{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5daefcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# `ssh compute-permanent-node-130`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6eb5ef0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# cd ~/code/wav2vec\n",
    "# conda activate w2v\n",
    "\n",
    "# git clone https://github.com/pytorch/fairseq.git\n",
    "# cd fairseq\n",
    "# pip install --editable ./\n",
    "# python setup.py build develop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e558f003",
   "metadata": {},
   "outputs": [],
   "source": [
    "python \\\n",
    "    fairseq_cli/hydra_train.py \\\n",
    "    task.data=/app/suno/data/audio_v0 \\\n",
    "    -m \\\n",
    "    --config-dir examples/data2vec/config/v2 \\\n",
    "    --config-name custom_base_audio_task"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4e86c6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# currently running 25hz base"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08486497",
   "metadata": {},
   "outputs": [],
   "source": [
    "python -u \\\n",
    "    fairseq_cli/hydra_train.py \\\n",
    "    --config-dir examples/data2vec/config/v2 \\\n",
    "    --config-name custom_base_audio_task_tony \\\n",
    "    common.wandb_project=data2vec-test \\\n",
    "    checkpoint.save_dir='/app/suno/checkpoints/d2v_test_speech' \\\n",
    "    optimization.update_freq='[4]'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "467ad2cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# base\n",
    "python \\\n",
    "    fairseq_cli/hydra_train.py \\\n",
    "    +common.wandb_project=\"data2vec-test\" \\\n",
    "    task.data=/app/suno/data/audio_v0 \\\n",
    "    -m \\\n",
    "    --config-dir examples/data2vec/config/v2 \\\n",
    "    --config-name base_audio_only_task\n",
    "\n",
    "# base memmap\n",
    "PYTHONPATH=\"/home/georg/code/fairseq/examples/data2vec:/home/georg/code/fairseq\" \\\n",
    "    python \\\n",
    "    fairseq_cli/hydra_train.py \\\n",
    "    +common.wandb_project=\"data2vec-test\" \\\n",
    "    task.data=/app/suno/data/audio_v0 \\\n",
    "    -m \\\n",
    "    --config-dir examples/data2vec/config/v2 \\\n",
    "    --config-name custom_base_audio_task\n",
    "\n",
    "# large memmap\n",
    "NCCL_DEBUG=WARN NCCL_IB_SL=0 NCCL_IB_TC=4 NCCL_IB_QPS_PER_CONNECTION=4 UCX_TLS=ud,self,sm \\\n",
    "HCOLL_ENABLE_MCAST_ALL=0 NCCL_IB_GID_INDEX=3 NCCL_ASYNC_ERROR_HANDLING=1 \\\n",
    "CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 torchrun \\\n",
    "    --nnodes=6 --nproc_per_node=8 --node_rank=0 \\\n",
    "    --rdzv_backend=c10d --rdzv_id=123 --rdzv_endpoint=\"compute-permanent-node-117:1234\" \\\n",
    "    fairseq_cli/hydra_train.py \\\n",
    "    --config-dir examples/data2vec/config/v2 \\\n",
    "    --config-name custom_large_audio_task \\\n",
    "    task.data=/app/suno/data/audio_v0 \\\n",
    "    +common.wandb_project=\"data2vec-test\"\n",
    "\n",
    "#     distributed_training.distributed_world_size=8 \\\n",
    "#     +optimization.update_freq='[6]' \\"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2689f781",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for testing\n",
    "CUDA_VISIBLE_DEVICES=0 python \\\n",
    "    fairseq_cli/hydra_train.py \\\n",
    "    distributed_training.distributed_world_size=1 \\\n",
    "    task.data=/app/suno/data/audio_v0 \\\n",
    "    -m \\\n",
    "    --config-dir examples/data2vec/config/v2 \\\n",
    "    --config-name custom_base_audio_task"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b875848",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7589d96a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "82678a29",
   "metadata": {},
   "source": [
    "## victor hubert"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "59e025e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "OMP_NUM_THREADS=1 NCCL_DEBUG=WARN NCCL_IB_SL=0 NCCL_IB_TC=4 NCCL_IB_QPS_PER_CONNECTION=4 UCX_TLS=ud,self,sm \\\n",
    "HCOLL_ENABLE_MCAST_ALL=0 NCCL_IB_GID_INDEX=3 NCCL_ASYNC_ERROR_HANDLING=1 \\\n",
    "CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 torchrun \\\n",
    "    --nnodes=8 --nproc_per_node=8 --node_rank=$NODE_RANK \\\n",
    "    --rdzv_backend=c10d --rdzv_id=123 --rdzv_endpoint=\"compute-hpc-node-192:1234\" \\\n",
    "    fairseq_cli/hydra_train.py \\\n",
    "    distributed_training.distributed_world_size=48 \\\n",
    "    +common.wandb_project=\"hubert\" \\\n",
    "    --config-dir examples/hubert/config/pretrain/ \\\n",
    "    --config-name hubert_base_d2v.yaml\n",
    "\n",
    "#     optimization.max_update=1000000 \\\n",
    "#     +common.wandb_project=\"hubert\" \\"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c09f041",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74901baf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b93f479",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "997561a5",
   "metadata": {},
   "source": [
    "### Test checkpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f6cb1523",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9674b04e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from suno_utils.tasks.d2v import encode, preload_models\n",
    "\n",
    "_ = preload_models(\n",
    "    \"/mnt/data/georg/models/data2vec_v0/base.pt\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "956e0063",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 768)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "from suno_utils.audio import Audio\n",
    "arr = torch.from_numpy(\n",
    "    Audio.from_file(\"../gpt/samples/covid.wav\").convert(16_000, 2, 1).get_segment(from_s=0, to_s=10.005).array_float\n",
    ")[None]\n",
    "out = encode(arr, do_clustering=False)\n",
    "print(out.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cd4c81e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.plot(out.mean(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a3a9f329",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "560428c3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8984469c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "773eca45",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "7effe7ff",
   "metadata": {},
   "source": [
    "### Test checkpoint simple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "14be20d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d02d2b63",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "76e72ef4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-29 22:58:38 | INFO | torchaudio.utils.download | The local file (/home/georg/.cache/torch/hub/torchaudio/models/hdemucs_high_trained.pt) exists. Skipping the download.\n"
     ]
    }
   ],
   "source": [
    "from suno_utils.tasks.d2v import encode, preload_models, load_model, decode\n",
    "# from suno_utils.tasks.demucs import encode as encode_demucs, preload_models as preload_demucs_models\n",
    "\n",
    "_ = preload_models(\n",
    "    \"/mnt/data/georg/models/data2vec_v0/base.pt\",\n",
    "    centroids_filepath=\"/home/georg/notebooks/wav2vec/tmp/base_d2v_test_centroids.npy\",\n",
    ")\n",
    "model_container = load_model()\n",
    "# _ = preload_demucs_models()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cd73a09b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 1536)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "from suno_utils.audio import Audio\n",
    "arr1 = torch.from_numpy(\n",
    "    Audio.from_file(\"../gpt/samples/covid.wav\").convert(16_000, 2, 1).get_segment(from_s=0, to_s=10.005).array_float\n",
    ")[None]\n",
    "arr2 = torch.from_numpy(\n",
    "    Audio.from_file(\"../gpt/samples/halo_hq.mp3\").convert(16_000, 2, 1).get_segment(from_s=10, to_s=20.005).array_float\n",
    ")[None]\n",
    "enc1 = encode(arr1, do_clustering=False)\n",
    "enc2 = encode(arr2, do_clustering=False)\n",
    "import numpy as np\n",
    "in_arr = np.concatenate([enc1, enc2], axis=-1)\n",
    "print(in_arr.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c6335380",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 500)\n"
     ]
    }
   ],
   "source": [
    "cluster_model = model_container[\"cluster_model\"]\n",
    "out_states = cluster_model.encode(torch.from_numpy(in_arr)[None])[0].cpu().numpy()\n",
    "print(out_states.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "736f0a8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 1536)\n"
     ]
    }
   ],
   "source": [
    "cycle_arr = decode(out_states)\n",
    "print(cycle_arr.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c8e9e9c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 1536)\n"
     ]
    }
   ],
   "source": [
    "cycle_arr_1 = decode(out_states[:1,:])\n",
    "print(cycle_arr_1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0907f294",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2459952c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ffab52095e0>]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(in_arr.mean(-1))\n",
    "plt.plot(cycle_arr.mean(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "5ffb3fff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ffab508d1c0>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(in_arr.mean(-1))\n",
    "plt.plot(cycle_arr_1.mean(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5c3b7730",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a4ac6d7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74189094",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10e2d52c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0aabbfcf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "81c3354f",
   "metadata": {},
   "source": [
    "## Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8c3acf4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"7\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8f3207e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import gc\n",
    "import os\n",
    "import tempfile\n",
    "import time\n",
    "import random\n",
    "\n",
    "import funcy\n",
    "import numpy as np\n",
    "import tqdm\n",
    "import torch\n",
    "\n",
    "from suno_utils.tasks.data_loader import load_audio_mp\n",
    "from suno_utils.tasks.d2v import (\n",
    "    SAMPLE_RATE,\n",
    "    EMBEDDING_RATE,\n",
    "    encode,\n",
    "    encode_files,\n",
    "    preload_models,\n",
    ")\n",
    "from suno_utils.utils.s3 import read_from_s3, download_s3_files, upload_s3_files, check_s3_file_exists\n",
    "from suno_utils.utils.text import write_jsonl, read_jsonl, get_file_ext\n",
    "\n",
    "_ = preload_models(\"/mnt/data/georg/models/data2vec_v0/base.pt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "990b0ecb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# use 16khz datasets\n",
    "mm_audio_filepath = \"/mnt/data/georg/data/audio_v0/audio_16khz_val.bin\"\n",
    "mm_vocals_filepath = \"/mnt/data/georg/data/audio_v0/audio_16khz_vocals_val.bin\"\n",
    "\n",
    "mm_audio = np.memmap(mm_audio_filepath, dtype=np.int16, mode=\"r\")\n",
    "mm_vocals = np.memmap(mm_vocals_filepath, dtype=np.int16, mode=\"r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3fbddb22",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████| 134915/134915 [1:08:23<00:00, 32.88it/s]\n"
     ]
    }
   ],
   "source": [
    "# collect 15h val, 150h train (~1.5 hours)\n",
    "random.seed(6006)\n",
    "min_duration_s = 2\n",
    "max_duration_s = 10.005\n",
    "subsample_fac = 10\n",
    "tot_steps = int(150*60*60/((max_duration_s-min_duration_s)/2))\n",
    "train_data = []\n",
    "val_data = []\n",
    "for n in tqdm.tqdm(range(tot_steps)):\n",
    "    if random.random() <= 0.5:\n",
    "        duration_s = random.random() * (max_duration_s - min_duration_s) + min_duration_s\n",
    "    else:\n",
    "        duration_s = 10.005\n",
    "    duration = int(round(duration_s * 16_000))\n",
    "    offs = int(round(random.random() * (min(len(mm_audio), len(mm_vocals)) - duration)))\n",
    "    arr = mm_audio[offs:offs+duration]\n",
    "    arr_audio = torch.from_numpy(np.array(arr).astype(np.float32) / np.iinfo(np.int16).max)[None]\n",
    "    arr = mm_vocals[offs:offs+duration]\n",
    "    arr_vocals = torch.from_numpy(np.array(arr).astype(np.float32) / np.iinfo(np.int16).max)[None]\n",
    "    enc_arr_audio = encode(arr_audio, do_clustering=False)\n",
    "    enc_arr_vocals = encode(arr_vocals, do_clustering=False)\n",
    "    enc_arr = np.concatenate([enc_arr_audio, enc_arr_vocals], axis=-1)\n",
    "    # subsample audio array for better diversity\n",
    "    idx_list = list(range(enc_arr.shape[0]))\n",
    "    random.shuffle(idx_list)\n",
    "    keep_idx = np.array(idx_list[:int(enc_arr.shape[0]/subsample_fac)])\n",
    "    enc_arr = enc_arr[keep_idx]\n",
    "    # add to list\n",
    "    if random.random() <= 0.1:\n",
    "        val_data.append(enc_arr)\n",
    "    else:\n",
    "        train_data.append(enc_arr)\n",
    "#     if len(train_data) == 100:\n",
    "#         break\n",
    "#     break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b8a40258",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(\"/home/georg/notebooks/gpt/data/d2v_val\", np.concatenate(val_data, axis=0).astype(np.float32))\n",
