/88AM+//xzVv2JRCJ8+OGHMDc3x82bN7Fjxw58++231AcmhUKh/MmQG/loml5lPD09u/wkTQv/i2D0p4EQAicnJ5w5c6a7h0LpJIGBgfD29u6QoVRPxMjICCKRCON/3oqnMnbKtJw5w9m5jWqNs3FGh2VcEvw06mvXhz9pJLcy8TON5FbNSNRITlMG63Y8+IGrUa36Sm3we6Nm95sd//OFRnKRU9m7JXker18Xq6/UBt/bH+uwTGQZ+6s4z2MzoEwjuRLxAI3kZg/M0kjuX1XjNJKb9/rNDsvUyPpq1Jem7I//e4fqG+rr47/rl6Nv374v7WqR4vezst9KNhjq6iPDccNLHbc64uPj4eHhgSdPniA+Pr7duh0NXgK8wkY+lL8mPj4+SE9Px6NHjzBlyhSsW7cOe/fu7e5hUSgUCoXyp0LujlH+/66GKpgsmTp1Kn755ReV5a+qH8OIiAi4u7u3WfbPf/4TPj4+GrX7otbD0tISX3/9NQYMGIDS0lLs2LEDW7duBfDs+Pu9995rU27Lli1Mva6kO/qkUCgUyqvHn82K3NPTk/l/cHAwqqurNXZJ1BZ/SgWTTVikjpKRkaFk8f2yCA4OhpOTE8aOHQvgmUN3Y2NjzJ07V63sxo0bVTpb70xM865Yj8mTJyMyMhIcDgfnz5/H3LlzsXr1apVhFpcuXYo+ffq0WcbmTqgmdEefFAqFQnn1IND8TuGrfBdRS0sLBQUFGDVqFAoKCrqs3R6tYLZWvLoSPp+PXbt2MeEWpVIpCgsLu7wfTfD392etRFdXV6uNiqQJXbEeO3fuRGZmJmbNmoX6+nq19R8+fNhuea9evRAZGYlx48bBysoK586dY6WEFxUVwczMTCEvICAA33333Qvrk0KhUCg9iz/bDqYcQgju3buHgQMHdqmC2a1W5BTNEIlEL+S+xMvGwsICFy9eRHl5eZfMR0dHBxKJBLt370ZycnKHZIOCgpi48yYmJtizZ88L75NCoVAoPQjSyfQKExAQgO3bt2PUqFFd1ma3Kpj6+voICwtDVVUVJBIJrl69yjja5vP5qK1VtLKcM2cOcyGVz+cjJCQE1tbWIISAEAI+nw/gmTbu7e2NhIQEiMViFBYWKlhA2dnZgRCCfv36MXlcLheEEJiamsLOzg6xsbEwNjZm2g4ODlY7H3d3d6Snp0MkEqGiogICgQCDBw9mytXNSc769etRWVkJkUiEAwcOKMUhj4mJwalTp1itY3toaWmhrKwM3t7eCvlyR+Nyy+3g4GCUlJRAKpWivLwcYWFhatuWj2vbtm0oLS2FVCrFvXv34OnpCVNTUxBCMGjQIMTExCi8O0dHR+Tn50MikeDixYtYtGiR0rtShVgshq+vLw4cONBuFJ22ePLkCaqqqpj0fDSDF9UnhUKhUCivAocPH8aECRMYv9+PHj1SSJrQrUfkoaGhcHZ2Bp/PR0lJCb788kskJSVhxIgRamXj4uIwevRo/P3vf4e9vT0ARSuoTZs2ISAgAP7+/vjss89w7NgxjBkzBrm5uWrbvn79Ovz9/fHtt99i5MiRAMDqCFdPTw9BQUFMFJ+dO3ciNjYWH330kVpZOS4uLggJCcHy5ctx7do1fPbZZ1ixYoVKR+tA++vYWqF9HkIIjh49ioULFyIyMpLJd3NzQ0pKCkpLS+Hs7IxVq1bB1dUVv//+O0xMTBjn5eo4fPgwJk2axDhaNzc3x6BBg1BWVgYTExPk5eVh48aNiIuLg1AohJmZGU6ePImwsDAcOHAAY8eOVXl/tKsJCAhAUFAQSktLceTIEfzwww9obm5+Yf3p6+ujV69ezPOraiRGoVAolP+jE0fkeIWPyAFg5cqVXd5mtymYBgYG8PHxgYeHBxITn/msW7ZsGRwcHLBkyRK19walUinq6+shk8lQVVWlVH7ixAkmks3GjRvh4OAAPz8/LF++XO3YmpqaGPP9ttpWRUxMDPP/oqIirFixAhkZGTA0NMTTp09ZtbFy5UpER0fj4MGDAJ4d3drb2yvtYspRt47qFDSBQIA1a9Zg2LBhKCsrg5aWFlxdXbF582YAwFtvvYXKykokJydDJpOhrKwM6enpaudhaWmJBQsWwN7eHhcuXGDWRE5VVRUIIRAKhcwae3l5IS8vj3Fqn5+fj9GjRys5we9qdu/ejVu3buHx48eYPHkytm7dijfeeEMpulNXsmHDBiUn+xQKhUJ5demMw/RX3dH64cOa+bttj//P3pnHNXWl//8DClYUsK44HQWKKLg0iOKCtlELWqlUFKlE+BmKUkAHcGdxWFodcakLjgoUEUSjolJXGHCsTlVkELQQLAiCQHCBgpVEDAEC+f3hN3cMIdsFRe15v1739SL3nudsgXByzvN8Ho2PyGfMmNElDZuZmUFXVxeZmZnUPbFYjFu3bsHS0rLT9WdlZcm97op6lWFtbY3z58+jsrISAoEAv/zyCwBoJBJuaWmJ7OxsmXvtx/IqnZ3H/Px8FBUVYcmSJQBeug+8ms7x1KlT6N27Nx48eIAff/wRTk5OauVot7KyglgspuZAHUaNGiW3eL1165ba9nTZvXs3fvnlFxQUFCA2NhZr166Fn58fdHV1X1ubkZGRMDAwoK6PPvrotbVFIBAIhM4jDfKhe70r9OrVC/r6+jIXHTReYKanp6O0tBQbN27EX//6V1qNqkNbW5tcpLQ0vV9X1A3Iyhl1tm49PT1kZGRAIBDAzc0NNjY2VDSxdKHyOsfUGTgcDrXAXLJkCdLT0ykJnocPH2LUqFFYsWIFGhsbceDAAVy7dg09eyrf/FaWt/1tJzs7Gzo6OnKR5V1Jc3Mznj9/LnMRCAQCgdAd6Onp4Z///Cdqamrw4sULPHv2TOaig8YLzI8++gj79u3DokWL8ODBA6Snp8PFxUXjhVJZWRmampowbdo06l7Pnj1hY2ODwsJC1NbWQl9fH3p6etTz9rqLzc3NCnfTpkyZIvdamotcevw+dOhQWnV3hIWFBQYOHIigoCDcuHGD8sN8FXXGVFRUhMmTJysdy6uomkd1OHbsGMaOHQtra2ssWrQIHA5H5rlIJMLFixcREBCAGTNmwNbWFuPGjVNaZ0FBAbS1tcFkqp/Crbi4WC44ycbGRm37rkIa5PT777+/8bYJBAKB8JYi0erc9Razfft2zJo1C76+vmhqasLy5csRHh6Ox48fY+nSpbTq1HiB+fTpU+zZswfjx4/H5MmTUVJSggMHDuDx48eIiorCJ598olY9QqEQ0dHR2LFjB+bMmQNLS0vExcVBT08P8fHxyM7OhlAoxJYtW/Dxxx+DxWLBw8NDpo6KigqYmpqCwWBgwIABMkeaLi4u+Oabb2Bubo6IiAhMmjSJSjlYWloKHo+HiIgIjBgxAg4ODnL+dhUVFdDX18esWbMwYMAAhWLbUng8HpqamuDn5wdTU1M4OjoiNDRUpow6Y4qKioKnpyc8PDyoviuTDVA1j+pQWVmJmzdvIj4+Hj169MD58+epZ2w2G56enhgzZgxMTU3h7u4OoVCIyspKlXUePnwYhw4dwvz582FiYgImkwkXFxeFNrGxsbCwsMDWrVthbm4OFxcXan7aR9orwtLSEgwGA/3794ehoSEYDIZMUJKNjQ2Kiorwl7/8BcDLxXtAQAA++eQTmJqaYsmSJdi9ezeOHj2K+vr6LmmTQCAQCO8+Uh9MutfbjKOjI1asWIGffvoJYrEY169fxz/+8Q+EhITAzc2NVp2dkin69ddfERkZiX379qFv377w9PTE7du3ce3aNYwePVqlfVBQEFJSUnDkyBHcuXMHI0aMwJw5c1BfX49nz57B3d0dDg4OKCgoAIvFkguKSElJQXp6Oq5evYq6ujqwWCzqWXh4OFxdXcHlcrF06VKwWCxqB1MsFoPFYsHCwgJcLheBgYFygSRZWVmIjo5GcnIy6urqqMATRdTV1cHDwwMuLi4oLCxEUFAQ1q1bJ1NGnTGdPHkSmzZtwvbt23H79m0YGxsjOjqa9jyqC4fDgZWVFc6cOSOTKqq+vh5eXl7IzMwEl8uFnZ0dHB0d1cpi4+vri9OnT+PAgQO4d+8e4uLi0KdPH4XlKyoqsGjRIixcuBBcLhe+vr74xz/+AQBoampSaxxpaWnIy8vDV199hZkzZyIvLw95eXnUcz09PVhYWFA77k1NTXB1dcUvv/yC3377DRs3bsTu3bvx7bffqtWeOm0SCAQC4T3gPdbB7N+/P6VWIxAI0L9/fwDAjRs38Nlnn9GqUws0ht2zZ0/Mnz8fnp6esLe3R25uLuLj43H8+HEMGjQImzdvhrW1dZcKdmqCRCKBk5MTzp071y3tE7qOkJAQ+Pj4aBQo9S6ir68PgUCAT/b/Ew3NzRrZzpuRS6tNzwE3NLZxObKaVltxbsq/JCli9VZfWnY7A2Np2b2Q0AvsMtfRXCeuRULv+/0YXeWnKYowveBFy+7inL207BYc7zjlqyrOsXZqbBNcSS971lhD5Zm6FFEhHEDLbvmQa7TsDtdOU12oAzYYZWhs80Dcn1Zbz1vp/V7+/cJijcr31dUF929+MDAweGO+69LP53HJO9Eg1uzzWUrfnrooWLz2jfZbE/Lz8+Hn54dr167h3//+N/Ly8rB+/Xr4+flhw4YNGDZsmMZ1aixTtHfvXrBYLGhpaeHIkSPYsGEDfvvtN+p5ZWUl1q1bpzLFHoHQEb6+vsjJycHTp08xbdo0rF+/nnJtIBAIBAKB0PUkJCSAwWDg2rVr2Lp1Ky5cuIC//e1v0NHRwZo19L4sarzAHD16NPz8/PDTTz+hWcFOS11dHWbOnEmrQ28r06dPx7/+9S+Fz99Woezo6Gi4u7t3+Ozo0aPw9aW3Q/S65sPc3Bx///vf0b9/f/B4POzcuRORkZEAXh5Ff/rppx3abdmyhSrXlXRHmwQCgUB4S3nLj7rpsmfPHurnn3/+GRYWFpgwYQJKS0tRUFBAq06NF5jSrDnKaG1txbVr9I4CuoL2UkBdQW5urlzE95siPDwcTk5OGD9+PICX3zT69etHySApIywsTKHYukAgoN2nrpgPW1tbxMTEwMLCAqmpqViwYAHWrFmj8NvS8uXLFQZbqeMTSofuaJNAIBAIbx+d0bN8l3QwgZeByzwer1N10Mrk4+7uDh8fH5iammLq1Kng8XgICAhAeXm5TATy66b9wqsrYbPZ2LNnDz788EMAL6V6ysrKurwdOgQEBKi9iK6trVWZFYkOXTEfu3btQl5eHubOnatWKk5Vbhe9evVCTEwMJkyYAEtLS1y8eFGtRXh5ebmc5mVQUBC2bdumsk0mk4nVq1dj0qRJMDAwwP3797Fjxw4cO3ZMZbsEAoFAeIfoTLDOW7jz6efnp3bZf/7znxrXr/EC08fHB99//z327NmDjRs3UlqR9fX1WLVq1RtdYP5Z6czO49uEmZkZYmJi8OjRoy6pr0ePHmhsbMTevXvh7OyskW1oaCji4uKo1+o6Ydva2oLL5WLbtm2oqanBvHnzkJSUBD6fj9TUVI36QCAQCATCm2L1avWCNiUSCa0FpsZhjH5+fvDy8sKWLVvQ2tpK3c/NzVUpvt0eXV1dREVFoaamBo2Njbh+/ToltM1ms+XU4+fPn0/pIbLZbERERMDKygoSiQQSiQRsNhvAy8nw8fFBWloahEIhysrKZBYcTCYTEokEhoaG1D0GgwGJRAJjY2MwmUwkJiaiX79+VN3h4eEqx+Pu7o6cnBwIBAI8efIEHA4HgwYNop6rGpOUwMBAVFdXQyAQ4ODBg3J5yBMSEnDmzBm15lEZWlpaqKqqgo+Pj8x9qdC4NHI7PDwclZWVEIlEePToEaKiolTWLe3X1q1bwePxIBKJcP/+fXh6esLY2BgSiQQDBw5EQkKCzHvn6OiIkpISNDY24sqVK1i6dKnce6UIoVCIFStW4ODBg6iurlarj1KeP3+Ompoa6hIKhWrZRUZGIiwsDFlZWXjw4AH27t2L9PR0LFy4UKP2CQQCgfC2o9XJ6+3i448/VusyMzOjVb/GC0xTU1P8+uuvcvebmpqUahx2xPbt2+Hs7Aw2mw1ra2uUlpYiIyODOpZWRnJyMn744QfcvXsXRkZGMDIyQnJyMvV806ZNSElJAYPBAIfDwYkTJ2BhYaFWv27evImAgADw+XyqbkV+jK+io6OD0NBQMBgMODk5wcTEBImJiWq1KcXFxQUREREICQnBxIkT8eTJE6xYsUKpDd15lEgkOH78OJUmUoqbmxsyMzPB4/Hg7OyM1atXw9vbG+bm5nByclLb4TcpKQksFgv+/v6wtLSEt7c3GhoaUFVVBSMjI/D5fAQEBFDvnYmJCU6fPo2zZ8+CwWAgNjaW0sF83QQFBaGurg537tzBunXrNMri1B5DQ0OV/pm6urpdkuuVQCAQCG+I91gH83Wg8RF5eXk5rKys5Jw/v/jiC0rIXB309PTg6+sLDw8PpKenAwC8vLxgb2+PZcuWqfQbFIlEaGhogFgsRk1NjdzzU6dOUZlswsLCYG9vDz8/P6xcuVJl31paWsDn8yGRSDqsWxEJCQnUz+Xl5fD390dubi769OmDFy9eqFXHqlWrEB8fj0OHDgF4eXRrZ2cnt4spRdU8qloYczgcrF27FsOGDUNVVRW0tLTg6uqKzZs3AwCGDx+O6upqXL58GWKxGFVVVcjJyVE5DnNzcyxevBh2dnb4+eefqTmRUlNTA4lEAj6fT82xt7c3iouLKVH7kpISjB07Vk4Ev6vZu3cv7ty5gz/++AO2traIjIzE0KFD5bI7qYOLiwtsbGzg7e2ttFxwcLCcyD6BQCAQ3mLeMx/MnTt3IjQ0FEKhEDt3KtefpfP/UOMF5q5du7B//3588MEH0NLSwqRJk8BisRAcHIzly5erXY+ZmRl0dXWRmZlJ3ROLxbh16xYsLS07HZiSlZUl9/p1R4FbW1sjIiICDAYDH374IbS1X24QDx8+XO3Ft6WlJWJiYmTuZWVlKZR9UjWPqsjPz0dRURGWLFmCbdu2gclkYvDgwTh16hSAlwv1VatWUXnn09LScOHCBRn3iI6wsrKCWCzGL7/8orIPUkaNGiW3eL1165ba9nTZvXs39XNBQQGam5sRGxuL4OBghVJcHTFjxgwkJCTAy8tLZR74yMhI7Nq1i3qtr6/fZb6oBAKBQCCoYvz48VRWO2XB0uqmam6PxgvM+Ph4NDY2YvPmzdDT08OxY8fw+PFjBAQE4PTp07Q60RFtbW1ykdLSieiKugFZOaPO1q2np4eMjAxkZGTAzc0NtbW1GD58OC5dukTlSH+dY+oMHA6HWmAuWbIE6enp1BHvw4cPMWrUKNjZ2cHe3h4HDhzA+vXrwWQyIRaLFdbZ2Nj4prrf5WRnZ0NHRwcmJiYoKSlRy+azzz7DhQsXsHr1ahw5ckRl+ebmZo0WrwQCgUDoZiRaLy+6tm8Zs2bN6vDnrkJtH0wXFxfq52PHjmHkyJHo27cvjIyMMGzYMBw+fBgnT55Uu+GysjI0NTVh2rT/pcDq2bMnbGxsUFhYiNraWujr60NPT4963n4Hsrm5WaGv3JQpU+ReS3cRpbujQ4cOpVV3R1hYWGDgwIEICgrCjRs3UFxcjMGDB8uUUWdMRUVFmDx5stKxvIqqeVSHY8eOYezYsbC2tsaiRYvA4XBknotEIly8eBEBAQGYMWMGbG1tVQZ0FRQUQFtbG0wmU60+AEBxcbFccJKNjY3a9l2FNMjp999/V6s8k8lEamoqAgMDZSLRCQQCgfD+IJF07vqzofYOZlJSEp49e4bLly9T9xobG9HY2AhtbW0kJydj6tSpajcsFAoRHR2NHTt24I8//gCPx8OGDRugp6eH+Ph4aGlpQSgUYsuWLdi7dy8mT54MDw8PmToqKipgamoKBoOBhw8f4vnz59SukIuLC3Jzc3Hjxg24ublh0qRJWLZsGQCgtLQUPB4PERER2LhxI0aOHCnnX1BRUQF9fX3MmjUL+fn5EAqFSnfleDwempqa4Ofnh5iYGIwdOxahoaEyZbKzs1WOKSoqComJicjNzUVmZibc3NwwZswYKgm9pvOoDpWVlbh58ybi4+PRo0cPGakpNpuNHj16UH13d3eHUChEZWWlyjoPHz6MQ4cOwd/fH/n5+TA2NpY5fm9PbGws1qxZg61btyI+Ph5WVlbU/Ki7RW9paQldXV30798f+vr6YDAYAF66AgAvF6xJSUn4/PPP8fjxY0yZMgWTJ0/G1atX8fz5c0ydOhW7d+/G0aNHUV9fr7K9GTNm4OLFi4iKikJKSgqGDBkC4OUXlPaKAQQCgUB4h3nPfDBfpVevXvDz88PMmTMxePBgysVPyoQJEzSuU+0dzMDAQPz000+YNGmSbAXa2jh58iSmT5+uVpafVwkKCkJKSgqOHDmCO3fuYMSIEZgzZw7q6+vx7NkzuLu7w8HBAQUFBWCxWHJBESkpKUhPT8fVq1dRV1cHFotFPQsPD4erqyu4XC6WLl0KFotF7WCKxWKwWCxYWFiAy+UiMDBQLpAkKysL0dHRSE5ORl1dHRV4ooi6ujp4eHjAxcUFhYWFCAoKwrp162TKqDOmkydPYtOmTdi+fTtu374NY2NjREdH055HdeFwOLCyssKZM2cgEomo+/X19fDy8kJmZia4XC7s7Ozg6OioVhYbX19fnD59GgcOHMC9e/cQFxenVGmgoqICixYtwsKFC8HlcuHr60tFkTc1Nak1jrS0NOTl5eGrr77CzJkzkZeXh7y8POq5np4eLCwsKNeEpqYmuLq64pdffsFvv/2GjRs3Yvfu3fj222/Vao/NZqNPnz4ICQlBdXU1df30009q2RMIBALhHUF6RE73eouJj4/Hhg0bUFlZiYsXL+LcuXMyFx20oMG6OiIiAn/729/w2WefobCwkNq5/OyzzzBr1iz89ttvtDrR1UgkEjg5OdGeFMLbQ0hICHx8fChNzvcVfX19CAQCjDm8Bw0tmvlmTrAsV12oA543d6xMoIzmNnryTU+eGdCya3mkmfSZFMkAev6tklaa/wRaNFZ8g5ZuG62mJE2atwUA5Y703DdM/6V+8OarTLWgl+nrv2WmGtv4T7hCq61rT81p2Rn1Vi8RQ3v+fYVe1rmpn9H733qdO0pjmx76LbTaMh3ylJbdo/8M06h8n166uB2yEgYGBmonxOgs//t8jtL481lKXx1d/MYOeKP91oT6+no4ODjg5s2bXVanRkE+ERER6N+/Py5duoSZM2di8+bNYDKZ+Pzzz9+axSXh3cbX1xc5OTl4+vQppk2bhvXr12Pfvn3d3S0CgUAg/MnRkry86Nq+zTx69KjLF74afxX29/fH1atXkZ+fj5kzZ+Lzzz9XW3j7XWb69Ol4/vy5wuttJTo6WmGfVR29K+N1zYe5uTnOnTuHwsJChIaGYufOnZQbQVpamsL2goODabepjO5ok0AgEAhvIe+x0PratWuxbdu2Lj0tVHsH81URzmfPnkFLSwt5eXlyQSp0xDi7mvZSQF1Bbm7ua9fRVER4eDicnJwonaqEhAT069cPCxYsUGkbFhamUGy9MznNu2I+bG1tERMTAwsLC6SmpmLBggVYs2YN1qxZ02H55cuXo3fv3h0+U8cnlA7d0SaBQCAQ3kLeM5miV8nNzcUHH3yABw8eQCgUoqVF1lViwIABGtep9gKzvQhnVlYWevbsKXOfrhgnXdovvLoSNpuNPXv2UOkWRSIRysro+RR1NQEBAWovomtrazstWt8RXTEfu3btQl5eHubOnYuGhgaV5R8/fqz0ea9evRATE4MJEybA0tISFy9eVGsRXl5eDhMTE5l7QUFB2LZtm8o2R44ciZiYGIwePRqGhoZ4/Pgxjh07hu+++06pTiiBQCAQCG8Lx48fx0cffYSQkBAq015nUXuB+TpEOAn06MzO49uEmZkZYmJiuiyDTY8ePdDY2Ii9e/fC2dlZI9vQ0FAZDUt1j/lbWlqQlJSEO3fuoL6+HgwGA3FxcdDW1sbGjRs16gOBQCAQ3mLeY5kiW1tbTJ06FVwut8vqpBeO2EXo6uoiKioKNTU1aGxsxPXr1ymhbTabLacjOH/+fGpVzWazERERASsrK0gkEkgkErDZbAAvd1J9fHyQlpYGoVCIsrIymQUHk8mERCKBoaEhdY/BYEAikcDY2BhMJhOJiYno168fVXd4eLjK8bi7uyMnJwcCgQBPnjwBh8PBoEGDqOeqxiQlMDAQ1dXVEAgEOHjwoFwe8oSEBJw5c0ateVSGlpYWqqqq4OPjI3NfKjQu9cUIDw9HZWUlRCIRHj16hKioKJV1S/u1detW8Hg8iEQi3L9/H56enjA2NoZEIsHAgQORkJAg8945OjqipKQEjY2NuHLlCpYuXSr3XilCKBRixYoVOHjwIKqrq9Xqo5Tnz5+jpqaGuoRCoVp25eXlSExMBJfLBY/Hw4ULF8DhcPDpp59q1D6BQCAQ3nLeYx/Me/fuKXQHo0u3LjC3b98OZ2dnsNlsWFtbo7S0FBkZGdSxtDKSk5Pxww8/4O7duzAyMoKRkRGSk5Op55s2bUJKSgoYDAY4HA5OnDgBCwsLtfp18+ZNBAQEgM/nU3Ur8mN8FR0dHYSGhoLBYMDJyQkmJiZITExUq00pLi4uiIiIQEhICCZOnIgnT55gxYoVSm3ozqNEIsHx48exZMkSmftubm7IzMwEj8eDs7MzVq9eDW9vb5ibm8PJyUntoK6kpCSwWCz4+/vD0tIS3t7eaGhoQFVVFYyMjMDn8xEQEEC9dyYmJjh9+jTOnj0LBoOB2NhYSgfzdRMUFIS6ujrcuXMH69at0yiL06uYmZnhiy++UJmDXVdXF/r6+jIXgUAgEN5i3uMFZlBQEHbu3Akmk0klKuns/yeNc5F3FXp6evD19YWHhwfS09MBAF5eXrC3t8eyZctU+g2KRCI0NDRALBajpqZG7vmpU6eoTDZhYWGwt7eHn58fVq5cqbJvLS0t4PP5kEgkHdatiISEBOrn8vJy+Pv7Izc3F3369MGLFy/UqmPVqlWIj4/HoUOHALw8urWzs5PbxZSiah5VLYw5HA7Wrl2LYcOGoaqqClpaWnB1dcXmzZsBAMOHD0d1dTUuX74MsViMqqoq5OTkqByHubk5Fi9eDDs7O/z888/UnEiR+njw+Xxqjr29vVFcXEyJ2peUlGDs2LFyIvhdzd69e3Hnzh388ccfsLW1RWRkJIYOHapRwFpmZiasra3xwQcfIDY2FmFhYUrLBwcHy4nsEwgEAuEt5j0O8pGuH6T/r6VoaWlBIpGgZ0/Nl4vdtsA0MzODrq4uMjMzqXtisRi3bt2CpaVlpwNTsrKy5F6/7ihwa2trREREgMFg4MMPP6RSLQ0fPpzKIqQKS0tLxMTEyNzLysrCzJkzOyyvah5VkZ+fj6KiIixZsgTbtm0Dk8mUSed46tQprFq1Cg8ePEB6ejrS0tJw4cIFtLa2Kq3XysoKYrFY5U7eq4waNUpu8Xrr1i217emye/du6ueCggI0NzcjNjYWwcHBVOpRVSxevJhKTbljxw6sW7cOO3bsUFg+MjISu3btol7r6+t3mS8qgUAgEAiaoGiN0Rm6bYGpira2NrlIaWl6v66oG5CVM+ps3Xp6esjIyEBGRgbc3NxQW1uL4cOH49KlS9DV1aXafV1j6gwcDodaYC5ZsgTp6emUBM/Dhw8xatQo2NnZwd7eHgcOHMD69evBZDKVRkkry9v+tpOdnQ0dHR2YmJigpKRELZuHDx8CAIqKitCjRw/8+OOP2LlzJ/W71p7m5ma1F68EAoFA6H7eZ6H1a9eudXmdtHwwDQ0NsWbNGsTFxSEuLg6rVq2CgYFmqeDKysrQ1NSEadOmUfd69uwJGxsbFBYWora2Fvr6+tDT06Oet9+BbG5uVugrN2XKFLnX0l1E6e7o0KFDadXdERYWFhg4cCCCgoJw48YNFBcXY/DgwTJl1BlTUVERJk+erHQsr6JqHtXh2LFjGDt2LKytrbFo0SJwOByZ5yKRCBcvXkRAQABmzJgBW1tbjBs3TmmdBQUF0NbWBpPJVKsPAFBcXCwXnGRjY6O2fVchDXL6/fffadlra2tDR0eH2sEmEAgEwnvAe+aDOW7cOGrTa9y4cUovOmi8gzlhwgRkZGSgsbGROr5cs2YNNm7ciNmzZ+PXX39Vqx6hUIjo6Gjs2LEDf/zxB3g8HjZs2AA9PT3Ex8dDS0sLQqEQW7Zswd69ezF58mQ5UfeKigqYmpqCwWDg4cOHeP78ObUr5OLigtzcXNy4cQNubm6YNGkSli1bBgAoLS0Fj8dDREQENm7ciJEjR8r521VUVEBfXx+zZs1Cfn4+hEKh0l05Ho+HpqYm+Pn5ISYmBmPHjkVoaKhMmezsbJVjioqKQmJiInJzc5GZmQk3NzeMGTMGDx48oDWP6lBZWYmbN28iPj4ePXr0wPnz56lnbDYbPXr0oPru7u4OoVCIyspKlXUePnwYhw4dgr+/P/Lz82FsbCxz/N6e2NhYrFmzBlu3bkV8fDysrKyo+VFXk8vS0hK6urqUkzKDwQDw0hUAeLlgTUpKwueff47Hjx9jypQpmDx5Mq5evYrnz59j6tSp2L17N44ePYr6+nqV7S1ZsgQtLS0oKChAU1MTJk6ciMjISCQnJxMdTAKBQCC8teTl5cHIyAi1tbXIy8uDRCLpUGObrg+mxlssu3fvxvnz52FiYgJnZ2c4OzvD1NQUFy9exJ49ezSqKygoCCkpKThy5Aju3LmDESNGYM6cOaivr8ezZ8/g7u4OBwcHFBQUgMViyQVFpKSkID09HVevXkVdXR1YLBb1LDw8HK6uruByuVi6dClYLBa1gykWi8FisWBhYQEul4vAwEC5QJKsrCxER0cjOTkZdXV1VOCJIurq6uDh4QEXFxcUFhYiKCgI69atkymjzphOnjyJTZs2Yfv27bh9+zaMjY1VpnRUNo/qwuFwYGVlhTNnzkAkElH36+vr4eXlhczMTHC5XNjZ2cHR0VGtLDa+vr44ffo0Dhw4gHv37iEuLg59+vRRWL6iogKLFi3CwoULweVy4evrS0WRNzU1qTWOtLQ05OXl4auvvsLMmTORl5eHvLw86rmenh4sLCwo14Smpia4urril19+wW+//YaNGzdi9+7d+Pbbb9VqTywWIzAwELdu3QKXy0V4eDj27duH5cuXq2VPIBAIBEJ3YGpqSp3ompqa4uOPP4apqanc9fHHH9OqXwsabtwKhUKMHz8excXFMvctLS2piOnuRiKRwMnJCefOnevurhA6SUhICHx8fLo0P+rbiL6+PgQCAWy+248XTZr5Zo51vEerTc8h1zW2WRPnRautA94HaNltXOtNy85jC72/fTNdem4ROlqa71a/aOtFq62PetJLtDDvZz9aduVzD9KyG8HxpWW3b8EhjW2SamxptfX1YNWKGB2R+dycll3goBu07PY8VewmpQz/Af/V2OZFG72z3D/adGnZuVz3UV3oFfrq6OLu4rUwMDBQOyFGZ5F+Pn8S80800PSd76urC66Pn0b9XrFiBdavXw8jIyPk5+fDz89PoYrL1atXMWPGDLn7qampmDdvHq0+dxaNdzAFAkGH/+yHDRv2xt5swvuLr68vJk6cCFNTU7i7u2P9+vU4fPhwd3eLQCAQCH92pDJFdC8N+Prrr7Fr1y589913sLa2Rn5+PjIyMmSSt7zKwoULKd1uIyMjjBkzBmKxWKFLmhRzc3O5WIdZs2bhypUryM7ORnBwsEb9fhWNF5jJycmIj4/H119/jb/+9a/461//isWLF+PgwYM4fvw47Y687UyfPh3Pnz9XeL1uwsPDZfxb22fzUUR0dLTCPqs6eldGV82Hra0tuFwumpubcebMGZibm+PcuXMoLCxEaGgodu7cSbkRpKWlKWyvM38EyuiONgkEAoHwFvIGg3ykgdSJiYkoKiqCj48PhEIhPD09Oyz/7NkzmWx09vb2EAqFKheY27Ztk9nhNDExwYULF9Dc3IysrCwEBwcjICBAs87/Hxp7ba5btw4SiQRJSUmU02dLSwuio6MRFBREqxOdITw8HE5OThg/fjx1ryMnVTqw2Wzs2bMHH374IXJzc1+7jqYmBAQEqDXOsLAwhWLrnclp3lXzsWvXLuTl5WHu3LloaGgAn8/HmjVrOiy7fPlyhamspD6hTCYTq1evxqRJk2BgYID79+9jx44dOHbsmNJ+DBs2DNHR0Zg5cyYaGhpw+PBhBAcHq9WmtN1du3ZhzJgxqKqqwubNm8nOK4FAILxPdEEu8vZZcZqamuQk63R0dDBhwgRERkb+z1wiweXLlzF16lS1mlu2bBlOnDihMu3xxIkTsX37duq1m5sbSkpK8MUXXwAAuFwu/Pz81E4R/SoaLzBbWlqwatUqBAcHw8zMDMBLqZx3WfdQHUQiEcrKyrq7GxTqLg5ra2s7LVrfEV01H2ZmZoiJiVFLZPzx48cqy0h3RLdt24aamhrMmzcPSUlJ4PP5SE1N7dBGW1sbqampqK6uhq2tLYYOHYqkpCS0tLRg48aNKts0MTFBamoqYmJi4Obmhs8//xwHDx7EkydPcOnSJZX2BAKBQPhz0P5/XUREBL777juZewMHDkTPnj3lMgnW1NSolfLaxsYG48aNo5RzlDFw4EBKxxl4Kbh+4cIF6vV//vMf7Ny5U2U9HUFbqK+xsRF3797F3bt3O7W41NXVRVRUFGpqatDY2Ijr169TWohsNhvPnj2TKT9//nxKsobNZiMiIgJWVlaQSCSQSCRgs9kAXq72fXx8kJaWBqFQiLKyMjg7O1P1MJlMSCQSGBoaUvcYDAYkEgmMjY3BZDKRmJiIfv36UXWHh4erHI+7uztycnIgEAjw5MkTcDgcGZ8JVWOSEhgYiOrqaggEAhw8eFAuVWT7I3Jl86gMLS0tVFVVwcdH1tFaqgUp9bcNDw9HZWUlRCIRHj16pPa3GV1dXWzduhU8Hg8ikQj379+Hp6cnjI2NIZFIMHDgQCQkJMi8d46OjigpKUFjYyOuXLmCpUuXyr1XioiMjERYWBiysrLw4MED7N27F+np6Vi4cKFCm9mzZ2P06NFwd3dHfn4+0tPTERoaipUrV6olhO/j44Py8nKsW7cO9+7dw/79+3H69GmsXr1arTkiEAgEwtuPVGid7gUAH330EQwMDKjr1V3KrmLZsmXgcrlqpXX+448/KE1wLS0tTJw4Ef/97/+Cw3R1dWmfCqu1wExJSaG2dVNSUpRemrJ9+3Y4OzuDzWbD2toapaWlyMjIwIcffqjSNjk5GT/88APu3r1LObYmJydTzzdt2oSUlBQwGAxwOBycOHFCrdU/ANy8eRMBAQHg8/lU3aryegMvt7ZDQ0PBYDDg5OQEExMTJCYmqtWmFBcXF0RERCAkJAQTJ07EkydPsGLFCqU2dOdRIpHg+PHjWLJkicx9Nzc3ZGZmgsfjwdnZGatXr4a3tzfMzc3h5OSEgoICtcaSlJQEFosFf39/WFpawtvbGw0NDaiqqoKRkRH4fD4CAgKo987ExASnT5/G2bNnwWAwEBsbS0kV0cXQ0FCprNLUqVNRUFAgI6yekZEBQ0NDjBkzRmX9U6dOxeXLl2XuZWRkqH2UQSAQCIR3gC7wwWzvy99RRre6ujqIxWIMGTJE5v6QIUNQXV2ttIt6enpwdXVVWwf7P//5D0JDQ/HXv/4Vq1atgra2Nv7zn/9Qz0ePHo2Kigq16mqPWkfkfD6f2mHj8/m0GuoIPT09+Pr6wsPDg0q07uXlBXt7eyxbtkzl0a5IJEJDQwPEYrHcVjLwMo+2dJLDwsJgb28PPz8/rFy5UmXfWlpaqHF3VLciEhISqJ/Ly8vh7+9PyTe9ePFCrTpWrVqF+Ph4HDr0Uq4jNDQUdnZ2cruYUlTNo6qFMYfDwdq1azFs2DBUVVVBS0sLrq6u2Lx5M4CXudSrq6tx+fJliMViVFVVqfXNyNzcHIsXL4adnR1+/vlnak6k1NTUQCKRgM/nU3Ps7e2N4uJiSne0pKQEY8eOldMpVRcXFxfY2NjA21ux3I2RkVGHRxHSZ6pQZG9oaIgPPvhARldUiq6uLnr1+p9MTXu/HAKBQCC8ZXSBD6Y6tLS04Pbt2/j8888puUUtLS18/vnn2Ldvn1JbFxcX9OrVC0ePHlWrrY0bN+Lf//43Kisr0draCn9/fxm/zf/3//4frly5on7nX0GtBearUUuKIpjoYGZmBl1dXWRmZlL3xGIxbt26BUtLy077DmZlZcm9ft2BOtbW1oiIiACDwcCHH35IpQscPnw4JfSuCktLS8TExMjcy8rKUpiMXtU8qiI/Px9FRUVUPnImkymTcefUqVNYtWoVHjx4gPT0dKSlpeHChQtobW1VWq+VlRXEYjF++eUXlX2QMmrUKLnFqzRjlKbMmDEDCQkJ8PLyUjtt5psiODhYTmSfQCAQCATgZQDs4cOHkZubi1u3bmHVqlXo06cPtYl1+PBhPHr0CCEhITJ2y5Ytw9mzZ9VKhgK8zLpnaWmJMWPGoLa2Fk+ePJF5Hh4eLuOjqQlvdbLktrY2ubN/dXzi1K0bkI0472zdenp6yMjIgEAggJubG2xsbLBgwQIAL3espO2+rjF1Bg6HQx2TL1myBOnp6dQv6MOHDzFq1CisWLECjY2NOHDgAK5du6YydVR3Bn599tlnuHDhAlavXo0jR44oLVtdXd3hUYT0mSoU2fP5/A53L4GXvqKv+uF89NFHKtshEAgEQvfRFT6Y6nLy5EmsW7cO33//PfLy8mBlZYUvvviCcuUaPnw45TspZeTIkfj000/VPh6X0traCi6XK7e4BF5Gkau7WG2PWjuYd+7cUTsX9IQJE9RuvKysDE1NTZg2bRp4PN7LDvXsCRsbG+zZswe1tbXQ19eHnp4etWXbfgeyubkZPXr06LD+KVOmyCwupkyZQmlJSndHhw4dSqVU1KTujrCwsMDAgQMRFBRErfjbB9qoM6aioiJMnjxZru+KUDWP6nDs2DFs3rwZ1tbWWLRokVzQj0gkwsWLF3Hx4kXs378fxcXFGDdunNLc8wUFBdDW1gaTyaSOyFVRXFwMBwcHmXvtRWBVwWQycfHiRQQGBiIuLk5l+aysLGzcuBGDBg2ifi/s7e3B5/PV2vnMysqS67O9vb3cDvqrNDc3d+h7QyAQCIS3FBqC6TK2GrJ//37s37+/w2cdnWiWlJR0mUxjV6DWDubZs2dx7tw5nDt3DhkZGTAzM0NTUxP+85//4D//+Q9EIhHMzMyQkZGhUeNCoRDR0dHYsWMH5syZA0tLS8TFxUFPTw/x8fHIzs6GUCjEli1b8PHHH4PFYsHDw0OmjoqKCpiamoLBYGDAgAHUTiHw0hfhm2++gbm5OSIiIjBp0iTKf6G0tBQ8Hg8REREYMWIEHBwcsHbtWrm69fX1MWvWLAwYMEChHqIUHo+HpqYm+Pn5wdTUFI6OjggNDZUpo86YoqKi4OnpCQ8PD6rvyoJNVM2jOlRWVuLmzZuIj49Hjx49cP78eeoZm82Gp6cnxowZQ2XYEQqFqKysVFnn4cOHcejQIcyfPx8mJiZgMplwcXFRaBMbGwsLCwts3boV5ubmcHFxoeZHnS85M2bMQGpqKvbu3YuUlBQMGTIEQ4YMkQl2cnJyknFXuHTpEgoLC3HkyBF88sknmD17NjZv3oz9+/ertQiMiYnBxx9/jG3btmHUqFHw9fXF119/jd27d6u0JRAIBMI7whsUWn8fUGuB+f3331PXoEGDsHfvXtja2mLt2rVYu3Ytpk2bhj179sgdE6pDUFAQUlJScOTIEdy5cwcjRozAnDlzUF9fj2fPnsHd3R0ODg4oKCgAi8WS81tLSUlBeno6rl69irq6OrBYLOpZeHg4XF1dweVysXTpUrBYLGphIRaLwWKxYGFhAS6Xi8DAQLlAkqysLERHRyM5ORl1dXVU4Iki6urq4OHhARcXFxQWFiIoKAjr1q2TKaPOmE6ePIlNmzZh+/btuH37NoyNjVVm3VE2j+rC4XBgZWWFM2fOyBzt1tfXw8vLC5mZmeByubCzs4Ojo6Na2+a+vr44ffo0Dhw4gHv37iEuLk5pvvqKigosWrQICxcuBJfLha+vLxVF3tTUpLI9NpuNPn36ICQkBNXV1dT1008/UWUMDQ1l1ATa2towb948tLa2IisrC0ePHkVSUhLCwsJUtift85dffgl7e3vk5+dj7dq1WL58OdHAJBAIBMKfFi1ouK6ur6/HxIkTUVpaKnN/xIgRyM3NRb9+/bqwe/SRSCRwcnKiIrAI7y4hISHw8fGhNDnfR/T19SEQCGDz3X68aNLs6Hys4z1abXoOua6xzZo4L1ptHfA+QMtu41rF0f/K8NhC7+/eTPd31YU6QEdLrLHNi7Zeqgt1wEc96WXgmvezHy278rkHadmN4PjSstu34JDGNkk1trTa+nqwajWMjsh8bk7LLnDQDVp2e54qdpFShv+A/6ou1I4XbfS22v5o01VdqANcrvuoLvQKfXV0cXfxWhgYGLyRNM3A/z6fx+/ajwaark19dXXx65qVb7Tf3Y3GmXwaGxsxbdo0uQXmtGnTFAY0EAia4Ovri5ycHDx9+hTTpk3D+vXrVUozvC+I9SRo6anZB3x2oRmttvIeaR5Y1DKWXuAW++pyWnaYQ++f3Z5DioX1ldGiT6+91o4VxJQi7qtchUEROnz1/cJfZepn9L6I0F0olropP3VRhHmS5u0xpt2n1daWkrm07AbqqSc5157Pk9bTsjN3LqFlN/1f61QXaoduPT0fvhcj6S28RiRo9uVMT68NWEyrqc7zhmSKuovp06fD29sbZmZmWLRoER4/fgx3d3eUl5fLqNSoi8ZR5Hv27EF0dDSioqLg5uYGNzc37N27F/v373/vfc6mT58uJ5L66vW2Eh0drbDPqo7elfG65sPc3Bznzp1DYWEhQkNDsXPnTsqNIC0tTWF7wcHBtNtUxt27dxW22V6gnkAgEAjvKZ2JIH/LF5gLFy5ERkYGGhsbMX78eEqn2dDQUE4KSV003sHctm0bHjx4gICAALi7uwN4GfX8zTffULqJbwOvI5IqNzf3tetodkR4eDicnJwwfvx4AC/F3Pv160dJIKkiLCxModi6ujnNO6Kz82Fra4uYmBhYWFggNTWVGs+aNWuwZs2aDm2WL1+uMNiKrpSCKhwcHBRKSWkiwk8gEAiEd5j3eAfz73//O3x8fHDkyBG4urpS9zMzM2knOtF4gQm8FN5+GxaT7RdeXQmbzcaePXtkoo9FIhHKysq6vC1NCQgI0GgBXVtb22nR+o7o7Hzs2rULeXl5mDt3LhoaGtSyefz4scJnTCYTq1evxqRJk2BgYID79+9jx44dOHbsmNI6hw0bhujoaMycORMNDQ04fPgwgoODKSF5qfRTRxgZGSE2NhYTJ07EiBEjsHfvXpKDnEAgEAjvFKNGjcK1a9fk7vP5fNqxNW+10DqhYwQCQZem7OwuzMzMcOXKFTx69KhLxmNrawsulwtnZ2d88sknSEhIQFJSEr788kuFNtra2khNTYWuri5sbW3BZrPh4eGB77//Xq02e/XqhdraWmzevBn5+fmdHgOBQCAQ3lLeY5mi6upqjBgxQu7+9OnT8eDBA1p1arzAbG1thVgsVnhpgq6uLqKiolBTU4PGxkZcv36dEiZns9l49uyZTPn58+dTWohsNhsRERGwsrKCRCKBRCIBm80G8DKC3MfHB2lpaRAKhSgrK4OzszNVD5PJhEQigaGhIXWPwWBAIpHA2NgYTCYTiYmJ6NevH1V3eHi4yvG4u7sjJycHAoEAT548AYfDwaBBg6jnqsYkJTAwENXV1RAIBDh48KBcDvKEhAScOXNGrXlUhpaWFqqqquRE1a2srNDa2kpFbYeHh6OyshIikQiPHj1CVFSUyrql/dq6dSt4PB5EIhHu378PT09PGBsbQyKRYODAgUhISJB57xwdHVFSUoLGxkZcuXIFS5culXuvFBEZGYmwsDBkZWXhwYMH2Lt3L9LT07FwoeKAj9mzZ2P06NFwd3dHfn4+0tPTERoaipUrV6qVYamyshKrVq3CkSNH3otFP4FAIBA65k1m8nnTxMXFISoqCpMmTYJEIsFf/vIXLFmyBD/88APtWA2NF5gLFizAwoULqWvx4sXYunUrnjx5gm+//VajurZv3w5nZ2ew2WxYW1ujtLQUGRkZMsfSikhOTsYPP/yAu3fvwsjICEZGRkhOTqaeb9q0CSkpKWAwGOBwODhx4oSM9qEybt68iYCAAPD5fKpuRT6Mr6Kjo4PQ0FAwGAw4OTnBxMQEiYmJarUpxcXFBREREQgJCcHEiRPx5MkTrFixQqkN3XmUSCQ4fvy4XKCKm5sbMjMzwePx4OzsjNWrV8Pb2xvm5uZwcnJCQUGBWmNJSkoCi8WCv78/LC0t4e3tjYaGBlRVVcHIyAh8Ph8BAQHUe2diYoLTp0/j7NmzYDAYiI2NpTQw6WJoaKjUN3Pq1KkoKCig0m8BQEZGBgwNDZWK2xMIBAKB8L6wdetWHDt2DD///DP69u2La9eu4eDBg4iNjaWt4qKxD+arGV6kpKSk4LfffsPixYtx6JB6GmZ6enrw9fWFh4cH0tPTAQBeXl6wt7fHsmXLVPoMikQiNDQ0QCwWdxhocerUKSqLTVhYGOzt7eHn54eVK1eq7FtLSwv4fD4kEolGQRzSJPQAUF5eDn9/f+Tm5qJPnz548UI9WYtVq1YhPj6emsfQ0FDY2dnJ7WJKUTWPqhbGHA4Ha9euxbBhw1BVVQUtLS24urpi8+bNAF7mO62ursbly5chFotRVVWFnBzV2nHm5uZYvHgx7OzsqDSR5eXl1POamhpIJBLw+Xxqjr29vVFcXEwJ2peUlGDs2LG0HYxdXFxgY2MDb2/FWopGRkZy77H0tZGREa121UFXV5eK0gNe6qwRCAQCgdBdbNmyBTt27MCIESPQt29fFBYWqr126Ygu88H873//i88//1zt8mZmZtDV1ZXRVhKLxbh16xYsLS073Z/2eaCzsrK6pF5lWFtb4/z586isrIRAIMAvv/wCABoJhFtaWiI7O1vmnrKc1p2dx/z8fBQVFVG7mEwmE4MHD6aCuE6dOoXevXvjwYMH+PHHH+Hk5KRWfnYrKyuIxWJqDtRh1KhRcovXW7duqW3/KjNmzEBCQgK8vLzUyif+pgkODoZAIKCuR48edXeXCAQCgaCM99gHU0pLSwuKioqQk5PTqcUl0EULzA8++AD+/v5d+k+yra1NLlJaHZ84desGZKWMOlu3np4eMjIyIBAI4ObmBhsbG0p2R5of/XWOqTNwOBxqgblkyRKkp6dTx8oPHz7EqFGjsGLFCjQ2NuLAgQO4du0aevZUvvnd2EhPkLsr+Oyzz3DhwgWsXr0aR44cUVq2urpaLsWp9HV1dfVr62NkZCQMDAyo66OPNBc9JxAIBMKb4332wdTT08P333+PzMxM3L9/H2VlZTIXHTQ+Iv/jjz9kglK0tLSgr68PoVBI6WKqQ1lZGZqamjBt2jRKBqZnz56wsbHBnj17UFtbC319fejp6UEoFAKAnOZic3Ozwt20KVOmyCwupkyZgl9//RUAqOP3oUOHUrm6Nam7IywsLDBw4EAEBQXh4cOHACAXaKPOmIqKijB58mS5vitC1Tyqw7Fjx7B582ZYW1tj0aJFckE/IpEIFy9exMWLF7F//34UFxdj3Lhx1Hx2REFBAbS1tcFkMqkjclUUFxfDwcFB5p6NjY1atlKYTCYuXryIwMBAxMXFqSyflZWFjRs3YtCgQdTvhb29Pfh8/mvd+WxubkYzzZRjBAKBQOgm3vKFIl0OHjwIJpOJI0eO4MmTJ3LBx3TQeIG5atUqmddtbW2ora1FdnY2tVhTB6FQiOjoaOzYsQN//PEHeDweNmzYAD09PcTHx0NLSwtCoRBbtmzB3r17MXnyZHh4eMjUUVFRAVNTUzAYDDx8+BDPnz+n/mm7uLggNzcXN27cgJubGyZNmoRly5YBAEpLS8Hj8RAREYGNGzdi5MiRWLt2rVzd+vr6mDVrFvLz8yEUCpXuyvF4PDQ1NcHPzw8xMTEYO3YsQkNDZcpkZ2erHFNUVBQSExORm5uLzMxMuLm5YcyYMQplAlTNozpUVlbi5s2biI+PR48ePWT8bNlsNnr06EH13d3dHUKhEJWVlSrrPHz4MA4dOgR/f3/k5+fD2NhY5vi9PbGxsVizZg22bt2K+Ph4WFlZUfOjzi/7jBkzcPHiRURFRSElJYXaiWxubqai952cnBAZGUm5D1y6dAmFhYU4cuQINmzYACMjI2zevBn79+9XewHIYDAAAH379sWgQYPAYDDQ3NyMoqIitewJBAKB8A7wHgutz507F19++SVu3rzZZXVqfESelJQkcx09ehQZGRmor6/XOOo2KCgIKSkpOHLkCO7cuYMRI0Zgzpw5qK+vx7Nnz+Du7g4HBwcUFBSAxWJR6QKlpKSkID09HVevXkVdXR1YLBb1LDw8HK6uruByuVi6dClYLBb1D18sFoPFYsHCwgJcLheBgYFygSRZWVmIjo5GcnIy6urqqMATRdTV1cHDwwMuLi4oLCxEUFAQ1q2TzQOrzphOnjyJTZs2Yfv27bh9+zaMjY1VSgQom0d14XA4sLKywpkzZ2RyytfX18PLywuZmZngcrmws7ODo6OjWllzfH19cfr0aRw4cAD37t1DXFwc+vTpo7B8RUUFFi1ahIULF4LL5cLX15eKIm9qalLZHpvNRp8+fRASEoLq6mrq+umnn6gyhoaGMmoCbW1tmDdvHlpbW5GVlYWjR48iKSkJYWFhKtuTkpeXh7y8PEycOBFubm7Iy8tDWlqa2vYEAoFAIHQnz5496/JseFro5Lq6b9++YLFYWL58OSZMmKDSN+9NIJFI4OTkhHPnznV3VwidJCQkBD4+PhoFSr2L6OvrQyAQYPyOfWjQ8Oi82Ugz/VkpvQxFqgu1o6WJ3t93W7P67iayDdJzE+9bRq+fLfr0Pg5bOxZ5UIq4byuttnT49OZy4mf3aNnduqmevFt7St3oaeeZJ/lqbMOYdp9WWzyBakm8jhioRy/44dE5E1p25s4ltOy4N8w1ttGtp5dm+cVIei4/IxI0+/zS09PFhfT1MDAwwPPnz2m1qSnSz+eJ/9iPF030xtmnly5yN658o/3WBDc3N8yfPx9sNrvLYihorwY//fRTLFu2DM7Oznj8+DF++ukntSSACARl+Pr6IicnB0+fPsW0adOwfv162hpc7yJaYi1oizX7gF9je4lWWza9Nc/OwD72N1ptbVusPNhKEVv+8f9o2V3ctIOW3ann9BZTw3SeamzTIqH38Ttal17w2ZfX6L13BxaoJz3XHjoLRQC4v1Tzhem8krm02mIMVJx6VhnPmnvTslvtc5qW3dkaeumQty/S/O+uukV1UouOeNjcn5bdifppGpXv+39Bs93Ce3xEvnbtWpiZmaGmpgYVFRVoaWmReT5hwgSN69ToE27IkCHw8PDAsmXLYGBggJMnT6JXr15wcnJ67/3Npk+fjn/9618Kn7+tOobR0dEKg6+OHj0KX196/wRe13yYm5vj73//O/r37w8ej4edO3ciMjISAJCWloZPP/20Q7stW7ZQ5bqSu3fvwtjYuMNn3t7eKvOcEwgEAuH9oDPR4G97FPnZs2e7vE61F5jnz5/HZ599htTUVKxatQrp6eloa2uTizh+G2gvBdQV5ObmykV8v0nCw8Ph5OSE8eNffpNNSEhAv379KCkkRYSFhSkUWxcIBLT701XzYWtri5iYGFhYWCA1NRULFizAmjVrOiy7fPly9O7d8c5BV/uOSHFwcFAoJaWJCD+BQCAQCG8r33//fZfXqfYCc+7cudi7dy+io6NRWlra5R2hS/uFV1fCZrOxZ88efPjhhxCJRLS1oF4HAQEBai2ka2trVWZFokNXzceuXbuQl5eHuXPnoqGhQWnZx49VH2cxmUysXr0akyZNgoGBAe7fv48dO3ao3GkcNmwYoqOjMXPmTDQ0NODw4cMIDg6mpJ+UsWDBAvj6+sLKygq9evXCb7/9hoiICFy6RO/omkAgEAhvIe/xEfnrQG0P+unTp0NfXx+3b9/Gf//7X6xcuRIDBgx4nX0jKEEgEIDP53d3NzqNmZkZrly5gkePHnXJeGxtbcHlcuHs7IxPPvkECQkJSEpKwpdffqnQRltbG6mpqdDV1YWtrS3YbDY8PDzU/kb32Wef4d///jccHBwwYcIEXL16FRcuXOjWHW8CgUAgdDHvWSafp0+fUuu4P/74A0+fPlV40UHtBWZ2dja+/fZbDB06FLGxsXB1dcXjx4+hra0Ne3t79O3bl1YHdHV1ERUVhZqaGjQ2NuL69euUQDmbzab0C6XMnz+f0kRks9mIiIiAlZUVJBIJJBIJ2Gw2gJeR5D4+PkhLS4NQKERZWRmcnZ2pephMJiQSCQwN/+fQzGAwIJFIYGxsDCaTicTERPTr14+qOzw8XOV43N3dkZOTA4FAgCdPnoDD4WDQoEHUc1VjkhIYGIjq6moIBAIcPHhQLhd5QkICzpw5o9Y8KkNLSwtVVVVyrg5WVlZobW2lorfDw8NRWVkJkUiER48eISoqSmXd0n5t3boVPB4PIpEI9+/fh6enJ4yNjSGRSDBw4EAkJCTIvHeOjo4oKSlBY2Mjrly5gqVLl8q9V4qIjIxEWFgYsrKy8ODBA+zduxfp6elYuHChQpvZs2dj9OjRcHd3R35+PtLT0xEaGoqVK1eqlWlp9erV2LFjB3Jzc1FaWoqNGzfi/v37cHR0VGuOCAQCgfD2875l8lm9ejUV0b569WqlFx001gARCoVISEjAp59+inHjxmHnzp0ICgrC77//TksWaPv27XB2dgabzYa1tTVKS0uRkZGBDz9ULR+RnJyMH374AXfv3oWRkRGMjIyQnJxMPd+0aRNSUlLAYDDA4XBw4sQJGQ1EZdy8eRMBAQHg8/lU3Yp8GV9FR0cHoaGhYDAYcHJygomJCRITE9VqU4qLiwsiIiIQEhKCiRMn4smTJ1ixYoVSG7rzKJFIcPz4cSpVpBQ3NzdkZmaCx+PB2dkZq1evhre3N8zNzeHk5ISCggK1xpKUlAQWiwV/f39YWlrC29sbDQ0NqKqqgpGREfh8PgICAqj3zsTEBKdPn8bZs2fBYDAQGxtLaWHSxdDQUKmP5tSpU1FQUIDff/+dupeRkQFDQ0ONtV2B/2W3Utamrq4u9PX1ZS4CgUAgEN4USUlJVEKRw4cPy+mcv3rRoVO5yEtKShAYGIi//vWvMiLn6qKnpwdfX1+sX78e6enpKCoqgpeXFxobG6msO8oQiURoaGiAWCxGTU0NampqZETCT506hfj4eNy/fx9hYWHIzc2Fn5+fWn1raWkBn8+HRCKh6lYn8XtCQgLS09NRXl6O7Oxs+Pv7w8HBQanAeHtWrVqF+Ph4HDp0CCUlJQgNDVWatrCz88jhcDBt2jQMGzYMwMsFkqurKzgcDgBg+PDhqK6uxuXLl1FVVYWcnBwcPHhQZb3m5uZYvHgxPD09cfbsWZSXl+PKlSs4efIk2traUFNTA4lEAj6fT7133t7eKC4uxoYNG1BSUoLk5GSNF+iv4uLiAhsbGyQkJCgsY2RkJBewI31tZGSkcZvr1q1D3759cfLkSYVlgoODIRAIqOvRo0cat0MgEAiEN8h7dkT+KuPHj8fYsWOp11999RXOnDmDf/zjH2qd5HVEpxaYUtra2nDu3DnMnz9fIzszMzPo6uoiMzOTuicWi3Hr1i0qlV9nyMrKknvdFfUqw9raGufPn0dlZSUEAgF++eUXANBIKNzS0hLZ2dky99qP5VU6O4/5+fkoKiqidjGZTKZMSsdTp06hd+/eePDgAX788Uc4OTmplafdysoKYrGYmgN1GDVqFHJycmTu3bp1S237V5kxYwYSEhLg5eX1WvOKvwqLxUJ4eDi+/vprpcFVkZGRMDAwoK6PPvrojfSPQCAQCDR5jxeYsbGxGDlyJADA1NQUycnJEAqFcHFxwfbt22nV2SULzNdFW1ubXKQ03ZV0R3UDspJGna1bT08PGRkZEAgEcHNzg42NDSUjpPt/4rCvc0ydgcPhUAvMJUuWID09nTriffjwIUaNGoUVK1agsbERBw4cwLVr11RmbeqqbAB0+Oyzz3DhwgWsXr0aR44oFxuurq6m8pZLkb6urlZf1Hrx4sU4ePAgvv76a/z8889KyzY3N+P58+cyF4FAIBDeXt43H8xXGTlyJPLy8gC8PPn75Zdf4ObmBg8PD5n4FU3o1gVmWVkZmpqaMG3a/5T8e/bsCRsbGxQWFqK2thb6+vrQ09OjnrePzG1ubla4mzZlyhS511JBeOnu0tChQ2nV3REWFhYYOHAggoKCcOPGDRQXF2Pw4MEyZdQZU1FRESZPnqx0LK+iah7V4dixYxg7diysra2xaNEi6nhcikgkwsWLFxEQEIAZM2bA1tYW48aNU1pnQUEBtLW1wWQy1eoDABQXF8sFJ9nY2KhtD7zcgU1NTUVgYCDi4uJUls/KysK4ceNkgrHs7e3B5/PVnj9XV1ckJCSAxWKRPOQEAoHwPvIe72BqaWlBW/vlktDOzo76P1ZVVYWBAwfSqrNbF5hCoRDR0dHYsWMH5syZA0tLS8TFxUFPTw/x8fHIzs6GUCjEli1b8PHHH4PFYsHDw0OmjoqKCpiamoLBYGDAgAHUTiHwchX+zTffwNzcHBEREZg0aRKVdrC0tBQ8Hg8REREYMWIEHBwcsHbtWrm69fX1MWvWLAwYMEChyLcUHo+HpqYm+Pn5wdTUFI6OjggNDZUpo86YoqKi4OnpCQ8PD6rvyoJNVM2jOlRWVuLmzZuIj49Hjx49cP78eeoZm82Gp6cnxowZA1NTU7i7u0MoFKKyslJlnYcPH8ahQ4cwf/58mJiYgMlkwsXFRaFNbGwsLCwssHXrVpibm8PFxYWan/aR9h0xY8YMpKamYu/evUhJScGQIUMwZMgQmWCn9pmnLl26hMLCQhw5cgSffPIJZs+ejc2bN2P//v2UA7QyWCwWkpKSsHbtWmRnZ1NtGhgYqLQlEAgEAqG7yc3Nxd///ne4u7tTmzTAy+NyuklFuv2IPCgoCCkpKThy5Aju3LmDESNGYM6cOaivr8ezZ8/g7u4OBwcHFBQUgMViISIiQsY+JSUF6enpuHr1Kurq6mSCjcLDw+Hq6goul4ulS5eCxWJRCwuxWAwWiwULCwtwuVwEBgbi73//u0zdWVlZiI6ORnJyMurq6rBhwwalY6mrq4OHhwdcXFxQWFiIoKAgrFu3TqaMOmM6efIkNm3ahO3bt+P27dswNjZGdLTy/LzK5lFdOBwOrKyscObMGZlgqfr6enh5eSEzMxNcLhd2dnZwdHRUK3uOr68vTp8+jQMHDuDevXuIi4tTGvBUUVGBRYsWYeHCheByufD19aWiyJuamlS2x2az0adPH4SEhKC6upq6fvrpJ6qMoaGhjJpAW1sb5s2bh9bWVmRlZeHo0aNISkpCWFiYyvYA4Ntvv4WOjg4OHDgg06a6Uk4EAoFAePt5n4/IV61aBWtra+zbtw//+Mc/qEQqixYtws2bN2nVqYW3fuOWHhKJBE5OTrSkkwhvFyEhIfDx8dEoUOpdQ19fHwKBAOOSf0CDWPWu6at8Zk4vs9bgXpr7fd6o+ZhWW67DbtOyiz6mWCBfGR/bl9OyM+lDL+VoU5vaSdEoKhr602qrT0/Nfj+kzBhYTMvuVr0pLbvmNvXdi15F1Kq5T/rFkf+i1Vaq8APVhTpAX1ukulAHrMhzo2WXbK1ataMjIh/PpWVHh0WDcmnZrctZpFH5vj11wV20HgYGBm/Md136+TwlZD9eNNH7++vTSxf/3bLyjfa7K+jVqxdaW1shFos1ttX8U5FAeM34+voiJycHT58+xbRp07B+/XrKtYFAIBAIhG6hM76U78hWnrW1NaU+U1hYiF9//ZV2Xd1+RP4uMX36dLnI33chCjg6Olphn1UdvSvjdc2Hubk5zp07h8LCQoSGhmLnzp2UG0FaWprC9oKDg2m3qYy7d+8qbLO9QD2BQCAQCO8agwYNwpUrV5CTk4O9e/di7969yM3NxeXLl2kH+by3O5jtpYC6gtzc3G7LLx0eHg4nJyeMHz8ewEtB9379+lEySMoICwtTmIVIIBDQ7lNXzIetrS1iYmJgYWGB1NRULFiwAGvWrMGaNWs6LL98+XKFwVbq+ITSwcHBQaGUFF3nZwKBQCC8W2j930XX9m3mn//8J/r27YsxY8bg3r17AF5qch8+fBh79+6ltZnyzi8w2y+8uhI2m409e/ZQEcgikYhyfO1uAgIC1F5E19bWKhX9pktXzMeuXbuQl5eHuXPnoqGhQWX5x48fK33OZDKxevVqTJo0CQYGBrh//z527NiBY8eOKbUbNmwYoqOjMXPmTDQ0NODw4cMIDg5Ga2sreDyeUttp06Zh27ZtsLCwgJ6eHiorKxEbG4s9e/aoHA+BQCAQ3hHe4yPyL774AnZ2dtTiEngpmbhy5UpcunSJVp3v/ALzz0pndh7fJszMzBATE9NlqRJtbW3B5XKxbds21NTUYN68eUhKSgKfz6dkF9qjra2N1NRUVFdXw9bWFkOHDkVSUhJaWlqwceNGlW2+ePEC+/btA5fLxYsXLzB9+nTExsbixYsXaulwEggEAuHtpzPR4G97FLm2tjZaWlrk7re0tFD6mBrX2dlOdRZdXV1ERUWhpqYGjY2NuH79OiW0zWaz8ezZM5ny8+fPp/QQ2Ww2IiIiYGVlBYlEAolEAjabDeBlFLmPjw/S0tIgFApRVlYmo0bPZDIhkUhgaGhI3WMwGJBIJDA2NgaTyURiYiL69etH1R0eHq5yPO7u7sjJyYFAIMCTJ0/A4XBkBLxVjUlKYGAgqqurIRAIcPDgQXzwgWy0Y0JCAs6cOaPWPCpDS0sLVVVV8PHxkblvZWWF1tZWKnI7PDwclZWVEIlEePTokdoSPLq6uti6dSt4PB5EIhHu378PT09PGBsbQyKRYODAgUhISJB57xwdHVFSUoLGxkZcuXIFS5culXuvFBEZGYmwsDBkZWXhwYMH2Lt3L9LT07Fw4UKFNrNnz8bo0aPh7u6O/Px8pKenIzQ0FCtXrlQry1JeXh5OnDiBwsJCVFZWgsPhICMjA59++qlac0QgEAiEd4D3WGj9ypUriIqKkkk+85e//AW7d+9WmZlOEd2+wNy+fTucnZ3BZrNhbW2N0tJSZGRkyAhjKyI5ORk//PAD7t69CyMjIxgZGSE5OZl6vmnTJqSkpIDBYIDD4eDEiRMy+ofKuHnzJgICAsDn86m6FfkxvoqOjg5CQ0PBYDDg5OQEExMTJCYmqtWmFBcXF0RERCAkJAQTJ07EkydPsGLFCqU2dOdRIpHg+PHjcv4Vbm5uyMzMBI/Hg7OzM1avXg1vb2+Ym5vDyckJBQUFao0lKSkJLBYL/v7+sLS0hLe3NxoaGlBVVQUjIyPw+XwEBARQ752JiQlOnz6Ns2fPgsFgIDY2ltLBpIuhoaFS/8ypU6eioKAAv//+O3UvIyMDhoaGSgXuFWFlZQVbW1ulOdh1dXWhr68vcxEIBAKB0B387W9/g4GBASoqKlBaWorS0lKUl5fDwMAAfn5+tOrs1iNyPT09+Pr6wsPDA+np6QAALy8v2NvbY9myZSr9BkUiERoaGiAWizsMtjh16hSVySYsLAz29vbw8/PDypUrVfatpaUFfD4fEolEo0COhIQE6ufy8nL4+/sjNzcXffr0wYsXL9SqY9WqVYiPj8ehQ4cAAKGhobCzs5PbxZSiah5VLYw5HA7Wrl2LYcOGoaqqClpaWnB1dcXmzZsBAMOHD0d1dTUuX74MsViMqqoq5OTkqByHubk5Fi9eDDs7O+obUHn5//QJa2pqIJFIwOfzqTn29vZGcXExJWpfUlKCsWPHyongq4uLiwtsbGzg7e2tsIyRkZHceyx9bWRkpHZbVVVVGDRoEHr27ImIiAilWZSCg4PlBPYJBAKB8Jbzlu9E0uXhw4ewtraGnZ0dtRFXVFREe/cS6OYdTDMzM+jq6iIzM5O6JxaLcevWLUqHqTNkZWXJve6KepVhbW2N8+fPo7KyEgKBgNrF0kQk3NLSEtnZ2TL32o/lVTo7j/n5+SgqKqJ2MZlMJgYPHoxTp04BeLlQ7927Nx48eIAff/wRTk5OauVot7KyglgsVrqT155Ro0bJLV5v3bqltv2rzJgxAwkJCfDy8lI7p3hn+PTTTzFx4kT4+Phg1apVcHV1VVg2MjISBgYG1PXRRx+99v4RCAQCgT7vcyYfKZcvX8a+ffuwb9++Ti0ugbfgiFwZbW1tcpHS6vjEqVs3ICtn1Nm69fT0kJGRAYFAADc3N9jY2FAyQtIc6a9zTJ2Bw+FQC8wlS5YgPT2dOlZ++PAhRo0ahRUrVqCxsREHDhzAtWvX0LOn8g3wxsbG195vRXz22We4cOECVq9ejSNHjigtW11djSFDhsjck76urq5Wu82KigrcvXsXBw8exO7du5XuUDY3N78zOqoEAoFAwHvpgzlz5kz89ttvHbppGRgY4O7du5g+fTqturt1gVlWVoampiZMmzaNutezZ0/Y2NigsLAQtbW10NfXh56eHvW8ve5ic3Ozwt20KVOmyL2W5iKXHr+/6tCqSd0dYWFhgYEDByIoKAg3btxAcXExBg8eLFNGnTEVFRVh8uTJSsfyKqrmUR2OHTuGsWPHwtraGosWLQKHw5F5LhKJcPHiRQQEBGDGjBmwtbXFuHHjlNZZUFAAbW1tMJlMtfoAAMXFxXLBSTY2NmrbAy93YFNTUxEYGKhWFHdWVhbGjRsnE4xlb28PPp9Pe+dTW1sbvXr1omVLIBAIBMKbYNWqVYiLi+twk0MgECA2NlahLrUqunWBKRQKER0djR07dmDOnDmwtLREXFwc9PT0EB8fj+zsbAiFQmzZsgUff/wxWCwWPDw8ZOqoqKiAqakpGAwGBgwYQO0UAi/977755huYm