    "np.save(\"/home/georg/notebooks/gpt/data/d2v_tr\", np.concatenate(train_data, axis=0).astype(np.float32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57ac2930",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "352d1446",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7581e12e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aff29d58",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "9dca193d",
   "metadata": {},
   "source": [
    "### Faiss clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ec31c5ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# conda activate faiss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a082b2b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"6\"\n",
    "\n",
    "import numpy as np\n",
    "import faiss\n",
    "from sklearn.metrics.pairwise import paired_distances\n",
    "\n",
    "X_arr = np.load(\"/home/georg/notebooks/gpt/data/d2v_tr.npy\")[::2]\n",
    "y_arr = np.load(\"/home/georg/notebooks/gpt/data/d2v_val.npy\")[::10]\n",
    "\n",
    "print(X_arr.shape)\n",
    "print(y_arr.shape)\n",
    "# (4833797, 1536)\n",
    "# (108362, 1536)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1ff58bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_codebooks = 2\n",
    "n_clusters = 10_000\n",
    "\n",
    "X_arr_resid = X_arr.copy()\n",
    "y_arr_resid = y_arr.copy()\n",
    "y_preds_prev = np.zeros(y_arr.shape)\n",
    "centroids_list = []\n",
    "models_list = []\n",
    "for n_codebook in range(n_codebooks):\n",
    "    print(f\"calculating codebook {n_codebook}...\")\n",
    "    faiss_model = faiss.Kmeans(\n",
    "        d=X_arr_resid.shape[1], \n",
    "        k=n_clusters, \n",
    "        niter=25, \n",
    "        nredo=1, \n",
    "        seed=n_codebook,\n",
    "        verbose=True, \n",
    "        gpu=True\n",
    "    )\n",
    "    faiss_model.train(X_arr_resid)\n",
    "    # score preds\n",
    "    y_cluster_preds = faiss_model.index.search(y_arr_resid, 1)[1].squeeze()\n",
    "    y_preds = faiss_model.centroids[y_cluster_preds]\n",
    "    y_arr_resid -= y_preds\n",
    "    y_preds_prev += y_preds\n",
    "    print(\" score:\", round(np.mean(paired_distances(y_arr, y_preds_prev)), 3))\n",
    "    # start stuff for next round\n",
    "    X_cluster_preds = faiss_model.index.search(X_arr_resid, 1)[1].squeeze()\n",
    "    X_preds = faiss_model.centroids[X_cluster_preds]\n",
    "    X_arr_resid -= X_preds\n",
    "    centroids_list.append(faiss_model.centroids)\n",
    "    models_list.append(faiss_model)\n",
    "    print(\"-\"*10)\n",
    "codebooked_centroids = np.stack(centroids_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e680a19",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Codebooks 2x 10k:\n",
    "#   score: 6.134\n",
    "#   score: 5.592"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "24c83c95",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save cluster centers\n",
    "# np.save(\"/home/georg/notebooks/wav2vec/tmp/base_d2v_test_centroids\", codebooked_centroids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7660f16a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !aws s3 cp /home/georg/notebooks/wav2vec/tmp/base_d2v_test_centroids.npy s3://suno-data/georg/tmp/base_d2v_test_centroids.npy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7348b0d1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43a5635a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "98c98dfb",
   "metadata": {},
   "source": [
    "## Do genius lyrics modal embed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ce31500",
   "metadata": {},
   "outputs": [],
   "source": [
    "modal run ~/code/glockenspiel/suno_utils/suno_utils/scripts/gpt/modal_demucs_d2v.py \\\n",
    "    --test-only True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "74ef1d21",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           PRE metas/\r\n",
      "2023-06-30 12:27:01    3800118 part_0.npz\r\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls s3://suno-data/datasets/bundles/v1/genius_hq/d2v_test/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "494a213d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "download: s3://suno-data/datasets/bundles/v1/genius_hq/d2v_test/part_0.npz to ./part_0.npz\n"
     ]
    }
   ],
   "source": [
    "!aws s3 cp s3://suno-data/datasets/bundles/v1/genius_hq/d2v_test/part_0.npz ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ce6e238b",
   "metadata": {},
   "outputs": [],
   "source": [
    "archive = np.load(\"part_0.npz\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8cc285b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(archive)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a3fe5a6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'a93101d1-2e60-4c8b-906e-64e21f7f8d08'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(archive.keys())[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "99b0efa2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 13715)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "archive[list(archive.keys())[0]].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5227deb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 8310)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "archive[list(archive.keys())[1]].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ec89c3d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0e6f339c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "934d8acf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fc2f2c00310>]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjoAAAGdCAYAAAAbudkLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9e7xlVXUm+q219z6PKqoOFFiUhaBoUFHwEYyIxqtGfHREutvu2B0Sku541VzSGhKN3badXG66hcTERwfSiTF2NKIh6aRJJyYh+IgYFAHRUsEHGlAooHhWnXqfsx/r/rH2mHPMMceca6599t5nV9Uav9/57bPXnmuuudaajzG/8Y0xsqIoCjTSSCONNNJII40chZKvdwMaaaSRRhpppJFGJiWNotNII4000kgjjRy10ig6jTTSSCONNNLIUSuNotNII4000kgjjRy10ig6jTTSSCONNNLIUSuNotNII4000kgjjRy10ig6jTTSSCONNNLIUSuNotNII4000kgjjRy10l7vBqynDAYD3H///di0aROyLFvv5jTSSCONNNJIIwlSFAX27duH7du3I8/jmM0xrejcf//9OPXUU9e7GY000kgjjTTSyAhy77334glPeEK0zDGt6GzatAlA+aA2b968zq1ppJFGGmmkkUZSZO/evTj11FPNOh6TY1rRIXPV5s2bG0WnkUYaaaSRRo4wSaGdNGTkRhpppJFGGmnkqJVG0WmkkUYaaaSRRo5aaRSdRhpppJFGGmnkqJVG0WmkkUYaaaSRRo5aaRSdRhpppJFGGmnkqJVG0WmkkUYaaaSRRo5aaRSdRhpppJFGGmnkqJVG0WmkkUYaaaSRRo5aqa3ofP7zn8drX/tabN++HVmW4S//8i+d34uiwGWXXYbt27djcXERL33pS3HHHXc4ZVZWVvCWt7wFJ510EjZu3IgLL7wQO3fudMrs3r0bF198MZaWlrC0tISLL74Ye/bsccrcc889eO1rX4uNGzfipJNOwlvf+lasrq7WvaVGGmmkkUYaaeQoldqKzoEDB/DsZz8bV111lfr7e97zHrzvfe/DVVddhVtvvRXbtm3DK17xCuzbt8+UufTSS3HttdfimmuuwY033oj9+/fjggsuQL/fN2Uuuugi7NixA9dddx2uu+467NixAxdffLH5vd/v4zWveQ0OHDiAG2+8Eddccw3+4i/+Am9729vq3lIjjTTSSCONNHK0SrEGAVBce+215vtgMCi2bdtW/MZv/IY5dvjw4WJpaan4/d///aIoimLPnj1Fp9MprrnmGlPmvvvuK/I8L6677rqiKIrim9/8ZgGg+NKXvmTK3HTTTQWA4tvf/nZRFEXxt3/7t0We58V9991nyvzJn/xJMT8/XywvLye1f3l5uQCQXL6RRhpppJFGGll/qbN+j5Wjc/fdd2PXrl145StfaY7Nz8/jJS95Cb74xS8CAG677TZ0u12nzPbt23HWWWeZMjfddBOWlpZw7rnnmjIveMELsLS05JQ566yzsH37dlPmVa96FVZWVnDbbbep7VtZWcHevXudv0YaaaSRRhpp5OiVsSo6u3btAgCcfPLJzvGTTz7Z/LZr1y7Mzc3hhBNOiJbZunWrV//WrVudMvI6J5xwAubm5kwZKVdccYXh/CwtLeHUU08d4S4baWR6cu1Xd+KGOx9e72Y00kgjjRyxMhGvK5lNtCiKygyjsoxWfpQyXN75zndieXnZ/N17773RNs2S9PoDfODTd+LL339svZvSyJTk0f0r+KU//Rouvear692URhpppJEjVsaq6Gzbtg0APETloYceMujLtm3bsLq6it27d0fLPPjgg179Dz/8sFNGXmf37t3odrse0kMyPz+PzZs3O39Hinzki9/HBz79Xfzr379pvZvSyJTk4GpJzj+w0q8o2UgjjTTSSEjGquicfvrp2LZtGz71qU+ZY6urq7jhhhvwwhe+EABwzjnnoNPpOGUeeOAB3H777abMeeedh+XlZdxyyy2mzM0334zl5WWnzO23344HHnjAlLn++usxPz+Pc845Z5y3NRNy890NknOsSVGUnwP6p5FGGmmkkdrSrnvC/v378b3vfc98v/vuu7Fjxw5s2bIFp512Gi699FJcfvnlOOOMM3DGGWfg8ssvx4YNG3DRRRcBAJaWlvCGN7wBb3vb23DiiSdiy5YtePvb346zzz4b559/PgDgzDPPxKtf/Wq88Y1vxAc/+EEAwJve9CZccMEFeNrTngYAeOUrX4lnPOMZuPjii/Fbv/VbeOyxx/D2t78db3zjG48opCZVHtq3st5NaGTKQgpOo+g0ciRLf1CglcepC43Mhhxc7aHbK+ebuXaOxbnWOrdoPFJb0fnyl7+Ml73sZeb7L//yLwMAfvZnfxYf+chH8I53vAOHDh3CJZdcgt27d+Pcc8/F9ddfj02bNplz3v/+96PdbuP1r389Dh06hJe//OX4yEc+glbLPtSPf/zjeOtb32q8sy688EIndk+r1cLf/M3f4JJLLsGLXvQiLC4u4qKLLsJv//Zv138KR4A8vPfwejehkSkLqTeDRs9p5AiV/3nj3Xjv9d/BJ974Ajz71OPXuzmNROQvbtuJX/nzr5n5Zq6V44M/cw5e9jTfMehIk9qKzktf+lIUkR1mlmW47LLLcNlllwXLLCws4Morr8SVV14ZLLNlyxZcffXV0bacdtpp+OQnP1nZ5qNBGkTn2BOO5KQQ+o9W+eo9u/HEEzdiy8Y5AMDyoS6+8L1H0BvOyFs3zePc07ccs89nluWmux7FgdU+vr5zT6Wic+eD+7Bxvo1Tjl+cTuMaceTmux91NlWr/QG+dNejx6ai08j6SK/Z1h9zUjiKDnAsruO3fv8x/MTv34RN82184/97FQDgv/zl7fjrr93vlPvEG8/FC59y0no0sZGIDAZkfo2Xe3jfCl75/s8DAL7/G6+ZdLMaUaQ/KD9/5VVPw2pvgP/+me9i76Hu+jZqTNIk9WykkRkVvjgcqzydG7/7CABg30rPHNu1fAgA8NSTj8PSYgcA8NDeBvGcRekN0nhm33to/zSa00hE6B11WhlO2FCOq+VG0WlkWrLSs+7FJx03v44taWSaUjiKzvq1Yz1l04IPOveHD+Ptr3wanvWEJQDHriI460Lvql/Rgat+b2TyQu+gledYahSdRqYtfLe6tHjkWhuv+ux38b5P3bnezThihC/ex+pCvnmI2ADAoWFcIZqQ260M+dCed4w+npkXeldV76c7GEyhNY3EpD98Sa0MBiltFJ1GpiYPMo+rI3U+X+n18d5P3Ynf+cx3cYCZIRoJy0BwdI5FWexYT8zdB1cBWHNIK89BXsvHqiI469JPNF31+837W28ZmHGVNYpOI9OXBzn/4AidDwYDu1j3m0UpSVzT1bH5zLhJ47EDq86xVpYZT6uj6ekcXO3h0f1HB+eIxnrVmG/mhPUXGlc5V3QONopOI1OSXQzROVIXPAedaFDqJGkUHdfbkBSdHtt5EqITC3lxpMm//r2b8JLf+hz2HwXIZy/RdNVwdNZfBoXdQJDJeN9KzyA9R7I0is4RIA8dBaarwvn/SL2L6YrL0VnHhqyj9PpWKybT1YBxdIBS01nL8/nYl36Az37bz623XnL3Iwewf6WHR46C2Fn9IfemarFswmesv2iITlEA+w4f+Qp3o+gcAeJwdI7Q+aBZtOuLoxweqS9+jZKO6IxW/7d37cWv/uXt+LmPfHlN7Ryn0Fg5GhZ/0lOrbqU/BTLyam+Aux7ej/v3HJr4tY5EIZpUK8sw325hoVOqB0cDT+fIdeE5huRoMF1xc1Xqon3lZ76L+/YcwhWvO/uYjHrbKIcuoiM5Ou3cel2NOi6ozlkSupPeUeCJRApMFQenx8jIk4oC/i//xxdwx/17AQC//s+fiZ8570ljv8aRKPS8ORkZKD2vDndXsPfwka/oNIjOESAHVmwcnSNUz3E5OgnlV3sDvPdTd+KaW+89ZoOJFY6iM50X/72H9uEnfv+L+ML3HpnK9apER3TKxTPPMhMtetSnM9+2Xl3d/mwoFvTee0eBJ5Ll6KTH0ZlEVy+Kwig5AHDHfXsjpY8dufarO/Hc//op3Pr9xxzTFXB0uZg3is4RIEcqisOF30HK/TywbOHl/BjNfLweZOTrv/kgbv3+bvzlV++byvWqhCs6xNEhfcSNozPa85lv2ynwULcfKTk9oVs+Ggi6g0T3cv6eJ9HX5aOcFS+v/qDAhz5/F76+c8+6XP8fv/sI9hzs4pa7H2NxdBpFp5F1kKMhFYDT7oRb2LnbKjpHw852FOHvfVqvvdubLX6I7l5eajrtPCMu8sjPp9OyU+DhmVF0ZusdrEXoHqrAMgfRmUg73AbMiifRn9xyD979t9/ChVd9Ifmcw93+2Dh7RhEdFMx0Vf7WKDqNTFVkcscjUeqaru597KD5f1ZMCtOW9YiMbDgVM7IQcCXXJyPna+bocA/Aw6vr38+KorDxpmbkHaxFBommq96ETVeS7jQriA43p6XIg3sP4+m/eh3e+MfjIc/T8OoXhXkmNKY2j6DovOvab+DSa746c84TjaJzBMjRkAqgrhmGIzqrx6iisx65ruwOfDb6Gd+JP3agnHB5wEAbGXm0+vkCOAumK/7OJ0VGvuP+ZXzi5numshilJvXkXleTCD8hn+Ws9O+63mZ/fttOAMCnv/XQWK/vIjqjma66/QE+fvM9+Msd988cCtR4XR0B4pgw1q8ZaxLHcpVkumKITu9YVXSYgjuliZkWplnx+JEcnaIorKLTyshyNfKizRfgWTBd8buY1GL8mt+5EUC5kL3mWY+fyDVIbAqIeLlpIzqzsmGsa54cdx/tm/HOEJ0RFR3eX2dFkSRpEJ0jQI6GnEd1Ual7OUdnxgbNtGQ9ODpkKpqViYq7l/cHBfYe7qnu5eN4PrOA6PCxMel+/50H9020foClgKi4l8GEFZ3ZRXTqtePg6mQUnX5RGB7VqGRkl1A+xkaOQRpF5wgQFw2ZsR6UKHWVNY7ojNN0de1Xd+JX/tfXjgjeT8PR8Rf7xw6sOgEDDRl5RKyTP9dZU3QmneiyPQVvRrqHqnmry+PoTAC3lpycWRn+dcfZuPuoQdwipqu9IyA6s4KYkTSKzhEgdYm8syh1+v1Kr+8kMh2n6erKz3wP/+u2nfj6zuWx1Tkp4Y9sWhNHl0HZsyDS4+4Rluyy5OisLQUEP29lBhQdl6Mz2XfQmoKiYzk68XKTjqMjFYpZWYjrKjpjN10NL++YrkZEdBpFp5E1iYuGzFYHSpU66MR9u90Q7d0x7mwJ+p0FPkaVrEdk5P6sma5EO3j+J87RGXVinWlEZ8LvYCqITmL2coejM4l2iGc5K/173RWdMZKR+43pqpG1CDcvz1oHSpU6ZOSdnqIzPkRnpVdOFEeCJ1exDgpud9jZZgXRkV4pBxhHYRwcHX7eoZlwL7f/T5oQPg1Ehxa/6sjIzOtqAn39aEF0JsrRoYCBQ62grnu5o+jMyPxB0ig6R5gcDYhO1R1IRWecSsnK0Ax2JHhyrYd7uZn4ZmSikqYrvqNt5Rny4Qw26rjg580CyueQkSfM0eHBEich3EOuSmc7ZhGdmv320KQUnYF9V9J0tfdQN2l89Wug9tOWRtE5AuRo4OjUie5Mof5JxovolHUdCYjOekTEnr04OhFFJ8tAbORRHw+vfjZMV/b/Sb+DSaRW+cy3HsSdQ2+uOv3X8bqawNCcVUWnrjJ7eMwbNK7oSNPV3FARHhRpGy1Onp+Rx2ukiaNzBMjR4F5eJ7qzhD3HtbPt9QdmYDdeV7qQO/fMLAQCClhhE30rX3vAwFlDdHh7Jm0+HDdH5+a7HsUbPlpG7P3+b7zGeXf1ODoTMF2J688K4lDXPHl43IjO8DH0B/DIyFwR7g+KSlMnf8azMn+QNIjOESBuPJXZ6kCpwltddQ/y13EpJXyRXD3CTFfTeu08gNgsiFRy6R228gwZy14+OhnZ/j8Lio6L6Iy/j/IFaNyKzme/7Ubr5c2vej38PU8kjo7oR7OyENd9xeN3Lx+YTxNHZ9gvuGKTMr4mzbNaizSKzhEgxVFhukq/BzmoxmVmchSdIyBRaLEeiI6BsmdDEZQLEpHJaRI2ZOQR6+fPeBZMV5NGdPimod0ar6Lz/UcPON85WlEne/kkerq8/qwM/7qIzvgVneFnYZ+RHVu2XJqiw8uPrYljkUbROQJkPbga45Y6uzv5O2XUXqvQIlnWORsLeUzc9z6da85aZOSuVHS6Q0QnE4rOGBCdWfC6mjRHhysUrXy80/8PHj3ofK+TEmDSaIBUGmfFK6iuwjV20xVzL5dkZPosy1U31DFVzsjzJWkUnSNAjgaOTh2+iZzoxma66nJEZ/0XtSrhXIXpITqzxdGhiZiIkaSsSrPLyO7lPHv5sYDoMAV/3KarmKJT9X64QjuJricVm1nr36kyqcjIvcHAIyM7pquEZrphUGbj+ZI0is4RIIMJw7rTlkpER3yfBEfnSEN0pmXznjWODgWLnO8MFR1CdFrurvPo5OhMQNFhq9E41ZyiKLxFuE6kXJ7TbDLZy2eUjFwT0hn3uKTq+gNbt0RLy3L1EJ0ZebxGGkXnCJCjLtdVxUQ2OY4OM10dCYjOOkRG7s6Y6YrasdBpAQAOC0SH5uJRWzvLkZEnEUfHIf2Osd5H9tuQEIS+1Ymr4tzrMYTorLfCRcrJoODZy8vfOOCXEu/Hieo9Y+tUo+gcAXJ0mK7s/7U5OhNAdFaOAEXHMfdNaWKevYCB5Xuab7uIjuURlOVGXjA4R2cGFB1+F5MghPOxNM65hBORO0O0jSsvVcOtO2HUWiIhs7IQrzdySl2sp8TRyTIWviGFo9NPV2ynLY2icwTIYLKbnalIHWVNjqlx7Ww5R2dcBOdJynpERu7OXBydsh2LQ0SHlNU2m4yBtQQM5Byd9Vd++YIyGa+rySxGdz9sFR2T38rh6NQwXU2g63lxdGakf9cZZ5Noc4+TkcnripmsSOlJUQz7Rfr7nrY0AQOPAFkPUuq4pY6rtDRtTcJ0tdpf/917lTQcHcV0NURdiKNjTFdHCUeH38ZkvK44F2Z8ctcjVtExvI+KMT8YFPjFP92B00/a6CJNkwgYKOPozMg8WmcTd5jNX9mYCFZ9g+gMTN/jgQLLjUSRFhnZ8bIbT/vGJQ2icwRIHbPPrIrDM0osSxB4t1/gz758L953/XfW1AaXjBxuxT985yH8v//n9nUPKrgu2ctnzHRFC+ACkZENolN+t2Tk0ep34uiM2XV3FHE4OhU3tXP3QfzE738R192+K7l+3u/HqTx/nys6Sh/S1vOv3rsbf/21+/E7n/muQJrG1ix2/bJSQgJnJExUrXHGE3qSKXetQv2NP38H0aHxldDOOuTzaUuj6BwBIiekWYMFU6QOOkG/E6mx2xvgHX/+dfzOZ7+H2+9bHrkNqWTkf/9Ht+KjN/0AH/ni3SNfaxT5waMHcOVnvmuzBTumq+m8c5u9fDZWghCiQ5tOmpLHkeuK75jXS1wycvwd3PjdR3Dr93fjL76yM7n+7oTeK+c30T240Y79F8Rvz+UOTQDRGb7ouaGCMCuKfB1k6eDK6P3z+4+Uc8vew24mcupj/PlzRMeYro5wRacxXR0BIvtYUYwPupyW1EEn6Pf5TgsHVvuO6WothFHO0UkhI8u4IJOWf/bf/xEHV/u457GD+K2fePa65LoiiH9G9BzrXt6WHB2J6Iz2fGYP0bH/VyE6tEjW4W5MKtWCHN9FUVT23w6LzMyf/UQ4OsNnVGZs78+M6aoWotPtmf/rNv/Cq27E3sM93P3oAbzv9c8xx+nyqyKHHEmdFCuOojMj8wdJo+gcASI72WwM0Xri3kMVolN+EqJzYMUO8Pl2jsGgwAN7D5tjJ26cMzv+mNSNozMJ996YEDR92z27AayPyZIW19lDdNyAgS3pXj4Gjs5KrwyaNoms3unCeQ5p46TOnfOd+ziVZ2+OKlxFTetOnZY1KOw93PMLjFEkonMkkpG56apu6+n5fv7OR5zjNM75ZlIjI9dWdGZEkSRpFJ0Zl6IovEVuUBRojTXc1xSkxqJNZESalPaxSXCuneNn/+gW/ON37YA96bg5fO5XXobj5uPd2SUjVy/k6xVrZ8NcqbStT2TkIUpQYAYWfTsRW9PVENFpCa+rEeuXxNeV3gCLc9VK86SkDqJDyl0dJW9S7uVSkekXheDo+BfjqPT+FWtS0dp1+33LuPKz38U7Xv10POVxx9Vun1F0hsrVrCzEdRQdB3EcsfmScE/vzTVd2d9J6UmZCuvETZq2NBydGRetv8xYH0qSOnmbDKJDig6bBNt5hh337Cl/H05aj+xfxX27D1W2wXEvTxi565Umglyp1yfXFctXMwMdrRdAdMYVR0c+1/WOpeMEXatSdMw56fVPKmCgfP4DoehoyhhXjrhrv+Z1dcGVN+Lv73gQv/Dxr4zUvlnl6NRBTl1EZ7T2H1x1kTMa447pimmg+VHC0WkUnRkXrcNMwv1y0uLG0Unbqc4riE5R2An6+l/6v3DScfNe/SFJ9boyZdZJ0SH0Yj2zlwOzsRgQZ2jB4+gMER2sLY6O7IvrruiwLleF6JD5ZVTT1ThJvx7qPJDZy/1zQop07Lbv21O9odGErkW8oBno2gDqmq7sPDhq+6VTCF3f8bpiKG6djcQsc3QaRWfGRevQM6YsJ8koZGTNdFXATtBZZgdiyjPhpqsUMnJ3yhwdkkWj6Nhj0/K0mzVFpytMV/QYaDK2E/Fo9cvHut6xdFxEJ95HqWQt05WDstRqWlQ0RIc3X+tLof4Vu5/NC52R2tebWURnRI7OGF4evzRxFrPMmoMB5l6ecL1eg+g0MqqoiE6kD82q63nh/F8FybuIjoRE6WueZbW8blZrkpHXG9FZzzg6wGwEDZRkZJL22AIGCkRnBjyvSKrI8PR66tz6pJJnSnSmXxQiyaNiugo0PNaqTQuj0UoJ/eooebjWU+o0Yy1kZE34+6GNX0u489YxXQ0aRaeRUUXl6AS6+Z6Dq3jxe/4B/+2T35xwq+qLM9ElIzo+KbQ0XdkK6iE6NTk66xQwUOfoTH7i4FA2sP673qIoDKomvepIwV17Cgj3+2whOmkm3joKy8TIyKKuYlCtqIcRnfB1qhwOQuKRkWdAia8rh1ZHdy/XhCNu1C+k80GdgJwuorP29o1TGkVnxkWbxEKd6KNf/AF27j6EP7zx7gm3qr7wQZVKRtaifxaF/Z3DrHU5OrPmdcWvRV4/085e7iU+XOfZil9+Xig6bWO6WlscHXneeue7qud1NTynRpO7EyIjS8SmXxSVSR7Dyka4ZaMiOh4ZecYQhxQ5INDGOigmj1lE4iJu5adEdOq4l69H3K9UaRSdGRedo6N3IsmonyVxyMiVcXTcSUnWQ1XlWWZcIdMUHRYZOcl0Nb3BymFpyUcp/598W6RiM0lF573Xfwc/9tufw56Dq8EyfCJeEH2hNXzxxnQ1akPEietORq7ldVUf0ZlU8kw5/vqDanQwlYzM+/6mETk6dC1CdMoNU/0HsJ7UAGlWrdMULc6YpiC3PESn/EyZC9xs9Y2i00gN0b2udDk4Q/wCKXWC3xlEp6V3T5rYSzJyOrTK3ctnDdHhSmpb2UVNY4ck73eSQQP/9hsP4K5HDuDrO8MpPfjEKSfqtkdGHhNHZ4qKzl9/7X587KbvO8f4Qlr1/Efh6Ewqe7lsalEUIpu1ck7g8j5B3Fa+VkSHBymsuxjfcf8ynvPrn8JHvrA+iLncyNZp/QYlNpSmaMqwWQbRSeHoVLzv9ZRG0ZlxKZS5TjsGrP9uNC7pEyz9riE6RWEnSE5GTtlpOaarBERnmnF0Dqz4uYIcjs4UmjJNRIfqjinn3HQjFZ3WmNzL15Oj8x//4uv41f9zBx47YFEtfh9VZORiFEVnQtnLPURH8L3qmK4kQsXzM2kLdopI0xW1sY78f3/1TSwf6uKyv14fDqQcK3XQpUU2fug8TZH2EZ1ROTqzpek0is6MS504OrOs6DiITkVZ+l3j6JSmqyGiA56LpboNblLP6hPqIDq9/gD/+dpv4K++dn/yOVy0GBnTjowsnwlNXB+/+Qe46ENfwr/7o1vwlWF6inFd61A3bG7lZhbpdTWuFBByLE1T0aGFi6c4qcPRoT5Rz3RVA1qtIb57OSo5OqlkZJPkVvktVXoKolN38zDfGe9ymdpnu/0B/tNffB1f/KdHneN19iGLcxYJo36nm67ceyRFJ0UpnCVHBilNCogZlzru5Ydn2nTFYc01IDpgilJWj4xam4ycEFSQ5K+/fj8+cfM9+MTN9+DCZ29PPo+EIzqGezGZNSkocnKiHfdv/t23Ta6cEzbM4YdPO2HN16LdZAzRofa08sxZoAAWMLDGjlMTed7KlMjIHM0I7YRTF4t6pqtJITri+6AQKQH8c0KLpzy8lyk6I7/nMSA6o5rNQpL6fr++cw+uufVe73gdBZff94GVHjbOtwOIjvyebrpyI2EnN20q0iA6My5a/wot6kcMopMI6cwr7uUeGbkGR4MvYpIsqUkdRGf5YLe6UEQOKZmJpx2XQk58tABzjsS4XO7p2cfi1nSZotPOdW+QfI1kZM1baBrC3ydHrpzjiZGR6/QNh6Mzxl13VQqIcZmuRo39YwIGMu+juqjDpvnRiNBVbaqS1eGGa9vmBfzhzzzPHK/TVXk/3z9EEFVER8bRGTUy8oxpOo2iM+NCHZTbTkNdaJYVHT7QqsZAFUeHJAMYR6e6Ddx0BVQrMnU4OinZ02PicHQGZJKwMhX3cmG66g9KM+FqYCFei9CCG0V0hmXaeYZ2Szddrdm9XKJYU5qguULluHyzyydHRq5x3d6EEB352ORGQjVdJSM6a48fQ9d3TVejIzrj8L6S80+oTjq+tNjBeU85caRr8edPc41KRpYcnRFzXc2a+36j6My4WOIt5yPoZWcpqqsU3uaqxYR+DXF0SHK2+6hrugKqFZk6iA5XdEaxT2scnWl7XckdZm9QTCy2ThoZ2ea1CiE6pguM2Cx52rQCybk5rUZEdIijM6rpKnLex276Pi648h/xyP6VpHo1jk5V7qNUjo6D6Iw4DkiJ76zJdGURHRnTZi1tIgl6oQ0/s8zN+F5nTuBTGSE6miItych1UkBUmSrXUxpFZ8aFOliWkX9JeLBPO6rrQ3sPY/eBcBwULm4cnaqy5afkZQDu5Mjdy9MQHXdgV8XSqRNHh5NlR4lnVOV1tV5xdFIn47pCC+6hyLOihb7dyk3KBxKfozMiolPEv09K0hCdig1BQZ81TFeDtHH457ftxO337cWX7no0UsqKx+8qikovnHAKCPc4NwuP+nroWu2cmbtrvmxORuYE6VGlO0hDdNw1gCH7I5quDhhFxy8XTgFRfY2qbPXrKY2iM+NiOjlYuPtA2WnG0dl3uIvnX/4ZPPe/fiqpfL04OmWBPPMjevLJKUPNgIFCEaxCdOqgF1wpG+U9HHTCu5sVzBybxgIsEaz+oPCe0bgmsCREh5uucmm6GgYMHH4fVdGR9zMt01USR6fSvXyI6NS4rhswMHwmvRduNoq3xf1eJvWsMF0Fhl8c0SkzmP/W338bD+09nNQ2wKJmeZYZ1KIuosOLr5WTB6QjOhqqD9R773wuOzCcazQysp8CgtpQ03Q1Y5BOo+jMuGjE26DpaoqIzl0PH6hV3uXopO1Us8z3tuGTU5avFdEZ32B0JpKVERCdVY7ouJ/l/9NHdHqDga/8RNqx2hvg2q/uxK7l+AJUsN3+wUifjZuuys86719vi/t9eqYr3URVC9GhukYkI8dOM4rO4bQFXYuMXJX7KExGdoUrW4OiwMdu+gF+9x/+CX+qeCKFhLpxieik806c9rJ7HAeiIxWdENGarptnmavo1HjvvO11yMh1UkD0K973ekqj6My4WEXHBkcLdbppmq6qMhNL4UWqStOALxEdt4vyAcRRrqqB2OsPPM7DOAMC8uuPgugcWtVMV9OdODQ+jlR0Yu347LcfxC/96dfwm9d9O3odPiHGeGUx0xUhOnbHGb1kUDRuyTSEP4MQ2XviHJ3ISKS5ZG/igi6fY1G4HBBNqQmngHCPu15Xtm0xJdm7FiE6ecZcppNPL689ZkXHN13Fr8vXAKBeX+VljekqhYxcQyk8pkxXvV4P/+W//BecfvrpWFxcxJOf/GT8+q//OgZiYbzsssuwfft2LC4u4qUvfSnuuOMOp56VlRW85S1vwUknnYSNGzfiwgsvxM6dO50yu3fvxsUXX4ylpSUsLS3h4osvxp49e8Z9S+sqXJunPh7qQtPMzeSGkvd//9YDe/Hmj30Z331w37BMHMbmYrqKgug4pivHvTzeXr6YUAbkcWYn5/rASIiOEjSO39I0Jo6eYrqSqFcM8XjsQDn5VxFY+QIe4zPFTFdtSUYekb0hb2da3iL8Or3AWKr0uirczxTp1UR0Uhd07zkOCmdMrCVgoDRdaRuBKuGIDqEWdd81b26qAhgT3+sqcF02HzqASy1FhyM6Q6+rGnF0khQddo2j3nT1m7/5m/j93/99XHXVVfjWt76F97znPfit3/otXHnllabMe97zHrzvfe/DVVddhVtvvRXbtm3DK17xCuzbt8+UufTSS3HttdfimmuuwY033oj9+/fjggsuQL9vtfiLLroIO3bswHXXXYfrrrsOO3bswMUXXzzuW1pXsUQ0FjNkBrTlboWt/39/ZSf+/o4H8Zc77gNQk6PDEJ05sZPnAyivETCQx9DZON/y7mGtwgf5gRHIyBwFKpSJfD1MVxpHJ9YOmjiliVAKf+5xRKcs18ozBdEZT8BAiWpMjaPDva4CY6ka0aHPOqaravfywaAwZnAKFFklmpu+g+hopqtgu93jbmTkYiQFr8/6Uh2XaS7rZbqio7nd60bLa6KZ1pPIyDVMw/2Kze96ytgjI99000345//8n+M1r3kNAOBJT3oS/uRP/gRf/vKXAZQd9QMf+ADe9a534XWvex0A4KMf/ShOPvlkfOITn8Cb3/xmLC8v48Mf/jA+9rGP4fzzzwcAXH311Tj11FPx6U9/Gq961avwrW99C9dddx2+9KUv4dxzzwUAfOhDH8J5552H73znO3ja05427ltbk1x3+y5c+9WdTodptzL8+xedjh950pbgeYaIlmfI+mvjI4xTquzvhJbQYOaDsqr5VF+GzHEHLX9jiA6yZOWPFt92npm8L2M1XTkTSX3T1YFVl4cASJf80duWKl1xkZ5iuootDtQnqhSdvoPoVEdGbrdydDwyMuW6KmV0MrL7fWocHe51FRhLqdnL64h7Lf18/v5GNV0NChEZWTNdpSI6Io6OQXRqvCtag1vcdLUGRGcspqtEszBH9XlIjXpeV/Z/UnTSyMg1UkBMeWNWR8aO6Pzoj/4oPvOZz+DOO+8EAHzta1/DjTfeiB//8R8HANx9993YtWsXXvnKV5pz5ufn8ZKXvARf/OIXAQC33XYbut2uU2b79u0466yzTJmbbroJS0tLRskBgBe84AVYWloyZWZJfuPvvoW/v+NBXP9N+/e339iF3/2H70XPK1gnj8XRmdYETVKVx4Ym1FFcpTkvyefoMEUnS9/RU7DA+XZuAhFWuZcD6c/VXbxHQHR4CgjaqScsSuMUCWVrHJ1YM+gZSO82Kdzsmep11QogOnzH+cDyIfzhP96F37/hn3Dng/uQIj4SkXTamoX3lyCiM4Gknu619DK8/6aTkf3vVe7lQUVHfJeRken3Ou/KQXRGJCOPm6MjEbuqgIHS66qe6c6WrUdG9s9Puca016MqGTui8x//43/E8vIynv70p6PVaqHf7+Pd7343fvInfxIAsGvXLgDAySef7Jx38skn4wc/+IEpMzc3hxNOOMErQ+fv2rULW7du9a6/detWU0bKysoKVlYsf2Dv3r0j3mV9ISj4LT/2Q3j80qLJX1KVW4e7FsbMNId70yMiA9UTJsGYVKxOZGSTtDOD523D111uzqs0XQ2VmvlOyyhPKYjOan+Ahbw66rFjulozolN+8juaxgZJLqwaohM3XZW/1XHbj3kKWjKy73UlOTqDosAVf/ttk1T1r3bcj7/9xRdH21GeJ79PH9EJcXS0HTcXzcRZJSnmWq58pnN0yja08sxERa4yZQTj6IhNkcx1ZTYCIyz0JaLjHkuVcZuuvE1E8LrlZ5ZlZmMXK6/Xween+mTkFLrEMeV19ad/+qe4+uqr8YlPfAJf+cpX8NGPfhS//du/jY9+9KNOuUxojkVReMekyDJa+Vg9V1xxhSEuLy0t4dRTT029rTULdYILnrUdF517Gl58xuMAJBBzzaLPAgYq5fjiqkUUHrdUQeDkUaDBzFWQO/2aZZmXBsJxL0fGlL94e0mhnG/nVtEJIDo8dk+VGYaE399IiE4VR2cKM4fcYQ4GhUdwj0HYxnRVobwnc3T61ZGROZS/+6ANXpm6EHkcnSnN0HxR6AYiIw+KeHs0hbhKXPdy/UyufNaNo8PNQlWmjJDOJV2hJb9vFAXPKDpZVivar9su+/9EODoVz0MMgVqbHzUFhEZGDgYMrKvozJamM/YV8Vd+5Vfwn/7Tf8K//bf/FmeffTYuvvhi/NIv/RKuuOIKAMC2bdsAwENdHnroIYPybNu2Daurq9i9e3e0zIMPPuhd/+GHH/bQIpJ3vvOdWF5eNn/33pseh2Gt0mM7CiAdiXA6eYSPMu30D6EgZyTU6e2kZH+rcuvkQRJjXlcc5arm6Cimq4BpgC+eMj9WSPrO5Ly2gIHrxdHRUkDUcS+nd1MX0Qkt5nzMeKHpFURnFPK2ZnKZhjjIDVc+RLmYYmlNV+mN7lUQhAF3Lkk1XdE77TDX7cqkngmIjkT8ChRrRnRmhows3cuDcXTKT9rq2kS26e3nt7o/RkYOpIBIceg9phSdgwcPIpfEwVbLuJeffvrp2LZtGz71KRtRd3V1FTfccANe+MIXAgDOOeccdDodp8wDDzyA22+/3ZQ577zzsLy8jFtuucWUufnmm7G8vGzKSJmfn8fmzZudv2kJT1AIpHNLLF8ljl4cWO1550xSqrw3aPJWzTAVdfN79iIjOxydzFnoYkLozXy7hbkWKTr6gsxrSnVBXzOi46SAGLZjyuQ+n6PjBwyMIQwW0YkrenKCD5ldzeLZyofBI21f8MbRwFWgUx/XLGQvj3kwxhbjkeLosHABYY6OfR+rvUFSfC6TYmE4tvwUEP45YY5OESzjkJFr3LemNNcdU7z4eNzLBZoYaI7h6AyXVRMhv0bztcjIGqIjTVc25lD1xao4WespY+fovPa1r8W73/1unHbaaXjmM5+Jr371q3jf+96Hn/u5nwNQvqRLL70Ul19+Oc444wycccYZuPzyy7FhwwZcdNFFAIClpSW84Q1vwNve9jaceOKJ2LJlC97+9rfj7LPPNl5YZ555Jl796lfjjW98Iz74wQ8CAN70pjfhggsumDmPK2DtiE4ZHI+O+uc4KQTGmpdYFyeaq6IL9ITpqs6izV3qvcjI7Lo8YGDVuLIcHYvoBJUYVleqouO6b9ZDdIqiUL2u6hC4xyFy4u0NCqzKODpj4OhI5Ojgah8b5vypiBQAGjOtPDNtlAED+U6/qp1cZLFphW5wTFcRYn+VizlQ03TF45kFzjzUdRX1vYe6TtJatQ3DqkgZ7RcpKSBCK3u4TFEUKJDOG5HXb/E4OjWdLvn9TMR0VYFw0UY3E8dTROXoqGRk93vqRlKWmTWOztgVnSuvvBK/+qu/iksuuQQPPfQQtm/fjje/+c34tV/7NVPmHe94Bw4dOoRLLrkEu3fvxrnnnovrr78emzZtMmXe//73o91u4/Wvfz0OHTqEl7/85fjIRz6CVssOuI9//ON461vfaryzLrzwQlx11VXjvqWxiHWVtZM2UN0hHCLa8JjW5w4qKQQmKVVeV3S/1BanTGL7sgwGfdGu5ZKR43WRCWqulZvJOLQg8wUglaPD56y6iM5Kb+DxEIDpTxxeYkbFdBVDGAgNWekNolw5OcGHzK5mzAyVmk6e4zAsbwfg0cLh9KvUx6WlLpiGhLyu5Ca7H7EZaJuIKkkJGHho1W3E3sNdbN28EK3XIDrDd8XTfNC1ZJ8Imq7Y/56iw86rE9m4ZxTktZiu7P/Lh7pJvNKYpJORaePnmmtrma5Y4w8POXQaehk2XdVEdGZM0xm7orNp0yZ84AMfwAc+8IFgmSzLcNlll+Gyyy4LlllYWMCVV17pBBqUsmXLFlx99dVraO30hAc/A9K5JRy2jJqulOzXk5RuBUeHdqkDofAAdoDe9fB+/Nbffwe/8LIfwlmnLNnf2Q7GR3Ts/5ljzovfMw3u+U41GZm3dRTT1f6akZFlJGWzgCnHJikyMjLn6JA3TawZlpdVnivNjiRygg+5mHeNolPWw4MG5gIZReE+o9TFf704Orx5MWJ/zPPKKsTp1+1VmJwBX1FfTiAkc8QEKMep5rrPu0RI0eDPwM+KDrS0zVNi+3hk5PpkZKacDgocXO1j4/zoS2iqRyM9AurrpcITH4uhOgA7NlTTVSjXVUInm3Y4jDrS5LqaggwGhelotONJhQRtJ8+imvzBqXN04miDRXTs4ifL/9XX7sff3b4Lf36bm9qDP5NQwEAa9KkBA4lUuWm+w8jIAUSH1ZUaVJDveOrmupLldXOfe86dD+7D9x+JJ1a96+H9+KeH9ye3I5brijz5ol5XrE/EkDC5eIUQsD55XRkU1PYFn+tWCEUneHlHvOzl00J0+KIZCdWQxNGpsbNfrel1BaQRkqmZxnQ1KHwvvkQ+FD+sma6onjp8KmpLnllE57Yf7Ma5l38afz0MSVAl8nmt1XzlmSUDt8MDBgKjBcnsK3NJChm5TuTxFKL7ekmj6ExBeCeTiE7VOuoGDAzzUeRiOWmuAUc6tGvRAqmZruhfqkMqEw6iIwaeD+OmDcTdwzxMJ2zsVJKReV1VrtIka8leLhcW88wccq2tf9/hLl75/s/jpb/9ubDHUn+A1/3eF/Evf/cLyaku/OzlhVkYSdFJSQEBxJEwyQUKma5MHJ1hH+AIkfS6KuC+t2SOjqhvWjtRx3TFTTxitdt7uIuH9unZ4KlkLRPOIKxUkcj3UUW85X2QnmNRFAoak6ZU8qN+UD37ey1Eg1EHCCT+x+8+jAf3ruBz33k4rQ5xvTUrOokejSau2PB7LHBsSDSOZBoZGcOyKYiO/f+oz3XViC/8pbdrmq4sRyeuyctd8aT72SrLOaZdSrqXOwEDUThlJA8hhYxMzyKV1E0xVo7fMFdNRmbC7zMmrtdVPURHKlPmmcGfnABgz0E7wYYm25XeAHsOdrH3cC85q70XM2dQmOjR8+3WsG3h87lCH3PL9xGduKJDSA7fbcpxNCgK0cfSZGCukb5zHYeEvK7k9f/V792El7znc+p7HmUz47qy6+fL91Gp6HAEtmWRP5/z5Z4X0r/5ffkcndHcyzmiQ6YrQh2rkqeSyOutNSmwHG/BXFdmDXB5aXXEySxujvnlvMjINcx8rhLdKDrHnPSUHQ+h8OlxdOIpIKSnz6Q7WsxTBIingLDQafmPt2sbfuZZhk7bHXh9NmHxz0pEZ6jonLChwyIj+yfJ55aM6Dimq3qIjnSv1rgX/H++4IcyhY9CZNZSQNDktdDJzbHw+fa3KKIjrnMwoIhZ93JCdOx05ee6Es8r8aatSTmddDkO4e2LEfuXD3VxqNvHfbsPeXVQ0TpjfTViJiPxTVfx/swfNZkZB4USgFIiOqOQkQt9TqkSTmwn1ILGdopnm3a9tSYF9uLoBJohOTr5CIiOytFJICPXChgYmK9mQRpFZwrCEQt/Jxo/l3NSJFGMy9QRnV54FwrYRXNgJmP2Y+EqOHKB5VCtRHRMPWbQpyFju4coyAkb5qJkZHkvqRydtZCRpTJlJ3J9AeSTzsNBRcf+n7oQ6gEDy2OE6MQU82SOjme60p+XdC/n0ZHlhgECQUjt/rSLbudp/WhcwheZGKJDoinPI8WTSbhWbdMVuxfiIA4GhTeukz3c2GG5GA8Knusq/cbNBim3KAVtMKpyiplmieuFAo6mih9HR6/P4+jUJFOH8rn1lblNrjGp6xTgzuPT2jCkSqPoTEG45i45OlWdlfNV4qYrP4LoJIUvZNrumSaPvrpowzmm2eGBYQoIaboSZGRD6q4YiXsMojMXJSN7iE6ye7k973B3UMtGLc08mnLI/+fP8pH9Nu0BlxiROSRywu8PBkYZJEQn9pwd01UECZM72ZDpigcMBNzdpuXo2Il4NDJy+UmB7qbFLeCPICUtwwHlGRlEJ3Gs95lTROw8eh/HDT2KqsjIvMltxnWSeoC0EFUt7NRmeS3NHF4l1DfXhuhIRWeNiI4XR0cv5wUMpOOJ15HttoiOX1ZMt7W4a/xxNKarY1B4+PHMmFzK36oWaE6+rUdGXkuLq8UlI/u/0+ShcnQ8REff2cQ5OiOarjZ2MDeE17WJStaTrOiIYnXMV4cDiE4oyCJ/Xo/s0xEdXiZ18fa9rsC8rgjRCZ/vmK4i3CYtYKAmXRb7BHD7gvFeHH6XAQPT3cvda0wLcne8rhIIwgcVlFBFSyPi9fcQojMMGLh18zyAatItv5c287qqQnRSUkBocXSMabeGnmHnYB/RSefouN/Xquh4cXQC78PyNGl3R+UTFVzvuQ+Pa7muAkk903JdheNBrbc0is4UREZFBtK9hbh9lnuYcFnp9Q1iYc+b7Iy96kDg/rWMe/mAytjf6F9S8qIcnUCuq0wiOhX3u2fodXV8helK7nJTCYdy0qlDSJaIjsbRCSM69UxX+1d6eHT/ijpxSS8QngJivmNJpiHh7zGK6CQHDJTu5YrpiqeAGAHF4vFVynrqjZv+oMCj+1dqmyudmCwVfDdAN4dSX01G7ALjTAq9j23DIIGP7F+NEto101VRhDcwJOEUEOEyo7qXW0UnN31n7YjO2uZYyVULk5FpcwfnM/Xq2mMqveL8477pqvxMQ3TY5mrGEJ2xBwxsxBdLhLOdqHYKiExf1B/et4Lz33eDt+uaPKIT97qy7uWF81n+X36GEZ3yMwM8MrJV/KT3WqytA+wbLhTcdKXxb2Q9o6SAAMqFSU8t64tEjao5OrZsSNHRTFef/uaD+Pmrb0NvUOCMrcfh737xxcZkA+gcHarGel2FHzRXElYiu93kgIEiP1zMvdyLo5O4DNApo7iX9/oD/Pjv/CPufHA/2nmGqy76Ybz6rG1J5/JnlcbRCZuuUpc8qciG3uVBoejccvdjOOe/fgqffOuLcfpJG/12sGrbLAVEaFyTjOR1VYxGwubZy6nP1OXoSCV43Kar0Lv35ryafDJNoZSmXpJQ8tyUDcAxldSzEV80RMfGm4if68TRgX/OnQ/uM0rO0mLHHJ90R6vyupIpIHgJG5lTV3ToBvMcOO/JJ2Lrpnlbr9zdGJQrfL97Dq2askuL1utK5+i430fJXg64STqrhHbLUpHlNfJH5JiuAhydvqIkfeWe3aYvfveh/dgjlGP5HvqDwiiDhOjE5rtUREdeR+ZWkuXIvbyd+15XfAfqol7hdnKhcu0RTFc7dx/CnQ+WARl7gwJfvWd38rnBODpBjo6C6BgTZ9o1pWIfJCMP++N5TzkRpxy/OLx+H3fcv6yWV8nIRXXAQPr+mrMfj9c86/FGsYoiOuz3Ou/KISOLuTfVtCuLxaJWp0iq4imDpBpEJ7mP+wWLolAVvBAZOQWh4WVmTM9pFJ1piIHgHUQnbQdJY6lMd0BH/Q719G2bcOu7zodfYjJSHTCwcH6LKUNhRCfDc087Abe863y8+IyTyt843IM0jg7FnVla7KCVZwbReXT/Kh7a6wZjG9V0JXc82sIUEkJ0FjsuD0bjNZW/c0Wn2nQVes5+gEC3n/YGPI6OJes+sn8F//HPv+4t7C5HJ+ZeLpTCijg6FDSyrWUvH36XiE7qAKDnyrNu33H/Mt7x51/DrmU9UB/JfXtcl+9UEwhdh6QqnQqgK850udRNTSr5lUxXp5ywiC/8px/Dj/5QOfZkf/k/O+7D6/7HF3D/sn0O3AToe/vo/e+Hn3gCfveiH8YTTlj02qWZv2JzCgB8+Ma78bP/8xb8P1ffhu89tM+pp53nXqyYkMJyuNvHYwfsRsIzXfXS37cmchyEaqPLSq+r1Ktrtzco0tzLeUqPKuHelE3AwGNQZOAzwO7eqzoE/VpydPxF3SUrs/MmTAZLdS+nwaRxTGwcHd1Wze9HulRa05Vbpya7D1iPK8Au2l/+wW688Dc+i527DwbvJdl05XF0aig6XVfRMRM5u3RdMjJfZOhUySmQiBYthJSpmif15O7l19/xIP70y/fif37h++75DqITCRiYaLqiHW+rFXYv5wR9bVxUCRXj3kJXf+kH+LMv78Qnvx5PDcD7DVBvcudFUxJt6hwd97NKPEWnwuuKMsrTs5b9589v24mv3LMHX/jeIwDK8cpJ3T6i416HxgzprzZOmI52lb/pHDaS1d4A7/6bb+KGOx/G392+C5+4+V73Wrkf/TekoL70tz6HH/6vnzKbCfluJMemrtRFdGzAQCqfdh1tLAwKnywOaGTkeNu4aCjyrEij6ExBeoJrAIwSR0fPXh6KszPpjrZSsQuleza7TmXhDSI6DMUioUdnTFcC0YndLsXQOX5Dado77ykn4rmnHY92nqE3KHDPY3bBGtm9XBTbX8d0NTSPLc4JRMeJjMyuxRGdA6vqJKTxe7SAgNp3UgR7g8LsOrl7OZnaJImYv+MYoiMXlqrs5R0TGVkzXQ2v7XF00kR6XfUHhfGCq3r3MohfHVMGf/ZrjqOTqGCFUq1IIdMVKd4mmKK4P9oEkALE80iVXldyXOvfbfBHH6nwXKPZsVDqGX4Zupe+8eBTEJ0AR2fXEO390l2Pqm3prjEycirCZjk65WfdODoaclMUOkrjma7qBAxU5vhZkUbRmYL0xYAGRshenuk7Hvovy1gmZ6RP9KmyfLCLT379frPI1XYvZ79JMnLY68oeMyYKsrXL4FmRgbj7oIvobN20gGsveRGe8rjjvPaPiujI66emXQB8REePJs0UF65QMKK10x5FMZLP2UN4hKKjpYDgJEa58PGFPh5Hpzx/41CxCz2rrhg3Hc10xRGdEciQGkfHegzG69g5NF1tGN5HPUSHKToJ7dbi6NBASUZ0AoE5pZBSRfdFz19L+gpYRS3PXMVTU6S5qdjyZlzyCW+Wj+jEAwb6KKWLLLeyzEMtqt4bKb7yenVMlZpI01WoOolw1811pXJ0EEJ0xPc6HB12A43p6hgUk5zQ8RopP6u9rspPHkeH9yEt6WdKvXXljX/8ZfyHT3wVl//ttwC4XlcqojNwJwfNI0aasMzvhNrAVwxpHsvMcWpDuO1S0SFRXdNFPaOSkWOmGykrAtGhqlyOji0vJ1jNfOUGz9Ofs/+diMctcx1aOBaYe3kodUcqR4cWn7mKRKHSvbytpIAw0DrkuAhe3hHqi9y7hN5l1eS+c4joPPHE0hMp1XsHEGRkJy1DQPlQldl6mo5vuvJlwBAt6o+dQDBFWqh7DNHhuZFk+f/3r+7A8y//jDEJDpjyAbgxkUj8qOkcJfbbL/sd9V+z2WxliukqvpkhRdzbBK01jo7YRFXlupLZy1M9C4McHeW4RLvyhI0kCZ8PGtPVMSgaopMeR4chOsNjjklDmHlS48rUlVu+/xgA4JpbS5t3t4JXQJ2e2ufoEhLRCUC4DqIj7kuarmL3u8ekf+g4xzXzoUdGHiEFBJBu8gLsjnFBcHQ0E6V2Lc3zykU3yk+J4MgJ3qZ7sGYqmQKiKKwiIHfPfGGLITpUJyk6oTdn3cvJ64ojOsOAgQHTFbW1SixHxypdA9N34+eT6eqJWzYAqLeLdRUd/11JkbnsAM5VSbtuiumK512TiI6f9HVouhoQouNuxqSieMOdZZbwd//Nt4bnu4iOZob2YxxaMrKmiPo8NFfJb2UZWu5ariIzvO+QosPRdaCeYqtJcq6rAc157hy/Vo6OdlwqgXmetk7xdqaWn6Y0cXSmINKbBUjXlK19NrP2UwWAyNhnIcqMU8iU45KR3YsNBn6GYQ1hoHsPBhZzxpyr0MgI07FFzZCRN1YjOqOarjxEp4aiYxAd4XUVape8luZ5pZm9PFOTkq0c4IjOwCyOC8y9PPTeUiMjy9QOoSEg408544fC4QfIyHQslB7uuw/uw9KGjsfRcUxXkTHU6w8Mh+OJJ5aKToopY+fug1jtDZxFipNaQ91Y8+LTwhCUdRT48g9245F9Kzh1ywacdcrSsM1CEVQmCU4MX2jHOTpUn0V0LFLdH+juy4AlVtPPrcgmzYuuPADylr1PKZLguypNV7mC6CjtdIj1PUKny+/z7RYOdftjiIwcmPeESI5OLOehJnyjTf8XAx3J8rOXD+tI0KpmGdFpFJ0piIwHAqQHDHRNU3SO/V3GWMizbKitj6HhEVmNECj5xG2Jg/Z3i+gMnE/z+/CTD2hDRqbdzfB4CjJGpqvjA4iOoziOqLDIRb8OR4cQnQ1zaRwdeS1d0fHLawEBte8OR0eYmUqSaVneR4jY4hBDdIbv2+QxC4wBafJtKykgOKIn392gKJDDXxQeO7CKf/bf/xE/tPU4nHHyJucafKcbm9x37T2M/qBAp5Xh8Utl/JcqRKfXH+BHf/MfAAC/dsEz2PHqBUINGEif4pSb/ulRXPSHN5vvn/+Vl+G0Ezd4SoDWXCKGL3RsTqgQR8cishbR4dzD0PMgRccjIyvrt4bo2I2AX17j6PCNVyvPvMVcjxLuIzr0buba+VDRmRKiw9YAwA2pkCL83o2ig0Bk5DUEDAwFOJ0FaUxXUxAzYa/B68pxHXfi6LiDwEw0E46kE0N03AiZfhn6T0sPwcvyITeq6Wr5YBcPDTkskqOjKZuyLaTofH3nHiwfDOf8oToI+RgHosObEoqjA8CJ9UGieUBUxtExruTM60q4l5fn6QpqKkenL0xXoTFg3Msj2cuNObfwn0toBDy6fwW9QYH79xyycXR4MkqD6ITHEPFzth+/iI55XvF3/r2H95v/ecqWFI7OAc29XEFLAeB+Ef/nwX3l9xTTFXkpkWs5wBKeSsW2T6YrOyatl05YUZT9MTfvUjNd+W2OmexWRWybbr9w2tHKfTKy9t74McnRmY8kBa4jUlEKdTdpMovlPNSkL/o4QMhltXt5HQ+vnjLvz4o0is4UxLo2cug9rQNRX+S7JY10aRShBHLuOCTmdaVFTdbQiRCiQysU313QJMifBwAV5SL5xs5lPO/dn8LXdy4D8BEdldytBAz81gN7ceFVX8Av/9kO/yJDoUl743CBqEdGHpqH5iRHhz1H9ojk/KrtSDV+j4fAyN2vQXSsFxEFRSMFDvBJqFo7UryuOq04GVmW0wIGcgQhpDBLMYpkwXe7hFhZk0psF0v8nCecsMhMO/FB941hPwRcj5tuwgIRSwEhTwmFEfBNNP7F6DqkdAP2WUsvIYnotPLM2TxUPQ/uCQXoUc4lv5ErtFr1ci5Z7Q+cdqimq0pEZzC8tqugy/FTV7w4OiEy8vAzE0hU6hQvzbN0LIWMnBowkKNm9H2WpDFdTUF0RKf8rFKUOYKhuZdTf6qbFb2uOLBnUTi7Q7kL1RAdzYPIxNEJ2Kr5kCOrn0wBEePofPOBZXT7BfIMePq2zXj2E453flfNh8piSVyMByKRculxLM61gAN+RvKYkFK0wXMv11GcKmQmVN53B9frMQk8B4UxM3FEh7xFYl5XMW81WozIXTw0BmKIjkEBmKLrk5H1emlB6TMzVTtnClOAo/PVe3bjv/3Nt3BotY9HD5Qo4SnHLxolqcqUcft9TNFhG4WeYwYOIDqrPRRFoXtWilPkoiQ3FiQqorPqegACfLGr4ui4XldVioA1XbnHebv43NkfFEMysn1XUiTK0hWKTlszXSnvjZvfSfmj5zhvcuWtbY7VgiFq4qHYxuKbdn1pIqQ6U8jIrUREx8+Q3ig6x5zE4uhUkbzoZ87R4WdIjk6mcBLGIRs6LROvxSfRuWU1KF51dzYTsBjww08+qVtEp3B+s6Y6X6gZLz/zZHzoZ57n/a7FMpL30h/whS/8rug34tmkuqWXZV13XmPuY3N2iK+jtRmAiFJafvocCz3miGa64oiO3MnL40CVe7mL1FQjOhpHx0cBZDXBhcOYTBl3g5JRDgqmGLoV/O+v3IfbfrDbOXb2E45PR3SYosOfj4uA6ucWRWlW4ialwpwjFM6AwpdiKqF+S30AcFOCcKHvXTYmuamjaq/VN3OXROdsGbq3TivHypDEHbpvQDNdDZx250ocHS3CMUd09q+UJmsqNjdU+teK6EjUs5qM7Jr4UveyVK6VlYjboABQ6EiW9EhLjeCfsvlaT2kUnSmI8bpivSjVDZx2nzzysRowEALRGbNGvThnFR0/OaA+AfLfNNCEJpOQ15WbAkL/LRYwUMbpkJLiXl4iBfDuQQrdAy1E9Tg6rnu59abxlUN+LdtGv2Faniyfk6O/N810xREdev++u7H9nmK6mmvHLedkHp1rDeO5qBwd+w79BJD6CzNxnAb22TkcHcV0WLa7bM/rfvgU/IvnnIKN820899Tj8TffeMD5XZNef4BvPrDXuzfARSFi3LoDK66io3G5yvvS+4evIPvXkp5uQISjQ6ZnFjCQmzpiz4MjZ1omenuNYXsYWdwuvn69WloT/jzaOfNeFfcszyMx5GmB6KyVo3NImLdDb97bzJrmp83xxoFjSH8gJVSbM4PZy6sQnUR0ar2kUXSmILrXld29SEiaCzdNceIlzP/DQZD79Y5TNs63gSGpV7pce4qOk9yNytjfqbiF1PVBwickej598zyojF+/bFceWE9T3MsLBvHWQXTqeV0RAdQNGBhCcTR3fr89/v8xTg3/TuhNENHpr42MTOdXITqrplz5ovj4MRwd5riVgnRRWbqu2e0y93LjPu895/LzKY87Dv/XUx/ntSW2i/2nhw845kz+fNzs5cEqhhGL51lZvV+GkuT6iqAvGvocQnRI8bGRkTPHlGwQkFbu9YdD3b5FdCSxnLfdKF425pKx2CkPS+PoOIhOnnmmMg3Z4CjP/sO94fWG90OKzhpRC0/RCbx8OR9q60BMLEeH6ijnNHpWWcauMaqi05iuGol5XQGIxvtwtPkItGvqmxSiw8iJUtGRl+KTjUqsFQpOaDfAHwn9L1NAxLyu+qKsFJ3c7S8aKaYri+iQ6ao+oiNTQIRMap6CorSLKz+h5KlyovYSeA4sF8vh6ASQuHT38rJcp+U/f609tLC4kcWluUMzXekVc/dxKtNhAQNNZGRJ+pZjTbQlFEfnd//he/g/O+4T9+a+H9rsxLh1MrGnXfD1+zPfK8YZF03Rsfcn+4+L7OWZmxuJys+1fUVnz8Gueb6WjOzb5qX5siiAgYiszoVMV8QpLHNfufOvXMyLoXLLj/NNwb4QorPGXFeHV6Wio5czfcJs7sLmevV83m/Z+tBniijNQaHIyJWmK7mJmjFFp/G6moKok4dGKlSE22c1s5Q8NdVtva5snLcLXWjCJdFMV7p7ub4AS5f58v/yU8bRiZGRtefORSP1aYvGxE1X3VAKCLcdJCkkxr5zT/pCF/LOqeLodAOmK97GlQii0xccnZBCQgq18bpiaR9kJmeNXFmF6HAUqMXj6Ax8RZPfn+xO7VZ4MVjp9fHb138Hdz643zm+Kjhc9Cy1Nm8ZBrqUnlch06afNVxXDDQzmabMhRArqUDnzCzUG9hx05bED5Sxrfyknn67fK8rnuvKq9b0TSL2d3uFeR4mLpCy8ZE8HW6WOhBQdNaa6+qQRHID5ei4t5lNvL62hvC+z03IXmTkxPXER3SSmjY1aRSdKYiG6GTsycc6hRMwkI6x3z2iWk37baosMERHxm2Jma40HgEVDyE61lxnj1nTlTsRxwIGpnN0wooOnxAGQwTgz269F9/etdcptybTVYCjE2pXiIMh221/Lz/NhD98HNKUZdI9GK+rgZeugZ/nkZHZ95h7Pd/py7Zq7bGIDik8ti0Z2916zyG0Q1aUAsPRYfFfQgiIj+iQu7F/wf2He+a8D//s87B1U2l6kqiozA3H5aTjSkVHxtLhazM/LTSekhRkzXTV8u+vKGx6EJ69vGUUHdu4jrQVoYxvFRrL2r0YpZjdj/as6Lq0aegNBsz8RSZQfz6IkWnJdEWHCN1cC0eHk6RNoNDAQuA7nJSSOsPbeEUutUEGCAXcNQpgORkrNBf5e6pH2LSkUXSmIH3hJgu4k2UU0TFEsrhXggwPPm6Nmre3StFx3cv9nWpVCgiZrRfgdunCORA3XQ3LBBAdS2T2r83bz+/hazuX8Y6/+Dr+y7W3i2uVZRZrmq56zP11sZPG0ZG7p0r3cjIVDhekBZa0U6vHTuTWA2mupSA6kcUhytERdYb6f9eQkctylqvDuVvl52CQHkeHH5ULO4f0ZX0ywB1JjKND6OfGuRZefubJZlEL5WTS5PjFBESHHQ+SkRMWo1SODq+Kk5HpNK7IzSmKzp5D3QgZ2W8PJ4vTANFeL5HnN863TTuo3aSEaabsmEfigdW+MS8CjKOzBkWH83MIBQ71AKlg1w0YSO1uObHYLHI5pyTLJUn1Do6FmpgFaRSdKUgsjg6QbrrS4ujQ6PDi6IxZo+b18aiuZXvcslruHs10ZRJ/Fu4kbHUZvqC5i4k0XY2G6Pht8xa3wiUj7ztcupruO9wT5cpPEzAw0b38MFsQZAoIZ/HibQzs2J32KMomTd4h6J2+k5mKo1Kddm6TOwYUVD4ZRr2upOkqUI7MXxR5uKXsyGPk+/DCYX+RYzPGyQqargIcFsD2k+MW2k7bpSJIyoI2bjcMzcbSZKxtHgDNvTy0ofAlztGxZ/BFniM6pARyxa2jmK72MESH1tmY6ardsuhfDNGh50qbBq6stxRFmSSEbpIcWO0xRCctblJMiJ/TyjMWIVyvz3qaunN8avR7zlXkaJCJZ8VNVwGOThWiE0IRZ0UaRWcKEvO6AuKdgk+uJkR64PdS6mn7qcLre+xgOqLDgwya8spCosV90dzLaW4xZGRmu5cS2oGTaIukx8sYWMQnNsnSPS0a01Xabo+beDz38oAC5k0qSgfS7sl6VelxQIxJqeUrOnOt3PQxQlr4Lle2K47oVHtdlaYRgejkrsIDMDNcBarlHmdtMWirTUdBfTGk6MiFMsbRIeXkuCHCQGY3abqyHB2/DlKeD8o0EKyog/55u+vhp6haezza5sDen20zv1d69hx15u9fM13tPrjquD3T+bJdGhnZBHxUnjf1GeIU8oCBdE+qolOR8Hb/4Z7P0RkDorPYadntXGDO9k1X9eZ4s1nOM8fTlHvFkYTdy+PX8M28s6XpNIrOFKTK6yqGvnDYUpsIrFIwPURnt2e6csvy3Z5dtO3v9G9PUYh4Cce9nH4p7KTKP2NeV8o869SpoU3mO0N03Ki5unJnvK4SOTorzDwjJxWXo8OVQrcO7d5dBKj87AlFx0NkDEen/J3D651WzoimerA71+sqwtEhRKcdnrB7A+tFRROxSe7JTVcIKxmhIaBxQLhpJGRSpduWoSAMR0dTdAyi0xmWHSoCnqJDiI7fXupTB6KmK33TQPdU3o8g/fuXsmYex3Tlc3Tc/61p3qB+vbiis8xNVyIQnraR4++Hbk/tN33acLTN/VB/lZ56XOS7luTk/SsW0ZkbQ2RkGlsLnVYl3cDM8QgrhDHhihLfGFI/mYshOonBMFPM6espjaIzBZHQKeDC30VkY2AWrExf1A2fZfi97iBIFX7NRw9I01W4k6umq+G//cAiqSE60s3RDPpIlNAq05Wa68pbJFyekaa48WttrOl1RajJfCdnCJN/jeiOPaLk8d9pEag0XbUJ0XEDwdnduq+gylw3KRydeWaOkMKVZVKINNOVRfo0RUcfBCoZmXldVSI6oj+lcHQ2EaLTCpiuFOSThPgmZRwd3h77v4aCyHaHUkM4xxI5OlzZtSR3uxnj70/zutpzcJWZrtwFHOr7sUtViulqI0thQf3Y9h/vND94pkR0Vnrm3cyPITKyTbWRqzm+uNjNrjieaLri7uVcqZK55AAF0YlwILmkBDFdT2kUnSlIFaITI3o5HB11x+PWN6mAgbwfVyE6rtdV4ZXhcUxIuNIjs/UCfihyGTAwBsOHTVfDcx03XbdMydGx9YUmWY2MnALfkkI03255fCPtmVGbuOj3zn8fKjqkYFSZrkTEYpoIDVeD8zOG58g2xe4/xXTVZaH8LRnZN13JfsEl9PSdZykRnQHLXh5QDGR3isXR2SdMVzQ+/Qi+5XftkZEZ5sBKOMCcoxR7ZgS3/fYH/1qauVe7P42vkzGvK0L6tEjEQMnRCc5drNzALMbMdBVQRHlbeK4uQhdjiI6n9Iv3w01X4yQjL3ZaleTiQsxjded4laNT2GfLx7tUAlMtBLMeGblRdKYgfQGdAi5aETVd8RQQatwXGgQYlkvTwOsKv+ZjB7vB3wA9jo4exVTfIdrD/Hm59+XlulJRDThlpGiQsVyr3MjIuuIG2IV+A59gE1Adq+jk3j0mBwxUzTb+uf0KMrL0uiIhRYMeo2bC0Ca6UJwRa7oKIzor/b65pkRyQt6LUoJjgB3uKhydYGRksTCTRBEdQUY2mcBrcHTIK8dzL+fKrEPgdc8P5e7S4+jAaSegc3Q0RSdn74qQlTK2jneZUtGR6BEtqopC1WYBHa3i5tdLfWsjS5VxSCg6unu5jrCRcNPVOMjIh1Z9jk41GRnOZ+ocT8VauZuLTHMvH9l0lYAyr6c0is4URI2jk2VJHbZgk6tGQrOWLbeDjrub8X4sva58RMdXWjSEQYvey3+PITp5wqAPkUdJVMVRy3XFzArGrCTLGY6OnWBTFJ3DxlZvyb4aD0gjc9s2aguW/2xjHJ2CoVUeojP8rqERNh2E34bQ/UvIXN+Z2zI0OXcUjk5M0QkNK01pTMl1FSK3a0gXCSWEJEQn6HVl4ui455+x9TjjQXQwkhsphP7x72mRkf0IuTpHh/cBhhiIPhJEdA6tRryuWNvF+ylgx14se/lCx5qEfNNVAqIjOToKGXkciM5Cp2XnoUBZqWBbU1ea8DmTIzQDMQ6B8ZGRZ8101aSAmIKQWaYlki61sgy9oojCfDxbt2bLldo+XWJQFNh9YBXHLbRVMmBd4R23MmAgR3QU7gH9HILCjfKmkJElfydG5KtKAaElBPVMV4OA6UrummkSHCosg2IImS921GuTcNOVhLAdc8QaTFfGvZzi6Cg7Uj5RzQtFRwZa6yo7ezUqcLdvFngutEjOteziJYXIuvOs77YVryvt1VL4/3AcHb/ftdjO1XgpBSZv3708V8sDFtHZtOBydKQSKBGdX37FU3Halg148RknmaShsTg4saSv9JMNvpeh29efjxZ7KtV0lWc2+/UqSymgmY53H+x641Mz4UgOVVEUGER4eTY/Wo5OXqaeoM1ENI5OhXv5vhUb+HE+EIeqjliOTsvER6rilEmvq1RNh6Pg3OxlyMhc0fHcy8vPKkTH44WNrgNORBpEZwqiITpAmpnJavP6RBCycz+09zDOveIzePPHbltz+/l1AD+GTMy9XDP1FCgUF1g2aQ8/+eOSzyolW3uV15VuuvIXN52MrA/sVpYZ00+S6UpBdKhmzXOq/N9fnKVo/A3pXh4yRUhFhxRl617Od/a+otMOoBbyWjYycnhnzmN8HL+hVBo3M+UxpOiU9aqXd943tb/NcykFzJPcBOBcr0UKoH/BUTk6i50W/sVzT8GJx80HOUAOssuOB72uCpqHwiZD1b1cU3QUR4I853F0hopOSzddHVrtR1JA+PfC4+iE4gLx63ZauUEAD/eqTVc+R8f97nB0WmvPdXXY4eiUx8IcnfJTznl1ycit3PXc7YtxCPhoZSoVIoQizoo0iM4UJJRzKUakJOGMeYlqAHbQG/vt8Pj3Hz2I1d4A331o35raLq+TIl3VdFU4x2KRNKUyA4RNV3lkUavyutKUJFlPufDZcpopjrerlWeY7+Q41O0nBQ087JCR3UklhOjw2CIh5CIWMJBnJ9fql6arOWG6ctzLBwPnWJ6VitT+lV4waKAMGKjuzEVUZAA4+5QlvOdfPQtnnbJkjkmTLWDfd1jR8Z+lURoLRkYOKPDSvXwkjk4AQZAILb+fmMmSe27KBIsWhXQ3XNrjoXfDPUR1jo5uurKKnL2WhqCs9gdeNHe7CNuWmbxovM3KnCLbMtfOSyV5tW/QE6PoqO7luimRpAwYWNZNKVKkC3odGYWMbJpt+kPatfhmmc8xmqITNF1VITqRvHezIA2iMwWpQnRifYLzVbSJoDCd2EV0Qp4jo0ocdapWWpzdZ+Gfo5uu7O+ekifg7thiXy9goFuG27L5btK7Z6aQLrTTgwauMPdyyTfiV+CXo2vxjNtSJA+Fp0iw7rH+gg9oXldu3+IxYKgOg2jlGYszksbR0ZRoY4Joc2U3w+t/5FQ8Y/tmc0x7tQbRCe14nWdjuSSA+75Du9SQ15UMoAiwyMiGo6ObuWjR1My2OVPCnNvg/TYSR0fm7mq1wvOO4c1UcnTs/12m5Mo+kmeZiqCs9gZOn6GyUqR7OU/qqbV/lXGDqH+ZzNx0HaU9VSk59h3ueQH21kZGHm465lLIyOWnUQiHx3VFdYDvP3LAOeZ4XbE5RuYR49eQ36vIxf5YiRafujSKzhTEEPxashOVnymmK8e+6vwutX26pj5ZjyqxaqQy1VWUFnfRKdIQHa7oiF0t/RR7htVxdPxz5eLIERNuxpJX4zA87fjqIDoLbT9wmIuCsf9pgmqHERGJUmmmKY1LVf7uel1Jt243SKCL6LTyzNQfRHQ893K/DJkFqvhlEl3JM0UpFqIjOtY0YlzmAwhKKI6Odo6JoyMQHSk9gejwYi2xedHuw0H/AlweabrSlkotjk4VR4crZ/S6Vtj7k++IZLXvKiDagk//d1p2bMTdy+3iLSN8x+LoyGfruZevcETHkvlTM4hL4YiONFlL8Tg6yoaX5Iq/+zZe+tufwz9+92HlfDeOjvWyrM51VXWbfnLc2dJ0GkVnChJEdBIY7ZrpyvUSKsXab91JaVyKTkobSfqO6crd8dP/3sTC82MNP53IyKTAiUGfREauQHRcUyD9Zr87pqsBHdd3za3cThx1ER3pKh9SdOjxxkwmfKLhuzdATwHBFy6Zm6gj3Mu7iseN9V7KjalDy/0EWHPEXDuMxq0awnJ8ipKvlu9aD6728Ir33YBf/Us3ASu/nDWjZd4xP45O+elHRmbnBhSd4+aHkZGV4HnlNV1Eh/d9nnA0JDGyuoz0zJUGrx2KoqOluNA8zDiPkJT8ToCj455HK3j54bwf0Z4C4VhWvF2dtu2HSWRkbz5yv3d7A4+jA9Q3X733+u/gxe/5LHbuPghAmq7092v6hEC+tNI/ePSg8wnoHB1Aj4wslfhU05X04GpMV8egaLmugFHIyOX/GnfDLvx0TdqVrqXlVmIcHfmTltpBoiaxWDCeTRo8AjL9RoM+3D6696B7uYLoSJf0EBk5xNHJs8woEimIDo+jY9tD92TLae88Nqk4pquicJQO4ug4KBpbUNqin84JREeLf9RTzg95pXQFoqPN2CbPVbsuomNdnL/30H5896H9+Ps7djllXKXRX9hDm4RQuAL+vGS/9kxXAXSjK67pIDoBhdYdU1ZCCRblvWpjRrtHLWmpply3chswkExXbZY6BNAVV4voKIg1U6DLNlvUVUUCmUcf9a+R4uj03ffAA4cSYsvLpcqVn/0e7n3sED759dKTbpGZrkJTrJzztA0vxDEnxMfw3yyDiujwdyKGvkG/UrOXtyNK9HpKo+hMQcIcnfIzpi3zqJh6ygKqy50sYiHlR5E6HB0N1paLtpdETzmHT5DyWVkYNzyw6N7DZGR/wqf/HEWHPUsq6i2C3HRVYbrhssLiafgBA1n9yuLcaWXeb1p5PqkBjKOjmCJaCqeCeDLaTtiQaNn927gyep8xhNGIorba8ydhTWSTysm8/N8q2W4Z/r0nODpcQshIiKNT1ueeQ3F0qk1XFEfHXdR4/bE4OKG+wr/TZ4yMrIVkMO7zDi/HP7vMXl7+z01XvK4yMKZ7nsl1pSI6VE9mfguhqoBNT9LOc6PoeHF0Iv1YXtdkFmf8KwfRWeNOkue6Cs2wxjQ4/B7z0rKOB2y+UBAdHgE8FkdHcj5DIpWmxnR1DIqNo1Pf/mk9kDgJjSsFNDHC+ewLm/9aJdZG+VNPMV25sX98s4DudWVFmq5sriv3HKdOBRniEst11VazWXNTnHs9h4w8RHQOj4joFAXAIzLLNhoysplU/HpljBU+kc8Zjo6/Q89zfzGWpisuMhhhieiEJ8eisPwsExnZr9aJhxITjTxJ7zWs7PvPVaKt/Df5PRQZGXDvudsfmEVWBgyUQsqf5bu49yTrLtvjzwO8LlnOR3T8dsgAirw8V24kAlK22fewkqardivzlFcb1X14L/z9kJlWIa6r7uWkYLVzE6dJcnQ0U7ZHDjd54YZ8HIbolLwjt9yosthp2YjQgbma0xcAHfmyZctPPQCr67mrel0FyMhVy4hUmhrT1TEoIUQn5jFEwnkBuunKrYs++eI8DjFEvHaOFzx5Cz78s8/DK55xstp+zW3ZUSZQeIiOFkfH8TyRLpWZezw2adcxXdG//BzuhaOZlXi7aiM6REZmOzuqP7RLN3B+ZFKRZim+gBkOjRIwsJ3n3kJgAvWpO2GXuNvmiI6yGPJ2xRAdvmDFRLaoTD5a/h/2nvLr0RJPhmI9ebFG2E6Z3zNP2bBRJPWUQuY8TZmyru/uOUXg/9D9pkSk1u5R4+hoCzz3uiKRiE4rzz1FxzNdsaoNosNQqJD5mJefa2VmfKQgOqFcVzSWuVNCK7cej2tFdBbn3A2OJpy+AIyA6FAQSMehRXcvD0X9rkR0aPNleHfR4lOXJo7OFETLdQWkeV0VrJNrppYwR0dHHkYVuuTH/+9z8bwnbQEA/K8v7xy2wS3rojNuO6muGKKj7WqlN5m5XxYJWkqIU2GqNM/fHqN/+Tm0ky0KjlCJ9rNr1QkYaLKXt90FgXOD6NrmWkmmK942ZqJpZWaS5s9ckrzbecYC+4VNV5KMnGdxRMclPUe8rpLJyHLzAECYb2X92nDTFr9U93IAJgovv2fi58y3c7OYhPoiKXZa+hN6BKFknbKtNt6P22etghyAOBFyLyfFOM7R0VzJ23nm8D46rQxFkQMr7nnU3vK+eL8c1sOUMx47qSgKZ0Pkmq5cREdG+ObiJ7gdbuw69ro8Sn2nlWG1X5+jI6XMdeWO48GgwJ5DXWzZOGfuEfCfkzbu6ZCGkLtrSCKiY5TsCkVH8O6aXFfHoEiiFklVBFfAhS3NRMB+l3yWyXld2UFOouWKAvzdHs+jRN9DHB1el+N1JcnIwssshuhUJfXkJ2vutZopzvM0Y9eiyfFwt47pquXAE6WZjH/3lZKYoiDNGj22AOimCOqj+fDTNsZERtYWCGG6arc4olOl6CgdeijG66qtvzsS+WrLXWv5f+hdaWNC5egEFAtNKdJ4SdK1PHQu4I9XDc302xNQhIf/d0QEZDreikVGNv3fHtPI5RqSwZ89iY/oZJ450iA6ClLRZwo6/SbN4Fw4Emg5On3TPiDej+X9GdPVoHDmWhonoVhRqbLAIiOTvOsvv4Efefen8Z1dZbBXGW4jbrpyxyPAuIq5iKMzPD7Xct8PlxQeKWBRoznFxDgL0ig6U5Aqr6sYLOgEDFSTeopB4MH2a2s7ibab1XJFAb79XgZSK6ApCi50D7hmCbl40aOMBwwsP8OmKx9mpX/5wqeFvtdMSXStOoiOiQDMODplOwrAmdD960XdywXq53BolEi3Uin8qXOfiMdtmscTTljEhc/ePvzNbz8prH2nfj0oHuASWmMmFC0ysia+ouNH0U5JgtpWruP1UUUJMecr72K/SP8AaHNA+WkjI9Nxjqjoz1Prt4CP3AzEc7Bk5LAiyttJLvGaN6W8F52j46JDHaG8WuXPX8BpDBulDeENQNlGS16mvkNeV/Q89MjIoh7D0bE8OD4HUt8NhVBIlUVORh424du79qE/KHDXw/vLa4s+oSFfJJaPpY9tzktMMl0l0Cv49WbV66oxXU1Bwhyd8rMuR0cjqcrEeCbZ4rgQHWbnJaH/vF2VEoJe8opCuWWCiI5YvFJyXRnTVWAXrT9Pd8HnbePXd01DTNHJGEcngYzMA+1Jjs5APDN7jjtB6RMeax+LW9TOrfu3ltST+uivXvAM/OoFz3Dq1CF/mljts9ZyI5HwuCNRRWcNZGQvOnjCENCUOHlezHSlKQMy/QPgo7rz7RYOdfs2js7wuKPkB1x8XdIuU8aFJ5mMjGyDuvn3oSM6vhKnmWz4szfntlwFvt3K0RL3QYtrGqJTgD8d2XeoT8+1YoiO1/RgHB3D0WGodD40XQFu3rdRZHGu5c1Dst+aPpHZ64eEznF5ksPzGH+NK0JzLRsgNGS6KufwQlXyy/rKz05kk7Oe0iA6U5AQKbaO1xXXxh1EB7TLLL/TFeia44IQpZ2Y/y+voHmHSFNKKI6Oc5ijRyJjsRz02jMcJWAg3QxfkDQ37JD3R57bgHwpAQP54hPn6PjKWMwe7iM6dsHQCIZVxG1ARzIkGZm7l2ueOc79hsPomAWkLhk5Y54loejgmmKVKfwSDwmKPCNNGZAJPbVzSVntin7FF+NgrqtA9zKpCkTkbC/1hvLk+8o45/dm4rRoiE7u31+n5WYv56kZALe85nUlTapFETbZAW78Hhsw0FX8VDKyx9HxTVfchET3UCdgoLb4a7muZL+tw9ExwSGZIqpxdDQvTMBXAlvOnBS7N39jMkvmq0bRmYJUxdGJdQi7i9BznJiFXyAcISLmqCIVDH4t2X4J50p0ooACFdNEz+4uV67FCYGxNpRt9nenXLRz6b8QR0czsfEJx/G6SkB0uILAn+2gcBc2F6GhBat6Zw74HB0NceFk6pBoHFbrXm4VKUte9d8JKUbtVqaaYmW5umTk0nTlIhmyfu15lYuAKOcpSOWnpvBpnmYG0Zm32dblHGDScYg4OrrXVXgwuxwdodAIrlKMG6jNVTwgYk+8by4cdSaRHJ12KwuSX+VmBmB9nXldufOfexM2e7k1XdE4JIVLDxgo5iOWHJSu43J0CNFJV3Q0XtNCx891JRUdydEhUTlWiiLKkW2zPgQUnZB7Oa9HEy344CyBOo3pagoS9LrK/YEthQcM1BZm3+vK3U2PC0LUBlsosrMWx0PGdQkhOrwqZ0ERi1cmykQRnQoysma64gO+FqLDyMgp7uWcxCsnldCEblJAJEZG5qZCztHRvGhiio4aMJB2kIzbEUpcWV7TKlwOJ6mQ3jOpkZH9Nvo8Nbcd2oiwZhdf+SOJefFJHs3ywS6+s2svAJeMLJ/hvMgkb6PYMqQjwMXS+i0vZ/kS7juKBQxUc10xDbc/KNBphU1XWtRo14MsN0pLeW/2N3PL7F5kCoiQE4As75quXEQnRkY+sNLDwdU+IyP77uV5ZpWoUPRvTTTiMjddUU1yLpS0gVi2c2qOi9bCnmeoDdyE7CvVJPz90LvXxKKFbl+JzSfTlEbRmYLwyZ1LChmZKxhqB6ddhrBzy4BRIdtqqlBtLm9GVzLk4Oe7obI9EUSHHVYRHaFwxdJoVC3esUjToWi3momNb25bOctePtzt3fjdR3DKCYs4/aSNkTaKhX8geE3KDi0Wh0YufBpHp67pSncvF6arDFGOTlixcxGjdDKyj+jYcUV1hxUEW49/f16uK6M4++3gCU8HgwKv/u+fxwPLhwG4pisf0WkNz5OIDrxzYu7lmlJss9u7x807jm0OhLmJJIbotJRnONfOnHZ2pOlK4fw59yLNbaLNsot1memKSM9eUs9IP37+uz+NA6t9PPvU4wGIBJ7s3ZASWcfrSlMOORmZbjyE6NiAgU5xRzTTIke2JfkdcJN6huLo8Ho0keb0qvLTlsZ0NQXREuUBdU1XLKmn4o0jEQ4tls1aROPohGzFnqIzcMtwLyBbxt9983gZBtYWuxurAGltdstK0YjMmumAc000t02PjGwQnT7uefQgfvrDN+MXPv4VtQ089ULdODqpST25O3+7xRAdTdGJKMQqiVNJ6kkIgB5Hx+6uXVOdWzaVjAwIhZjVq5kZAagrhIZGhExXWn/i7+Jgt2+UnDMfvxn/4rmnmHIyqadBBoiMz9oD8b+2gTC3FEN0BOqWEjCwHVB0iPuhcnQ0MrIIQNnKs6CXj7aR83Mo+egwl1VmuuoI1CWW68ogOqulUvS1e/cAYF5XhSUjl3F0hhydSZiujIJD90jXLT/jDhjlJ5+zrIJu3w9vS5SM7MyD4YVE8r94u2dBGkRnCiInHpLaKSCU8pI3QFeQi9haIUQ7ydtjVlFzy0pin7Zoy92p5ehYUSxXiumK6lQmbUVp4aLF4DELzZBY2R8UqndSeV/lLtYlI7vu5bv2lgveI/tZhDTeRjYJy4XfQXQUZawd2OVS2/j/tJC2OEdnDKYrGUeHp4BQER2GbnI0Rt6DjYdS3W+zLDMVOF5X/JkNCmYq9tvFUH17jjSTRPoT5+isssXvk2/5UTVBJgkpxbTwFKJ/87pjJjj+qEMKjVQatGlHu0c3eGbZTg2dyDI/jk67laEQIQVCZGQLbCh9nTHXQ/cN6KYrEuJKae8vtIgbDpVjnoanRKXIqlCK5tr5cNy770OGsKDnQY8qsw/KE52jM2x3zjk6g2Fd7roUcpjh9WhikTemGM2QptMgOlOQXoCjk5ICgqMSdlG3v4c5Ov5ksRaJBTLzycj+zlMqE7KM3X3b4xrx2UZ9zZzPUUxX6s6IFEf4k0L5v/9cpUlggQUMJNg8NJHyHbQbQkAqN/45c63wvTumq8I1XWkB/VIUnVhEWf4MYl5XXCGKITqpZGTAV741ZT/0LEnK9+3en9yAax5RJNyTjRY0/ixs+9zvUhmRGxdZt9ae4TfWbqnolMcl/0bdHCj9gHukWfK5f26eKV5lSsBAHgRSDwpqz5fcjwJS0XHvm997R2wsiSul9eNQziqTAJf97riX1zBdybKLQ7OYRMalt1VoM6t5zVlExx3/ZbvtM6b7lUl8Zf/UUuFooiE6jenqGJO+2cXKTlR+xhUdWth190sP1qSYGwO/zFpE4yeEODpaYDNnSi4KT9vXOTo+rG2/u2V0VIMmbf83t/3+gsg5Ua5CYCerQkwqBPtyRIeClYUmRHPucOLkymMI0ZEut9rOqS/uiSsYHWEucdoRUXRU93Ja+Fji2hiiY91QfcWCSyoZGXBNnBoZGRA8LGWB0FyjQ6YrzbzHzYExfpGfMNUdQxpHJxwZWf/fel25/ZuOR8nIkscj2m0QvEBkZNlHJBeLe0PxewNCcXTcvi7RYf4/H2Ptlh+BefNiZ3hv9lhMKQcYWZzVnXPTVY0UELKsUXSG3+lWpMesx9FRnhOJxtExkZHZ2KDNd4nyxBAd+38MoTGIDhuvxdpiKY5VJqLo3Hffffjpn/5pnHjiidiwYQOe85zn4LbbbjO/F0WByy67DNu3b8fi4iJe+tKX4o477nDqWFlZwVve8hacdNJJ2LhxIy688ELs3LnTKbN7925cfPHFWFpawtLSEi6++GLs2bNnEre0JglzdMKLNInL0fHLezEW4C8y44AQNb5LyFYsF3WZibso3DgPAJvE2eHwMmh/i3F00r2ueFuH9We6K6aGElgCZ3ncupcPKhEd6c5LLS2VQ11ZlcQ/PXu5+z9XMDREJ9RHuWju5ZKMXCJGQwVMdS+31+GX8jg6wzg6KYiONHFanppev/YqtPQFIQ8f3b3c3vNqv3znmpLWEvfTznVER1t8ZLtD92QjIOfOd4vo5N45JFxhdduZmfsD9P6cKwhW6XXl3otrurJlNaTCcy8vwgoen3ekiQwANg8RHd4eUjZCJqh5EecIALLcPts1ITpzLac9BsExio7sE8PrRygPZk5SNjE8uzxHdLjyLcdAKFCtlJ54T8BRbrravXs3XvSiF6HT6eDv/u7v8M1vfhPvfe97cfzxx5sy73nPe/C+970PV111FW699VZs27YNr3jFK7Bv3z5T5tJLL8W1116La665BjfeeCP279+PCy64AP2+jU1y0UUXYceOHbjuuutw3XXXYceOHbj44ovHfUtrlr6YeEg04rAUvsPT+CgerJm51+R1rEU0km6IY6QhOo6iA38QaLm5tGvJ7yHzGW9HlelKc9fPYHfu3MNEQ8qkSzoFDFxhpqvQRCpDD9ggjG5+MA3RiSb15O9/UDgKRlvZxcZcp0li3AYDj1ciOlZJ40jMoAC+vWuvyfhdj4zs9hNNAXetPH67Mvj3F3Ln1h4Rv+eVXhiNkohOmy3g5aerNPMyHqLj/O9vbGQ4fs8FOGLylKiVzY9W3ls4e7l7TKY2abfycBwdq+nYexGITjku/LEAuBuSTsvPkm4RHXvNhQ7PZeXfkzVduYgOmd80ZCsk0kNrQZiu6OoS0fE3s1Ree39uHfxYK888xJ+bV/MsoMTTPB+5VdvnZtN0NXYy8m/+5m/i1FNPxR/90R+ZY0960pPM/0VR4AMf+ADe9a534XWvex0A4KMf/ShOPvlkfOITn8Cb3/xmLC8v48Mf/jA+9rGP4fzzzwcAXH311Tj11FPx6U9/Gq961avwrW99C9dddx2+9KUv4dxzzwUAfOhDH8J5552H73znO3ja05427lsbWaq8rpI4Opy0xnc0FBnZ1OkvMuOAEK1CZY+FiMCSqNgvCmeQDIpIHB12TLuW/B7bbYQmbVkHbxvVUk7aYeSD1y9dcomjc6jbx6HVNESH2hjm6GiKTlocHZejk5vJSEOqYl5XemTkwjmfc4C0e3YCBrLqvrFzGT/5oS/hn521Db/30+c4yRmrxOVy2S89RZEr/9fq8E1p8rHGIiNrHB0NjfIQD6GsGkSRm+MCz9NVZuH9L8MPyA2X1iM19/KynW5IAs3Uo3tdxSMjq15XSntCOZQ00xVxhaTzh4rozFkTlDYNz7X9sZJn9hmu1jFdCTLyts3zTnvMxsmY8cXmT8x5MXO9tonhHB0ar1lm7zG0qcjzDBj4dAPnumxsDIvPlKIzdkTnr/7qr/C85z0PP/ETP4GtW7fiuc99Lj70oQ+Z3++++27s2rULr3zlK82x+fl5vOQlL8EXv/hFAMBtt92GbrfrlNm+fTvOOussU+amm27C0tKSUXIA4AUveAGWlpZMGSkrKyvYu3ev8zcN0Vw2gZpeV4Koan9369L4CVUQ4rd37cUVf/stLB/sVraDT0wh05uMsaHF/whFInXJyGwSFO2RiE7UdBVAKezE6u/8+fN20DFF0ZFoyIYhJH1wtW9i6fQCO0Y5kZv7GUiODjtHmK60TaVEM7jHjYa4yESQmmjzoEnq2bfIVIrXVUuYNHbuPggAuG/PIQB1ycguKmDfmy0jOUt+Hb4SoiGT8nok9p6t19W8ZrryFAE91g0vRuf4ua74/1xptcqkVjfPBC4lNFfJaNdd5d3yzQGJFxk5F4hO7r67sl3+3GXaU8C5cX4PEgX0TVc+orNoEJ2BOk9a05XO0amD6NCm4OnbNuF//rvn4Tf+1bPKH8RmzQaPdJVfSU/QZnXJ8+H1aKEXWnmGrZvm8e9e+CT80iueqrbbbMgjCxU9Bq7srjHf6Vhl7IrOXXfdhd/7vd/DGWecgb//+7/Hz//8z+Otb30r/viP/xgAsGvXLgDAySef7Jx38sknm9927dqFubk5nHDCCdEyW7du9a6/detWU0bKFVdcYfg8S0tLOPXUU9d2s4kS8rrSTCdSXG18WN5ZmO3v5aeyiFUoOq/+wD/ig5+/C//tb74ZLGMHmz0WQlPkAlco6ISP6AxMWV43ibe4iPuNoRq1spdz0xXB9UGODrV9eJ1hfYtz5c7x0KpFdOR1SHjAwLJNVNYvbOL2DK9nPFEiaBb9b5Ij5jx7uX9fMYJwqnu5jaPjznQP7TuMm+56tGx77iI6FikoPy0ZOdweEl6CE2Id4jhH7ZT3wEnMJEH38ipEJ0KklopkW7xDTZnSHAzkffD/ZYJF229chTya6yrE0aH3FHAvV3NdsUPt3CUjx1JAcGXfolBhMrJJ2zCsv47pqjco1DE3ryI6a/O66rRy/NjTT8bJmxdMfYDv3GAVVLru8JM87SPjXve6skoI3Q+Nl8sufCZ+/iVPUdudksGcO37Ewjisl4zddDUYDPC85z0Pl19+OQDguc99Lu644w783u/9Hn7mZ37GlJMweEr0XllGKx+r553vfCd++Zd/2Xzfu3fvVJSdtcXRsWXVuC9CMaAraNBllXxrVxjhqsPR0VJAVClDNi+RVTS4BPQcpiz6ba4mI9v2kRTmNz4p6BwdGcmUBviG4eS52h9g/5BzApQKbyt3Y6jLHXQoOFzZzpIQLKPFpiT15BwdybcAOIE1ougov2nu5SFE5z984qu45e7HAJTeLE4wMjFBEyqSwtFxTFc5XzDs8dDiyOuo8rqSmwouPK7KaoSjo5F1y7rlNWw5J7HiwMYDCiW3lGR1uXASYVTbcUul3bSh5fYZLZmlRuhuK7muwqYr9154v5beaST8OzeLAn4MJkJ0+K0ZRadfqM9jXiEr5xlG8rriwQy50DfpHSfdzD1ER7m0QYX6ft9wcl0lbGxIQqZT7bohjtx6y9gRncc//vF4xjOe4Rw788wzcc899wAAtm3bBgAe6vLQQw8ZlGfbtm1YXV3F7t27o2UefPBB7/oPP/ywhxaRzM/PY/Pmzc7fNKTK6yqerM9Orhq0K+PbqJGREzcdlLpAEw1SDyFSnumqcIm1ReHDoDJgoByAfqh/935jHJ3Q2q0pjtwerj1LjfchuUDkTQEAuw+smv/1SMFu39DMZfJ6HtlUKeuYbQYuP4MvrnRuTyhrmqiIjsrRcRdYkgeWS7PU8554Av6fl/yQo8zK+CyrdUxXrM3chbZKuXHqUPglIdOVxmNK5eiETEKyL7koiK3HNcHZMqqnkkdGJkUgxtGxyJ/bTsnR8c/mu3mSTiv3OTpt932R0H90L/wabYZOhd5rzHTVaWWGO8evuaikeOCimR/zjCX1HBHR4cK7E88DSM3x5t7AvAvYuV5zoMiVOS0y3I2EAlZy4ZvKY8J09aIXvQjf+c53nGN33nknnvjEJwIATj/9dGzbtg2f+tSnzO+rq6u44YYb8MIXvhAAcM4556DT6ThlHnjgAdx+++2mzHnnnYfl5WXccsstpszNN9+M5eVlU2YWRINfSWIQpDnfIDY8BYT/u+WslN9H8bpaCGVs4+0QMUu0+v2Agb5y5iE6gqMTQnDMd4JxI7uHGHmU16F553APEi2wHj9PmgTmhxFPAeBRpuhouz8P0YnsnsxiKBAd7fXKMPkOR4ftKOm4x4VQRKPvmKSeWuRlcQ+kAFx24TPxo2ecFDVdmUUhKY4O+59NtDKKtf3ff2Cc26Odw+vTEGN+zzHTVUvMAUEysmK64m0AIuEHzLt2TVe08KQEDAyZroxiG0jq6XN0hOlKeEPFEB3ef3jsHxfRtl9ofNG44PPtpoWOeaau6YqQuEGyopNlGCmpp8yITsI3XFo/lXO8tg6QSDMlr8eJjExxdFIQnSTLg50DU0xd05axm65+6Zd+CS984Qtx+eWX4/Wvfz1uueUW/MEf/AH+4A/+AEA5gC+99FJcfvnlOOOMM3DGGWfg8ssvx4YNG3DRRRcBAJaWlvCGN7wBb3vb23DiiSdiy5YtePvb346zzz7beGGdeeaZePWrX403vvGN+OAHPwgAeNOb3oQLLrhgJj2ugDCik2L75NwDbWE2pitlcU5XdPRFhU8mzi0YRcEtr7nlSnNbVcDAUIBAceno7iE1BYRijUIGFm+GR0bWODpmIrFt39BpYd9KD49VITrkKSJMV1pZCenTjj3FdMXJh26SxgHmkBsycV1Eh+rtm4mOoRtiMeyKiZ4I30XBEZ2haaRGHB0Z28marlxlj0SbsLMsU5EaMhUFx8BQ7D0Pou7l8na86MWKos/njRTlzfQPsRMPEY25GNRKlPEjI/sDTnuGPhk5E2RkWzaGqIWUeg6o9ISCyfldm3kGeZWMHDBdCZQ7G6IiJqlnjVxXoZAJ1JpyA8gRY3ucl4sHSS0/tfnf5a/FN4FcYnMSCa9P20Cut4xd0fmRH/kRXHvttXjnO9+JX//1X8fpp5+OD3zgA/ipn/opU+Yd73gHDh06hEsuuQS7d+/Gueeei+uvvx6bNm0yZd7//vej3W7j9a9/PQ4dOoSXv/zl+MhHPoIWS0D28Y9/HG9961uNd9aFF16Iq666aty3tCZx4FfRqbLIIk1ikRTdrTBERh7FdCUHtb2G/V/j6Mj+XMXRKVCYhZXE8gjcQa1dl3/XzHm2zvKzTgoIHsfEBNcKIDoywJcDic/5io62OPgcHSobVl5S3Mul6YqUDO7+za9Dr6wuR4fqdU1jcUSHT/QZ4KQEoUdUKzIya1aeZRioqKYto82/msdQeV6BHJlTl9af+D3HPMY8REegKxZR9McZIJRa/V+G3rlKlFVGwxus0ALYFhwdHdHxNyTtXCI6MTIynHa5piu9X2qmK3qmvJ8REVlek8zM3X7AdNXR0RfLyRrFdKWvAwXcudq0h/qEMG/HzPXa/M+DdNL7SwB0jDIaV3SGbcyyY4OMDAAXXHABLrjgguDvWZbhsssuw2WXXRYss7CwgCuvvBJXXnllsMyWLVtw9dVXr6WpExc+ELxdUqTD/o/PfQ9/teN+M9Hnue5WKEnCa0F05KDWzk+JjOy7l8vdp11Y7TnhiR5QBqRQ7LQxKN2+pcRInRl093I315X7O1cEyMW8CtGRi08siKTZ4TGlovzu35s0XXHvrg5bbG328SHiE5n5tMdIu2jH68rs/t2GacpLnmXgXngW0alDRnaVgiyjunyUA9DHA5+gufSLAm24/SsWGbmKjOylgUlIARHKN6Qhu7yMJKtLBVmbFkw/kWRkEe06lL3c97qS2cvzIBmZBpxE5LIs3C/dODru/TmKzgJTdBSvq/5AjxMjlVU61WYvT1/MQ32aKy587pRxdOjaMd1EuqgD9v1nmV1Dqhw1uNSxPLRy7qVVWfXUpMlePmGJITqxDvRXO+7Ht3ftc8rGvIRILEo0gqITQHScSV6BmqsCBnpeV4W/CFa5l4cQHoPoaK6yFYNZQ9S46cC6l+teV4Y0SYPc2SkOXcy71r1c2wXLIG6ZOM5FkpEJmo/t7Oh/HhWX4mkUBYuDQzuyumRkg8RYRYf6OUfCiqJgiA7bxQtlkj5XauW6Yv9n+rgaiLZodWi3TkV5XTFEp1+h6HiKQCAFhJPUkyM6Tv/j7fQXtjnhui69P7VZIYTokBnMhhNQvK5yjaPjmq46eebwrlLIyJxgLoW/yp7gdfF+tombrlhl1r1c5+hIcz69l45AuFKkK9zfTZ3sXty5yP2UDicx05XG0WllNjJyN/CeNUnh6PC5NiVZ9bRl7GTkRlyJcXRiOUtkH+EB7PgMJYlqdePo8AUgxNEJITqh9mtxdNw2F5DOCtbrSldOPM6OaI+K6FQMZt10Za8nY06U7VRs6IqJbOOcrzSmeF1FOToDqqf8NJ4wmglC9BGZaqIjvGjoGdR3L3d3kGUcHXf3z38HgHlmfpYIFgVWDMH8arskojP83zUzQv2ft0PrJ/L5lNfwzydkptcv4gEDAyYhaqrt/7aME+gtgEzRfzwZrDFdDfuLDCGgmnsDvDaPoxNKASFuuS3IyC2Z1DNCRuZoZyhkiIvoDPuMZroKIDqLVe7lYvNHp9pcV+mLeYijUxXNO4Ta6ykgfEV0oCghNB+kma7Cc5K8LjePxcpPWxpEZ8LikrQkolN+qrZycay0f/s7sRCsGeInSDncs4hDGkenuv0yWqjP0dEQHbGjFW3wEJ6M2lA9aYdg7zgZWXf11qIka4vDoqLoeN5oA+6RR4rO8LcISmOUEhbhVsaPkuTUHuPoAMPJq+970cQRHf+YRYRs/RpHh5M2uXuxnBT7/dKMRc3nSlFKu/IcyAcKolPExwMfX1wk0lKWjSE6A1DkpKQUEELpoGEh29LKMvQKdzHWzFUar0UigWSGiiE6ocCG9L5Dpivd68oeK8nIOlolTfPWky+M6PBmrMZMV4sc0bHnLCYGDOT3CFjU6O5H9uMTN9+DdivD+WeejC0b5/SGgnsSyk3c8F6E+cwov2YzOywvAityGbBxJOvhiFvIRKlJins5V8asV19l1VOTBtGZsMSyQqegEbwsHxBGGAJRlqPrpgUM5JF7tR2oPD9XJqYQomN2AoWMo+MjOjZ2RDG8H/f3TKg+0p1ee4aWO6PdlT1Xi0vEyan8WTo5xAyi47/jDaqiMxDf2XMVHJ0YGbmnkF1l8ZB7OS1yUhlJcy/3f7O5rqy7qsbR4ea/OYeM7LeDJz+Ui4ImkqNDXcXlU3FFW1+kNfBoYFA0fQyQ8IzwtTg6wnQVCkqY525flIq9UQ7YcWsWc++hwxRkKSFzr+EgRTk6fh/RUkC42ct9pVdFdPymDu+NIToiP1oI0ckYDYBQ7P7Aj9YOaIhOeSIFBb39vr34z9d+A+/486/jv30yHFkeiMXRsQqe6uxAcyIEojMs+o2dy3j333wT+w53Vdf8PutT9Bx5ZOQq0TZ8UjhPMYXTM21pEJ0JS1/spLnE4lnITlJ20gRERzF9xDoo55CEhLeFjwt7SwLRYRNqf2iKkDvqvlkY6btAdALol2xHSsDAcBwd5Vx2fY1UF4uj45KR/aHlJTtV+Fs23L+Po0ubfcdRdAq02HIgvS7kImfTQAycz9jEpyEekuNThehw7lN5Pdt+OocTPGtHRuamqwCKow0Hzu3hIiN28zZz4RyduHu5j3iU9btt8xQNwSeT3d0oBzFERyjkesA5fcx02P0BPmoLDBUID7GS2ctTTFfUXmtuDfVLvumjvkjcpDkH0ek455103Dx2H1zFlo1lYs1uf6AqfvIdUjPOf8bJ+Mnnn4ZH96/ggeXD+MZ9y3h4/4raRhJJlpZ1clI+fQeUECLD30lh/91/+B6uu2MXnrl9yXvX5fn2ndqNsL6h1CQlLg6PqJ2iGE1bGkVnwhLKcwXENWVpuuIcHQeyNgiIq+2H+AlSOKITClwYgu2NG6EDp9vBOtfKcbg7wKAQxEnYgTbXLsvYRVHf0foDUiA6KgLit9mvQS6ChflNO81BdIaf1kRmy2mmK/me+Tv2OTqsnZk1T/F6pKLDxVHOisLrhy3BMeCKSki0Pux5bbX07OU80rGHwDj1WEQny+LtIZHKtx4w0J/43Tr0xVQzXenZy5nXlblXvw/IoKGhyMiyKRwdlffD70mLPSNNV7Hs5TzCtXZ9g7wp440vpCRzbZm9PBdkZFtWkmx5n6xjuqL7awfIyADw0Z97PvYd7jmmVznnlpnX3etRH1la7OCK150NAPg/O+7DL16zo3Jh18j4gEtG1igHkqMjw3oQ/eBQt2/O0YKcasE0U8jILWWel+J4XZk+XVn11KQxXU1YYkG64qYrv2ycPBuuM2q66saTTpbX4LtZfwfm8EFYJbQbGgxE5u7CTioEDVchOiGEJxY8q8rrSoNY6b/QwqctnqrpSokyHYoGDfi5rjhZUCJLMmBg2Qb3Wp7pSiCLXpLGiEJOonN0CueznbPMzgqi46EcRjG3Cw4nbVblvyvb5SpOmrIfcsW25+kmTo37EouMXO11Jc7zAgb691Se574veQv0nfeDOVa3Q1KOcCiCST0FR0dLfZBnfv9p50rAwIDpyt4L9SmLMoaMV6mmq00LLqJz5uM34/mnb3Hygcl5st3yAyBqYyCFrAuETVdmDoPuRGI5NuWnRL64QqTG0Rn+W6It7ntMM125SrYmfK6N8SbXSxpFZ8IiuRFcNI4IScx05Zaj34eIjtKG2AA8yBEddY8nER3+v69U8YHKJ1ppOqBF3mQHpgnc3I/bBnlfvmInEA12wXAcHf8YVxxjXjhlWXenzCeNDfM+WCrfgxZjiaow0DL8e5RxUvhv2rUGhd8PZa6equCK8v7MPVBSTzbRVSE6Wp18EiWUcT7BbCXbxRVU173cltcU/zCiU37GEnoCHPEYVCg68YCBFtHUFR2J/JBIXgvgZkaPmbS4aMEvebs58iZFIyO3JRm5lXlxlEgkYs03iWFEx7aDxlNHMV1pXpDlfVmkSs7DnTz3xoPKz0rkpFTluiqKQoRBsMf5teVz4gqP5ehoXlc+4h9zPjD3N2xuWhyd2TRdNYrOhCUN0fE7hOwkfKcqd+vl726dXGL9LQXRcTk6fPfst8dRdNq5+V2SQW0sGNpRDcS1qhAdd9DLtjtmoRqIjktG9s/RdkoaDJxCRtY88iS07JDQpQmCITpytyURPY+jMwqio5muFERH4+iYlA4BzgN/roeHfTIlzxXg9hRtMgd01I6LhkYA9rnKwI5SUhEdL1lmANGRXVaa+OSUoe3kucLpKEAiYzqXkPOE5OhobtWasjjXcjk6rTwLkpE9ryu2GIcUHX4PhgMzvD9OZNdMyQDP4TXwHCRarcwN6wEdzUvJ7l1eYzgGQohOIRAdg3JLJdt9TnwDpCM69jlSHd2+rDMslh8Wvj8+l81iwMBG0ZmwxLyuYnF0vGOZXt6qBe7CzyUGIXKOTkhjD/EGrNcVX9CYxwyLzOrwihg51iA6YgKXjyuE8ITCjTteMoFergUM5M8zRr7l19RIz5qi4yM6/u6ZqtChYNcEwReMQkzS0pwo+2FbmJeqFnLeNucexA6/1crZAmsbtdrve22m++PnA1b5TomhAyhkZKVOp/8p/Zyfx8UuNnQtvU1OHJ3hiqkhUiEysh8zRZ7ntl3eglz0OIFXklyD6RQiKKjk6KgBA5XNQVtERu60chfRUYjpKqKTYLoyHJihgsP7WihhcZtxqzzT1fA3bXxyaSn9TZPVithQPhm5/GTbTKcN1FwTJ4ltKF2vK2q7z9FJioycoMhxHlFjujoGhSZ7bXKJ5RDxTVeZx7bn5ai/ahNx1OvKISMHCrGBwsUgTOwYwbN5Bsf+LaszhGWPoxNQqrzvQ8Uu0PaqSLbURlmWu7dXIjoigJ8TR0fj6AS8rlwvJIGGZG47NbIp4CM6ghJlTEySo+MpKpGJT/tNxtFpZZldPNj9rgYQHbo3PjFTn0yJigwIlDEPxZLSlR4uqnu55GEFns/IiI5wAafraHF0qH7ANzMXYoFzFR3hjeWZy0qJoaCGo9N33zcXbrYkkXF0SkSHfVdNV6JPKiRnEt6MrunjNoTCiRvnkGfA6SdtVM+33oe+ezm1M1fGJxdScmMcFt4+iVTyeTTGAaRmSISXozjW1GrPs15XfviKlDg6Ke7iAzYHGkR1hhSdxutqwtJjQa+kxDRflaMjNPmynFuXNiHENhoHuekqUNBewz2ucXR4PqM8oMg5nlmCoyPrJpE7OsnRkRN/VdwT51yhFNBvqpcRRwkgFkEH0VHcywd6GzWzZp9Nbs6CpXAwyt/C9z8o/Dg6nFPCy7ciKIqmRPtJPeMcHd9d3C9LvLEU13LA7Zc8RkodryuNX8LrCCEtJBwZiCk60vwnXb15/9POs15Xbr12d28XMHp8JffDv6Zn7o2goPz+AN10lec+KtYRpqtOK3OCQKaYrqKRkR2TZ3mTZKbKsgxf+E8/hkFRBBEdnuZFdgsaX+mIjnoJIyH3cj4P9ZV+KvuEfE7m3Ysb6A0KzOUZm0s4f6ZGZOQEU1SfKVOz6HXVKDoTlthiFjNdaRwdNZKvh+j4dcUgxMOr6RydlMjOfDB76IRpDzNdCRdY7t7NJWQ2s20QbVYmdikxRIebCrlwTykDsTPYlmTDvGa60gMGcuWiiqPj3Fdmc1ZJJVWarkw/NHF0XLQtZYcn499wpIAjCXyXTNINLP6aUkIcHS2ysCZcCXZMVwr3qvzfryMPvG+DtAQUEBJ+zysB4jXgzwPSdEVN80xAtHiIXTqJlx+KKQdSQTZJPSObA+kGL5VXHdGxZfm85yI6uYiMHUF0zOKZJwUMPLBSxqQ+jjkChBQcEo7ESQSiIzYFZRsVREe8m5CEstpTjZI0bvueO79k9gTnd6l8+kq6H0cnzXTl1qeJZmqfpYCBjelqwpLidRXzfiDJMr74+4utjLHAJQYhHqzB0fEQHQUCN7tZ5hrsm67sgKaM6ZKjk+peHgoYmEJG1s7lC5rKSVFQAru42HJJ7uWKEkzdhCt8/DnL2Duh3ZZEqboB0xVNjlV5wQD3/ZPC0hWmDJ693HEvN5O8fI9+HzFk5FRFh1XZynTlaSCeh5ScISBcYkEhuaR7Xbnne/mozHsPIDpm8RLtJDMqG6v82fbYDl5Dhvm55fXc32yi1ph7ubv5yLKh2YlzdAQZWXuc1IoeG1eh9Zg/hwOrpaKj8eNCwrlqmnu5bKPG99M8BzVZDWQvN+MbAdOVmRPd6xWiXMirk5uVRomjk2S6crhhw2MzBOk0is6ERXq7cInG0Sn8snbB4+VcRGctXlch5CcEp2tkXu5CSbesIjrDSucEshAmPovv5n5tnU4GZweGDyE6CkLGrlcdR4c+/UlDM12FJiKVo8NCtDvQNtu1ScKpcy2BZsiJzUvSmKLosN8o/pEMIMezlzuITiAbeab0EeqTIdKs165MPj9/hz1QFhDZjljAwCr3cpejE1bUOFLCeWCVAQOlQigVW2ovew92bFgksJVlnukD4lx+PfOdEKuoezl9lv908twxJVK7uLu41vc9M1wejqfE3yVt2jYqYy8k/L3JhbmtIDoqRyeBrAvwuVHMo8PPwSCO6MhLS0VIRqumOYQH85PzS5LpypiiEhAdptjOkJ7TmK4mLbEFJBaK3U/qac/XiJUxCDIaMHC1x8rFz/d5M379hovR5rsHdwByzohBdCiHz7CMx1EIKFn8eFH48Hdsw5KLsvx/2o1K0byuNA8GNalniIzswPfupOIuhj5SlecA+mVdRVHgP197O9p5JlAq+7xtwkOLQPDrRbOXs3bOt62CyiF3ztHhz2oltJs1ynLhlw25ywnhXYMvrD1l0QD08aalLwB8BCWkCPJI06sBpU6er/GCDKIY4PJURkbmO2u24PBAgPRY5WPgz8t3L7fIB8+dRiZMwB+TFhGxdbWHSG+nlWO1N1BTQEjPIdILyEyr3TcA7B+arjYqMaxCwtHHEBl5fIrOcAwGgmZKRMdwdMS1JSIniegk0qOSK4uxiP1S7DweLsPnslk0XTWKzoTFeF2pHB0q43cIORmXHAL6zR5PQnQiA9CNo6OXk9CpbZO/M+wy05XcPZAUsDtDiegUgWuFvksFkKz5ae7SCqLDFMcYZ6Ms66MZJLXcyx2OjvsbJ3hKryueQK8ogJ27D+FPbrkHAPC0kzfZ6xZA5iE6rsmwbvZyUlCprSbSam69rlREJ2CO4pP04TUhOv6CCQhl1jvfr8eeV37SvYSQBc3rSkuSy/sIzwtUhRxJk4OHxphdPUd0bL/hJGWD6Ijx7gaWCyhaQiGgFC5UNy9LSq2j6Ax/mxsqOm72cjj3Ru2h/pRnWTRe1EEyXSn8uJBwZVoqCm2l/drrr43o5AFl3+PoyD4xVHS8ODp6+2kTYpR0xXSVwtFJ4SDNuumqUXQmLKNmL5eDhgfj4r9IREfrt7H+drAGGdlHWagNCqLTyoOKHDddSROIHNTyWiQmbhCbM/hlUgayuiAOn26mXFOKgdhpkLNraYpOVyJbYiLn7TULK2sHj5NhFBbGD9h9YNVei22/tBQQMgBcfUTH3l+vX5hYHS6iw/qFCM9v6lSirtLC2R6Bo6PxEMr6wf73xxagu5enel2lcnQk30POASGEVkYz9jcl7vEWQ7YGhSQp8zPYvUY2B212f/y9zrdb5n3JFAUdheNC9zHXzoGVANFXLNymXq9VwnS1Ut90xTcZqz13fEozb3kvCqKTiGCE4ugYBa/Q+6xB+TL3U84/kjf10Zu+jz+55R4sH+qW5+XKRiphL2E4b1GODpXVnWbWWxqOzoSlryxmJJqiQN99jo5uKqKFWQ4CLrEBeDiJoxPfZfK2ci5GiKTHTR2EDMidqoJ/ud8CiI75v0ZKA3cRpPr9PDdSqKyJo1Obo+MvLGZSYYqaw9ER5i6urO05aBWdlZ5rYpPXMm61wweV4oXBf+PITHcwAI+sbNANhuRRv5BB9DTUb4U4LimzMJQ4OoqCHcpkXrbBbQsXLyhkDURHQ6+yzD4fDeYP8TGk+cA34cBcH3DRvsHAff92YRX9MRIKgwdE1KKf8zbGER3XdKp6XQmljc6p2sRZ01UNMjK71xWh6Ght1LpkilcSEI6jw+vXc11Rn3DHvMx1JZHzz37rIew52HWU51yMzSSvqwRFjqOBs2i6ahSdCUtKHB3f3u7Xw92M+VbMjgt/UJoykQF4MCFgINfWuWiICAWG6zgRcsX9sWNzzOuBt7XKdKUpdrz9/YqFidfpcnTsb1UJJWOL4Fw799CREEeHl5MBvWTuJruQYfhpF7NH91tFZ5Xt7vosEjUtPtIFXLqfa8L7sGO66nPEKI8jOgHXWtfrKhxkUxP+mLNMj4wcCxhouCXKGPU9X/Q28XuOcXR4We7ZZ3fnw+sIxZ6PpYf3rXhzht39+8iNRAJDiE5MmeswcyQnvXLzXJCjwx6Dg+jA9VTkyAbgm1NjkauBtZGRAXfMlL+NmYxMQTMDua6k6aoo4ERCp2aYLO+mXPmfNF0d7Pac73lme1Ud9/IU05XLDbP3MyvSmK4mLDE3vhA7XYMIM6Yp8189SL1i1yMljaPj7ihIoogOM13J+A58QPMM5wBDdALXIskUxU7GjgGqOCe+oum4dVfMAVWux4tzLew7bCebeoiO7w48KPzFiLuXP8IVnZ4wXYlryejFIfMkF357pUcNhvl5Bvb83FeiAGC1775vW+ewLHsHK4ajkxpHx22jUZ5CHB1pulLuj4TWPs2zjgtPktoN3CuJUXQE/4q3S16G3vON33sYP3/1bfiJc57g/G7j6Njy3KTixmXSF67YmOGKXBjRoc8hopNriI5AexQlX6JTdI725DmP5cAIHB3+PrsBRKcqjo5B8yoWdpt0VCo69r6ltySv0o8G745d6XVFpjwSHltpNDJyRNHRkMQZUnQaRGfCEstvIs0UJFoHSfW6isHvmhxK4eiYOAzucQ0R4VyMkNcVN8HIyMghLoS8K7u7Ye1UFJbYQLbt93/TPGKkyAlZrsuSp+OTBcPu5X32zHVEx93l0k6fZFWarkIpIMh0xRCZkDih8HPmicPMGS6iw3JdBRAderEOGXlouorxhZx2Ze7zUzk6PJ+ZeN8pY0eG4ZdC5G4+nqoUHYe4KczVHkdtWNW3H9gHALjzwX3O76rpKmcLKOujZqEU7YqNmTbz0uMoNUd/WuY5lt9V09XwGKEaWgoIs4EQ7YmZrg51++YZHFfD6yrLLKcshOjwx6Hp3imKAMDHgNy0lVKObz5u3XfkIToCBZTXP7DqIjrlZrn83yLG0SaX1w1syLlwsrs1mVbXPS1pFJ0JiyUm+rsMy70Qio7SQbgphRf3IiMrbYgqOgkcnSreAD/NIjq6my+VNxwdkeuKRnYo5YM8wMvVJSNrO48q93J5H/x8CflLno4XGVkxa1p+CeUME/FQxOTPkz0+vJ8pOn13wgxxdKSCGQNR+LPkEZB7fTdOD8/fRBNgKI6O5l5uTFcjuJdzE2/IdCXHg0EiNNOVeT5ue6WQUuYoOoGHSWVzsSjwdsnr0PsiJVCOKYkutj0lyiqikvRLwjPQSzH9pW897DjxHGCkblKmNffy4W/WdMXOF95EMlp3TBE9MEQvskzPMxcTo+gIRKdd0728OjJy+buP6JSfBVwXbv7eynKuwifNlV1xfRpHpp1Z5s3ZSaYroYBq4piuMvfYLEhjupqwrEbcakMpILQOwhc8d9K2v/NPLumITrxjpnB0eMDAoqDInFLRsRF+LaJD8VzcuoPXNsd5xfbfEMqi1clvm3MxquaAKtNVFaKjeToZci7tuMAVMtc0Ie/h4X2HTT0ummEVEcvRGXIuyL3cPK/wA3Nz/lhS7TcfWDb9qCUWv35Ruvxbgq5AKhRl2JCRk7OX64jOQHmv8n86h7eFi9wtV0VG5rnjQoqOzTfmbnYcM0Wun0OLVwg94OlIeCoM7sEUQnRimwOXo8OVKf7s4ZxvzVO2Hs90pSA6ZgNBfbJFmxpfCqPoDInIc+1Kbp2Udp5hFXbuWujk2LJhDj/29K1KG/26Q04XUqqU/XID6JqcXeV32Ab6ffgGLZoXh1Dy3J/TkkxXCRwkntg4Fh9uvaRRdCYsNsePNkDKT59YqCs62gRl3KHNJOO3Idb/k0xXAf6GhohwLkZXLKK2zfYYDzzn3o+4kYDiE/S6ihArbR3+efRvCfPGJwEPYvcQHUou6LuOAjpHR/InuMLFFRaafPgky01Xsp0+R6f8pF2gjUIbvl9+e63chvL/+au/Yo6388xR3PqDAp1WJDKySerJggvWJCPzUpyjw8WNoyM6+vAEra/Qu02NjHxo1SppIaWIIzp8d+7s3sU59CjIS1K6EksTmxNHZ6CbFkJIciy4KefotFu5o8SYMTk8pnktSa8rF9EhEcq3QTK0TVz5OUr6BxKqnzalzzrlePzZz59nf1c4dM75CYoA93wLEfJLb1R+jrsJkyFEJKKsJVrlwpVfc+2EIZaiyLlkd30Dv57SmK4mLDFEJ5SnSINA88yPM1GWLT/Nb5HJWpNxBAzkzeVcDLpljYNE9+hzdKhu/Vok2u1qSFdsd6cNSE5GTjZdBQjnmxc6AIDjF8vPUNI9N47O8DdaWEWsFUnQ5B4OYUUHPkfHEIZHcy9vZRkuPu+J2L60YP5efMZJeOrJm5znQPUGva7oflWOTtr05KAKuR7osa8os/J8fSGV/TKO6KxEXMtlWVfRKdRFTZ4TQnQ0jg7NLzycA9/Vy2kmRlB1ODrcdOU8e7ftbYWM3DJeVy3vWhJhHYi+rj16ej/G46oGP8e2e3hvgbQIVaYrLeWJFB5DSyKVLpfK5dZp5kxp1pfIckhKvp88Vq3ptMR70YSbvkPc0/WUBtGZsESDhwVsu1r/4KHtNeTCwsb+uSEIcbXnBv8KdeQ6AQO56UqaYfh1JKJTFOVzkJwjEnlb9J0Qj6LQOTrxODru/QFWh3Tc+QNiJ5jhOeJal7zsKXj88QvoDwr8yS33JnF0JLExg7sDl5nS6fPQah97D7vkQ5L+IIzoUBti8Z5InHbmGS49/6m49PyneuW49wf9H3K51oictJinmq54k7OsOt6KFnUc0PsKjU0tQz0X+dxCRGR+HTd6cZyjQ98tohNQdAy66HI5NNRRIlsxMrLD0SHTlUCtbODF8pPixfDqbGRkH+2Baa+L6Bjivdcq+35GiaEj20Rzl7x/zTzn/M7IukVRqAozf1+hZLXSvXwg5jSJ2lsUj64RN13x/maOJSg6aaYri0DPoumqQXQmLDxSsJRMdFiSYMK8iGYd0vbL+vW2cTRHawdJCLbXdoYuGVkfIAXszoXH4Sjz6EC9Dw9NUneCvgKYEjDQuW2maFWbrsS1RPlznrgF/+1fnI0TNswBCGcv16Bxm9RTLFiSVDz88SHGz5HCd/TUD00KCFrIGYcjJI7pKvJsRkF0tBQQMb6QUwfcvlCl7MvxYOO/+OfJyMjhXFfu8Zii01YUHUAST/X66dmEPDVV01XhksWl6YNE8r/cNlsTc9egg7nqdUWHKOAjH6s+Gdlewz4J957aSj32vstPcqXWAnVWCdVLc3UITQN01I8/g9Bcy13XY2Rkd+PphhwwlxHzlkxFExJOfzDHEoZYCJnn4qQYCcz76ymNojNhiYeDtzsBLtUcHX9Bz0w5vw2hDsf5OaHr8vb55iNfweA7d7OIebtPP44OtVNGeiZJie+iITox65MeR8f+VsXTkxNMFSejDkeHIwi8nXLBpceya1k3W9E9yWt1RKybvllU0hCduNu+3dVR/XW8rlYCbrjh6/H6Qsq+P2b4OUB8Ia1yL5dtTUF0SmXaXoe3KrTY0nvUeG/8uAzc5io6mXMOzLkR09Xw2Jd/sBuv+70vlscEokNtjnld0W9LQ3PucfMd85v0KvUCBnqtsu+SODob18DRCeV7c0n4/vm8fGiu5WhRCDEqCr+f8ursZrYUG0EaTvtDkmc+byzFdBXidHFxva70dW09pTFdTVhS8t54pMCAohPzJolFdw11UB/RUYsFoxVXcXQsohOOo8NzJvWLwhKnpVIl2uR7Qrg74hBvxqnTLDJsF8Wm/yqODt13VRRmiZ6QWOXCn0j77JlrC5Y0tzy4N4zo6HF0ykpJMa3jpQaElTqSVp45JjO6jkx0GUN00t3LBaKjnObE0QmcH42jI8aZFA/RSeDo8N3voChQsDbKxyvr9zxsJLqYZw4HcOAsRMNT6pCRmSJHp73g9BNxz2MHvTZ7XlfD422mZF3y0h/CE0/ciNc++/HmfInoyPERJSOPkLnc3JswXXmbLIVwrZ0PhBWdVTH+uJj7LtxgjGQKk9eWiJw19VV5XVV7s6rnic2XJibWWq5TLNZbGkRnwhLL2qwhCoA+WDj3gBev8gYp69ePf+UHu53vYY6O216Sao5OeUzbfUr3cqB0daaS3v2I73IXX7bTXqeKU8F/0xXHOJEZYJFJK5QEQ/yVZGSFE+C5l2du7AupwNFvu5bDik5/wDIYD8+jFA4rXanoRAIGOmaKYDEADMUa3nPYdOWPgbpeV7yvlPXFEZ06kZGtohNXnH2OThhZUAMGDvSYKeYc8V3u3r1QB0KJ4u6/Nnu5267YmOEL9Gue9Xjs+LVX4Df/9bNUNNJXdFyEBwBO3bIBP/+Sp2DTAkd0MGwX3YtrSoqZJEdJ/0DiKzqZ+rv2G+A+m5AyYKJlR9aBAi6y6SM6bnlrOi8/5TwrhWeul3VGzzPobLgM3+ylJjmdpjSKzoQllvfGasrucZWDk/MuWnhlY7vS0C7jj2/6PgDgSSduGNallwtnFPcVBZPPpZ0zkp4/KfeVgd9lqQRiCI78XePaJJGRh5fWcl2lmK4MolNhupJmBxItQJs05eSZqwyEyMgPRjg6PHggLciErFDMGpksVBN+eymIDmB3mauBiV5ThmPRxPV28ecXV1iAsNeV6l5OHJ0K01WrhulKCxgozRY+qiAUnYDpivd7rkRxbz3OCeESQ0EXWBC+//zjZ+L4Ie/MNV1RW8tP6V5ehdDJMU7d1o6PsAI7DkSH8vSF5jlAJ7rz36tMVzKhJ6+Th4EA/D4hU0DQGzS5ripMV5kyp1WNY0DfSErhHL/GvfwYlFgm41AHUhEdhBAIdwLWBqLWQXfcuwdf27mMuVaOn3z+acFy/Hpe3Ur7OYJF7dU8RLRImoNB4SgayqWMuIubr1DVISPz52ni+KDaI6Eqjg6JTLdAoqEo0pTDFS6NjEyn7jnYDbaTZ2XuDOM50cIl3ZVTnhdQ/WwkL4mnBuFCtUi0q6wjlYxspTQH+WW0MUNix45/ojUPUNn4OyaRWdq58Hfn8q9smSpEJ+RezonxWlgCvmHyspdH+sA5p52AS176FPzRv/sRnHL8ImuXf1/UVgpKSa+xCqGTpmSZIiX2Xg+swevKKtu66So1MjIANTQIwJHu8DPgJn3A5eTxy45qutK8rpJMV7RhDdwbP97KZtN01XB0JiwrCe7lcsIJRUaG6eBM6x9+xjxHtP72Z1++FwBwwbMej5OOmwcQ4ejUQHT4blzyTXh9PFt2K88w6JdoRdC9XCo+fOCbeu0xDtWHRBuQRtHKM2SDNEWnig9Uheg4nieE8rGy2mIoF5UVwbfiwkPbVyI6EUUnlYwM2EWO7jFkwo3Z/0eKjKxM5oBOOJfna/ckydpVcXRI4ojO0OMoc2PahIj4gIbo6AEDeagDx+uKKUDBiOyRPpDnGd7x6qd7xzXTFX2S19UTt2zEKccv4jmnHu/fmCKGjOyZaf2y1OYDq6N7XUnTlbz/SjIyO1ZlutK8b7npyktboijYoVxX1WTkeIygkLQiY9S0k9WXmhJjmtIoOhOWbtS9nDqEe1wzIeVWz1Gzl1MHrprkSR4ccjrOffIWh+yqiVF0xC1oHB0tqadnOy5cU0krz9AdxueQipu8FpTf5U4QSFu46YnyAWkULaTtdgBreqza7XscHQXRkcohR3RKb7XMHAfsc1jpxXdzJKQ8EKJD58kEiprw26uCvEOIjowQHuwjqOFeLna7Wssc1M5TdKgt2nmueSDUJInoxBQdE1gvzxzzbgjN1OpXhhQAi4K0c9friivjoW6dEk3cuxdFCbCefWUDFuda+Pw7XlZpCvYWcGHa1bzpLEenRHSOGwHRoX4WNF1VIDpkEuLImZQYV5PPX6E4Onmml+efVRwdztuSdcWkSnHhClAWUaTXUxrT1YQlxevKN1359XBSqgPDJyAXmibOuUNqPBkmhgfkEdn887hiZ9EJ4XUFd7fGyWshjo6H8PB25H47UkjaRoFgx8yzzaqJeoMhAlWF6Eh0g0RGOS7bZJ8F4Nu8PdPV8FSZkFBtR24nIYPoUFwWJXihFAfRqZghJYplJ3qxENEYUGbFUcjI2mQO2JAGMjYJnQPoyptcTJIRnYjpiiM6Von1Ny2x+j2RZOS82nRVnmafRcx0FRLNrEOH2uwZcLf2kNiNnLtwG/dyVREtP/evIY4ONdOQkSOITugeeJwhTboBMj7A+pRQlHiuK2djJ5KfGgSsImAg94jyrh0RGfJCCp/eHSpCY7o6diRGRg6x03X3ct8rQf5efmqTvNIuNvAse78C0fFQFf88gmjn2/EUENnwUIvtavsxjk5kJ6LFeajjdeUqSOy3im3AI/tWcd4Vn8WuoWt3FRlZKnwa6mQ4OhSOHvrEQX1Hph6ICZ9kya1fIjqa+yuJFg8lJG1xzxbpk8py+antRkclI2uvfP9KDy/+zc/ih594QpCjoxP53c9Qfzpuvo3tSwu4f4iUpsTR4R5Q3CwZSxwZEkOMp3GVZc64cMnItq6iYON4BEVH48pZr6v0eoAw9yQle/nBNXB0TBydJI6OXkeeA+hXu5fL/g+EyciDQp97wxyduGLB+wQ/ViWhVEUkfTEvzaLpqkF0JizGCynqXu4e1yMjh0iWdkEEArsepb5VhzTs1iWlCEzAGgl41XEvtwqMrI/vHrmZI7SrlbelQeYuR6d60tbaz8nIVTvQm+561Cg5QAoZ2X0OMa+rPpvgeD+Ru25q42rFbg5wEZKFoXs5xayRu2dNtEUtJDxlAG+fHAeaOcK0dwTTVa5M5gBw18MHcP/yYdz0T48G4+ho7y/VvTzLMlzw7O3me5LXVQ5n7MU8u2LxjQAt1IHLkXMDULLzWB1V3oOauCkgYK4BhFMdBOsSG4+U9hgy8hhyXdFcLftBlemKnxOaQ5cPlc4CKoVh+MlRPapL2/iZ8nD7ZrXpyu9bKa+amhw0XXE+YR5e19ZTGkVnwhJDdDREBAineIh5F8lJhosGOXJ3x6qOGUR0lPZqAQM9ryvwHWZuEQ9WUR1ER4vFkuJ1pT1/PrFUTQLHiUk1NK/LKMEkxqukxSdSOGXdODq+mawOnyKG6Eg+hCb8p6o1TEL5oTg6MV1mFDJylumqE8H6/aLw+jmdHttIVLmXAyWxnyQW/p7H0dGiFGtjuEr5sIiOVWh0k6erXGq8tlgf8O7F6ROZ85lqeiSRC7hJSRExXZGCR15Xo5iu6H5prvY93uz/of4aywf1+Tsfxn/+398AADzpxI3e77YPhBEd3iKpEFoycrXpygvEWsd0leh1FVrX1lMaRWfCEncvDyA6SgfJ2OlBUwtChMpwu+YZohOKozMQ1zDtZ0RKEu5GScV5lF+qT8vOHUN0QkoW/82dtPU26+23x7jXVxVqIQd+mIw85OgIhc+gMwpS0mPPjE8ccpebCHoAcBUHEzBw2A9Sspc7EH7FYhji6MjIyLHrjeJenmd620jZ5oljZRu0eCk0icfMSiRnn7Jk/v/SXY8Gy3HTFefo9CPvoEr5oDviCo0WsbeVZ84D448ixdwrRUM76PQYT0mTNZmuDBl5BERHmK5ks7XEpVJCmxkAeM/ffxsHVvt4wZO34F2vOdP7nc+L0jFCRXTEfG3i6CSQkWNmuZC0lHmSi2O6YpzLWCTlaUuj6ExYYkk9tYB1QNh0pXFK7AQM8Y8VTYEx7o7tHMb7KNAvwwEDh7879fokZzmB83g57Tx3TFchM5mf5NOfYJ3nkmS6cu8PcBe0qsVcZguuIqqG4ui0lYmUR4W1z43H7NGvGVsQueKw0KY4On1nco2dz595ZRwdlkur1x+Y51rHnJFORnb7gnYWjcNBoXhdDT95X6FFmnTTFI+kLMvw71/0JADAJS/7oWA5V9FhykiMjFzxvGXetVaeO4saj/rLq+IpT1LSgMTaRdcziE4NZKgUQjZKsYT8MKJDQ/CAISOP4nVVVtwNeF1pGxEpZg5T5trH9q8CKAMtUigPLnz+chGd8MYP4M+p/ByFo5Nkuqowy/EUQXzenCE9pyEjT1pSknr6HBZN0QmZWtzBqXVcTXFyTUzh65bXKz/lYNNMRjzUuTTDyPxHwHDwORydYd2iDf617f+aSW/UFBAuRyd4KgB/Yvn+owfUcqGknnH3cvtd43HIFBAki50W9g1hfCm8D3JExzEZJpuu0hEdbroMJfXUZCSOTq579/SMolN4E7Y2djqtHCu9geW+MAQyJr92wTPwE+eciqeefFywjJ69nCGfyjlVSrfktbRyVzGld9DOpdeV/Z+bk1MllgKiPTKi4yptdAntCRDRmvL2jSPXlWe6SiEjR8w7B7txJYyq5KZpoNzYGDRdec4eGbnCdJXlfvuTIiNH0Kry+uWnzF7fkJGPITEmomj28jRER7oV8nOpv+rwrtIuJYJxNUdH7gYs0mDq5QqUQDK0XWmrxVj6RYGQW7hvysq833Qysn5P7nlccbS/VUH4EtF52dO3quUImQi6lzscHRfRKb2u7MTmp4BwrzXfCe9o+Q6bEJ3+oHA8tmK78KoIsdq1+oOB4/ru57qK1DFGryt69hw1lG3gk77M7m45OvE2ZVmGZ2zfHF3kSbHNs8wxSYeyZwMJiI4gpnLX9bJu6zrN70FTdEYlI9O/Tz6p5KE8+XE+HyVaF/Xz4XfJswuZrnhy4lEQHaqX5sSY6aoKtdWCEx+scH03Ch58REdD0zmSzs1bVXqFnusqQdGhzVdgIyznpBZ7nrGM59OUBtGZsMQCBoYUjFCHNePNQSBKof4a2vVI4QHcQiY02x59N6shQTGvKzUrcmYVnV6/hunKaYevMNZJAVEU5T1kWebwkapQC1qYnn3q8fjdi56LJ5ywQS0XirGhxS2hf12Ojr0/j4ws2rg4F15gHTJyx/5/kCFAySkgaiA63CNMEoxjE206GdmtT2sa9Xfp2cLbwNvSNqaroYJUwCszqlhEx60vxtGpi+hIhcZE/Y2YrqySlHonrgJG7/ydP34m/v2Pnu6kikgRqmkg7yUyuQ0K6zkI6BvKKmmz+ce53lDcODp6HdJbkmS1NzD9P5RwVMtlB1BfHZbh5YefMm1IlWieu0mmK2OKipuuTCDM4UX++KYfYMe9e3DtJS+qFbJgEtIgOhOUATPTxAIGyg6kx9HR2ezWPhre9WgIEQ/gVhXJUiPEAVb54Oe5HJ3ymCW6+nVL8looDH7cdEXtZKarhB24vrNNN13RNRbaeVDJAXxirjxf4+hwBMGarvxdt1QIFyOIDlccOFGUXHN5WzWpo+hw5Y6jh1URr7U6qoQrwSXX1q/UIDpFobiXl598QaPnQ/0iJQBlqhgiuVDK+pFrVD1v6XXFNxAA0GUKspMeeI2IjobytfKstpIDsPFmTFfuNbRWDYrCKDrzbb9/pYhxLx8xezkvI2NlHWJja7HSdOVGT+fzofQsLE+o59mU53770xAdd8MqRSYE/pHTtxiF8+s7l/HogZXkNk5KGkVngsJ3srp7ua5g6KYrQJL1AEUJCex6vLaxAG4hE5o93x9s5fdhG1iLuj3fJBZFdPLMgX1tE+IDUhv4/D5DnmJunbw8mSiGv+V6PBYuXZF0MCTtlj5RaJ5O9G+P7ZL4++EB4fgnSVzRYVygPDN98gBHdGLPi3XhqmfDUbpuhKemL1+ljBIZWcvQDNhFjJsD7PmkNPrXNqaror4SEBIbR0dydHSOCD8nJMZ0RWOt5e7ee33bV11Eh5VRFO8q0fruqMJNOECa11VR2MS0IUWiSripRbuOZjaSYk217vGD3XJsdVpZMLYSN9lxRKdEcP3r8nm3lqKTZQoqX0fR0X/vi7Hxkqc+Dl+/7JXmmVTkGp2KNIrOBIVzH+pkLw8hOlp5Y7pi5aR49XOkyQkYqN+HVRr8NsnzeARQmrCtiUZ/BtwrKXQtD9FRfnOJfNWmK76g0Klcaaua70NQt5Sw19UwL5HC0TFIHVzTokdGFo90IcbREYoD7