5sjIiICkyZNolIOlpaWgsfjISIiAiNGjICDgwPWrl0rV7e+vj5mzZqFAQMGKBT4lsLj8dDU1AQ/Pz+YmprC0dERoaGhMmXUGVNUVBQ8PT3h4eFB9V1ZsImqeVSHyspK3Lx5E/Hx8ejRowfOnz9PPWOz2fD09MSYMWNgamoKd3d3CIVCVFZWqqzz8OHDOHToEObPnw8TExMwmUy4uLgotImNjYWFhQW2bt0Kc3NzuLi4UPPTPtK+I2bMmIHU1FTs3bsXKSkpGDJkCIYMGSIT7OTk5ER90QCAS5cuobCwEEeOHMEnn3yC2bNnY/Pmzdi/fz+am1XnnV2xYgXmzZuHESNGYMSIEfD09MS6detw9OhRlbYEAoFAeDd4H4/IGQwGFbvREZcuXcKECRNo1d3tR+RBQUFISUnBkSNHcOfOHYwYMQJz5sxBfX09nj17Bnd3dzg4OKCgoAAsFkvu2DElJQXp6em4evUq6urqwGKxqGfh4eFwdXUFl8vF0qVLwWKxqIWFWCwGi8WChYUFuFwuAgMD5QJJsrKyEB0djeTkZNTV1VGBJ4qoq6uDh4cHXFxcUFhYiKCgIKxbt06mjDpjOnnyJDZt2oTt27fj9u3bMDY2VpnSUdk8qguHw4GVlRXOnDkDkUhE3a+vr4eXlxcyMzPB5XJhZ2cHR0dHtTLn+Pr64vTp0zhw4ADu3buHuLg49OnTR2H5iooKLFq0CAsXLgSXy4Wvry8VRd7U1KSyPTabjT59+iAkJATV1dXU9dNPP1FlDA0NZdQE2traMG/ePLS2tiIrKwtHjx5FUlISwsLCVLYHvNytjIyMRF5eHnJzc7Fy5UoEBgaqbU8gEAiEd4D38Ih8yJAhHepfShGLxTKne5qghbd22J1DIpHAyckJ586d6+6uEDpJSEgIfHx8NAqUetfQ19eHQCAAI2ofGtTYNX2VUZMraLVp86HyHeiOOPLbJFptRU06QcsubMc3tOyGLXlAy87jL5mqC3VAdYtqjdb2lDfR+9DW0WqlZVcoUF8R4VWWDlUcYKiMLSVzadkxBirP1tURTgNu02rrSz2R6kIdcLtJs79RKRnPlbsVKWKeQT4tu8KmoaoLtaO+VU91oQ6Y17eYlt3CAs3+xvv07IVf7MNhYGDwxnzXpZ/Pn67ejxcieu99nw90cX33yjfab3UoLS3F2rVrFa6VFixYgB9++AFmZmYa193tO5gEQnt8fX0xceJE6jh+/fr1OHz4cHd3i0AgEAiEN8aKFStQXl6OxsZG/Pe//1UZj2BoaIh9+/bh8ePHEIlEKC4uxty5yr/opaWlYdOmTR3GDHzwwQf47rvvcPHiRVr9JwtMDZg+fbpc5O+7EAUcHR2tsM+qjt6V8brmw9zcHOfOnUNhYSFCQ0Oxc+dOyo0gLS1NYXvBwcG021TG3bt3FbbZXqCeQCAQCO8pb/CI/Ouvv8auXbvw3XffwdraGvn5+cjIyFB4XK2jo4N///vfMDExwaJFizBq1Ch4eXmpTMO8efNm9O/fHyUlJVi/fj2++uorfPXVV9iwYQOKi4vRv39/2slO3ttc5O2lgLqC3NxcuYjvN0V4eDicnJwwfvx4AC8F3fv160fJICkjLCxModh6Z3Kad8V82NraIiYmBhYWFkhNTcWCBQuwZs0ahVFry5cvVxhspY5PKB0cHBwUSklpIsJPIBAIhHeYzvhSami3Zs0axMXFUZkAfXx88OWXX8LT0xPbtm2TK+/p6Yn+/fvD1tYWYrEYAFQG4gLA77//DltbW0RHRyMyMpJaO0kkEmRkZGDlypUyWe404Z1fYLZfeHUlbDYbe/bsoSKQRSIRysrKurwdOgQEBKi9iK6trVWZFYkOXTEfu3btQl5eHubOnYuGhgaV5R8/Vu6fNXLkSMTExGD06NEwNDTE48ePcezYMXz33XfUH11HDBs2DNHR0Zg5cyYaGhpw+PBhBAcHo7W1FTweT2W/mEwmdu3ahTFjxqCqqgqbN28mx/oEAoHwHtGZaHCpXXu9yaamJjm1Eh0dHUyYMAGRkZHUPYlEgsuXL2Pq1Kkd1v/VV18hKysL+/fvx/z581FbW4tjx45h27ZtlO63Ing8Hr788kv069cPI0aMgJaWFu7fv69RkHBHvPMLzD8rndl5fJswMzNDTEyMym18dWlpaUFSUhLu3LmD+vp6MBgMxMXFQVtbGxs3buzQRltbG6mpqaiuroatrS2GDh2KpKQktLS0KLR5FRMTE6SmpiImJgZubm74/PPPcfDgQTx58gSXLl3qknERCAQCoZvpgh3M9v/rIiIi8N1338ncGzhwIHr27NlhCuNXFVBe5eOPP8asWbPA4XDg4OCAESNG4MCBA9DR0cH333+vVhfr6+uRm5ur5oBU0+0+mLq6uoiKikJNTQ0aGxtx/fp1SmibzWbj2bNnMuXnz59P6SGy2WxERETAysoKEokEEokEbDYbwMvVvo+PD9LS0iAUClFWVgZnZ2eqHiaTCYlEAkPD/0V/MhgMSCQSGBsbg8lkIjExEf369aPqDg8PVzked3d35OTkQCAQ4MmTJ+BwODI+E6rGJCUwMBDV1dUQCAQ4ePCgXB7yhIQEnDlzRq15VIaWlhaqqqrg4+Mjc9/Kygqtra1U5HZ4eDgqKyshEonw6NEjREVFqaxb2q+tW7eCx+NBJBLh/v378PT0hLGxMSQSCQYOHIiEhASZ987R0RElJSVobGzElStXsHTpUrn3ShHl5eVITEwEl8sFj8fDhQsXwOFw8Omnnyq0mT17NkaPHg13d3fk5+cjPT0doaGhWLlypVpZlnx8fFBeXo5169bh3r172L9/P06fPo3Vq1erNUcEAoFA+HPw0UcfyaQJfnWXsjNoa2vj999/x7fffos7d+7g5MmT+Mc//iH3v/1N0u0LzO3bt8PZ2RlsNhvW1tYoLS1FRkaGjDC2IpKTk/HDDz/g7t27MDIygpGREZKTk6nnmzZtQkpKChgMBjgcDk6cOKFw9d+emzdvIiAgAHw+n6pbkR/jq+jo6CA0NBQMBgNOTk4wMTGhfCjUxcXFBREREQgJCcHEiRPx5MkTrFixQqkN3XmUSCQ4fvy4XLCKm5sbMjMzwePx4OzsjNWrV8Pb2xvm5uZwcnJCQUGBWmNJSkoCi8WCv78/LC0t4e3tjYaGBlRVVcHIyAh8Ph8BAQHUe2diYoLTp0/j7NmzYDAYiI2Npe1gDLzcIf3iiy+U5kOfOnUqCgoKZPxMMjIyYGhoqFTg/lX7y5cvy9zLyMhQeJQBvFx46+vry1wEAoFAeHvRkkg6dQGQCxTtKJlHXV0dxGJxhymMFaUvfvLkCUpKSmSOw4uKijB06NBuS0fdrQtMPT09+Pr6Yv369UhPT0dRURG8vLzQ2NiIZcuWqbQXiURoaGiAWCxGTU0NampqZATCT506hfj4eNy/fx9hYWHIzc2Fn5+fWn1raWkBn8+HRCKh6n7x4oVKu4SEBKSnp6O8vBzZ2dnw9/eHg4ODUnHx9qxatQrx8fE4dOgQSkpKEBoaqjRlYWfnkcPhYNq0aRg2bBiAl7uarq6uVLrI4cOHo7q6GpcvX0ZVVRVycnJw8OBBlfWam5tj8eLF8PT0xNmzZ1FeXo4rV67g5MmTaGtrQ01NDSQSCfh8PvXeeXt7o7i4GBs2bEBJSQmSk5M1XqADQGZmJhobG1FaWorr168rFT03MjLq8ChC+kwViuwNDQ3ldp6lBAcHQyAQUFdXuQgQCAQC4TXxhqLIW1pacPv2bXz++efUPS0tLXz++efIyupYlzYzM5Pyn5QycuRIPH78WKmQ+uukWxeYZmZm0NXVRWbm/8SNxWIxbt26BUtLy07X3/6NyMrK6pJ6lWFtbY3z58+jsrISAoGA2jnTRCTc0tIS2dnZMvcU/VIBnZ/H/Px8FBUVUbuYTCYTgwcPxqlTpwC8XKj37t0bDx48wI8//ggnJye1crRbWVlBLBYr3T1sz6hRo5CTkyNz79atW2rbS1m8eDGsra3BYrHw5ZdfymVU6m4iIyNljkk++uij7u4SgUAgEJTwJlNF7tq1C15eXli6dCksLCwQHR2NPn36ICEhAQBw+PBhbNmyhSofHR2N/v37IyoqCubm5nBwcEBISAj279/flVOgEd1+RK6MtrY2uUjprtrqlW4jv1p/Z+vW09NDRkYGBAIB3NzcYGNjQ8kISXOkv84xdQYOh0MtMJcsWYL09HRK9ufhw4cYNWoUVqxYgcbGRhw4cADXrl1Dz57KY8QaGxtfe78V8fDhQxQVFeHEiRMICgpCREQEtLU7/nWvrq7u8ChC+kwViuz5fL7MjvqrNDc3vzM6qgQCgUB4s5w8eRLr1q3D999/j7y8PFhZWeGLL76gXLmGDx+OoUP/l6np4cOHmDNnDmxsbMDlcrF3715ERUVh69at3TWE7l1glpWVoampCdOmTaPu9ezZEzY2NigsLERtbS309fWhp/e/1FXtdRebm5sV7qZNmTJF7rU0F7lUtufVN0iTujvCwsICAwcORFBQEG7cuIHi4mIMHjxYpow6YyoqKsLkyZOVjuVVVM2jOhw7dgxjx46FtbU1Fi1aRB2PSxGJRLh48SICAgIwY8YM2NraYtw45WnPCgoKoK2tDSaTqVYfAKC4uFguOElV9gJVaGtrQ0dHR+ECMysrC+PGjZMJxrK3twefz1dr/rKysmSOMqT2ynadCQQCgfCO8YZzke/fvx8mJib44IMPMGXKFJnTvJkzZ+Kbb2TTbP73v//F1KlT0bt3b4wYMQKRkZEqJYpeJ926wBQKhYiOjsaOHTswZ84cWFpaIi4uDnp6eoiPj0d2djaEQiG2bNmCjz/+GCwWCx4eHjJ1VFRUwNTUFAwGAwMGDKB2CoGXwTLffPMNzM3NERERgUmTJmHfvn0AXubf5PF4iIiIwIgRI+Dg4IC1a9fK1a2vr49Zs2ZhwIABCgW+pfB4PDQ1NcHPzw+mpqZwdHREaGioTBl1xhQVFQVPT094eHhQfVcWbKJqHtWhsrISN2/eRHx8PHr06IHz589Tz9hsNjw9PTFmzBgqfaNQKFQp4lpZWYnDhw/j0KFDmD9/PkxMTMBkMuHi4qLQJjY2FhYWFti6dSvMzc3h4uJCzU/7SPuOWLJkCVxcXGBhYQFTU1O4uLggMjISycnJlA6mk5MT9UUDAC5duoTCwkIcOXIEn3zyCWbPno3Nmzdj//79HTpgtycmJgYff/wxtm3bhlGjRsHX1xdff/01du/erdKWQCAQCO8Gb/KI/H2g24/Ig4KCkJKSgiNHjuDOnTsYMWIE5syZg/r6ejx79gzu7u5wcHBAQUEBWCwWlTJQSkpKCtLT03H16lXU1dWBxWJRz8LDw+Hq6goul4ulS5eCxWJRCwuxWAwWiwULCwtwuVwEBgbi73//u0zdWVlZiI6ORnJyMurq6rBhwwalY6mrq4OHhwdcXFxQWFiIoKAgOd8/dcZ08uRJbNq0Cdu3b8ft27dhbGysMqWjsnlUFw6HAysrK5w5c0bmaLe+vh5eXl7IzMwEl8uFnZ0dHB0d1cqc4+vri9OnT+PAgQO4d+8e4uLilAY8VVRUYNGiRVi4cCG4XC58fX2pKPKmpiaV7YnFYgQGBuLWrVvgcrkIDw/Hvn37sHz5cqqMoaGhjJpAW1sb5s2bh9bWVmRlZeHo0aNISkpSGhjUvs9ffvkl7O3tkZ+fj7Vr12L58uVEA5NAIBDeJ97wDua7jhbe02FLJBI4OTnh3Llz3d0VQicJCQmBj4+PRoFS7xr6+voQCAQYF/NPNKixa/oqEybep9XmsN7PVBdqR0YlvSC5v1n8h5ZddOx8WnamC+llmPpsAL25/EOsvkqElNIXHecUVkVPLXpHXgY6HfsDq6JPD9Vf7DriN/5Q1YU6QK+nZr//AOD/0WXVhTqgj5bmbQHAhF66qgt1wFf3v6BlFz78vOpCHXBRYKWxTW0zPcm0Rf1zVBfqAM8bHhqV76uji7uua2FgYPDGfNeln8+zvt2HFyJ6vzN9PtDFlR//9kb73d2QTD6Etw5fX1/k5OTg6dOnmDZtGtavX0+5NhAIBAKBQHj76fYj8neJ6dOny0X+voko4PDwcPz666/U6/ZZfFQRHR2tsM+qjt6V0dn5sLW1BZfLRXNzs8x4zM3Nce7cORQWFiI0NBQ7d+6k3AjS0tIUthccHEx7LMq4e/euwjbbC9QTCAQC4T2FHJFrxDu9gxkeHg4nJyeMHz9e7ll7KSBNYbPZ2LNnj0wmnNzcXLmI7+4gICBAo/GFhYUpzELUmZzmnZ2PXbt2IS8vD3PnzkVDQwN1f82aNVizZk2HNsuXL1cYbNW/f39cuXIFo0ePhqGhIR4/foxjx47hu+++owJ8OmLYsGGIjo7GzJkz0dDQgMOHDyM4OBitra0AAAcHB6VSUhwOBxMnTsSIESOwd+9ekiKSQCAQ3lP+jME6dHmnF5hvGpFIhLIyer5dXYmmi8La2lpKlqkr6ex8mJmZISYmRqMsNo8fP1b4rK2tDUlJSbhz5w7q6+vBYDAQFxcHbW1tbNy4sUMbbW1tpKamorq6Gra2thg6dCiSkpLQ0tJC2fB4PIVtGhsbo7a2Fps3byYLSwKBQHifkUheXnRt/2R06xG5rq4uoqKiUFNTg8bGRly/fp3SQGSz2Xj2TDYIYf78+ZRUDZvNRkREBKysrCCRSCCRSMBmswG8DPDx8fFBWloahEIhysrK4OzsTNXDZDIhkUhgaGhI3WMwGJBIJDA2NgaTyURiYiL69etH1R0eHq5yPO7u7sjJyYFAIMCTJ0/A4XBktBVVjUlKYGAgqqurIRAIcPDgQbl0g+2PyJXNozK0tLRQVVUFHx8fmftWVlZobW2lgmrCw8NRWVkJkUiER48eISoqSmXd0n5t3boVPB4PIpEI9+/fh6enJ4yNjSGRSDBw4EAkJCTIvHeOjo4oKSlBY2Mjrly5gqVLl8q9V4ooLy9HYmIiuFwueDweLly4AA6Hg08//VShzezZszF69Gi4u7sjPz8f6enpCA0NxcqVK9USwK+srMSqVatw5MgR8Pl8teaFQCAQCIT3nW5dYG7fvh3Ozs5gs9mwtrZGaWkpMjIyZI6lFZGcnIwffvgBd+/ehZGREYyMjJCcnEw937RpE1JSUsBgMMDhcHDixAkZaRpl3Lx5EwEBAeDz+VTdio6YX0VHRwehoaFgMBhwcnKCiYmJxnm0XVxcEBERgZCQEEycOBFPnjzBihUrlNrQnUeJRILjx4/L+RG6ubkhMzMTPB4Pzs7OWL16Nby9vWFubg4nJycUFBSoNZakpCSwWCz4+/vD0tIS3t7eaGhoQFVVFYyMjMDn8xEQEEC9dyYmJjh9+jTOnj0LBoOB2NhYSqKIDmZmZvjiiy+UpqqcOnUqCgoKqOwIAJCRkQFDQ0Ol2qMEAoFA+HNBdDA1o9uOyPX09ODr6wsPDw+kp6cDALy8vGBvb49ly5apPNIViURoaGiAWCxGTU2N3PNTp05RIuNhYWGwt7eHn58fVq5cqbJvLS0t4PP5kEgkHdatCGmOUODlbpq/vz9yc3PRp08fvHjxQq06Vq1ahfj4eBw6dAgAEBoaCjs7O7ldTCmq5lHVwpjD4WDt2rUYNmwYqqqqoKWlBVdXV2zevBnAy3RU1dXVuHz5MsRiMaqqquRyhXeEubk5Fi9eDDs7O/z888/UnEipqamBRCIBn8+n5tjb2xvFxcWU3mhJSQnGjh0rp0+qiszMTFhbW+ODDz5AbGysUj1LIyMjufdY+trIyEijdjVBV1cXvXr1ol7r69OTBiEQCATCG6IzwTp/wgVmt+1gmpmZQVdXF5mZmdQ9sViMW7duwdKSntbeq7RP05eVldUl9SrD2toa58+fR2VlJQQCAbVzpol+o6WlJbKzs2XuKUs52Nl5zM/PR1FREbWLyWQyMXjwYJw6dQrAy4V679698eDBA/z4449wcnJSK32mlZUVxGKx0t3D9owaNUpu8fpqaix1Wbx4MaytrcFisfDll1/Kid2/DQQHB0MgEFCXJn6oBAKBQHjzaLV17vqz8dbKFLW1tclFSqvjE6du3YBspHln69bT00NGRgYEAgHc3NxgY2ODBQsWAACVvvJ1jqkzcDgcaoG5ZMkSpKenU1l6Hj58iFGjRmHFihVobGzEgQMHcO3aNfTsqXzzu7Gx8bX3WxEPHz5EUVERTpw4gaCgIERERCjMQ15dXY0hQ4bI3JO+rq6ufm19jIyMhIGBAXV99NFHr60tAoFAIBDeNN22wCwrK0NTUxOmTZtG3evZsydsbGxQWFiI2tpa6OvrQ09Pj3reXhKnublZ4W7alClT5F5L00RKj9+HDv1fpglN6u4ICwsLDBw4EEFBQbhx4waKi4sxePBgmTLqjKmoqAiTJ09WOpZXUTWP6nDs2DGMHTsW1tbWWLRoETgcjsxzkUiEixcvIiAgADNmzICtrS3GjRuntM6CggJoa2uDyWSq1QcAKC4ulgtOsrGxUdu+I7S1taGjo6NwgZmVlYVx48bJBGPZ29uDz+erPX90aG5ufmM6qgQCgUDoAogOpkZ0mw+mUChEdHQ0duzYgT/++AM8Hg8bNmyAnp4e4uPjoaWlBaFQiC1btmDv3r2YPHkyPDw8ZOqoqKiAqakpGAwGHj58iOfPn6P5/9Lsubi4IDc3Fzdu3ICbmxsmTZqEZcuWAQBKS0vB4/EQERGBjRs3YuTIkVi7dq1c3fr6+pg1axby8/MhFAqV7srxeDw0NTXBz88PMTExGDt2LEJDQ2XKZGdnqxxTVFQUEhMTkZubi8zMTLi5uWHMmDF48OABrXlUh8rKSty8eRPx8fHo0aMHzp//X1oyNpuNHj16UH13d3eHUChEZWWlyjoPHz6MQ4cOwd/fH/n5+TA2NpY5fm9PbGws1qxZg61btyI+Ph5WVlbU/LSPtO+IJUuWoKWlBQUFBWhqasLEiRMRGRmJ5ORkSgfTyckJkZGRlPvApUuXUFhYiCNHjmDDhg0wMjLC5s2bsX//fup3SRUMBgMA0LdvXwwaNAgMBgPNzc3UFxoCgUAgvPt0Jljnzxjk061H5EFBQUhJScGRI0dw584djBgxAnPmzEF9fT2ePXsGd3d3ODg4oKCgACwWi8rmIiUlJQXp6em4evUq6urqwGKxqGfh4eFwdXUFl8vF0qVLwWKxqH/4YrEYLBYLFhYW4HK5CAwMlAskycrKQnR0NJKTk1FXV0cFniiirq4OHh4ecHFxQWFhIYKCguR8/9QZ08mTJ7Fp0yZs374dt2/fhrGxscpsO8rmUV04HA6srKxw5swZiET/y1lcX18PLy8vZGZmgsvlws7ODo6OjtQRujJ8fX1x+vRpHDhwAPfu3UNcXBz69FGcs7miogKLFi3CwoULweVy4evrS0WRNzWpzocsFosRGBiIW7dugcvlIjw8HPv27cPy5cupMoaGhjJqAm1tbZg3bx5aW1uRlZWFo0ePIikpSWlgUHvy8vKQl5eHiRMnws3NDXl5eUhLS1PbnkAgEAjvAFIdTLrXnwwtvIcbtxKJBE5OTjh37lx3d4XQSUJCQuDj46NRoNS7iL6+PgQCAcbF/BMNau6cSpkw8T6tNof1fqa6UDsyKukFyv3N4j+07KJj59OyM11ILwHAZwPozeUfYsVfnBRR+mKQ6kId0JNmtICBjkh1oQ7o00P1l7uO+I0/VHWhDtDrqdnvPwD4f3SZVlt9tDRvCwAm9NKlZffV/S9o2YUPP6+6UAdcFFhpbFPbTE/RYlF/1eoiHeF5w0Oj8n11dHHXdS0MDAzemGuR9PN5tvteCBvp/c7o9dbFpaP+b7Tf3Q3J5EN4q/D19UVOTg6ePn2KadOmYf369di3b193d+uN0T9fC71EmqU5fTpW88UNAHz6YanGNgbJNOWUVOcp6JC/XFW9U94RU5d37FKiCsMeQlp2H/f6XXWhdoz84Amttobr0JsTr9PetOyylqjWAO6Iz5PW07Jb7XNaY5sVeW602loyIpeW3Xc8U1p2583TadnNK6H3RSvKtGN3JGW0gl6a5Tuiv9Kyk7zQbBki0SHLlneFtzaK/G1j+vTpckEZ70KARnR0tMI+qzp6V8brmg9zc3OcO3cOhYWFCA0Nxc6dOyk3grS0NIXtBQcH025TGXfv3lXYZnuBegKBQCC8x5AgH414L78KtJcC6gpyc3PlIr7fJOHh4XBycsL48eMBvBR179evHyWFpIiwsDCFYuua5jR/la6aD1tbW8TExMDCwgKpqalYsGAB1qxZ02HZ5cuXo3fv3h0+U8cnlA4ODg4KpaQ0EeEnEAgEwrsNCfLRjHd+gdl+4dWVsNls7NmzBx9++CFEIhHKyuj5db0OAgIC1FpI19bWqsyKRIeumo9du3YhLy8Pc+fORUNDg9Kyjx8/VlnfyJEjERMTg9GjR8PQ0BCPHz/GsWPH8N1331GR5B0xbNgwREdHY+bMmWhoaMDhw4cRHBwMHo+nss0FCxbA19cXVlZW6NWrF3777TdERETg0qVLKm0JBAKB8I7QmWCdP2GQzzu/wPyz0pndx7cJMzMzxMTEdFkmm5aWFiQlJeHOnTuor68Hg8FAXFwctLW1sXHjxg5ttLW1kZqaiurqatja2mLo0KFISkpCS0uLQptX+eyzz/Dvf/8bISEhqK+vxzfffIMLFy5g8uTJyMvL65JxME/xSQAAdOxJREFUEQgEAoHwLtHtPpi6urqIiopCTU0NGhsbcf36dUpsm81m49kz2UjX+fPnU5qIbDYbERERsLKygkQigUQiAZvNBvAyktzHxwdpaWkQCoUoKyuDs7MzVQ+TyYREIoGhoSF1j8FgQCKRwNjYGEwmE4mJiejXrx9Vd3i46kgFd3d35OTkQCAQ4MmTJ+BwODIi3qrGJCUwMBDV1dUQCAQ4ePCgXC7yhIQEnDlzRq15VIaWlhaqqqrg4+Mjc9/Kygqtra1U9HZ4eDgqKyshEonw6NEjREVFqaxb2q+tW7eCx+NBJBLh/v378PT0hLGxMSQSCQYOHIiEhASZ987R0RElJSVobGzElStXsHTpUrn3ShHl5eVITEwEl8sFj8fDhQsXwOFw8Omnnyq0mT17NkaPHg13d3fk5+cjPT0doaGhWLlypVqZllavXo0dO3YgNzcXpaWl2LhxI+7fvw9HR0e15ohAIBAIbz/SI3K615+Nbl9gbt++Hc7OzmCz2bC2tkZpaSkyMjLw4YcfqrRNTk7GDz/8gLt378LIyAhGRkZITk6mnm/atAkpKSlgMBjgcDg4ceKEjAaiMm7evImAgADw+XyqbkW+jK+io6OD0NBQMBgMODk5wcTEBImJiWq1KcXFxQUREREICQnBxIkT8eTJE6xYsUKpDd15lEgkOH78uFzAipubGzIzM8Hj8eDs7IzVq1fD29sb5ubmcHJyQkFBgVpjSUpKAovFgr+/PywtLeHt7Y2GhgZUVVXByMgIfD4fAQEB1HtnYmKC06dP4+zZs2AwGIiNjaW0MOlgZmaGL774QmlO9KlTp6KgoAC///6/SOCMjAwYGhpizJgxGreppaUFfX391+YXSiAQCIRugAT5aES3HpHr6enB19cXHh4eSE9/Kd/g5eUFe3t7LFu2TKXvoEgkQkNDA8RicYcBF6dOnaKy2YSFhcHe3h5+fn5YuXKlyr61tLSAz+dDIpFoFMyRkJBA/VxeXg5/f3/k5uaiT58+ePHihVp1rFq1CvHx8Th06BAAIDQ0FHZ2dnK7mFJUzaOqhTGHw8HatWsxbNgwVFVVQUtLC66urti8eTMAYPjw4aiursbly5chFotRVVWFnBzVmmfm5uZYvHgx7Ozs8PPPP1NzIqWmpgYSiQR8Pp+aY29vbxQXF1PC9iUlJRg7dqycEL4qMjMzYW1tjQ8++ACxsbFKhdONjIzk3mPpayMjI43aBYB169ahb9++OHnypMIyurq66NWrF/VaX5+m/A+BQCAQ3ggkyEczunUH08zMDLq6usjMzKTuicVi3Lp1i0rl1xmysrLkXndFvcqwtrbG+fPnUVlZCYFAQO2caSIUbmlpiezsbJl77cfyKp2dx/z8fBQVFVG7mEwmUyal46lTp9C7d288ePAAP/74I5ycnNTK025lZQWxWKx097A9o0aNklu83rp1S217KYsXL4a1tTVYLBa+/PJLuaxKrwsWi4Xw8HB8/fXXSr8gBQcHQyAQUFdX+aASCAQC4TXRJunc9Sej24/IldHW1iYXKa2OT5y6dQOykkadrVtPTw8ZGRkQCARwc3ODjY0NJSOkq6tLtfu6xtQZOBwOtcBcsmQJ0tPTqSPehw8fYtSoUVixYgUaGxtx4MABXLt2DT17Kt8AV5a7/XXz8OFDFBUV4cSJEwgKCkJERAS0tTv+da+ursaQIUNk7klfV1dXq93m4sWLcfDgQXz99dfUjq0iIiMjYWBgQF0fffSR2u0QCAQCgfC2060LzLKyMjQ1NWHatGnUvZ49e8LGxgaFhYWora2Fvr4+9PT0qOfttRebm5sV7qZNmTJF7rU0H7l0d2no0P+lM9Ok7o6wsLDAwIEDERQUhBs3bqC4uBiDBw+WKaPOmIqKijB58mSlY3kVVfOoDseOHcPYsWNhbW2NRYsWgcPhyDwXiUS4ePEiAgICMGPGDNja2mLcuHFK6ywoKIC2tjaYTKZafQCA4uJiueAkGxsbte07QltbGzo6OgoXmFlZWRg3bpxMMJa9vT34fL7a8+fq6oqEhASwWCy18pA3Nze/M2L9BAKBQADxwdSQbl1gCoVCREdHY8eOHZgzZw4sLS0RFxcHPT09xMfHIzs7G0KhEFu2bMHHH38MFosFDw8PmToqKipgamoKBoOBAQMGUDuFwMtgmW+++Qbm5uaIiIjApEmTqLSDpaWl4PF4iIiIwIgRI+Dg4IC1a9fK1a2vr49Zs2ZhwIABCkW+pfB4PDQ1NcHPzw+mpqZwdHREaGioTBl1xhQVFQVPT094eHhQfVcWbKJqHtWhsrISN2/eRHx8PHr06IHz5/+X+5bNZsPT0xNjxoyBqakp3N3dIRQKUVlZqbLOw4cP49ChQ5g/fz5MTEzAZDLh4uKi0CY2NhYWFhbYunUrzM3N4eLiQs1P+0j7jliyZAlcXFxgYWEBU1NTuLi4IDIyEsnJyZQOppOTE/VFAwAuXbqEwsJCHDlyBJ988glmz56NzZs3Y//+/WhWIy84i8VCUlIS1q5di+zsbAwZMgRDhgyBgYGBSlsCgUAgvBtooRNR5N3d+W6g24/Ig4KCkJKSgiNHjuDOnTsYMWIE5syZg/r6ejx79gzu7u5wcHBAQUEBWCwWlTZQSkpKCtLT03H16lXU1dWBxWJRz8LDw+Hq6goul4ulS5eCxWJRCwuxWAwWiwULCwtwuVwEBgbKBZJkZWUhOjoaycnJqKurowJPFFFXVwcPDw+4uLigsLAQQUFBcr5/6ozp5MmT2LRpE7Zv347bt2/D2NhYZVpHZfOoLhwOB1ZWVjhz5gxEIhF1v76+Hl5eXsjMzASXy4WdnR0cHR3VipL29fXF6dOnceDAAdy7dw9xcXHo00dx7uyKigosWrQICxcuBJfLha+vLxVF3tTUpLI9sViMwMBA3Lp1C1wuF+Hh4di3bx+WL19OlTE0NJRRE2hra8O8efPQ2tqKrKwsHD16FElJSUoDg17l22+/hY6ODg4cOIDq6mrqUlfKiUAgEAjvAFKhdbrXnwwtvKcbtxKJBE5OTjh37lx3d4XQSUJCQuDj46NRoNS7hr6+PgQCAZi++/BCpHrXVMb2/9ELEHIamq+xzfHv59Jqa2n4BVp251wV65cqYwbnNi27gT3puSoM6Kk8C1VHCFo7VoVQxXAdevJXXqe9adllLVEtz9YRn+9cT8tutc9pjW1+KLSn1daSEbm07P77zJSW3XnzdFp280ro/d1FmZ7S2KaV5l7bHdFfadkF/6z4RKsj+uro4rdlATAwMHhjrkXSz2eHhbshFGr2+SxFT08XaT+tfqP97m5IJh/CW4evry9ycnLw9OlTTJs2DevXr6dcG953njIkaGjR7DvfB63q+wm/yh9ixTvJinjB4tNq6y86z1QX6oDq6f1p2V1/OoKWHXNgCS27h82a9/PX+mG02vqwl5CW3dTPfqNlt+epYv9vZZg705vLszWap/1Ntj5Iqy26i6k5+urpALdnXsl8WnYXR/6Llt2OPxga25Q3DlJdqAM8Bl6nZaf/F80WW3169lJd6DVBZIo0o9uPyN8lpk+fLheY8S4EaURHRyvss6qjd2W8rvkwNzfHuXPnUFhYiNDQUOzcuZNyI0hLS1PYXnBwMO02lXH37l2FbbYXqCcQCATCewoJ8tGI93YHs70UUFeQm5srF/H9pggPD4eTkxPGj3/57T4hIQH9+vWjZJCUERYWplBsvTM5zbtiPmxtbRETEwMLCwukpqZiwYIFWLNmDdasWdNh+eXLlysMtnpdmXMcHBwUSklpIsJPIBAIhHcXLYkEWjR9Kenavcu88wvM9guvroTNZmPPnj1UukWRSISysrIub4cOAQEBai+ia2trVWZFokNXzMeuXbuQl5eHuXPnoqFBtR/b48ePlT4fOXIkYmJiMHr0aBgaGuLx48c4duwYvvvuOyqKvCOGDRuG6OhozJw5Ew0NDTh8+DCCg4PR2toKHo+ntM1p06Zh27ZtsLCwgJ6eHiorKxEbG4s9e/aoHA+BQCAQCO8j7/wC889KZ3Ye3ybMzMwQExPTZZlsWlpakJSUhDt37qC+vh4MBgNxcXHQ1tbGxo0bO7TR1tZGamoqqqurYWtri6FDhyIpKQktLS0KbV7lxYsX2LdvH7hcLl68eIHp06cjNjYWL168QFxcXJeMi0AgEAjdTNv/XXRt/2R0uw+mrq4uoqKiUFNTg8bGRly/fp0S2maz2Xj2TDY4YP78+ZQeIpvNRkREBKysrCCRSCCRSMBmswG8jCL38fFBWloahEIhysrK4OzsTNXDZDIhkUhgaGhI3WMwGJBIJDA2NgaTyURiYiL69etH1R0eHq5yPO7u7sjJyYFAIMCTJ0/A4XBkBLxVjUlKYGAgqqurIRAIcPDgQbk85AkJCThz5oxa86gMLS0tVFVVwcfHR+a+lZUVWltbqcjt8PBwVFZWQiQS4dGjR2pL8Ojq6mLr1q3g8XgQiUS4f/8+PD09YWxsDIlEgoEDByIhIUHmvXN0dERJSQkaGxtx5coVLF26VO69UkR5eTkSExPB5XLB4/Fw4cIFcDgcfPqp4mjk2bNnY/To0XB3d0d+fj7S09MRGhqKlStXqpVlKS8vDydOnEBhYSEqKyvB4XCQkZGhtE0CgUAgvFtIj8jpXn82un2BuX37djg7O4PNZsPa2hqlpaXIyMigjqWVkZycjB9++AF3796FkZERjIyMkJycTD3ftGkTUlJSwGAwwOFwcOLECRn9Q2XcvHkTAQEB4PP5VN2K/BhfRUdHB6GhoWAwGHBycoKJiQkSExPValOKi4sLIiIiEBISgokTJ+LJkydYsWKFUhu68yiRSHD8+HG5YBU3NzdkZmaCx+PB2dkZq1evhre3N8zNzeHk5ISCAvWiKJOSksBiseDv7w9LS0t4e3ujoaEBVVVVMDIyAp/PR0BAAPXemZiY4PTp0zh79iwYDAZiY2MpHUw6mJmZ4YsvvlCaD33q1KkoKCjA77//Tt3LyMiAoaGhUoF7RVhZWcHW1lZpm7q6utDX15e5CAQCgfAWQ4J8NKJbj8j19PTg6+sLDw8PpKe/1Afz8vKCvb09li1bptJvUCQSoaGhAWKxuMNgi1OnTlGZbMLCwmBvbw8/Pz+sXLlSZd9aWlrA5/MhkUg0CuRISEigfi4vL4e/vz9yc3PRp08fvHjxQq06Vq1ahfj4eBw6dAgAEBoaCjs7O7ldTCmq5lHVwpjD4WDt2rUYNmwYqqqqoKWlBVdXV2zevBkAMHz4cFRXV+Py5csQi8WoqqpCTk6OynGYm5tj8eLFsLOzo3Jzl5eXU89ramogkUjA5/OpOfb29kZxcTElal9SUoKxY8fKieCrIjMzE9bW1vjggw8QGxurVDTdyMhI7j2WvjYyMlK7zaqqKgwaNAg9e/ZERESE0ixKwcHBcgL7BAKBQHiL6YxgOtnBfLOYmZlBV1cXmZmZ1D2xWIxbt27B0tKy0/VnZWXJve6KepVhbW2N8+fPo7KyEgKBgNrF0kQk3NLSEtnZ2TL32o/lVTo7j/n5+SgqKqJ2MZlMJgYPHoxTp16K9J46dQq9e/fGgwcP8OOPP8LJyUmtHO1WVlYQi8VKd/LaM2rUKLnF661bt9S2l7J48WJYW1uDxWLhyy+/lMuo9Dr49NNPMXHiRPj4+GDVqlVwdXVVWDYyMhIGBgbU9dFHH732/hEIBAKB8Kbo9iNyZbS1tclFSqvjE6du3YCsnFFn69bT00NGRgYEAgHc3NxgY2NDyQhJc6S/zjF1Bg6HQy0wlyxZgvT0dEr25+HDhxg1ahRWrFiBxsZGHDhwANeuXUPPnso3wBsbG197vxXx8OFDFBUV4cSJEwgKCkJERAS0tTv+da+ursaQIUNk7klfV1dXq91mRUUF7t69i4MHD2L37t1Kdyibm5vfGR1VAoFAIHQiD3knBNrfZbp1gVlWVoampiZMmzaNutezZ0/Y2NigsLAQtbW10NfXh56eHvW8ve5ic3Ozwt20KVOmyL2W5iKXHr8PHTqUVt0dYWFhgYEDByIoKAg3btxAcXExBg8eLFNGnTEVFRVh8uTJSsfyKqrmUR2OHTuGsWPHwtraGosWLQKHw5F5LhKJcPHiRQQEBGDGjBmwtbXFuHHjlNZZUFAAbW1tMJlMtfoAAMXFxXLBSTY2Nmrbd4S2tjZ0dHQULjCzsrIwbtw4mWAse3t78Pl8teevozZ79eq+jBMEAoFA6GJILnKN6FYfTKFQiOjoaOzYsQN//PEHeDweNmzYAD09PcTHx0NLSwtCoRBbtmzB3r17MXnyZHh4eMjUUVFRAVNTUzAYDDx8+BDPnz9Hc/PLXKEuLi7Izc3FjRs34ObmhkmTJmHZsmUAgNLSUvB4PERERGDjxo0YOXIk1q5dK1e3vr4+Zs2ahfz8fAiFQqW7cjweD01NTfDz80NMTAzGjh2L0NBQmTLZ2dkqxxQVFYXExETk5uYiMzMTbm5uGDNmDB48eEBrHtWhsrISN2/eRHx8PHr06IHz589Tz9hsNnr06EH13d3dHUKhEJWVlSrrPHz4MA4dOgR/f3/k5+fD2NhY5vi9PbGxsVizZg22bt2K+Ph4WFlZUfPTPtK+I5YsWYKWlhYUFBSgqakJEydORGRkJJKTkykdTCcnJ0RGRlLuA5cuXUJhYSGOHDmCDRs2wMjICJs3b8b+/fup3yVlrFixAjweD/fu3QMAfPbZZ1i3bh327t2r0pZAIBAI7wZabS8vurZ/Nrr9iDwoKAgpKSk4cuQI7ty5gxEjRmDOnDmor6/Hs2fP4O7uDgcHBxQUFIDFYskdO6akpCA9PR1Xr15FXV0dWCwW9Sw8PByurq7gcrlYunQpWCwWtYMpFovBYrFgYWEBLpeLwMBAuUCSrKwsREdHIzk5GXV1dVTgiSLq6urg4eEBFxcXFBYWIigoSM73T50xnTx5Eps2bcL27dtx+/ZtGBsbq0zpqGwe1YXD4cDKygpnzpyBSCSi7tfX18PLywuZmZngcrmws7ODo6OjWplzfH19cfr0aRw4cAD37t1DXFwc+vRRnAO7oqICixYtwsKFC8HlcuHr60tFkTc1NalsTywWIzAwELdu3QKXy0V4eDj27duH5cuXU2UMDQ1l1ATa2towb948tLa2IisrC0ePHkVSUpLSwKBX0dbWRmRkJPLy8pCbm4uVK1ciMDBQbXsCgUAgEN43tPCeBs9LJBI4OTnh3Llz3d0VQicJCQmBj4+PRoFS7xr6+voQCAQYG/NPNLSo3jV9lb9a0EtX+blRscY2P5UzaLW1aQy9v8Pw3R607D76ulx1oQ5gDiyhZSds1dwd4tf6YbTa+rCXkJZdq4Re+tzhvZ+pLtQB954PUV2oA8Rt6rslSfmH8VlabbWC3py0SOjtzYRXzqdld3Hkv2jZ7fjDTGOb8sZBqgt1gMfA67Tslucv1ah8n569kO2wEQYGBm/Md136+TzffjuEQs0+n6Xo6eni3L83vNF+dzckkw/hrcPX1xc5OTl4+vQppk2bhvXr12Pfvn3d3a03gv4DbWg3afbPq78VvQXH2N4PNbY5fWMGrbYGf0LvA/XDEtW71h3xtZFqGa2OGK5DL5+9vrZIdaF2mPb6XXWhDrD5QHnqUkU4ZATQsst22EPLbvq/6Ck3bF90RGObyMdzabU1b0A+Lbti0VDVhTogyrRj1yBV7PiD3he79f01T+V7q+kerbZ60Nyrel6tmQawREeXVjtdQmf0LN/LrTzldPsR+bvE9OnT5SJ/34Uo4OjoaIV9VnX0rozXNR/m5uY4d+4cCgsLERoaip07d1JuBGlpaQrbCw4Opt2mMu7evauwzfYC9QQCgUB4P3nTmXxWrFiB8vJyNDY24r///a/SgFc2m01lHZRe3ankArzHO5jtpYC6gtzcXLmI7zdFeHg4nJycMH78eAAvBd379etHySApIywsTKHYemdymnfFfNja2iImJgYWFhZITU3FggULsGbNGqxZs6bD8suXL0fv3r07fKaOTygdHBwcFEpJaSLCTyAQCIR3mDcotP71119j165d8PHxQXZ2NlatWoWMjAyMGjVKYRIaPp+PUaNGvdJk926bvvMLzPYLr66EzWZjz549VLpFkUiEsjLNjxxeBwEBAWovomtra1VmRaJDV8zHrl27kJeXh7lz56KhoUFl+cePH6tdt5mZGX799Ve0traqTJk5bNgwREdHY+bMmWhoaMDhw4cRHByM1tZW8HiqjySZTCZ27dqFMWPGoKqqCps3b8bhw4fV7iuBQCAQCFLWrFmDuLg4KtW0j48PvvzyS3h6emLbtm0d2miaefB1Q47I31EEAgH4fH53d6PTmJmZ4cqVK3j06FGXjqdnz544fvw4rl9X7Xiura2N1NRU6OrqwtbWFmw2Gx4eHvj+++/VasvExASpqam4evUqrKyssGfPHhw8eBCzZ8/u7DAIBAKB8LYgAdBG89JgM1FHRwcTJkzA5cuX/9e0RILLly9j6tSpCu369u2LiooK8Hg8nD17FqNHj9ZoeF1Nty8wdXV1ERUVhZqaGjQ2NuL69euU0DabzcazZ7IRjPPnz6e2fdlsNiIiImBlZUX5HLDZbAAv3wwfHx+kpaVBKBSirKwMzs7OVD1MJhMSiQSGhobUPQaDAYlEAmNjYzCZTCQmJqJfv35U3eHh4SrH4+7ujpycHAgEAjx58gQcDkdGwFvVmKQEBgaiuroaAoEABw8e/P/tnXlUFNe69h9GFUWMGiWDIkEE4gCixPGIGodo4pVEUVsJoOgBNIpxOA65CDd6HDNoEiVGGdRg4sCNMeoHHhNHJCoOgCKoKIMoigO0CA10s78/vJS2zdA0pKo2eX9rPWvZVfVUPfulxW1V7b111iGPjIzEL7/8olcda8LIyAg5OTkICAjQ2u7i4gKNRiOM3A4JCUFWVhZUKhVyc3OxYcOGWs9dmWv16tXIzs6GSqXC9evXMW3aNNjY2IAxhrZt2yIyMlLrZzdmzBhcu3YNJSUl+OOPP+Dt7a3zs6qNFStWIC0tDbt376712BEjRuDtt9+Gl5cXkpKSEBsbi+DgYMyaNUuvVZYCAgJw69YtLFiwAGlpadi4cSP27t2LTz/9VO+8BEEQhLxpiHcwLS0ttVS5yt+LtG3bFqampjp3I+/duwdra+sqs6Wnp2PatGkYO3YsvLy8YGxsjNOnT0u6DLHkHcy1a9di3Lhx8PHxgaurK27cuIG4uLhaH2kCwK5du/DFF1/g8uXLsLa2hrW1NXbt2iXsX758OWJiYuDs7Izo6Gj8/PPPWvMf1sTp06cRFBSEwsJC4dzVvcf4ImZmZggODoazszM8PDzQqVMn4Ra3vnh6eiI0NBRLly5F7969cffuXcycObNGj6F1ZIzhp59+0hmsMmXKFMTHxyM7Oxvjxo3Dp59+Cn9/f9jb28PDwwMpKSl6tWX79u1QKBSYM2cOnJyc4O/vj6KiIuTk5MDa2hqFhYUICgoSfnadOnXC3r17sW/fPjg7O2Pz5s3CPJj6MmTIEHh6emLWrFl6Hd+vXz+kpKTg/v3no3rj4uJgZWWFrl276uV/8X+alf6a/qdpbm6u84uGIAiCkDEM9VjJ59kpcnNzoVQqBTXU4NQ///wTO3bsQFJSEk6cOIGPPvoI+fn58Pf3b5DzG4Kk72BaWFggMDAQvr6+iI2NBQDMmDEDw4cPh5+fX63vDapUKhQVFUGtVlf53sGePXuElWyWLVuG4cOHY/bs2Xp1PMrLy1FYWFjndxoiIyOFP9+6dQtz5sxBYmIimjdvjqdPn+p1jrlz5yI8PBwREREAgODgYAwbNkznLmYltdWxto5xdHQ05s+fjw4dOiAnJwdGRkaYNGkSVqxYAQDo2LEj8vLycOTIEajVauTk5ODcudqngbG3t8fEiRMxbNgw/P7770JNKrl37x4YYygsLBRq7O/vj/T0dGFS+2vXrqFbt246k+BXR+vWrREVFQUvLy+9R7JbW1tX+T/Fyn2G+q2srNC0aVOtSesrWbJkSY1rlRMEQRCNjzfeeEPr36aqFhB58OAB1Go12rfXnku2ffv2yMvL0+s6arUaFy9eROfOnesXuB5IegfTzs4O5ubmiI+PF7ap1WqcPXtWWMavPiQkJOh8bojz1oSrqyv279+PrKwsKJVKHD9+HADqNEm4k5MTzpw5o7Xt5ba8SH3rmJSUhKtXrwp3Md3d3bWWc9yzZw+aNWuGmzdv4ocffoCHh4dea7S7uLhArVYLNdAHBwcHnc7r2bNn9fZv2bIFO3fu1OvdSylZtWoVWrZsKUjKxxgEQRCEHjTAWuQvT3VX1XLE5eXlOH/+PN59911hm5GREd59990a+wIvYmxsjO7du+Pu3bsN03YDkPwReU1UVFTojJTW5504fc8NaE9nVN9zW1hYIC4uDkqlElOmTIGbm5swjVDlexZ/ZZvqQ3R0tNDBnDx5MmJjY4Vpf27fvg0HBwfMnDkTJSUl2LRpE06cOAFT05pvgEsxB9fQoUOxYMEClJeXo7y8HOHh4WjVqhXKy8sxderUKj15eXlV/k+xcl9tVOcvLCys8u4lAJSVlXEzjypBEAQBwwf4VKoOfPXVV5gxYwa8vb3h6OiIsLAwNG/eXHhKum3bNqxcuVI4Pjg4GMOHD4etrS169uyJH3/8ETY2Nti6dWu9mlwfJO1gZmRkoLS0FAMGDBC2mZqaws3NDampqcjPz4elpSUsLCyE/S/Pu1hWVlbt3bS+ffvqfK5ci7zy8ftrrz1fkaEu564KR0dHtG3bFosXL8apU6eQnp6Odu3aaR2jT5uuXr2KPn361NiWF6mtjvqwc+dOdOvWDa6urhg/fjyio6O19qtUKhw4cABBQUEYPHgw+vfvj+7du9d4zpSUFBgbG8Pd3V2vDMCzF5VfHpxU0+SyL9OvXz+4uLgIWrZsGZRKpbDGelUkJCSge/fuWoOxhg8fjsLCQr3ql5CQoPU/zUq/vv/TJAiCIOSPmBOt7969GwsWLMDnn3+OS5cuwcXFBe+9954wVqBjx45a/ZdXXnkFW7ZswdWrV3Ho0CG0bNkS/fv3F/o8UiDpO5jFxcUICwvDunXr8OjRI2RnZ+Nf//oXLCwsEB4eDiMjIxQXF2PlypX45ptv0KdPH/j6+mqdIzMzE7a2tnB2dsbt27e1bjl7enoiMTERp06dwpQpU/DOO+/Az88PAHDjxg1kZ2cjNDQUn332Gbp06YL58+frnNvS0hJDhw5FUlISiouLa7wrl52djdLSUsyePRvff/89unXrhuDgYK1jzpw5U2ubNmzYgKioKCQmJiI+Ph5TpkxB165dcfPmTYPqqA9ZWVk4ffo0wsPDYWJigv379wv7fHx8YGJiImT38vJCcXExsrKyaj3ntm3bEBERgTlz5iApKQk2NjZaj99fZvPmzZg3bx5Wr16N8PBwuLi4CPXRZ9LYtDTtZc569+6NiooKXLlyRdjm4eGBVatWCa8PHD58GKmpqdixYwf+9a9/wdraGitWrMDGjRurfHzxMt9//z0++eQTrFmzBhERERg6dCgmTJiA999/v1YvQRAEwQkiTrQOABs3bsTGjRur3DdkyBCtzzUtUCIVkj8iX7x4MWJiYrBjxw5cuHABnTt3xsiRI1FQUIDHjx/Dy8sLo0ePRkpKChQKhc7AiJiYGMTGxuLo0aN48OABFAqFsC8kJASTJk1CcnIyvL29oVAohN68Wq2GQqGAo6MjkpOTsWjRIp2BJAkJCQgLC8OuXbvw4MEDYeBJdTx48AC+vr7w9PREamoqFi9ejAULtNfj1adNu3fvxvLly7F27VqcP38eNjY2tS7pWFMd9SU6Olq40/fio92CggLMmDED8fHxSE5OxrBhwzBmzBi9Vs4JDAzE3r17sWnTJqSlpWHLli1o3rx5tcdnZmZi/Pjx+Oijj5CcnIzAwEBhFHlVL0MbgpWVldZsAhUVFfjggw+g0WiQkJCAH3/8Edu3b8eyZcv0Ol9mZibef/99DB8+HElJSZg/fz6mT5+Ow4cPN0hegiAIguANIzTSJdgZY/Dw8MCvv/4qdRSinixduhQBAQF1GijFG5aWllAqlXD7n414Wlr7XdMX6TzKsNWU3nv1cp09YT+MNehas/z3GeSL8Xm39oOqYFSkYYO8HJsY9kK8sqLqGR5q4nZZG4Ou5dBU/9WsXiTo7CSDfP8Z8J1BvjGbav4PeXV84lP339mnCuwNutbAVtcN8l1++qZBvjnt/jDIt/6+YX8PfNvW/e/BO00MGxMQr6rjS4b/x5wrdfteNjdtglMjl6Fly5aivbte+fv5o37LUfzUsBsdFs2b4H8TgkXNLTXcLxVJND4CAwNx7tw5PHz4EAMGDMDChQvx3XeG/SNHEARBEA2CyI/IeUfyR+Q8MXDgQJ2RvzyMAg4LC6s2c22P3mvir6qHvb09fv31V6SmpiI4OBhffvml8BrBoUOHqr1eQ01Y+zKXL1+u9povT1BPEARBNFJEHEXeGGi0dzBfngqoIUhMTNQZ8S0GISEh8PDwQM+ePQE8m8y9VatWwhRItbFs2bJqJ1tXKpUG56pvPfr374/vv/8ejo6OOHjwoNCeml5Wnj59Opo1a1blPn3eCTWE0aNHVzuVVF0m4ScIgiCIvwtcdzBf7ng1JD4+Pli/fr3WUosqlQoZGYa979aQBAUF1akDnZ+fX+uqSIZQ33p89dVXuHTpEkaNGoWioiK9PHfu6Pf+mZ2dHS5evAiNRlPrcpkdOnRAWFgYhgwZgqKiImzbtg1LliyBRqMB8Gx2gOqwtrbG5s2b0bt3b3Tu3BnffPMNrUFOEATRCDFkuqEXvX836BE5hyiVShQWFkodo97Y2dnhjz/+QG5uboO2x9TUFD/99JNeq/kYGxvj4MGDMDc3R//+/eHj4wNfX198/vnnel2rSZMmyM/Px4oVK5CUlFTf6ARBEIRcaYCVfP5OSNrBNDc3x4YNG3Dv3j2UlJTg5MmTwiTbPj4+ePz4sdbxY8eOFeZC9PHxQWhoKFxcXMAYA2MMPj4+AJ6NIA8ICMChQ4dQXFyMjIwMjBs3TjiPu7s7GGOwsrIStjk7O4MxBhsbG7i7uyMqKgqtWrUSzh0SElJre7y8vHDu3DkolUrcvXsX0dHRWpN319amShYtWoS8vDwolUps3bpVZw3yyMhIrUnDa6pjTRgZGSEnJwcBAQFa211cXKDRaIRR2yEhIcjKyoJKpUJubi42bNhQ67krc61evRrZ2dlQqVS4fv06pk2bBhsbGzDG0LZtW0RGRmr97MaMGYNr166hpKQEf/zxB7y9vXV+VrWxYsUKpKWlYffu3bUeO2LECLz99tvw8vJCUlISYmNjERwcjFmzZum1wlJWVhbmzp2LHTt2NIpOP0EQBFENFax++pshaQdz7dq1GDduHHx8fODq6oobN24gLi6u1keaALBr1y588cUXuHz5MqytrWFtbY1du3YJ+5cvX46YmBg4OzsjOjoaP//8s9bchzVx+vRpBAUFobCwUDh3de8wvoiZmRmCg4Ph7OwMDw8PdOrUCVFRUXpdsxJPT0+EhoZi6dKl6N27N+7evYuZM2fW6DG0jowx/PTTTzoDVaZMmYL4+HhkZ2dj3Lhx+PTTT+Hv7w97e3t4eHggJSVFr7Zs374dCoUCc+bMgZOTE/z9/VFUVIScnBxYW1ujsLAQQUFBws+uU6dO2Lt3L/bt2wdnZ2ds3rxZmANTX4YMGQJPT0/MmjVLr+P79euHlJQUYXUEAIiLi4OVlRW6du1ap2vXBXNzc1haWmqJIAiCIBoLkr2DaWFhgcDAQPj6+iI2NhYAMGPGDAwfPhx+fn61vjOoUqlQVFQEtVpd5UCLPXv2CKvYLFu2DMOHD8fs2bP16niUl5ejsLAQjLE6DeKoXCMUAG7duoU5c+YgMTERzZs3x9OnT/U6x9y5cxEeHo6IiAgAz9YXHTZsmM5dzEpqq2NtHePo6GjMnz8fHTp0QE5ODoyMjDBp0iSsWLECwLPlqPLy8nDkyBGo1Wrk5OTg3LlztbbD3t4eEydOxLBhw/D7778LNank3r17YIyhsLBQqLG/vz/S09OFCe2vXbuGbt266UyAXx2tW7dGVFQUvLy89B7Fbm1trfMzrvxsbW2t1zkMYcmSJToT7BMEQRAyhqYpqhOS3cG0s7ODubk54uPjhW1qtRpnz54VlvCrDy+vA52QkNAg560JV1dX7N+/H1lZWVAqlTh+/DgA1GmCcCcnJ5w5c0ZrW01rWte3jklJSbh69apwF9Pd3V1rKcc9e/agWbNmuHnzJn744Qd4eHjotT67i4sL1Gq1UAN9cHBw0Om8nj17Vm//li1bsHPnTr3evZSaVatWoWXLloLeeOMNqSMRBEEQNVKf9y+pgykbKioqdEZK6/NOnL7nBrSnMqrvuS0sLBAXFwelUokpU6bAzc1NmHbH3NxcuO5f1ab6EB0dLXQwJ0+ejNjYWGHKn9u3b8PBwQEzZ85ESUkJNm3ahBMnTsDUtOab3zWt2f5XMXToUCxYsADl5eUoLy9HeHg4WrVqhfLyckydOrVKT15eHtq3b6+1rfJzXl7eX5a1rKyMm3lUCYIgCNAgnzoiWQczIyMDpaWlGDBggLDN1NQUbm5uSE1NRX5+PiwtLWFhYSHsf3nOxbKysmrvpvXt21fnc+U65JWP31977TWDzl0Vjo6OaNu2LRYvXoxTp04hPT0d7dq10zpGnzZdvXoVffr0qbEtL1JbHfVh586d6NatG1xdXTF+/HhER0dr7VepVDhw4ACCgoIwePBg9O/fH927d6/xnCkpKTA2Noa7u7teGQAgPT1dZ3CSm5ub3v5+/frBxcVF0LJly6BUKoX11asiISEB3bt31xqMNXz4cBQWFupdP4IgCOJvAA3yqROSdTCLi4sRFhaGdevWYeTIkXBycsKWLVtgYWGB8PBwnDlzBsXFxVi5ciXeeustKBQK+Pr6ap0jMzMTtra2cHZ2Rps2bYQ7hcCzwTJTp06Fvb09QkND8c477wjLDd64cQPZ2dkIDQ1F586dMXr0aMyfP1/n3JaWlhg6dCjatGlT7eTelWRnZ6O0tBSzZ8+Gra0txowZg+DgYK1j9GnThg0bMG3aNPj6+grZaxpsUlsd9SErKwunT59GeHg4TExMsH//fmGfj48Ppk2bhq5du8LW1hZeXl4oLi5GVlZWrefctm0bIiIiMHbsWHTq1Anu7u7w9PSs1rN582Y4Ojpi9erVsLe3h6enp1Cfl0faV0VaWhquXLkiKDc3FxUVFbhy5QoKCgoAAB4eHsJ/NADg8OHDSE1NxY4dO9CjRw+MGDECK1aswMaNG1FWpt+a4M7OznB2dkaLFi3w6quvwtnZ+S9/HYMgCIIg5Iykj8gXL16MmJgY7NixAxcuXEDnzp0xcuRIFBQU4PHjx/Dy8sLo0aORkpIChUKhMygiJiYGsbGxOHr0KB48eACFQiHsCwkJwaRJk5CcnAxvb28oFAqhY6FWq6FQKODo6Ijk5GQsWrRIZyBJQkICwsLCsGvXLjx48EAYeFIdDx48gK+vLzw9PZGamorFixdjwYIFWsfo06bdu3dj+fLlWLt2Lc6fPw8bG5tal3OsqY76Eh0dLdzpU6lUwvaCggLMmDED8fHxSE5OxrBhwzBmzBi9Vs0JDAzE3r17sWnTJqSlpWHLli1o3rx5tcdnZmZi/Pjx+Oijj5CcnIzAwEBhFHlpaanebakJKysrrdkEKioq8MEHH0Cj0SAhIQE//vgjtm/fjmXLlul9zkuXLuHSpUvo3bs3pkyZgkuXLuHQoUMNkpcgCIKQCayifvqbYYRG+OYpYwweHh749ddfpY5C1JOlS5ciICCgTgOleMTS0vLZ4/yvvkORnndOK+nxj+sGXXNE27q/ArDq+AcGXWvXyI0G+eYumW2Q7x+L/jTIN6GV/oPKXiRP07LOnnTV6wZd63Wzx7UfVAXhtwca5Fv9VoxBvvF/1Dy9WnVM6XWm9oNeonfzW7UfVJWviWHvWd8or/vPGwDy1PrP5/sib5nfr/2gKjAx4J93FTNscpkBTQ27XzUoRb8ljyuxMGmCw0OXo2XLlqK9u175+3lct8UoLjLsZodFiyaIubxa1NxSw/VSkUTjIzAwEOfOncPDhw8xYMAALFy4UHi1gSAIgiAkoz7vUtI7mER1DBw4UGfUr5gjgENCQnDx4kXh88ur+VRHWFhYtZlre/ReEw1Vj/79+yM5ORllZWX45ZdfYG9vj19//RWpqakIDg7Gl19+KbxGcOjQoWqvt2TJEoPbUhOXL1+u9povT1BPEARBEMQzuL+DGRISAg8PD/Ts2VPY9vJUQIbi4+OD9evX45VXXkFiYqLOiG8pCQoK0qudy5Ytq3aydaVSafD1G6oeX331FS5duoRRo0ahqKgIhYWFmDdvXpXHTp8+vdrBVlW9E2pnZ4eLFy9Co9HUuqpRhw4dEBYWhiFDhqCoqAjbtm3DkiVLMHr06GqnkqqckP3DDz9EYGAgXFxc0KRJE1y5cgWhoaE4fPhwjdckCIIgOIImWq8T3HcwxUKlUiEjI0PqGAL6dg7z8/NrXRXJEBqqHnZ2dvj++++Rm5tb67F37tzR+7ympqb46aefcPLkSfTv37/GY42NjXHw4EHk5eWhf//+eO2117B9+3aUl5fjs88+q/VagwYNwn/+8x8sXboUBQUFmDp1Kn777Tf06dMHly5d0jszQRAEIWMY6tHBbNAkXCD5I3Jzc3Ns2LAB9+7dQ0lJCU6ePCnMhejj44PHj7VfaB87dqwwZY2Pjw9CQ0Ph4uICxhgYY/Dx8QHwbKBPQEAADh06hOLiYmRkZGDcuHHCedzd3cEYg5XV85eunZ2dwRiDjY0N3N3dERUVhVatWgnnDgkJqbU9Xl5eOHfuHJRKJe7evYvo6GitORZra1MlixYtQl5eHpRKJbZu3aqzVOTLj8hrqmNNGBkZIScnBwEBAVrbXVxcoNFohME1ISEhyMrKgkqlQm5uLjZs2FDruStzrV69GtnZ2VCpVLh+/TqmTZsGGxsbMMbQtm1bREZGav3sxowZg2vXrqGkpAR//PEHvL29dX5WtbFixQqkpaVh9+7dtR47YsQIvP322/Dy8kJSUhJiY2MRHByMWbNm6TUR/qeffop169YhMTERN27cwGeffYbr169jzJgxeuclCIIgZA5NtF4nJO9grl27FuPGjYOPjw9cXV1x48YNxMXF1fpIEwB27dqFL774ApcvX4a1tTWsra2xa9cuYf/y5csRExMDZ2dnREdH4+eff9aaoqYmTp8+jaCgIBQWFgrnrm1db+DZyjzBwcFwdnaGh4cHOnXqhKioKL2uWYmnpydCQ0OxdOlS9O7dG3fv3sXMmTWPyDS0jowx/PTTTzrvE06ZMgXx8fHIzs7GuHHj8Omnn8Lf3x/29vbw8PBASkqKXm3Zvn07FAoF5syZAycnJ/j7+6OoqAg5OTmwtrZGYWEhgoKChJ9dp06dsHfvXuzbtw/Ozs7YvHmzMFWRvgwZMgSenp56rTsPPJugPSUlBffvPx+pGRcXBysrqxrnIK0OIyMjWFpa6jWVE0EQBMEJFRX1098MSR+RW1hYIDAwEL6+voiNjQUAzJgxA8OHD4efn1+tj3ZVKhWKioqgVquF9+FeZM+ePcJk48uWLcPw4cMxe/ZsvToe5eXlKCwsBGOsynNXR2RkpPDnW7duYc6cOUhMTETz5s3x9OlTvc4xd+5chIeHIyIiAgAQHByMYcOG6dzFrKS2OtbWMY6Ojsb8+fPRoUMH5OTkwMjICJMmTcKKFSsAPFtLPS8vD0eOHIFarUZOTo7OmuFVYW9vj4kTJ2LYsGH4/fffhZpUcu/ePTDGUFhYKNTY398f6enpwryj165dQ7du3XTmKa2O1q1bIyoqCl5eXnoPNrK2ttb5GVd+tra21uscL7JgwQK0aNGixrun5ubmaNKkifDZ0tKyztchCIIgCLki6R1MOzs7mJubIz4+XtimVqtx9uzZBlkJJSEhQefzX73CiqurK/bv34+srCwolUocP34cAOo0j6OTkxPOnNGeC+7ltrxIfeuYlJSEq1evCncx3d3d0a5dO+zZswfAs456s2bNcPPmTfzwww/w8PDQaxlNFxcXqNVqoQb64ODgoNN5PXtW/7kJt2zZgp07d+LkyZN6exoShUKBkJAQTJgwocb/IC1ZsgRKpVKQPu+gEgRBEBJCj8jrhOSPyGuioqJCZ6S0Pu/E6XtuQHvEeX3PbWFhgbi4OCiVSkyZMgVubm748MNnk8hWLmP5V7apPkRHRwsdzMmTJyM2NlZ4xHv79m04ODhg5syZKCkpwaZNm3DixAmYmtZ8A7ykpOQvz/0yQ4cOxYIFC1BeXo7y8nKEh4ejVatWKC8vx9SpU6v05OXloX379lrbKj/n5ek/EfPEiROxdetWTJgwQbhjWx2rVq1Cy5YtBb3xxht6X4cgCIKQAOpg1glJO5gZGRkoLS3FgAEDhG2mpqZwc3NDamoq8vPzYWlpCQsLC2H/y1PjlJWVVXs3rW/fvjqfK5eLrLy79Nprrxl07qpwdHRE27ZtsXjxYpw6dQrp6elo166d1jH6tOnq1avo06dPjW15kdrqqA87d+5Et27d4OrqivHjxyM6Olprv0qlwoEDBxAUFITBgwejf//+6N69e43nTElJgbGxMdzd3fXKAADp6ek6g5Pc3Nz09vfr1w8uLi6Cli1b9myFnP9bBrMqEhIS0L17d63BWMOHD0dhYaHe9Zs0aRIiIyOhUCj0WiayrKxM9LlUCYIgiHpQOdG6ofqbIWkHs7i4GGFhYVi3bh1GjhwJJycnbNmyBRYWFggPD8eZM2dQXFyMlStX4q233oJCoYCvr6/WOTIzM2FrawtnZ2e0adNGuFMIPBssM3XqVNjb2yM0NBTvvPOOsCrMjRs3kJ2djdDQUHTu3BmjR4/G/Pnzdc5taWmJoUOHok2bNtXOwVhJdnY2SktLMXv2bNja2mLMmDEIDg7WOkafNm3YsAHTpk2Dr6+vkL2mwSa11VEfsrKycPr0aYSHh8PExAT79+8X9vn4+GDatGno2rUrbG1t4eXlheLiYmRlZdV6zm3btiEiIgJjx45Fp06d4O7uDk9Pz2o9mzdvhqOjI1avXg17e3t4enoK9Xl5pH1VpKWl4cqVK4Jyc3NRUVGBK1euCGuze3h4CP/RAIDDhw8jNTUVO3bsQI8ePTBixAisWLECGzduRJkeyzYqFAps374d8+fPx5kzZ9C+fXu0b98eLVsatpwcQRAEQfCO5I/IFy9ejJiYGOzYsQMXLlxA586dMXLkSBQUFODx48fw8vLC6NGjkZKSAoVCIazqUklMTAxiY2Nx9OhRPHjwAAqFQtgXEhKCSZMmITk5Gd7e3lAoFELHQq1WQ6FQwNHREcnJyVi0aJHOQJKEhASEhYVh165dePDggTDwpDoePHgAX19feHp6IjU1FYsXL8aCBQu0jtGnTbt378by5cuxdu1anD9/HjY2NrWuulNTHfUlOjpauNOnUqmE7QUFBZgxYwbi4+ORnJyMYcOGYcyYMXqNkg4MDMTevXuxadMmpKWlYcuWLWjevHm1x2dmZmL8+PH46KOPkJycjMDAQGEUeWmpYWvAvoyVlZXWbAIVFRX44IMPoNFokJCQgB9//BHbt2/HsmXL9DrfP//5T5iZmWHTpk3Iy8sTpO9UTgRBEIT8YayiXvq7YYRGOv0nYwweHh749ddfpY5C1JOlS5ciICCgTgOleMPS0vLZo/yvvkORHndNX6THP64bdM0RbfV7/P8iq45/YNC1do3caJBv7pLZBvn+sehPg3wTWuk/oOxF8jR1v1udrnrdoGu9bva49oOqIPz2QIN8q9+KMcg3/o+ap1arjim9ztR+0Ev0bn6r9oOq8jXR/x3rF7lRbtjTiTy1/nP5vshb5vdrP6gKTAz4513FDJtcZkBTw+5XDUr5sE7HW5g0weGhy9GyZUvRXi2q/P38kc1sFD9R1W6oAgvLpvjfrG9FzS01tJIPITsCAwNx7tw5PHz4EAMGDMDChQuFVxsaO+3Oa9CiRFMnz+XyLgZd65KFfZ09Le4Ztgyrb9uqB1jVRoefDeso7h78jkG+pC6GDbZKv/la7Qe9RJNc89oPqgJ1c8PuhJgXGtYB8MwNqP2gKugcqTbI93PBgNoPetnzWi+DrtXaSr+p417mwQPDphVjTw37J9fydcM6JE/y6p6z9RsFBl2ruXm5Qb4T3at+N75ajFoAWG7QteoNLRVZJyR/RM4TAwcO1BmYwcMgjbCwsGoz1/bovSb+qnrY29vj119/RWpqKoKDg/Hll18KrxEcOnSo