boODnedWRZfyF0zRbBYeS1GYOSJXqXEnnGqh5Y0XWkrLjdd+WEByk/eV+jaXrLMMZiueAwkVxmxaKKUquvSEOchC1zTFUN0uKKjoMP1UkCkt7FKDAdRMcMBuiLFER3indUVP6mn/N3+H7rHEGH3QEJqCqO4FG6uK25mdRVK+5zqUGB0jk7CeVXUBqXfzLdbwXlvPaRRdCYo3Qg3AeAEtmpFh3M1HDfqBK8rWZ/DmXByXcURHW+nIwZAURROll5DYgsQgylgmkNGNlCtW9ZXfHzlgLc+zevKv8c6ZOSUaMKAzwEwbYxwdLirsRP4zXvf7rVjio5UHChoIMUgqSK8as88JA5HJ8HzUJNUZEHuuLXTuNnQS/KsPMu2GJujJLwMSZXXlfZMqpQPPTIyV3SYe7kTMNDWMa44OiMLQyrKtrmmPM0kWZLph4pOZ7TlTEbx9uc5X8nw6gig4jS2NkbQpph7uUXsbfmM/V4H0dH2AClKbYh/RNIPjI2Qt+l6SENGnqDwYIGx/DUeGTmQ1JNq4MVlnIXQrocLV8DKtunlSHhG71j7pRux4d4EJnBJqO1zd0rvRsI7EQ3pSvO6spVIz4U8qzZdGXNAxVxRh6MjzX28HTxgoDF/jGi6AuzCQIhO1aTHf0431w2isaRijzjdvdx9fipHh/V5yaPIlbFDShm9Mkm4XItQJOwsc3t1jKOTTEYueL+xv3cDpis+mYwSGdlRMtf4bPiCD/gOBfrcZk1XMSU/JnJ8xpJ6huaTSkQn4vbuzL+sa7pxdDKvPCcrp0imzGkpnKZYMER+XD63PDDvrYc0is4EJbaTBXT3ZiCsOWveURyBAEKmK/e7o5AkuZfTNXRlg9ovFSg5+OXiaHa2ZnG3JB3PVBX5LidIIA2GVxEdRkauNF0lQv20wIe9rmz/kOa+LOPP2Z9UfK+rNPdywJquiKOT6kmVVjY39xHj6EQRnRG8rvjz4sL7vETWOImWpCO8rkJjYBTh/CoN0dGuUYUkff/Rgzj/fTfg+4+UsZwILc2yIVLATVfsPC1gYC0ycg2Ur0osUiHak5Gi49dfcDLyiIqOz8lxf08jI7ttJklBdEiKAugVdg4t4+j48yEPM1KF6GyYa5mNjNb+OohOVS7EEKIzC/F0GkVngtKNcBOAGKKjdwxpw+b/xyYZWR8pYO08cwiRVR3ZHxNuR5bxUqhJfDfJxZAMFUQnlEBU+64FLqwTMBCwG1v+PCvdy1n04phYaLw6MrI093FEh9vwaWKVl+bwPS1yJJ12yHQ1RHQq7iOvsahpHB01JUAM0RmBjKy50AKuEi53mHS+aroy7uWTMV3x6qyiET4nJH/xlZ3Odx57pl8ULEaMn73cXH+Eexyn6coiFWSGK7/be/HPKTk6Q0RnBNfysn7xPTLXhBUdfTNDYyu2AbGm98JB8wvmIagRoosCKBT0n8umhbaj6Mjmp+i0JlVOiIwc8Krlm531loajM0FZqUB0QtyYYL+gDq7EvghxNngZEhnbh0OhmoQDBlJ73HqJYOx5XcndxHAh4+HTQ2ay2HjUyNRpZGRWnvGM6Leq3TvfJcckZKvWAsT5pisX+avyROHwvXQx7uSy7BDRIY5OhWLB21kvMvJoiE5nBPdyuZCTdB3Tlfse6HzeFmO6Grj9ogbYEZTFITF1odMyqAsQzzdW19tLKgemrwqTlrM5oDI1AuloKSBGFWlylJuVsOmKODqjmq5kEMsw6hHqrvTIJBpvEZ0U05VL3B0Uer/jCmEVorN5oeN8j3EdQ1KVu0p6XZE0HJ1jRGKZywG7c/NSA4RMV4RccK3f/OaW4SL7mVTAcjZwNDGDLeCaSKfJ+83lBB5AdHgMihBHxzdd+crBmhCd4TMtAr9r0o1EsuXCF/1Dq308sn8Fmxc6po0aomN3QRxxU0xXEUUnz7IyU/zwe5CMvJKK6LB7SkR0ev1BRWLbSB0jITr6YuSYrsTW1Jp92bUZygiM1738X/3wKXh43wp++gWnDa9boi6xFBA1symwcPwZAKtsyhQZvL+Pgujwdq3VrCc3XNLkrXGvBkWBw2smI8vvYUWnKo6ORM9TODqmzsIlyvOAgA6CXcN0tXnRVXT8zOzV78xsJAMKS2hTGeImroc0is4EpdtzkRMpIZNRSOGgbsR/NecOf1R3PaKj+YiOXUg1qTInWY5O4dQrXaU9REcQavsDP9KzvJb97v/vBgx0r6EJr9PE0WETSzVHJ5zagguRald6A5z3G5/BnoNdtPNM5fjYpJ52J8fNWXIxksonJyOXRcqFDvBzD3mITpXCxpXLGsrdSmQcxGpJdy93n5+2GDmITg2OziTcy7duXsCvvfYZ7PpAHxWITs3rSkW4GxiDdXltoeuUbazVRE/seu+iaNQNtPqLYgxk5MjcUn6vvseQZ1IKR4eqLJ0NXESHJ8yUJxRFdWTkTQvuEh/ynI2JMV2FEJ2K+X0WEJ3GdDVBiXIT4CMiJKGOIW3Y/Nxa7uUi/1YVRydkuuImFV7vnFB0QqRdmeW4zGpejcQA7u7ORhP221ybjMxMV1WLuXVHjRZz2rDnYLc8l73jKq8rHoI9Jaknv64b7dct6yE6FTfiZC+vEUfnsQNl9ubjN3S8crH3nLrg8ipKrytf+POWO0yL6IQVnXGarqTIaNjaI6kbQt9mty8/bcBAumb56ZCRR3Av11JAjCoy0roNsRDexY0jjo4c577pipWtQHRG4egwQMcJyscVGY0nVCC8KSaRpivZ+pR3bU1X+u9HgumqUXQmKLGEngDnlgjTVaBjSMWId3LbYbXJwP0uSdKc3KaJHWyiPbk7MUmkSBJrQ4oOd0MUAJURH+Hx/9dTY+j3VP7GEZ3ykyuO1aYraw6ISRWRNMYByDIXHTHIQkDR4fC9RKUkokP5rii7ch2vq2oCtiUi7lo+DADYtrTgF4xUM3ocHf88Pqb8gIFuPwTs2LCIzvhMV1I8E6/S/irUUG6mpCJsHQLcTcha3cvr9IkqkRs5g8qSGU45pz9gis6Ipit5v3IcaI4PUqoUnThHx25kXESncDZeprz5vdq9/GVPfxwAYOum+fJeRoiMHDLLmXaK9yTPm4WAgY3paoISS+gJhE1GIYWDupENqOX/ps1RWqI5gHNp4ohOCGXJxO88KjLAFRhdIeARYqmdoXQTMc6O5r2WyjfIM5f0xwMWVs33IchWShXXhMeL0WBzHo9IkpHlpLwgTFcc35DtWDCITprpyuHoVCl3LIXCA0NFZ/uSn/8oNNG2A6RiTXipkNcVlzCiw65vQgKU30PcsXGIRfHCXnyVAQNFBi8ZTdhGRi6/88WSZKTs5Y4SkHyaKnZ+G7bNQy/9c0rT1drIyF78F3EdLaCnlJCiQ6EbNsynmK7c8wcFVK8rrhBWcXROOX4DvvKrrzBZ3avmVbV9YsMqJYToHFOmqyuuuAJZluHSSy81x4qiwGWXXYbt27djcXERL33pS3HHHXc4562srOAtb3kLTjrpJGzcuBEXXnghdu50XSh3796Niy++GEtLS1haWsLFF1+MPXv2TPqWkqXK6yrUEUJkZGubLT8HCqKjdVwJb8oAbtIEJUWL5cCvRad1helKKnJyvTeKDu2eB0WQo+Pflj7wTZsT+QZSSeKIUtUkkBpHpyrwHf9ZyyfGXVerwuIvCNMV/13u+udrcnQc01UlojNUcvsFdi0fAgA8/ngf0QldMpWIDLgTbJZVk2I9rytl7NDYMK7OY3QvlyJNvKOYrrrCrsDzaZW/u0qUarpK4LXF2rV2RMc0qmyP53Xl18/dy0eNoxNzJwcSyciBzWIKosNNUa6iEw8YqF1Pylw7x5aNc2Ze8O8tevqwTHwjbGkC+nlHvaJz66234g/+4A/wrGc9yzn+nve8B+973/tw1VVX4dZbb8W2bdvwile8Avv27TNlLr30Ulx77bW45pprcOONN2L//v244IIL0O/bmAAXXXQRduzYgeuuuw7XXXcdduzYgYsvvniSt1RLqgIGaiRaINyhJPLCi2WBuCqAH/8gjOiolw3uZqXJSCpQsZ0RwFAJNtHLsO/2WuFdV8YmCpJUvoF8pnxiSd3ZphJzQ+IiOv6ky4OReWRkz3TVEucyREcoXDLXVaryAqSb6/qDAe7fUyI6j1dMVzqjJt21vKzDSoijw4UTk8tz7Lkkc6GknuPXc7wdsxpFveaFczm2RCgELSaXyb02Mhl5rYpO+RlCdLTaHY7OGlNAkGhj0P6v18FjgXGhTcSGFI5OUTib3KLgc6/fnqKoznUlaROy+XXcy4OKTsDkekxwdPbv34+f+qmfwoc+9CGccMIJ5nhRFPjABz6Ad73rXXjd616Hs846Cx/96Edx8OBBfOITnwAALC8v48Mf/jDe+9734vzzz8dzn/tcXH311fjGN76BT3/60wCAb33rW7juuuvwh3/4hzjvvPNw3nnn4UMf+hA++clP4jvf+c6kbquWpJKRZT8IBwwsxUwErOPRbyo/QXTQkHdUda4r0R7RfhkvJXWnxG3AFlERyIZoU6ZMPm4KCPcaIZFolrl+lr6opbpak5wgSLkxaJwjOr1BYTyGCPGQ0Yo7LbcuB6Vo60pRamRkx3SVqBSt9gs8uJcUHcV0FZiB6iA6MtRAqsmRn1N+8uvLyMiT4+hQjaHAa0B9JMmmTRgiOlKJEUoFYMmmo5KR1/po5MavL5CCUOiMwz0KGLi2FBAp36tyXfleV3WSeroegRzRCcVHq0J0pKITU+LC7YsrLFUpfmbBvXxiis4v/MIv4DWveQ3OP/985/jdd9+NXbt24ZWvfKU5Nj8/j5e85CX44he/CAC47bbb0O12nTLbt2/HWWedZcrcdNNNWFpawrnnnmvKvOAFL8DS0pIpI2VlZQV79+51/iYpxr28bgqIoNeVOzvx00wnU/qtb7oahkwX8W5C/VF6dtlrutdY7ekKFImXAkIs1k7AQE+zCX/VFMa6pitrDrTHUyf8ymsIE9L2490FX/O64t/5zkiay3jxdp45fLCSr8IUnSpEJ/FZpZSldjy49zB6gwJ5ZgmRXEILhyROx9vF/s+rd6mhyMiaezn1i3G6l0uRqVJG4eiEytNpkjhvxjw3lYziXk7TTpaGDsTFHcee2SYwt605YGBkXpO/V3pdCUiH3MujHB2DSBdO3+RkZBXBLvQ5m2+spTnPR9mDzWJl3DlSSsjD9ag3XV1zzTX4yle+giuuuML7bdeuXQCAk08+2Tl+8sknm9927dqFubk5BwnSymzdutWrf+vWraaMlCuuuMLweZaWlnDqqafWv7kaQojOfF1EJ9AvJHLB7esxjo7ndSUUEi2FgnN+AFJ349AwREdwf0iqTFd9juhU7Dz4mq0hUummK2o/nTu814RzQ23ThCszpwhFp8rrii+E1E6ZJwwo36fkE/CuJ1OR0MJAik6VycKB8BPNdfc+dhAAsHXTgqq8hGqpYz7hzywF0VFqGNbDn6U7SU/SvdwPKeCXqavoyPmAR0YGdJOhiQs1gulqHAqg3ccNUbQEr6tBgTWbrkLJKLXvlWRkMYVS6Iao19Xwk+e2AiiODhXKvPIFdESHj3PPdCXeU1pSz/IzGBm5wuvqqFR07r33XvziL/4irr76aiwsKO6kQ5EPuCiKyocuy4SSvIXqeec734nl5WXzd++990avt1ap5ujoCkZI4fBs2IX/mzYQZUdbEe7lBlkKuQ8yc47WHmrzqkCwfE8pF9mQ7uXlQh64FuR3XznQ3MurdizS/DaS6arGrgjwEZ0Y2TEDQ3QKH9Hh5dutuOnKcy83iE6566zDNUo11+3cHSYiy/Y759chI8sdd81FN4boSO7WNNzL1aSeY0Z0uLmEZCQysmL2G1XMAm5QtHBfJ+kPCqyMKXs5SYywG3r/wcjICRwdTkbmiI6b60opX+h0A25B8BUd0e6EsSIVcSnW68o93g7k/1oPGbuic9ttt+Ghhx7COeecg3a7jXa7jRtuuAG/8zu/g3a7bZAcibo89NBD5rdt27ZhdXUVu3fvjpZ58MEHves//PDDHlpEMj8/j82bNzt/k5RVwYWRQodTFR0IAqHD0cmohN9xvVxXRgFzmfihq9JwC3F0qE0W0SEFxi2fZ67CIgMG9gdF0rXK77xemmTssVRERypJDhl5rIiOfRhPOCFmupJ1c1i88AijfOJt5zl43h6esBVQvK6G7584W9WIDvu/YuagNh8a7rY1IjIQ1klGJyPXX3R1jo67CZmk6UpyILRL1L2u3ER0PUSnFC1vXr0UEKQ4rf25cJMMkJrrau0pILw4OhE0OXSbRhkIcnQSycjCvVzj6HAlVdMh+HojN9mjcHTs/BpH/Gc5BcTYFZ2Xv/zl+MY3voEdO3aYv+c973n4qZ/6KezYsQNPfvKTsW3bNnzqU58y56yuruKGG27AC1/4QgDAOeecg06n45R54IEHcPvtt5sy5513HpaXl3HLLbeYMjfffDOWl5dNmfWWKkRHRkQlkcx9Es90pXB0tEle6k2rIwcMlIOElymUgIESnRAuymR+0RAdhK8FUY9vfgoHKZQiOTpUQ4bqxdzUkbCycoQiiugou0s+YVjvGd+zrdPKPL4PfwUSJZnvxCdBKRyRq0vA1ojIsWuOSkbOsizoyRU+328LKYWkPBcjKAGpIhGdsXB0hOmKxma75R5fcxwdxYQ6qsjLel5XgbltzZGRI5sofn2trC1TfvYFImPcyyO5rrgHnHQvVzk6VH/AdMU3NHJzo22kqsS6l+u/h7hl3PNyvWXsAQM3bdqEs846yzm2ceNGnHjiieb4pZdeissvvxxnnHEGzjjjDFx++eXYsGEDLrroIgDA0tIS3vCGN+Btb3sbTjzxRGzZsgVvf/vbcfbZZxty85lnnolXv/rVeOMb34gPfvCDAIA3velNuOCCC/C0pz1t3Lc1kqSarmRfDZuuxKKseF1pOysJHXZrpoAIBQzk34vCIljSbZ2XzzOYJJNerquiQG6UKrcNMS8s7TmGCNRSrJJHiA5va9rknTLJ84Vfohsc7dGQK5Mig+34aP7i1263MkdByDO3Pt905S4MKcpFnpUJKKujKLvXqovoVMUekm2y/68F0WHPipkL+ecE9Bxvx6xydEZFdEiJ6osxLPo9MGJk5LGartx5KM3ragxxdKpMV8qmKlQHn2tXegPzPW66Kj8LFEJRspteLY5OUcALHQLYDex8O6/k5KQotSG0isS+J73u0MZ9mrIukZHf8Y534NChQ7jkkkuwe/dunHvuubj++uuxadMmU+b9738/2u02Xv/61+PQoUN4+ctfjo985CNotWyH+fjHP463vvWtxjvrwgsvxFVXXTX1+wlJVWRkDYkAwhCht+NREJ0QvMtl3AEDqcxqrwLRMbttF5XgUXTdrMvs3Ejoco1Mnbo7lTtbJ9dVqukqYbLgk8DxG+awYa5lvZ2EcsIlE4iOnVRy79qdPPdi8vA36uW6qonoUPv6qL7nVEQnGEenFqLD21cdGTl0PtetiOdAY3EakZHHydGRJOGuIBpbVMDKKIhOTAmpK3wBB8LxWbiMI45OKKKv9nul1xWblGl8A3H3cnoZMjIywM13rDijGuhk5PI5aKmHYnN4SGhchNal0Eb4qEZ0NPnc5z7nfM+yDJdddhkuu+yy4DkLCwu48sorceWVVwbLbNmyBVdfffWYWjl+qc51pWvKIc1Z7ngcRIcma6XjhkxXMvlm3YCB/KtuunLryTM4UExLtLk/KFC0dKVK3pW7uLntBNJTQEglySUjjw/R4Qv65oU2Ni20VW8nzWTXYhOG3HVL05RDRs4zZyKUKImE+lN28uUzKSrvecvGOef7U7ZuDNSnnz+ye3mWnjqChMo7Hmy5TkZea+JK/frlp00B4ZcZ2XQ1PE8inBIdBtLHDJfYBmtUkSluZJu5uF5XoyE6st97pitlUyVFC6pH8akWOnn0/XGvUW8tGPYJx/li+Fmatvz6TjxuDt99CHicEs4hRrQOSShGkG1jqG5XgV9PaXJdTVAqAwYGbJ+hfuHteAr+W3jCCeW6kt5R9QMGum2WZGTNRZzXQagEt2+HODoewqO0YxSvK4/3ZMjQWTJHJ2WyIFIuAGxa6GDTQgcP7l0x15LtIckyd7coI9w6pqtcupe7z1HGc5KITspiSm2tKvvSpz0O7/83z8Yj+1Zx2okb8PRtOvG/yoslRSSsX3fNpUvxMSTdhWNmpbWKh+god1BD7yvrMJsIWY+cJ+rz2rT6xuGNJuc33+vKP6coChswcExxdGIBA0O3KWMhAXbMR9EccMXF35TaJL6sPFNSNUTnlOM34CP//ikeF1Brf8qmwKxTFV5Xso/OUmTkRtGZoEjSrxTJDyEJRkaWi7KigGgD0fO68hAdKqdeNhIwkH0vmGLX1hGdTCy8JhYMc0O013LPjZORfUWtbgoIy3vyf6uSlEn+EIOx59q5Q06sChjI4wxJRIeX77T8gIH8lXZEOyXSmLLAxVx9ubRbOf7lc59QWV+olrWYruqaUaTy1mJKrsx1NUn3cms6CrcxVQhNCJkTYmTkdYujQ6Rcao945toVegNrMl8IIOdVojkAhH4Pmq4U1MMk9Izwc3j9MjUJoCd6pf9Cpqs8A176ND/GnNb+lPfWUvoKl5DXlab8rZdMLDJyI5yMrHf0kMmoynRFv9KnxlfhIuuXJOnxBAy0E047wNHxER0XlYhFRvYRHr8dGt8gNa2BFy+lxoKZAvWviklsA0++2eLvT7ZPeF2JTPCOe7kSMJDXJxEduQNOWeCovnGZcIKRkWu5l9s6ZCLTtDaUn3RL3C2f+tFEIyOLa43D62rf4XKRDZFPzWLJBg0p43W4LqGca6OIVS7LT7OAKqYrE76AbSBGj6Mj2iERngjiKtvDUzikJPQE7LvoyWiD0HlbGXt5mg5R512MJY5OhdfVLJiuGkVnglLtXl5+1g4YWLjleP/Suq1EiCimhkR0ikI3X1lbuXucf+ekQFrE5eScZSH3cttOTXmjc91r+wPfCWefyKkYT8DA+pM83+XFEJ0sc8naNBfanbkt284zJ/5Mnrv1SS6Cj+hUTweP2zSPPANO2NipLJsioXm2DqIjEc3ais5w1By/OIdOK8Pjjptnm5Awejo2EYiOmtSz5k1tG3q5eaYrYeLmcXQePVCaUk/c6HM7QhIzK9UV62Y9VC4NogPvGnTdg2NRdCpcsBWzkV9HBNGJpH8o6yw/ewppV4uWzTfI2nwdG8ZV86p6TiDeG0k4BcTsBAxsTFcTlDru5Tyic9jryp0IbBTh8EJZlgtwdERMDWqLrCKUWI5fd1AAB4bhzjcMzTKacsIPWUWnfD69QWHvXSI6ke/RmCBVpisxiI2ig/Ts5aMES1tkio4bR0fUDRdd6AvvGRnN13UvzxxvNen95yE6Cbfx4Z/9ETyyfwVbN4WjnteRIBl5RPfyOoEeZRuWNnRwzZvOw9JiB3c+uA+Add+NJVdcq/iIjl8mNa7QK55xMn70h07CC59yIgDNnED/2bkHKOecxw6sAgBOOs4lksfEomFrfy5W+RpGBR62zaIOrtK+CqvodFrZyChjJUenYn7l5/C5OzXZqEm8qiE6feJt8RPKjzKOjl9f7F34QVyrn5mNoxNHdORznCVEp1F0JiiSnCulJRQFKlZJRh5+1xO++ed5pqu+a1Lj5wyKArnQMmK72TyzOwtKJbBxzo24zNvGD9VCdKJxdGzbzX0khrOXyiOPzJxuukoq5shihyM6Lq/GbZ/9nQcMpGNunBx3si85OvaZSEVnFETn9JM24vSTdA+qUST0jOsFDOT1ra0N5zzxBADA9x4aKjoGXfDLjks8jo5mukq87rmnb8HPvvBJ5rtUwqVHJN3fnkNdM0+csDFd0ZlMCgh3Adc8u+i6h4ZzzqjBAoEE01UKGZmZ30mqkjqTUJU9laPj9wn7nEIcnYiiU6HUxc6pTgGh1x3auE9TGtPVBEWSc6VIjgtJMHv58LNQ0AetTlO3qE8iOk4qB+W6GnJk2sTQFInoaBwdx3Ql7Pt9touTV/IRHf+eNVfZVDLytExXtMvhpitXUZU78MyZMGKeKO08F2RkXxHiIgMG1vXsGYeEnlwo9pRah+gLdZURrbhcuExk5ImQkd2dr3aFVHTRD37n/j5veHnld+rvj+4vzVZLi51az368KSCGbYI7B8qM64DltR0cmstHDRZY1uuPudD36jg69hiZoqQTQOj6XWXet4EqmaLD5rsQGTkk8qeUblVlKgs5kMySe3mj6ExQjOmqpQ9CblZws9aGODruoqy5feuIjuTohL2jtGuHAgbycwtoiI5svz5ZcYgzZCKI2ZY1MnXIJV6K5PeMlOuqxuJHJqsNzOtKS2dhfoM7YUhFx81e7pK9OZEZ8MMcdFoZlhYt16bOTn5cUsV5SKqD/S8J2KO2wUzuhowcHgNrlUwoVWrAwFR0scKDiJRbiZA+sr80W51Yw2wF2D4zHs6WvoDbIIf+JomKjRosEPA3ACFeExAe6zzWFUlVrkMSw9GhxKvsEjpHp/wMxdGJKZ2jREbmfUq7Xsjx45gLGHisSrV7ud6BqsnILqLjwpoKohPg6MiAgbId5pjSXtumDBjaig+IvC6al5aG6GgQp4fgiOtqsWf4xiHk8ui1n8oTosOOj9PrioSQnA2BHajGg3JSQAhkwSEbt8qQ751Whm6/QJ5nzg5MTuhZluGjP/d8fOmuR7HYaeGfP2d78n2MS0KPblQycqlM19NGtC4i8/tMlqNTfvb7YeU8VZnWTJ9c5gKIjuHn1CAiA8BTHncc/uDic/Dkx63dnGmdItxUCDb4oS0rx/WoROTyunHlMMV0pSI6Ir9YSGwgWAzL52aO9lJ3wJ3j65uu0suS8Pmtr1AbQibXWUJ0GkVnglJNRrb/u6ar8vPiFzwRn//uw/g3P3IqAGa6kudwbV+5lOxnPqITHzhVHB2gVCzIy4DcKT2vK7epXrCxPkN0YtnKqS7bBh/RCdmN/fbTzpAQHXt8nEk9SSh42GIgtoY/Edn6e33O0XGfHWAh8naeo9vvl/wpHjBQ2Vk+59Tj8ZxTj09u/7glyNGpQ0Z2yNx1U3oGkErWJwHbL6ZhutKeSWr+qWpERwQJHc4m5HElI1qnyCufua32OZpwkwznulBXkGEEuKwF0al6Zu6mKoDoKHOQjFcWElllK8sM99HE0cn98iXy5dcX6ypVirDaPnbt/qCA1CnDXlf+Bna9pFF0JijVua6Ypsw6Ay2625YWcMOvvMwrb93L/XqSEB0BqfK+r/VJQh5jEH9R+O6U2u5Bcy/nETTDHJ2w4iODu5V1Da+RyNExZzIz3SQQnRM2lBB/OFqqf5/8+UQ5OsIUmA/RNpJODeVhWhKaaGuRkUV9qXyRVp6hPyjU9yzJupONjFx+aosab2uKyL4o701uumi8j2q6GqfwjdxAQXSc9DFS0VkLGbli8efXCnUtLTgeeVFVIjri53aeoZuV6Vu0aNn2OenZy2MbL3mtuohOzHQ1y4jO7M18R5H0Kmy0LpJij4f4ANJ0BfiTr9bHfdNVaWJKRXRisD0nbcoAWb492L0nGaW1X4Q5OmV9/nX5dUYyXYkFrWDHYzFouKQsQr/xurPxhBMW8Z5//SwAwMZAbA1NOeQxOmjSoMmTX5sCNfLfHPfz9gRW6TVKSCkZlYzcqsHRiUV5ljv0SZquqP2xFBCj8sWk0uSTkctrPkYxdI6rZ7oap/A28bGsvadxmq5iKR/K7/b/MKJTfnIkyqCvFX1ZI0NLMjwvwuc7jRwc6ypVxGtN+PPQgtmGspc3KSCOEZGLkhTeL3iHNTC5RDFEZGTNG0qNjCy4YF2hgDntUHhjoYCBZZtKWen1zf2GEJ0ye7kVGQumz9zLVXNClqkDjYqqpqtEREdyMbLMj+Ic2pmkrEH/9vmn4d8+/zTz/VXP3IYzH78Zzzl1SW2PrTtzno+JozMsx993xzxP63rOp9g65qBpSejZpZpqZB11SOQUi0UrLpXnabqXa5dIRnQqXKU9js7w+KOE6KwDIZ2Ez298cTQ5yFjZSZquYhHgK72uWCycUU1X7dwq632No8MVQmW+jvVRzUxWJSHLA0loU8njo623NIrOBMWQ0QKTVAjRCdk8JfowqteVzKqeztEJoyxktgIs0daPhaPvyhxFJ8IH4oc0dGcURCccMNBHdFYCdYzC21jotPB3v/jiYHtIMlZ/bzAwk4aa1HM4odpAkJKjM3uITjiOzmgBA/NMd8/WRPPmkb9RPzL9cgK6oh8wUEN06tVFIhdtWnRtFOLy+KOzYLoyC7g+B2poMMma3MsrER23f2liogBzjs4gPv+TyP7HER3L2+LlSykwgnv5CBwdh0uqucAHs5eHz5m2zN4W7ygSi+jEU0AAehydEC+FitqYL/EdR8i9XOfohE1XKsoyHAWUW2e+nZv71Uh+vA5d0fHviSRkujKXURCd6uzlNOG7pFMZjyWmzNTh6FSJtps0XlcDO2kQOqNxdLgSRLpNuUucPUUn1KJaiA77vw6JXEujYespP/vepmL8z9Ds3iM8IIkwhsSP6mv/n2vnpg9QMer3o6R/GLfwjZwWbTeGrEySo6OZyb06lEU93XTlfm/n9l2rAQMZHFc7MrL4KWVO4H0qTm2Q580OotMoOhMUo+gEZqiMLfxqnqZApyxEOQfpUK4jA25qAQPtJOOfr5GeSejY/iGic5wTH0aWFYhO5qISg6KIKlVqYjt2fJQUEDbtRvmdJxXlC2ZsshpnRmvNK8Lu7hiiowR7JLKxVWCtslaH3DtNCSM66e2VC2Cq3xVNxNr7o2MmMvIEk3rKODpVnmh1lG5eF4+ELeeSRw/MAqJj26Rlcud3JvvHJL2uRo6MXBEZn8SfJ31ER4u1VcbR0Tg6MUUnfG/h9jFTWkTRmWWOTqPoTEh4LIgokVUzuwRco+UuTIujo02ScjBoEZuzQFmnPZGd7/7DfgK7Khi9JRCInuN1pSA6znX9e3ZTQCSartik4V5rfRAdf8clknqKPuWSkTPntzyzz7wOuXeaIh8dmVbqeIg5Sm+uK8maGEVf+c0GDCy/TzYycvlpFoTQYjp8JDJ1h1smPObm1fFeLsh7DnYBrDdHhxrFN3uZUsAfc+MkI8cVnRCi4y/q3URER86L7RZTLIYd0N3YlZ+l6cqvL266Si/rlnPHA5dqr6v1Dxg4m7PfUSAcrouRQPVF2v2NRNrVraLDyigdl9ddFIVVdJx0Ae