2ustWbLE4GvWxOXLl6u95ssT1BMEQRAE0YjvYL48FVBDkJiYqDPiWyxCQkLg4eGBnj17Ang2oXurVq2EaZBqYtmyZdVOtq7vmuZV0RD16N+/P77//ns4Ojri4MGD+PDDDzFv3jzMmzevyuOnT59e7WCrv2rlnNGjR1c7lVRdJuEnCIIgOKY+K/LQSj788XLHqyHx8fHB+vXrheUWVSoVMjIyGvw6hhAUFKR3Jzo/P7/WVZEMoSHq8dVXX+HSpUsYNWoUioqKaj3+zp07ep/bzs4OFy9ehEajqXXJzA4dOiAsLAxDhgxBUVERtm3bhiVLlkCj0SA7O7tG74ABA7BmzRo4OjrCwsICWVlZ2Lx5M9avX693VoIgCELm0CPyOsF9B/PvSn3uPMoJOzs7fP/99w2+ko2pqSl++uknnDx5Ev3796/xWGNjYxw8eBB5eXno378/XnvtNWzfvh3l5eX47LPPar3W06dP8d133yE5ORlPnz7FwIEDsXnzZjx9+hRbtmxpqCYRBEEQEsIqKsAMvBNpqI9nJH8H09zcHBs2bMC9e/dQUlKCkydPChNt+/j44PFj7RGTY8eOFeZD9PHxQWhoKFxcXMAYA2MMPj4+AJ6NIg8ICMChQ4dQXFyMjIwMjBs3TjiPu7s7GGOwsno+qs/Z2RmMMdjY2MDd3R1RUVFo1aqVcO6QkJBa2+Pl5YVz585BqVTi7t27iI6O1prAu7Y2VbJo0SLk5eVBqVRi69atOuuQR0ZGak0cXlMda8LIyAg5OTkICNB+kd/FxQUajUYYuR0SEoKsrCyoVCrk5ubqPQWPubk5Vq9ejezsbKhUKly/fh3Tpk2DjY0NGGNo27YtIiMjtX52Y8aMwbVr11BSUoI//vgD3t7eOj+r2lixYgXS0tJqXA+8khEjRuDtt9+Gl5cXkpKSEBsbi+DgYMyaNUuvVZYuXbqEn3/+GampqcjKykJ0dDTi4uLwj3/8Q++8BEEQhMyhlXzqhOQdzLVr12LcuHHw8fGBq6srbty4gbi4uFofaQLArl278MUXX+Dy5cuwtraGtbU1du3aJexfvnw5YmJi4OzsjOjoaPz8889a8x/WxOnTpxEUFITCwkLh3NW9x/giZmZmCA4OhrOzMzw8PNCpUydERUXpdc1KPD09ERoaiqVLl6J37964e/cuZs6secoPQ+vIGMNPP/2kM1hlypQpiI+PR3Z2NsaNG4dPP/0U/v7+sLe3h4eHB1JSUvRqy/bt26FQKDBnzhw4OTnB398fRUVFyMnJgbW1NQoLCxEUFCT87Dp16oS9e/di3759cHZ2xubNm4V5MPVlyJAh8PT0xKxZs/Q6vl+/fkhJScH9+8+nAomLi4OVlVWNE9xXh4uLC/r371+nNdgJgiAIojEh6SNyCwsLBAYGwtfXF7GxsQCAGTNmYPjw4fDz86v1vUGVSoWioiKo1eoqB1vs2bNHWMlm2bJlGD58OGbPnq1Xx6O8vByFhYVgjNVpIEdkZKTw51u3bmHOnDlITExE8+bN8fSpflNizJ07F+Hh4YiIiAAABAcHY9iwYTp3MSuprY61dYyjo6Mxf/58dOjQATk5OTAyMsKkSZOwYsUKAEDHjh2Rl5eHI0eOQK1WIycnB+fOnau1Hfb29pg4cSKGDRsmrM1969bz+eru3bsHxhgKCwuFGvv7+yM9PV2Y1P7atWvo1q2bziT41dG6dWtERUXBy8tL75Hs1tbWOj/jys/W1tZ6nQMAcnJy8Oqrr8LU1BShoaE1rqJkbm6OJk2aCJ8tLQ2b9oQgCIIQifos+UhLRYqLnZ0dzM3NER8fL2xTq9U4e/YsnJyc6n3+hIQEnc8Ncd6acHV1xf79+5GVlQWlUincxarLJOFOTk44c0Z7suGX2/Ii9a1jUlISrl69KtzFdHd3R7t27bBnzx4AzzrqzZo1w82bN/HDDz/Aw8NDrzXaXVxcoFar63Qnz8HBQafzevas/pNfb9myBTt37sTJkyf19jQU//jHP9C7d28EBARg7ty5mDRpUrXHLlmyBEqlUlBDv4NKEARBNDCMAazCQFEHU1ZUVFTojJTW5504fc8NaE9nVN9zW1hYIC4uDkqlElOmTIGbm5swjVDlGul/ZZvqQ3R0tNDBnDx5MmJjY4Vpf27fvg0HBwfMnDkTJSUl2LRpE06cOAFT05pvgJeUlPzluV9m6NChWLBgAcrLy1FeXo7w8HC0atUK5eXlmDq16sm+8/Ly0L59e61tlZ/z8vRf6SMzMxOXL1/G1q1b8fXXX+ssAfoiq1atQsuWLQW98YZhE3wTBEEQ4sAqWL30d0PSDmZGRgZKS0sxYMDzlRtMTU3h5uaG1NRU5Ofnw9LSEhYWFsL+l+ddLCsrq/ZuWt++fXU+V65FXvn4/bXXnq/AUZdzV4WjoyPatm2LxYsX49SpU0hPT0e7du20jtGnTVevXkWfPn1qbMuL1FZHfdi5cye6desGV1dXjB8/HtHR0Vr7VSoVDhw4gKCgIAwePBj9+/dH9+7dazxnSkoKjI2N4e7urlcGAEhPT9cZnOTm5qa3v1+/fnBxcRG0bNmyZ0sw/t8a61WRkJCA7t27aw3GGj58OAoLC/Wu38sYGxtrPQJ/mbKyMm4m6icIgiCIuiLpO5jFxcUICwvDunXr8OjRI2RnZ+Nf//oXLCwsEB4eDiMjIxQXF2PlypX45ptv0KdPH/j6+mqdIzMzE7a2tnB2dsbt27fx5MkTlP3fWs6enp5ITEzEqVOnMGXKFLzzzjvw8/MDANy4cQPZ2dkIDQ3FZ599hi5dumD+/Pk657a0tMTQoUORlJSE4uLiGu/KZWdno7S0FLNnz8b333+Pbt26ITg4WOuYM2fO1NqmDRs2ICoqComJiYiPj8eUKVPQtWtX3Lx506A66kNWVhZOnz6N8PBwmJiYYP/+/cI+Hx8fmJiYCNm9vLxQXFyMrKysWs+5bds2REREYM6cOUhKSoKNjY3W4/eX2bx5M+bNm4fVq1cjPDwcLi4uQn1eHmlfFWlpaVqfe/fujYqKCly5ckXY5uHhgVWrVgmvDxw+fBipqanYsWMH/vWvf8Ha2horVqzAxo0bhe9STcycORPZ2dnCtQcNGoQFCxbgm2++qdVLEARBcELl425DvX8zJH9EvnjxYsTExGDHjh24cOECOnfujJEjR6KgoACPHz+Gl5cXRo8ejZSUFCgUCp3HjjExMYiNjcXRo0fx4MEDKBQKYV9ISAgmTZqE5ORkeHt7Q6FQCHcw1Wo1FAoFHB0dkZycjEWLFukMJElISEBYWBh27dqFBw8eCANPquPBgwfw9fWFp6cnUlNTsXjxYixYsEDrGH3atHv3bixfvhxr167F+fPnYWNjU+uSjjXVUV+io6OFO30qlUrYXlBQgBkzZiA+Ph7JyckYNmwYxowZo9fKOYGBgdi7dy82bdqEtLQ0bNmyBc2bN6/2+MzMTIwfPx4fffQRkpOTERgYKIwiLy0t1bstNWFlZaU1m0BFRQU++OADaDQaJCQk4Mcff8T27duxbNkyvc5nbGyMVatW4dKlS0hMTMSsWbOwaNEivf0EQRCE/KFH5HXDCECjbDVjDB4eHvj111+ljkLUk6VLlyIgIKBOA6V4w9LSEkqlEh7Tw1BcUvtd0xfJ72HYgwiNRd3/6je9b9gSrBo3wxYGePPjqwb5bqzvZZDPvrP+K0W9yPVM/WcbqMT8jrlB19I0N+xOiJnSsPsJpXaq2g+qAttIw3Jmjal6towaaW9Yxlesig3yPXzYwiAfe2rY39UWr9W+yllVFN2re85XXi806FoWZuUG+WK7Hqibwag5jNudQsuWLUV7tajy97Oigz+KlYaNLbBo2Qw/5WwWNbfU0Eo+hOwIDAzEuXPn8PDhQwwYMAALFy7Ed999J3Wsv5TKaYr2bQ2UOInMMOzfOvGhOfV1mSh1AIIPlhvksrS0FK2jVlZWhrt37+KnnM31Os/du3f1eu2qsUAdzDowcOBA/L//9/+q3S/XuQzDwsLg5eVV5b4ff/wRgYGGdWr+qnrY29vjv//7v9G6dWtkZ2fjyy+/xKpVqwAAhw4dqnaFnJUrVwrHNSSXL1+GjY1Nlfv8/f2xc+fOel/jzp07eOONN3R+YVpaWiI3N7fKfTXRmH08ZBTbx0NGsX08ZBTbx0NGfXyWlpa4c8ewpw2GUFpaCltbW2E2GEMpKytrsFe9eKDRdjBfngqoIUhMTNQZ8c0Dy5Ytq3ay9fqsaf5X1WPevHmYN29elfumT5+OZs2aVblPn3dCDWH06NHVTiVVl0n4a6OmX5iGjjRvzD4eMort4yGj2D4eMort4yFjTT4pHjGXlpb+rTqHDUGj7WD+FahUKmRkZEgdo87k5+fXuiqSIUhRDzH/11pJdna26NckCIIgCJ6RfBQ5QRAEQRAE0bigDiZByJjS0lKEhobW+dFMY/bxkFFsHw8ZxfbxkFFsHw8Z6+Mj5EWjnaaIIAiCIAiCkAa6g0kQBEEQBEE0KNTBJAiCIAiCIBoU6mASBEEQBEEQDQp1MAmCIAiCIIgGhTqYBEEQBEEQRINCE60ThEypXJassa1d27JlS1hbWwMA8vLy6rWalJgYGxujoqKi1uN4bJ++bQMa7/cSoLYRREPDSCSSPDRs2DB28OBB9ujRI6ZWq5larWaPHj1iBw8eZO+++65B53R0dGQZGRlV7uvRowf77LPPWGBgIGvTpo3WPktLSxYeHl6lz8/Pj0VFRTFfX18GgE2YMIGlpqayjIwMFhoaWq3nypUrQrsqdeXKFTZt2jSD2tajRw+mVqur3Ddq1Ci2ZcsWtmbNGubg4KC1r1WrVuz333/X8ZiYmLDly5ezY8eOCe1YsGABKyoqYiqVikVFRTEzMzNR2ienton5vRTzO8nL37nG3Lb6tI8ke0kegEQiAczb25uVlZWxnTt3Mh8fH/bee++x9957j/n4+LDo6GhWWlrKvLy86nze6joqw4cPZyqViqWkpLDMzEyWn5/PBg8eLOxv165dlb6goCD25MkTtnfvXpabm8uWLl3K8vPz2dKlS1lwcDArKChgM2bM0PJUdmRWrlzJ3N3dmaOjI3N0dGTu7u7s3//+N3vy5AmbP3++QW3TaDQ62xUKBSsvL2e//fYbO3HiBCsuLmaTJ0+utW2ff/45u3v3Lvviiy/Y5cuX2aZNm1hWVhabPHky+/jjj1lOTg5buHChju+vaJ9c2ibm91LM7yQvf+cac9vq0z4SF5I8AIlEAlh6ejqbOXNmtfsDAwPZtWvXdLZ/+eWXNWr79u1V/mKPj49nK1asED4vXLiQKZVKNnLkSAZU/w9CamoqUygUDABzcXFhZWVlWnfopk2bxs6dO6flyczMZJ6entW2bcKECSwrK0tne0xMTI06cuRIlRkvXLjAZs+eLXz29PRkT548EXJW17YbN26w999/nwFgdnZ2TK1WswkTJmidJzk5WcdnSPt4aZuY30sxv5O8/J1rzG2rT/tI8het5EMQMqGkpATOzs64du1alfu7dOmCS5cuwcLCQmu7Wq3GpUuXqn3Xr0WLFnB1dYWpqfYr1wUFBXB1dcXNmzeFbQqFAj/88AMmTZqEc+fO4c6dOzq+p0+fwtHRETk5OULuXr16ITU1FQBgZ2eHc+fOoXXr1oKnuLgYrq6uSEtLqzKjk5MTEhMT0bx5c63tZWVl+M9//oN79+5V6WvdujU++OADnYxPnjxB9+7dkZmZKWwbPHgw9u/fj4ULF+KXX36psm3FxcXo0qULbt++LXzu2bMn0tPTAQCdOnVCUlISrKysdHx1bR8vbRPzeynmd1Lsthnavsbctvq0j+ADyXu5JBIJLDExka1Zs6ba/atXr2aJiYk629PS0tiUKVOq9Tk7O1d55+DevXvM1dVVZ/vEiRNZUVER8/f3r9KXn5/PHB0dhc/Z2dmsY8eOwmc7OzumVCq1PMePH2dRUVHMxMRE53zGxsYsKiqKHTt2TGdfUlJSje8vVte23Nxc1qdPH53tgwYNYkqlki1fvrxK3927d1m3bt2Ez6dOnWKvv/668NnBwYEVFBTo+AxpHy9tE/N7KeZ3Uuy2Gdq+xty2+rSPJH/RKHKCkAnz58/HgQMH8N577+HIkSPCna327dvj3XffxVtvvYX3339fx5eYmIhevXohOjq6yvMyxmBkZKSz/dKlSxgyZAguXLigtX3Xrl0wMjLCtm3bqjxfWloaevToIdyt69ixo9Z+R0dHrbtrAPDJJ58gLi4OeXl5OHHihFbbBg0ahLKyMowYMULnWufPn4erqysiIiKqzFJaWors7Gyd7WfPnsWoUaNw5swZre0nTpzAmDFjcODAgSrPl5qaCldXV1y+fBkAMHDgQK393bt3x/Xr13V8hrSPl7aJ+b0U8zspdtsMbV9jblt92kfwgeS9XBKJ9Ew2NjZs9erV7NixYywtLY2lpaWxY8eOsVWrVjEbG5sqPe3bt9f6H7++8vDwYF999VW1+xUKBfvjjz90tvfv3585OztX6wsMDGSzZs3S2d6iRQsWEBDAoqKiWGxsLIuNjWVRUVHM39+fWVpaVnkuc3Nz1qxZszq3bdCgQWzx4sXV7h88eDCLiIjQ2W5vb886depUY02qe9eyru3jqW1ifS/F/k6K2TZD29eY21bf9pFkL8kDkEgkAzRp0iRmYWHRKH2LFi1iVlZWdb5WY/bxkFHs7wkP32WqiTx8JEkkeQASiWSACgsLma2tbaP08ZCRaiK9j4eMVBN5+Ejii5aKJAhOqeo9qMbi4yGj2D4eMort4yGj2D4eMkrhI8SHOpgEQRAEQRBEg0IdTIIgCIIgCKJBoQ4mQRAEQRAE0aBQB5MgCIIgCIJoUKiDSRCckpWVhfLy8kbpO3nyJEpKSup8rcbs4yEjIO73hIfvstg+HjJK4SPEh9YiJwiZY2pqCrVa3Sh87du3R58+fWBtbQ0AyMvLw5kzZ6pdj5s334uYmpqiU6dOuH//frXrOjeERyyfiYkJunbtqlWT1NTUWn/mhvjEvBYvPh4ySuEj5I3kcyWRSCQwT09PZmZmJnyeNWsWy8zMZGq1muXn57Pg4GBufRYWFmzHjh2svLyclZWVsby8PJaXl8fKyspYeXk52759e5Wr2vDiW7hwIWvatCkDnq09vm7dOqZSqZharWZlZWUsPDycmZqa1tsjhc/IyIgtX76cPXr0iGk0Gi09evSIff7558zIyKhBfGJeixcfDxml8JG4kOQBSCQSwNRqNXv11VcZAObr68uKi4tZaGgoGzVqFFu6dCl78uQJ8/Pz49K3ZcsWlp6ezkaMGMGMjY2F7cbGxmz48OEsLS2N/fDDDzrX4sX3Yk3mz5/PHj58yHx9fZmTkxObPHkyy8vLYwsXLqy3RwrfmjVr2L1799g///lPZmNjw5o2bcqaNm3KbGxs2IwZM1heXh5bvXp1g/jEvBYvPh4ySuEjcSHJA5BIJIBpNBqhA/Dnn3+yBQsWaO0PCAhg58+f59L36NEj1q9fv2rb3r9/f/bo0SOd7bz4XqzJ+fPn2YwZM7T2T548maWkpNTbI4Xv7t27bMSIEdXWZMSIESwvL69BfGJeixcfDxml8JHkLxrkQxAygjEGAHjrrbdw+PBhrX2HDx9G586dufQZGxujrKysynMBQFlZGYyNdX8d8eIDntekY8eOOH36tNa+06dPw9bWtkE8YvssLS1x586dKs8HAHfv3kXz5s0bxCfmtXjx8ZBRCh8hf6iDSRAy4r333sOYMWOgUqlgYWGhta9p06ZCB4E334EDB/DDDz/AxcVF51wuLi4ICwvDb7/9prOPFx8AzJgxA7Nnz0ZZWRlat26ttc/S0hKlpaUN4hHbd+zYMXzxxRdo06aNzr42bdpgzZo1OHbsWIP4xLwWLz4eMkrhI/hA8tuoJBIJOi+4L126VGv/tGnTqn1kLXdfq1at2KFDh5hGo2EPHjxgqampLDU1lT148ICp1Wp28OBBZmVlpXMtXny3bt1iN2/eFBQUFKS1f86cOez06dP19kjhe/PNN1lycjIrKytj58+fZ4cOHWKHDh1i58+fZ2VlZezSpUvszTffbBCfmNfixcdDRil8JPmLpikiCE54//33UV5ervNImiefg4MD+vXrpzUVSUJCAtLT02s8Jy++6ujTpw9KS0tx6dKlv9TzV/mMjIwwcuRI9O3bV6cmhw8frvZOtyE+Ma/Fi4+HjFL4CHlDHUyCIAiCIAiiQaF3MAmCkBxra2t06NCBfBJdqz4+giCI6pD8OT2JRKpdqampTK1WN0ofDxmpJtL7eMhINZGHjyS9TEEQBBcsWbIEVlZWjdLn7e2tMxr97+7jISMg7veEh++y2D4eMkrhI6SH3sEkCIIgCIIgGhR6B5MgZEjLli3RpUsXdOnSBS1btmx0PoKQO9VNqC8nnyEeHx8fg/6u8uIj5IXkz+lJJNIz+fn5sStXrjC1Wq2lK1eusGnTpnHvq049evQw6D2rxuyTU8ZRo0axLVu2sDVr1jAHBwetfa1atWK///57g/nEvJaJiQlbvnw5O3bsGAsNDWUA2IIFC1hRURFTqVQsKiqKmZmZSeoz9FrVqbS0lDk6Otb5+8GLjyQrSR6ARCLh+T8aK1euZO7u7szR0ZE5Ojoyd3d39u9//5s9efKEzZ8/n1tfTerRowfTaDR1rllj9sklo0KhYOXl5ey3335jJ06cYMXFxWzy5MnC/nbt2lXZMTXEJ+a1ALDPP/+c3b17l33xxRfs8uXLbNOmTSwrK4tNnjyZffzxxywnJ4ctXLhQUp+h13r48GGV0mg07PHjx8JnXn0k+YsG+RCETPjkk08wdepU7NmzR2t7Wloajh8/jqSkJKxbtw5ffvkld76YmJga225lZVXlZMqN2cdDRgBYuHAh5s2bh2+//RYA4OnpiYiICDRt2hQRERHVns8Qn5jXAoDJkydj+vTpOHjwIMLCwpCeno7Jkydj9+7dAACVSoXg4GCsW7dOMp+h1zIzM8Px48e1/p4aGRlh69atWLt2LXJzc6usCS8+Qv5QB5MgZEK7du2QkpJS7f6UlBS0bduWS9+YMWPwn//8B/fu3avSY2JiUuX2xuzjISMA2Nvba62/vmfPHuTn52P//v0wMzPDL7/80mA+Ma8FAK+//jqSkpIAABkZGSgrKxM+A8C5c+dgY2Mjqc/Qa/Xs2RM7d+7E0KFDMWvWLDx9+hQAsGXLFuzbtw9Xr16tsia8+Ag+kPw2KolEAjt+/DiLiopiJiYmOvuMjY1ZVFQUO3bsGJe+pKSkGt/NdHZ2rvIRZmP28ZARAMvNzWV9+vTR2T5o0CCmVCrZ8uXLG8wn5rUAsLt377Ju3boJn0+dOsVef/114bODgwMrKCiQ1GfotYBn72+uXr2aXb9+nfXv358BYGVlZczJyana7wFPPpK8RXcwCUImfPLJJ4iLi0NeXh5OnDgh3Glq3749Bg0ahLKyMowYMYJL3/nz5+Hq6lrt48rS0lJkZ2frbG/MPh4yAsDZs2cxatQonDlzRmv7iRMnMGbMGBw4cKDK8xniE/NaAJCamgpXV1dcvnwZADBw4ECt/d27d8f169cl9Rl6LQDQaDRYvHgx4uLisHPnTkRHR+u1rjcvPkL+SN7LJZFIz9SiRQsWEBDAoqKiWGxsLIuNjWVRUVHM39+fWVpacuszNzdnzZo1q3M9GrOPh4zAs7uAixcvrnb/4MGDWURERIP4xLwWAGZvb886depUrU+hUDBPT09JfYZe62W1bt2axcTEsEePHrEuXbro/fPnxUeSpSQPQCKRDNCiRYuYlZVVo/TxkJFqIr2Ph4xUE3n4SJJI8gAkEskAFRYWMltb20bp4yEj1UR6Hw8ZqSby8JHEF63kQxCcYmRk1Gh9PGQU28dDRrF9PGQU28dDRil8hPhQB5MgCIIgCIJoUKiDSRAEQRAEQTQo1MEkCIIgCIIgGhTqYBIEQRAEQRANCnUwCYJTTp48iZKSkkbp4yGj2D4eMort4yGj2D4eMkrhI8THCM+GkxMEIRMsLS2r3M4YQ2lpKcrLy7n18ZBRbB8PGcX28ZBRbB8PGaXwEfJG8rmSSCTSc2k0GqZWq6tVZmYmCw0NZUZGRtz5eMhINZHex0NGqok8fCT5itYiJwiZ4evri3//+9+IiorC2bNnAQDvvPMOfHx8sGLFCrz66qtYsGABSktLsWrVKq58PGSkmkjv4yEj1UQePkLeSN7LJZFIz3XkyJEq1xb29PRkR44cYQCYl5cXu3r1Knc+HjJSTaT38ZCRaiIPH0nWkjwAiUR6QcXFxaxz58462zt37syePn3KALBOnToJf+bJx0NGqon0Ph4yUk3k4SPJVzSKnCBkRk5ODvz8/HS2+/n5IScnBwDQpk0bPH78mDsfDxnF9vGQUWwfDxnF9vGQUQofIV/oHUyCkBkLFizAnj17MGrUKJw7dw4A0Lt3bzg6OmL8+PEAADc3N+zatYs7Hw8ZqSbS+3jISDWRh4+QLzRNEUHIEBsbG/j7+8PBwQEAkJ6ejs2bNyMrK4t7Hw8ZxfbxkFFsHw8ZxfbxkFEKHyFfJH9OTyL93RUTE8MsLS0ZAPbxxx8zc3PzRuPjISPVRHofDxmpJvLwkbiR5AFIpL+9SktLmbW1NQPA1Go1e/XVVxuNj4eMVBPpfTxkpJrIw0fiQ/QOJkHIgLS0NKxatQpHjx6FkZERJkyYAKVSWeWxO3bs4MrHQ0aqifQ+HjJSTeThI/iA3sEkCBnQr18/fPXVV7Czs0Pr1q3x5MkTMKb7V5MxhjZt2nDl4yEj1UR6Hw8ZqSby8BH8IPltVBKJ9FwajcagR0U8+HjISDWR3sdDRqqJPHwkWUvyACQS6QV17Nix0fp4yEg1kd7HQ0aqiTx8JPmKJlonCJkxdOhQYd63Fxk/fjy8vb259vGQUWwfDxnF9vGQUWwfDxml8BHyRvJeLolEeq709HQ2ePBgne2DBg1iaWlpXPt4yEg1kd7HQ0aqiTx8JFlL8gAkEukFlZSUMBsbG53tNjY2rLi4mGsfDxmpJtL7eMhINZGHjyRf0SNygpAZ9+/fR48ePXS2Ozs74+HDh1z7eMgoto+HjGL7eMgoto+HjFL4CHkjeS+XRCI91+rVq9mtW7fY4MGDmbGxMTM2NmZDhgxht27dYuvWrePax0NGqon0Ph4yUk3k4SPJWpIHIJFIL8jMzIz9/PPPTKPRsNLSUlZaWsrKy8tZeHg4MzMz49rHQ0aqifQ+HjJSTeThI8lXNNE6QciUzp07w8XFBSUlJUhJSUF2dnaj8fGQUWwfDxnF9vGQUWwfDxml8BHyRPJeLolEqrsKCwuZra1to/TxkJFqIr2Ph4xUE3n4SOKLBvkQBKcYGRk1Wh8PGcX28ZBRbB8PGcX28ZBRCh8hPtTBJAiCIAiCIBoU6mASBEEQBEEQDQp1MAmCIAiCIIgGhTqYBMEpjLFG6+Mho9g+HjKK7eMho9g+HjJK4SPEhzqYBMEpvLxcTwMVGsbHQ0axfTxkFNvHQ0YpfIQ0SD6UnUQiVS9jY2Pm7OzMWrVqpbV9wIABzNzcnGsfDxmpJtL7eMhINZGHjyQrSR6ARCK9oK+//ppNmzaNAc9+yZ48eZJpNBr25MkT5u7uzrWPh4xUE+l9PGSkmsjDR5K1JA9AIpFeUE5ODuvVqxcDwMaOHctu377N7O3t2eeff85OnTrFtY+HjFQT6X08ZKSayMNHkrUkD0AikV5QSUkJe+ONNxgAtnnzZvb1118zAKxTp06ssLCQax8PGakm0vt4yEg1kYePJF/RIB+CkBn37t3D22+/DWNjY7z33nv4z3/+AwCwsLCARqPh2sdDRqqJ9D4eMlJN5OEj5Iup1AEIgtAmMjISu3fvxt27d8EYw5EjRwAAffr0QVpaGtc+HjJSTaT38ZCRaiIPHyFvJL+NSiKRtDVu3Dg2d+5c4ZERAObt7c3+67/+i3sfDxmpJtL7eMhINZGHjyRbSR6ARCK9oDfffLPR+njISDWR3sdDRqqJPHwkWUvyACQS6QWp1Wp27NgxNn36dJ054Hj38ZCRaiK9j4eMVBN5+EiyluQBSCTSC3JxcWHr1q1j2dnZrKSkhP3yyy9s3LhxtU4uzIOPh4xUE+l9PGSkmsjDR5K1JA9AIpGq0eDBg9kPP/zAHj58yB4/fszCw8MbjY+HjFQT6X08ZKSayMNHkp0kD0AikWpRz5492YULF5harW50Ph4yUk2k9/GQkWoiDx9JHqJ5MAlCprzxxhtYuHAhLl68iLNnz6KoqAizZs1qFD4eMort4yGj2D4eMort4yGjFD5CnkjeyyWRSM/1z3/+kx07doyVl5ezlJQUtnjxYtaxY8dG4eMhI9VEeh8PGakm8vCRZC3JA5BIpBeUnZ3N1qxZw3r06NHofDxkpJpI7+MhI9VEHj6SrCV5ABKJZIA2btzI2rRp0yh9PGSkmkjv4yEj1UQePpIkkjwAiUQyQIWFhczW1rZR+njISDWR3sdDRqqJPHwk8UWDfAiCU4yMjBqtj4eMYvt4yCi2j4eMYvt4yCiFjxAf6mASBEEQBEEQDQp1MAmCIAiCIIgGhTqYBEEQBEEQRINCHUyCIAiCIAiiQaEOJkFwyo8//gilUtkofTxkFNvHQ0axfTxkFNvHQ0YpfIT4GOHZcHKCIGSElZUV/Pz84OTkBAC4cuUKIiIiav3FyoOPh4xi+3jIKLaPh4xi+3jIKIWPkCfUwSQImdGrVy/ExcWhpKQEZ8+eBQC4ubmhWbNmGDFiBC5evMitj4eMVBPpfTxkpJrIw0fIG8kn4ySRSM914sQJFhERwUxMTIRtJiYmLDIykh0/fpxrHw8ZqSbS+3jISDWRh48ka0kegEQivaDi4mLm4OCgs93JyYk9ffqUax8PGakm0vt4yEg1kYePJF/RIB+CkBlKpRIdO3bU2d6hQwc8efKEax8PGcX28ZBRbB8PGcX28ZBRCh8hbyTv5ZJIpOfasGEDy87OZhMmTGBvvvkme/PNN9nEiRNZdnY2+/rrr7n28ZCRaiK9j4eMVBN5+EiyluQBSCTSCzIzM2Pr169nKpWKqdVqplarWUlJCfvqq6+Yubk51z4eMlJNpPfxkJFqIg8fSb6iUeQEIVOaNWsGOzs7AEBGRgZKSkoajY+HjGL7eMgoto+HjGL7eMgohY+QH9TBJAiCIAiCIBoUU6kDEAQBxMTEwNfXF0+ePEFMTEyNx44bN44rHw8ZxfbxkFFsHw8ZxfbxkFEKH8EH1MEkCBlQWFgIxpjw58bk4yGj2D4eMort4yGj2D4eMkrhI/iAHpETBEEQBEEQDQrNg0kQBEEQBEE0KPSInCBkwIULF4RHRbXRq1cvrnw8ZBTbx0NGsX08ZBTbx0NGKXwEH1AHkyBkwL59+4Q/N23aFDNnzkRqaioSEhIAAH379kXXrl2xadMm7nw8ZKSaSO/jISPVRB4+gh8kn4yTRCI915YtW9jnn3+usz00NJSFh4dz7eMhI9VEeh8PGakm8vCRZC3JA5BIpBdUUFDAOnfurLO9c+fOrKCggGsfDxmpJtL7eMhINZGHjyRf0SAfgpAZJSUlGDBggM72AQMGQKVSce3jIaPYPh4yiu3jIaPYPh4ySuEj5Au9g0kQMmP9+vUICwuDq6srzp49CwDo06cPpk2bhuXLl3Pt4yEj1UR6Hw8ZqSby8BHyRvLbqCQSSVuenp7s1KlT7OHDh+zhw4fs1KlTzNPTs1H4eMhINZHex0NGqok8fCR5iiZaJwiCIAiCIBoUegeTIAiCIAiCaFDoHUyCkBkajabGyYdNTav+a8uDj4eMYvt4yCi2j4eMYvt4yCiFj5Av9BMjCJnx4Ycfan02MzNDz5494ePjg5CQEK59PGQU28dDRrF9PGQU28dDRil8hLyR/EVQEolUuxQKBdu3b1+j9PGQkWoivY+HjFQTefhIspDkAUgkkh6ytbVlT548aZQ+HjJSTaT38ZCRaiIPH0l60SAfguCApk2bYs6cOcjNzW10Ph4yiu3jIaPYPh4yiu3jIaMUPkIe0DuYBCEzHj16pPWyu5GRESwtLVFcXAwvLy+ufTxkFNvHQ0axfTxkFNvHQ0YpfIR8oXkwCUJmeHt7a32uqKhAfn4+zpw5g4KCAq59PGQU28dDRrF9PGQU28dDRil8hHyhDiZBEARBEATRoNAjcoKQKc2aNUPHjh1hbm6utT0lJYV7Hw8ZxfbxkFFsHw8ZxfbxkFEKHyFPJB9pRCKRnqtt27bswIEDTK1WVymefTxkpJpI7+MhI9VEHj6SfEWjyAlCZqxfvx5WVlbo06cPSkpK8N5778HHxwfXr1/Hf/3Xf3Ht4yEj1UR6Hw8ZqSby8BHyRvJeLolEeq47d+4wNzc3BoAVFhYye3t7BoCNGTOGnTx5kmsfDxmpJtL7eMhINZGHjyRf0R1MgpAZzZs3x/379wEAjx8/xquvvgrg2TtIrq6uXPt4yCi2j4eMYvt4yCi2j4eMUvgI+UIdTIKQGenp6XBwcAAAJCUlwd/fH6+//joCAgJw9+5drn08ZKSaSO/jISPVRB4+Qt5IfhuVRCI915QpU5iPjw8DwFxdXdn9+/eZWq1mxcXFbMKECVz7eMhINZHex0NGqok8fCRZS/IAJBKpBjVr1oz17NmTtWnTptH5eMhINZHex0NGqok8fCRZSfIAJBLJABUWFjJbW9tG6eMhI9VEeh8PGakm8vCRxBe9g0kQnGJkZNRofTxkFNvHQ0axfTxkFNvHQ0YpfIT4UAeTIAiCIAiCaFCog0kQBEEQBEE0KNTBJAiCIAiCIBoU6mASBKcwxhqtj4eMYvt4yCi2j4eMYvt4yCiFjxAf6mASBKfw8nI9DVRoGB8PGcX28ZBRbB8PGaXwEdIg+VB2Eon0XMHBwaxZs2Y625s2bcqCg4OFzwMGDGDm5uZc+XjISDWR3sdDRqqJPHwkWUvyACQS6QWp1Wr26quv6mxv3bo1U6vVXPt4yEg1kd7HQ0aqiTx8JPmKHpEThMwwMjKq8j0jZ2dnPHr0iGsfDxnF9vGQUWwfDxnF9vGQUQofIV9MpQ5AEMQzHj16BMYYGGO4du2a1i9bExMTtGjRAt9//z2XPh4yUk2k9/GQkWoiDx8hf4zw7FYmQRAS4+3tDSMjI0RERGDu3LkoLCwU9pWVlSEzMxN//vknlz4eMlJNpPfxkJFqIg8fwQeSP6cnkUjPNWjQIGZqatoofTxkpJpI7+MhI9VEHj6SfEV3MAlCZnTo0KHG/Tk5Odz6eMgoto+HjGL7eMgoto+HjFL4CPlCHUyCkBkajabGyYRNTat+dZoHHw8ZxfbxkFFsHw8ZxfbxkFEKHyFf6CdGEDKjZ8+eWp/NzMzQs2dPzJs3D5999hnXPh4yiu3jIaPYPh4yiu3jIaMUPkLeSP6cnkQi1a7Ro0ezo0ePNkofDxmpJtL7eMhINZGHjyQLSR6ARCLpITs7O1ZUVNQofTxkpJpI7+MhI9VEHj6S9KJH5AQhMywtLbU+GxkZ4bXXXkNoaCiuX7/OtY+HjGL7eMgoto+HjGL7eMgohY+QN5L3ckkk0nNpNBqmVqu1pNFoWGZmJuvbty/XPh4yUk2k9/GQkWoiDx9JvqJR5AQhMwYNGqT1uaKiAvn5+bhx4wY0Gg3XPh4yiu3jIaPYPh4yiu3jIaMUPkK+UAeTIAiCIAiCaFDoHUyCkCFdunTB7Nmz4eTkBAC4evUqvvvuO6Snp3Pv4yGj2D4eMort4yGj2D4eMkrhI+SJsdQBCILQ5qOPPsLly5fRq1cvJCUlISkpCa6urkhJScFHH33EtY+HjFQT6X08ZKSayMNHyBvJXwQlkUjPdePGDfY///M/OttDQ0PZjRs3uPbxkJFqIr2Ph4xUE3n4SLKW5AFIJNILevr0KbOzs9PZ3rlzZ/b06VOufTxkpJpI7+MhI9VEHj6SfEWPyAlCZhw7dgz/+Mc/dLYPHDgQJ0+e5NrHQ0axfTxkFNvHQ0axfTxklMJHyBca5EMQMmP//v1Ys2YNevXqhT///BMA0LdvX3h6eiIkJARjxowRjv3tt9+48vGQkWoivY+HjFQTefgI+ULTFBGEzNB3zjfGGExNn/8fkQcfDxnF9vGQUWwfDxnF9vGQUQofIV+og0kQBEEQBEE0KPQOJkHIjI8//hjm5uY6283MzPDxxx9z7eMho9g+HjKK7eMho9g+HjJK4SPkjeQjjUgk0nOp1Wr26quv6mxv3bo1U6vVXPt4yEg1kd7HQ0aqiTx8JPmK7mAShMwwMjICY0xn+5tvvonCwkKufTxkFNvHQ0axfTxkFNvHQ0YpfIR8oTdlCUImXLhwAYwxMMbw+++/Q61WC/tMTExga2uL2NhYLn08ZKSaSO/jISPVRB4+Qv5QB5MgZMK+ffsAAC4uLoiLi0NRUZGwr6ysDJmZmYiJieHSx0NGqon0Ph4yUk3k4SP4QPLn9CQS6bm8vb1ZkyZNGqWPh4xUE+l9PGSkmsjDR5KvaJoigiAIgiAIokGhR+QEITM0Gk2VL7tXUt0kwzz4eMgoto+HjGL7eMgoto+HjFL4CPlCPzGCkBkfffSR1i9aMzMz9OzZEz4+PggJCeHax0NGsX08ZBTbx0NGsX08ZJTCR8gbyZ/Tk0ik2qVQKNi+ffsapY+HjFQT6X08ZKSayMNHkoUkD0AikfSQra0te/LkSaP08ZCRaiK9j4eMVBN5+EjSiyZaJwgOaNq0KebMmYPc3NxG5+Mho9g+HjKK7eMho9g+HjJK4SPkAb2DSRAy49GjR1rvIhkZGcHS0hLFxcXw8vLi2sdDRrF9PGQU28dDRrF9PGSUwkfIF5qmiCBkho+Pj9Yv2oqKCuTn5+PMmTMoKCjg2sdDRrF9PGQU28dDRrF9PGSUwkfIF+pgEoQMsbKygp+fH5ycnAAAqampCA8Ph1Kp5N7HQ0axfTxkFNvHQ0axfTxklMJHyBPqYBKEzOjVqxdiY2OhUqlw9uxZAICbmxuaNWuGESNG4OLFi9z6eMhINZHex0NGqok8fIS8kXykEYlEeq4TJ06wiIgIZmJiImwzMTFhkZGR7Pjx41z7eMhINZHex0NGqok8fCRZS/IAJBLpBRUXFzMHBwed7U5OTuzp06dc+3jISDWR3sdDRqqJPHwk+YqmKSIImaFUKtGxY0ed7R06dMCTJ0+49vGQUWwfDxnF9vGQUWwfDxml8BHyRvJeLolEeq4NGzaw7OxsNmHCBPbmm2+yN998k02cOJFlZ2ezr7/+mmsfDxmpJtL7eMhINZGHjyRrSR6ARCK9IDMzM7Z+/XqmUqmYWq1marWalZSUsK+++oqZm5tz7eMhI9VEeh8PGakm8vCR5CsaRU4QMqVZs2aws7MDAGRkZKCkpKTR+HjIKLaPh4xi+3jIKLaPh4xS+Aj5QR1MgiAIgiAIokGhQT4EQRAEQRBEg0IdTIIgCIIgCKJBoQ4mQRAEQRAE0aBQB5MgCIIgCIJoUKiDSRAE8TcjJCREa23nyMhI/PLLLxImIgiisUEdTIIgCBnTt29fqNVqHDhw4C+7RlBQEHx9fet1jqNHj+Lrr7/W2jZnzhyoVCpMnDixXucmCII/qINJEAQhY/z8/PDtt99i0KBBeO211/6SayiVShQWFjboOUNDQ7Fy5UqMHTsWu3btatBzEwQhf6iDSRAEIVOaN2+OiRMnIiwsDAcPHtS5y+jj44PHjx9rbRs7diwY057eeNGiRcjLy4NSqcTWrVvRtGlTrf0vPyI3NzfHhg0bcO/ePZSUlODkyZPo3bu33rm/+eYbzJkzB8OHD0dcXJyw3c/PD6mpqSgpKcHVq1cRGBgo7Pv999/x7bffap2nbdu2KC0txdChQ/W+NkEQ8kHy5YRIJBKJpKupU6eys2fPMgDs/fffZ9evX9fa7+Pjwx4/fqy1bezYsYw962EyAMzT05OVlJSwadOmsS5durDly5ezwsJCdvHiReGYyMhI9ssvvwif169fz27fvs3ee+895uTkxCIjI9nDhw/ZK6+8Um3Wo0ePsm+//Zb9+OOP7M6dO6x79+5a+ydPnsxyc3PZhx9+yDp16sQ+/PBD9uDBA+bt7c0AMIVCwR4+fKi1LODcuXPZzZs3Jf85kEgkgyR5ABKJRCJVoVOnTrE5c+YwAMzExITdv3+fubu7C/v16WDGx8ez7777TuuYhISEajuYFhYWrLS0lCkUCmG/qakpu337NluwYEG1WY8ePcpUKhVTqVTMwcFBZ//169fZpEmTtLZ99tlnLD4+ngFgTZo0YQ8fPmSenp7C/kuXLrFly5ZJ/nMgkUh1Fz0iJwiCkCFdunTBO++8g59++gkAoNFosGvXLvj5+dXpPE5OTjhz5ozWtoSEhGqPt7Ozg7m5OeLj44VtarUaZ8+ehZOTU43XOnXqFIqKirB8+XKYmJgI2y0sLNC5c2eEh4fjyZMngv77v/9bWHe6tLQUO3bswLRp0wAAPXv2RLdu3RAVFVWn9hIEIQ9MpQ5AEARB6OLn5wczMzPcuXNH2GZkZITS0lJ88sknUCqVqKiogJGRkZbPzMxM7KgCKSkpmD9/Po4cOYJdu3Zh4sSJ0Gg0aNGiBQBgxowZOp1djUYj/Hnr1q24dOkS3njjDUydOhV//PEHsrOzRW0DQRANA93BJAiCkBkmJibw9vbGvHnz4OLiIsjZ2Rl37tyBQqEAAOTn58PS0hIWFhaC18XFRetcV69eRZ8+fbS29e3bt9prZ2RkoLS0FAMGDBC2mZqaws3NDampqbVmT0pKwrvvvotBgwZh9+7dMDU1xf3795Gbm4u33noLGRkZWsrMzBS8ly9fRmJiImbMmIHJkycjIiKi1usRBCFfJH9OTyKRSKTnGjt2LFOpVKxly5Y6+1avXi0M/HnllVfYkydP2Pr169lbb73FFAoFu337ttY7mBMmTGDFxcXM19eX2dvbs9DQ0FoH+Xz99dfs9u3bbOTIkVqDfFq1alVt5qNHj7Kvv/5a+NytWzd279499r//+7/M1NSU+fn5sadPn7LZs2cze3t71q1bN+br68s+/fRTrfNMnz6dqVQq9vDhQ9akSRPJfxYkEslgSR6ARCKRSC9o//797MCBA1Xuc3NzY4wxYZT22LFj2bVr19jTp0/Z/v372fTp07U6mADYkiVL2P3795lSqWSRkZFs9erVNXYwmzRpwjZs2MDu37/PSkpK2MmTJ1nv3r1rzPxyBxMA69q1K8vLy2O//PILMzMzYwqFgl24cEHoQB47dox5eHhoeZo3b86Kiop0BiaRSCS+ZPR/fyAIgiAIybGxsUFGRgbc3Ny0lrMkCIIvqINJEARBSI6pqSnatGmDL774Ara2thg4cKDUkQiCqAc0yIcgCIKQnAEDBiAvLw9ubm4ICAiQOg5BEPWE7mASBEEQBEEQDQrdwSQIgiAIgiAaFOpgEgRBEARBEA0KdTAJgiAIgiCIBoU6mARBEARBEESDQh1MgiAIgiAIokGhDiZBEARBEATRoFAHkyAIgiAIgmhQqINJEARBEARBNCjUwSQIgiAIgiAalP8PhTVoKtAyVPwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "\n",
    "# Stack all embeddings into a matrix\n",
    "keys = list(ditto_embedings.keys())\n",
    "embeddings = np.stack(\n",
    "    [\n",
    "        ditto_embedings[k].cpu().numpy()\n",
    "        if hasattr(ditto_embedings[k], \"cpu\")\n",
    "        else ditto_embedings[k]\n",
    "        for k in keys\n",
    "    ]\n",
    ")\n",
    "\n",
    "# Compute cosine similarity matrix\n",
    "cos_sim_matrix = cosine_similarity(embeddings)\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "im = plt.imshow(cos_sim_matrix, cmap=\"viridis\", interpolation=\"nearest\")\n",
    "plt.colorbar(im, label=\"Cosine Similarity\")\n",
    "plt.xticks(ticks=np.arange(len(keys)), labels=keys, rotation=90)\n",
    "plt.yticks(ticks=np.arange(len(keys)), labels=keys)\n",
    "plt.xlabel(\"Audio Key\")\n",
    "plt.ylabel(\"Audio Key\")\n",
    "plt.title(\"Cosine Similarity between Audio Embeddings\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12, 128)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "suno_env_dev",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