4Oj4u5jjoqymNkutrI3Ka1eBSZMllxPkSU+KzPeUxZscdiMUlkm/i5XKnj58bCuI9z8dOUQx45WnJ0+KU7wmTYYhD47Co67v2S8lEv15VAdBI1nVj6Aul1NcnIyPTOaWEMKc50PLaox+KkOCk/2KZp98FVU/b4DTPA0UHBEB1dyZBjbvPC6JGZq7yunE1VYBjpik48vAiJfNutLGPu6tQG/wzOZQq1179WfPMZEi1OEElVHB0lhdfUZTZnv6NAeIePTdrUz26482GTbyYEYXNNHnA9hGSZUFs4D4YjOprCRRIK4leeV37uoxg6gRxO1DZtsjKDuihMADPtPjTPA34+R6NIIQgFa5RtlCgZMndSa0Xe4ThNVzEYm5IEAnbicQIGtlz0hrumzyIRGVD4CcZFvg4Z2f0/9XVEOTrDy9uAgXElZC1izBQVkXTpXS9E+rR8bE4KEHW8WyLyCRvmJoJYpUrmLODlMTdGmBXZzq2bR+cWVQXRcwnR6YhOryIyfqjOFiMjm9hKytwXjKMTuVzs3mIixwOXUAoILS3Gekmj6ExIukyNjXUm6sDv/N/fwOs/eBMAbnZxy1oejTv5Oou+arqy/6+ydvGdhq3bb2PcdFUeNFGRAzmc6HwH0RlWaBCLfqGa40x9/H9l4DtRSXuJu6kgouOarmKo3HhNV75yS9fm765lPKv8Nlqkwv4+i67lgL+b7RjTVR1Ex/5fj6Njn5MUifTFUc21CV2f5ozQfEGmJx5Vu05UX9V0hWImPK4AtulAtdeVvM+tm0ZXdKrcy0OEaK2MMwclUBfKOv320DGdozO81kAP4FeHo5PanWOIToi/xpHo9ZbGvXxCwjXf2GLLO9o/PXwAQNjDwzNdmTpCk0E5UbsKgP1f3eFpcRIivBmPoxOZhB+3ad4lFJKJhQ0ijSMk21i2xT/Om57q2ik5OgzQSebojFOHkO9843zb1N9lMTrkswM4omOVoAHSkK31Eqk4zCmBECvrEItAOqLjh1cgsbmuhqariLK/VpGmq5BS+ovnPxXffmAvHjuwauaKVpahzwzOoZAUgODkWU3HJOMNR+uekrCxqPE+HKVeoCRbNy2MfFk5R3jKoxMwUK9DjYxMm62KsSfn1VZuza+aJx4vrSkeKRvr0Peq89Q4OgEPVw3lWi+ZzdnvKBC+KEWhROXHUHAy/rUo9Jgz2g6fM+VX+n32O59EqF6/jRoXyLapPLh/RePouGVPOX6DsHdnzmff4ehoF7P/au7lfNCTa2e16UrsVEipEwtmTGEapyeOrGrb5gV14dNTQAzNPgzZkajZrIlPxHQ9x+rWkWcI+6wLaSuea049mE5kZLrWat83U3C5+AVPxLv/5dkit5dbJtnrigXno3tbb/Mm38j1FVTbRYPdGz95LaYrDxVzf08iI5MioPAEq4j1ssq5du4hOqrpSkSQDrXfvZgsm6joGMXf/62KjNwoOkexENO804qTI2NeUjFYmtuxQxwdmYEZsAoYj6nB664bMJDG8D7FdCXLbz9+wRlobbEIV0VG5oc0GNuStItK1/7QuQ4ZmZ0b41mNl4zsfj9587xaf1txjTbP0yzg9v5mlowsvo9ERmb/S5NjTOJxdNxJOuQgMA5J5eiQxEwpsUVbQ3SKIp24P2nhl9c5UX5fB8p7XEvqiqr8YCHE3KlD4aMYMnJF6hVP0WnlXv/jZTQlNdZ+97f495BIhJNLaBPQuJcfA0KIQqp7M5dgriv2fwEeMJCX8Rdnbg4yGdXFwqfxXEiisW2G19t/uHRP5e7lsvwpxy8Kc5C7WPNcV9pT45O4k+ROKGkcTauEjcV9c0VLa6sm40V03Lq2bV5Q+xAdcjzDDKKTmd/o5/XerYdEPruOQKXq1pFlyYBONDKyNOWGPEvGIfTOu4lzBv9dLtK+2cV+515XfMyYkAXrjuhY0b2uwP63X048Tt8MpIrsarFIydXu5fZY10TGr+deXiI6rpKgIzqhXFfpG+tkMvKwWNx0JetuAgYe9ZIKW2oDJ8RidxEdPQGmZm7RXB6lSScGTcYDBpafB1bchJ6y/Fwrx0nHuRwd0rUMR2cAo2loJj1nb5f5x62iwwjXiZNMVa6rtSb1TBX5LrVJnNvwXdNVNvx9aLrKeMDA2RzqklM2ipcY1ZFlw/eW+D606NIkEg2NKftrFWm6qiK3a+Zf7Tf5nW9u6GiB9OCakxZ+fW0OzALjcS1E5LIud2x4ymMEQTNlqL8okZGr+rLsf51WzuLoKIgO25xprttRqoRHh0hVdMLojKaUArOF6DRk5AmJSb5Y0clXmMswEXlJSfcmPPaVk4x5KZewl5uyJMuHSuRlUcTisCacCDSprJV03j5CdOb0gIGPP34BeS5TQLheQr3BIIrohEx0kozc46TdxElGupdnov0pQR/HIfwyj9tUKjkxsqRruhK5rnIAg/qKwzRF7tJ//OzH49BqH8859fjaddD7qovoqEr18NChbh8XXPmPeHDvinONcQpV2avwuiLhOmt1DBj7/3xHM12lm3knLfzRqtwU9mZbY1R0KlNABFAl95zhoq5ERq6Oo+NW2mnxyMiKe/kaTFdyY5Eq9Lw1DicpWyF0sVF0jmKp8qAg2c+SYVIgsD5DFbjwrwUKi34EFADuolsUBbIsw9fu3QMAOPPxm526LfnSb2PU5Xt4SOXosFvfvrTo1SEDBvYH3BznX4sPTC0kOp3L3bDrcnT49WNeHk4dE/K62ra59CQJhVaX5S2/haWAyGlXOauIjnsvv/CyH8IvvOyHRqqDHkvqLjX2Tk/cOI/NC23sPdzD7fftNccnExnZVdSr+mzMlBLjm8wp4SQK8HAW69tH+IKveRvx/11FZ3SPK6DadEXX6w+Kyjg6Awc9J5NgvVxXnZYlI6teV2y+0zamse6TBZ5hlWiKHEnjdXUMS0r6BynkjhiyeYbJyLYMH4gcTaKyXx0qOs897XhxdZpsYxwdTfkoj+1XAwba8qecsOidK5N6VuW64nt1ZwI0u43y3FQiOK/HZi9nZGQFfdJknIsfb+7WgKIT4mi0BUenldn7n1lFh/8/4mOk0+heU+vhXCYpi3MtfO5XXoZ/87xTneOTAD08ZaVGgDn5WmU3dVJAMESHI7g22nZykycjCqITCtbnKDpr8LiSdQF6fzABOgOvhp5dT6EJVKKp4mdORtaQLfu/7nWVytGpk+Q3JWBgiP/TpIA4iqWb6EHBhZCIgaLFA4KMXOgKiGvHtq+XOuOOe/YA8BUdiYpwSQkYSOeFODrblxa8tkpFp9cfqLGBSFxejn/PhqPTS0cxJEfHkJFFrqtoCoixmq4URCcwgQA6gse9iejc9TZLhCQUJ2WUOjSCdkxaEY4OAGzZOIenP36Teq1xiqyyqj/x36vIyHwIzLUYGXn4yV251zuoJL8VLSIwF358zaYr+cy0DV3uX9etYxjKg3N0BmnzkEbIlxwdPvnb+W4Ur6tw34kJlY1RG5qknsegjILorPYHZTJQw4lxz5WmK6sU2OMhXsmgKPDQ3sO4b88h5BnwrCcc79Qdcy+PkZHlIde93B7fZkxX9pgfMJBlD/euFIaxJfSfGiyQ16NFm3bjlUQmjwmRkSk2iOQ28ftyk3pS+gRCNliuqxkNGDgqZ0Croz5Hx2+DlC0iyeUk3ctJ6nhdeR5CEdMVR3RgFq4wmXTawq+uea2G5rbHjZmjkylDxSI6AUVHmT+t11X8ucpfO22eAkLjKpUyShwd/lOd160FRCSpTAERCQI7LZnN2e8okFT7LBeadEIxO/h3rs2HvK54xysKa7Z66smbcNy8S8+KITpaYEISCX9unPddWAHg8QbRYdcUiA7Pw6UqVc62xm+79LpKiQYsSdjSZZ/qnlbAQH4ZMl3J6wcnf5O93JK8jenqGEB0qhYj9xyOBIXLn7BhGoqO+z2VV6a1x0+7Yr9XeV2tN+rH26qbrmxZbt47aQ0xdOQ1gBCiQ5sHvQ7NtJNMRlYQHV/R4eXLzwIhjk74Pbobi/T3ncLR0XJ2AUC/3yg6R62MOnl0+5anEoMWeWTkkEmHD7B+UeCrxmx1glefjEXDRQtMSCJvb0MgMvK2oaKj7cq4omOur9x6HrhPaT7rJRLB+bma6Yr/7ioXbh3jNF3xZ7yNKTruc+NcC3suudKTwsMX85nl6CgTeP1K3PNT6uFu6DGugqfoTOAx1kd0wmVjKSBCXlehJMLTFn55PceT/Z2PubUqOlmWVSoANhJ5ANFhPEMS615ej4w8x0xXemRkO99p83XsNfJ7rYPgOSFAhAwqvK6aODpHsRjzSSWx0P2+2rcu1j6x0P5fekvQcX3X03bIyAW+99A+AMAzt7seV/xadSJfasc4osMRldO2bCjbp5zLIc44R0ef9PyAgWkRSctz4ZxbiGdPkwGfrKQCNc7Fj9/2ySmIjmO6Kv/fvNABABw33zGL4uzG0dHvpY4YZKZi1+2eAzxuuECeFElmecLGjnqtcYq/E07ndFQp3fw7R3S4gj8riA7fvBhPMGWcA8ACU9poE7UW4feuveJNC23nU4pJATECGdl3L9ciI7P2DT8HQdNV/HqS05YiuaLIkZCiLKeYtsJbWi9p3MsnJH1jY45PWp//lZfhrkcO4Gf/5y0AysjFIRa743U1gMrRCXE5ioGN2cM9o2TdsYCB2riIITrz7Rb+6j+8CHmWWe6OYmrhgzp2LS6a0mM4OrSTGgXRMdd3J4OWVDRsyrCxel3xYIc8f4/DxQmYrmhC/ZnznohNC238y+eegj/4/F3Ob7MmIX7ZKHVYjk6Kgpvhl85/Kl74lBPxsqdvDZaTHJ3JuJe73ytNVwGlt/wtXHa+45ORARsZucrba9KiITqO6YqVXZxrm7lloePPZ3Wl7Ds61wQA3vsTz8EPHj2AU4cbNikaetFNRHQkJ6jTys17tHF0WHlmu1LJyBXTHlVVpy/TLWimq8pcVzPA0WkUnQmJcXGu6EynbtmAU7dswFwrx2p/gG5/YBZdD4Zm/xfQ0yU4rHp2fr8orElHGXixgIEIIEyAvxuVSpRPerb/awknjceZFpyQcymVttPz6CXaxnl76L6lhxnV3Q4oGsB4TVe87qVFiyaEUBzHvXz4gE48bh7/94ufDMCSwwnlmTWJoROpIpXSFIQtA7C0oYNXPnNbtNxip4W5dm5Sp0zCulPbdBXh6ERNV1ocnYIpFetsuuKieV1JVEPOLWuRqjQPzz99C55/+pbK853IyKmovvjukJH7NMf7Cl/J0fHrS0N0wjGBwue490cSTgHh3sN6SqPoTEhMtNHEXVKnlWG1j6Gio5N/ecfkwaJC5ERuYhkUhR14ykRqTTh+22IcHX5ooZMnRAG1YsijrD2EaGi7co2XU/5fftLzWK3h2i+VJMPREYpOzNNlnN4qP7R1E97142filBMWhSs+N53xyd+eq93vTz7/NLTyDD9xzhPG1sZxCm9xnYmXCz0OE0cnAdFJRY+yLMMJGzoTjYzsZSBfA6KT6nXFo+uaKO7rbbpil9fyfo2FzxWQljKf1BFJ1i2KIh3RETdTcnTc+jTksygKVfGoGkd2bosWcySG+FelgJgFjk6j6ExI6hBigaH772of3X7MdGX/HxS6h5KDdOQl8YxIa7FQ73H38jSOznHz1ahBLI4OwEmI2rn8i18nPbcYchVqjzRdQaAELkdncogOALzx/3qydyzE0eH/axPq4zbN1440PE0J8a7qVeKen1JPnVd2woY5o+hMAvUIeauEpKWMIZJo9nIF0eH5ktZb0eFziZrrKlB2HNIyIRlGU7gtolN+54t7db5D97saGVlR+ErP2+r6/N+H826N+4xFOe4HEMEmMvIxIHURHZqEVnoDm+vKg6EZogPWyQM7nVbGIce4F0DOJj4pNo6O325+bHOAqBcqr5muyOwUi8Is6yHSM+2gjHt5wrOXZGTPdKUoY1WLyyQkhaOz3mTSUYS/5rUHDLSLVeo5KbKZmRAnQkYW36tTQNj/PdNV5LvudWURnfXuP/zquteVrvSMQ1ojLP7O+YKPUiffXoyMHNv4cfqC05ZERKee6ar8rLMRbotnsp7SKDoTkl5isCgSUj66/SKI6HDhroUqUW14Pg9kFYvWbKBslaITbg+/3nEJig4f1FoIflJWtMfmADp8Am+TklgyhLs1Ir1as9fwgDDTpXB0prE+hBQtfouz6lkVk3HG0bGKTrqCmyKcKzUN9/IqxTmGgvlBRvk44WTk4XgHZgbR4W3Vva7s/+PeXOTKXFTrfIYqF0Xh5NurNl2538uknuX//b4/93IlVeNUVqe9Gd5rjb4svcC4mI1wgAhPz2Q95cibGY8Q6dVYbAGOSgyicS04HyXkis05Cxyx0DwZSPjgkRLLP8WrkkEINdEmK9d0FeHo8EmPHSdFhwijlDMsJRqwJGH7ZOTykyuH0jtlGgtESsDAWfWsiomrpI9Wh+EcUKTjQP3OOTXqX5owoiPbWCepZ3X2cvudh3uw472YHY4O+7/K62rc0hph8efiRqG3G10gwb1c/DzXthwdg+iw382chdFMV3S9UUxXKqITMF3xZ7Le5qtG0ZmQUEdPddmkwbDaG3ixXLhkrJNrAQMBvsN1TVfU2XTTVaQjK1wgeR5QX9HhOZlIbIAs7Vx9gZ9rW7NfWUeaxxuvszpgoH1m0uY+jUBrIQKq5nV1JMkkTFchQr5zTo1FfdKKzlo4OlWmK17VPFN0qqIQr4fwpld5XY2do7NWREcs6iYyfl6dWFhu6ubU7OUaoqObrtLj6IxH0bFxdML9eL0JyQ0ZeUJiErolTh60WK8yMrKmcdMR13TlljM73CxzOmgs98qoAQP5oU0JLsya51Q2bGd/YF3gtTHID/HfCZInRGc10duhbEP5aQMGuvVrpisvv9CUER2+eB+/oYPXPns7jptvJaW8mDUZBxn5mds349zTt+AlT3vcsE77m4x5ZK5bo/7jp2y6qlJYR42joyE6gyItEvs0hPeFqXtdEbq8Ro4OUE0TkKKTkcuDfWUzy2kGKqJTFUeH5rYaA846fPi/hb2uXK/f9ZRG0ZmQ2F1SotcVcXR6No5OmJBbOF5Xslw2LJPn7oQWJyPbwSPFenf5v/FJOhQ11CnvcErcCbtUdNLIyPxnD9EZyb0cw093YqF7DpGBgeksEKH4SFmW4cqffO7Erz8pGQdHZ6HTwp+++Ty1npAZqM61ljZM13RVNWXwbl3LvbztB9YrCpZAcwZMn1kWTjSqxZIZl9BzHPX18ufeHxRso5vu+UnSaWu5rhREB2vk6NS4V+oadUxX/NbXG9E58raAR4hYM1Fab+Jk5EEMSmadPBRFmL6X2astotOL2OLjua58Dwh5HpBoumKt1UwwXcUmba+l1yM5OjRxz40QMNCYrozNvvzstPR28zKTFK60rbd3zDglhNKNS0KLdx2PEydw4yQUnchOuKp8LHp6+d3+7yI6dmPTnxFEB7D9QQtiyO9l3Aqn9LKsfb5Y1G0amvQ5iKTTyryx4HDZhp+jm67SynHRAiKShExXvB+vd9DARtGZkFBHTzVrmMW6349OPFon93aExCtxTFfMnKZM/taE47ctdB15LAXRccwKCkpBaEzVINQRndJGUSdgoFTwZKZ2jaMTIgZPUmIBC49kGQei49UZQd9I6lyKu5dPQheQdVYGDIyY+3yvK/s/5+iYeQR6zJr1Emsi0VIf6P+PQ2hRHlXZc8w0gzhNQIoWMDDmicd5haORkQnRSb9XGcCQC5mzYkp2g+gcpRIj/mpiTVeFZz7h4piYAiRh7jHEOSixIIZRMnKgI8tjSe7lAaKoVXSq713+T5D8StdFdFLcraXpKpjriitoATLwJMUlHa//gjQu4Y9vXIoOryW0eNd5hI9j2bFHjd4ck1D8kZCEvK60e+ULzJxDRi4/y4CBlji73kItMIvn/9/euUfJUdz3/tszOzO7Wu2uXuyuFq3kNQjxkCzDCsTKGIQwAhIZY3xiGRJFJBhHDlKuAnFOMH+g+CaI63ONybVs7GBfbAdsce4J2NzYkS0fhGyOIhsUcRGYQzhBRtjWWqCIXT33WfePmequqq7qx0z3TO3M73POnpntZ3VNdfevfk/NC179ngRRKtkH7i/sNhEjK7IOMWEgx6T5LEejw9fG8TfzqpcH+HD6ilA77pgiH506RedMF4QbdTUx6ZW915qYip+iM7I6rkWJXcwaHKRlUk04IqboLnE/IKrpSthXuDHUonhhjs/iWlejU7o+L2FgGc7IyrlcjY6henm1Ap3CXmhTlTRm6ZI/k+GgUcpEcC7qacdN7+/BbEHgSRL15yw36kp3rWLiuoLGdAVmm0an+OmGvBv88pJuKb+9y01FVXQTKGlZBF/DqK4LfN/iPn6Njq56OaAXPMLuo0oyIwdp/HXHy5QurNYaHRJ0UmIiYkE3Tr6klZBrXWle9qXPYlbM0jLfTeEt54NPdPDTzTLUMGsRvkg/U/CWRXJGFg4hCQwOF3Qm1cMKbdR/F310GGMYi5Hplc/kuHznc0bmPjqS6Ui8nuq8HOrVRycN05WkJcp4ZVDk88Y5noOHPnFxIm3T4QsRDzNdGYRendAt5nORSkCUPhlY7MCJNOGBFGMa4UuO2Ez2vG4enQrGYDbjYHKCSRqdqEk8HWGQ5pv8IemmMHudKSmqj06szMgZb8KsYoq6AorPqlGQj07dIuZRiIKYR2fCoAoEZFMLTxlo8tERTVdiJIBO+FI1GyJREwZGCi939A9m3k9jmkyg3rn0N7uokh+dmMTYeEmgi+AIyA/DZ0ZG05UhvLtapis56qp+bluThq+iYyoCsdbXzQLHW47aklglIELMqKPCC0Y2/RQ/GROiZiwYVryFbkZgY3h5sr9fpXl0xH3HJwRn5IidKv7kOtOV7IjtfdcJHuH+jfKzLU774kRdAaKmXhOXXkUsGNr1iWf3jpgZOStqJYrLtC9R9wElaHSUR6VoduGDekzM1KlpEz9GUPXyRBIGCt91Pjq67dRlajNElfzI+GSshIGS4CjcxKozshoK725XJe2K7ABdlVNWhaAIonJRczWFmUFrjW/2HssZOXgsjusSnwjnFIMUbBCg+eWER10le15X0KmgC0R/FPcZFFGjL45ZnelKmuQJ2+oFnZBzaSZvYYilhFRMUVcArPHRqf3IrlPGYxbK45I/zwUDBJuuxBezL0kYl9gzXtSVeFxdyC0/RpCPjlbQEc4dLTOy4cFluAbdvuo6USU/Oj4ZazYlzlTES/fXuqp11FVG+32qI/ZeUrN0+YXoD9Xly20hrjOy7JfjLQ9zRhbhW4qFIW0QoPlLXBt1ZapenADl+K34jiGYdyp2RvY59or/eF91cmzUPDrlma786yY1juMc/qyqtY+OBUO7PokT+QN45pczY14aV93A8ZYFJAzk2zreg0IsMqfNjCz48qgEVS8XZxTtkUxXxc9sRrZDq5ovrTKrtExd5TiOlDQwjn3cyzLq1Q4DBI1OhrfPoNGp0gtTvJR68tFJIjNy0DEdx6SJTOZcSRDbGdmgUdS9pMeMGp3ip5Qw0AIBWtXoGE1XCZ83CdNV1Cz0OkRfm3w243+mG5yy9VFXwecSo3KjEmS6CkqHwp9b4+SjU594RT3jaXTOjAuCju5lX/qUoq7UbQRtBL9xRwWNTrAzcpCPjr9Bp0a99rYW/JlXTe0PqslTPJd5X926gmD6G4sR8eDdwPK1+2td6QWdas2Cg8x8UxlV+5LGMbX3kU0aHaWBoQkDJY2OXujhGAUdqXq5PeHlakZgOeoqvQmGZ7qqQNBx247ALPQ6xAljrslvbjXdJzpNSdRaV7FMV5Gckf378bFMRT3rlDi1TgAgX9ruzJhgYgrQvIjJogLz6CimK8cJDi/X+ugEFNo8MTLufo+Ttyas6rIu/DdI5VrIeUkD4zxkvCKpsumKn37gvbPR3tyEi87u0La1as7IkjN07V9ISZGKRkcpFWC/j478f2gJCJPQrbko00za3ZQxL/jBgk7hLQirXp50Uz2NTvnH4Pfo+OSkq0GP6qMjondG1veDLrw8VIBx3w/R22bKsyaeX3c8V0CiPDr1SdxZklqvCQh+QBdfzHoBxDXxCLNZrtEJq/2j0+gwg0AFAKdGNBUTA+CH8NWL8lUEN++ru4K8RqMTt9aVeO38/Pf83gX4zHWL0JTNuGHKQQU+00IynVlQkygpJB+MpJyRlfD/IO2gDcQu6inO7kP8xUYNGh1x3MfVPqdKqQm6kOVUnZEN/n9xcB1vJ+O7LqjH8efR0X/XaUrCLiFTxrWaSkCIz0ydoM37pNYaHRJ0UiJuHgXXdCX66GgHYkkDwWD00REHsmq6Mj1E+YND54wclNdH1OhEQXSUFlG7SVtXC1yj4z9uIVfKjlymM7J63ZL/UOk4GcfBBGOSUFY9H53qa5GqQVA5g3JRZ/5BmlEbiOujY/LL0V2S0TdCGPeBtfWqjE+jYzBdxUn4GAXep0mElz+290205IvPoyhJS1UcjXBujLoSJrtB0bHyseTPKLgmReU5Kf4f5FNadz46W7duxaWXXoq2tjZ0dnbipptuwmuvvSZtwxjDli1b0NPTg5aWFqxcuRKvvPKKtM3IyAg2bdqEOXPmoLW1FTfeeCN+/etfS9scO3YM69atQ0dHBzo6OrBu3Tq8++67SV9SWUwEFNDUoRN0gk1M5lIR/N9sBoKgUzyuScsRlDDQS0zoX3dqNJ6gwxsXVgE8yBlZdyOLGp2gml4qGWEWJt7Dup8to2l71aKuJMft2r+Q0iA5Hx1H+h6WFqHWxE0YqKsRZ9rvioVzAMgpGAAx6kpvJqoVvlpXJmfktDQ6FbwRecLUJ154C9/c8ysA0V0XVALDyzUaHV3y1bBjl2O6UhWEY4IAo3ve2qLRSVzQ2b17N+68807s3bsXO3fuxPj4OFavXo2TJ0+623z+85/Hgw8+iG3btuH5559Hd3c3rr32Whw/ftzdZvPmzXjqqaewfft2PPfcczhx4gTWrFmDiQlPELj11lvx4osvYseOHdixYwdefPFFrFu3LulLKos4L1tAMF2NiaYr/3au6YqZMxZLzsilX3g0RMsR5FXv1TLxN+jkaEzTFT9fiI9OXNOV6KPDtVfRfHSKn6LgWDyHRqPE/YuE37Ra74aslMenflzr0s+MbNAO1v6d7qK2L06tK3FXnabvlsvmY9utF+PZz6zUnrOYMT1ehFCa8EsYn/A0Fd46vXYnCfj9VYm29P6bl+D3l8yVlkXNo6ai/hRy+Q5vuSvolPFMimN2549SVfN9Wnj+Nzf5g1Hq1kdnx44d0v+PPvooOjs7sW/fPlx55ZVgjOGhhx7Cvffei5tvvhkA8K1vfQtdXV34zne+gz/7sz/D0NAQvvGNb+Cf/umf8KEPfQgA8Nhjj6G3txc/+clPcN111+HVV1/Fjh07sHfvXixfvhwA8Mgjj2BgYACvvfYaFi1alPSlxSJuyGZeibpynGDzDWCuKs5P6WhMV+Yih2aNjuej418nRnNFwctLEzaLNV97VI1OlIeMnGlaOFeARsc0o04Tsb/KnSXaSBqzdL9GR3dee/owtulKHH/itWr2y2YcrHlfj/GcYlHPavmbBREYdSVsl3RL+XkqGReXzJ+Jpqsc/ODAYXdZvikZjU5zzhMidO8AWfiNqtGJ3x5VM8MtEC25rLEERHG/Os+MPDQ0BACYNWsWAODgwYMYHBzE6tWr3W0KhQKuuuoq7NmzBwCwb98+jI2NSdv09PRg8eLF7jb/9m//ho6ODlfIAYDLL78cHR0d7ja1JE52XqAYUgh4A8c0uxUfUGq5Ao5YvkAVdEzt8fLoBISXJ/B4MZmfgsIp3WV8tGrWeRodz0cnykNG9NGRNDpaQac065McJKvzcsjUQLiqBmlodEQcw3Ft6kG1LWFaBfHnL9d3S9zSpvBy3oKwPDpJKzV5P1Z6b82clpf+L1ejowor/PlWXOct19UvDLsE3qQ41+omDFTeDzy9CPdJMu1Xax+dVJ2RGWO46667cMUVV2Dx4sUAgMHBQQBAV1eXtG1XVxfefPNNd5t8Po+ZM2f6tuH7Dw4OorOz03fOzs5OdxuVkZERjIyMuP8PDw+XeWXhxLV7ez46/qq9IqLK2ZwZmX96s9kRNxJJf+O5JhyNSsekOSoHXUkF3f+Bzsia43KNjpQwMJZGR8mMHBDeXgsfnaYyX2i2k0YkjVoTTfSt8l6gyZwrCdSXeZhmxZQwMI5GRjJdBZimqw3/6XQV1U0OuUlQjpZDx6xWRdAp20dH/l80Xeny6MSZfJWTGVksDi1yWtDo6KhbHx2RjRs34qWXXsJ3v/td3zq1kxljoR2vbqPbPug4W7dudR2XOzo60NvbG+UyyiJuwqi84owc9iBmEJ2E9UKCTqNTjjMyU7YRmVaS5PvmtAY3mB+j9OlPGBiu0XG1QZqVhabyoq6k6w5xRnbbbqh7lSZhTqdTFWmWnoaPjuP9xvKs154+lDOER9BCGoTeOAE+fC8G5hbQtEGjw1umjboSt0q4qfzaKx0X0/JZqchwOVFXunYUmkTTlQefmOZiCDpOxO2k9hgEFu6j05zTX6ctPjqpCTqbNm3C008/jV27dmHevHnu8u7ubgDwaV2OHDnianm6u7sxOjqKY8eOBW7zu9/9znfet99+26ct4txzzz0YGhpy/956663yLzCE2BodpQSE0XRV+sWkqCtlG9dp13HcARqeR6f4qQ5HJmg6dLv+nw0D+P33zcWjt12qPa6P0jHKSRjIXwi6K+Cq3dHxSbeQYbzMyKrpSnf+4mdTjIdKUkjV0+vKRyd44lIOqjmM9504HmzqQZMpyoTJLyeWpo/f76JGxwLhz9PohEVdJazRSUjQcRwHswTzVdx71TPty8ubTaYr7qOT1feTqY2AXCctDN4eVWDh76tpeb1xqG4zIzPGsHHjRjz55JN45pln0NfXJ63v6+tDd3c3du7c6S4bHR3F7t27sWLFCgBAf38/crmctM3hw4fx8ssvu9sMDAxgaGgIv/jFL9xtfv7zn2NoaMjdRqVQKKC9vV36S4vx2JmRuTNyiOlKk0fH5O+SzegSBpqirvhx5QEph1z723RRTwe+fOsleE9EjY4pM7IqgOkuP2gm4pmuJmLlMBJrfGkSI8vbunb86pdjqIW5rBqknUdHNN/mpcgVe/pQ7IMo5laTX04c05PohK+L3KkV/BLCoq6SvgX4oyKJe2umYL6KW9QzV/r9fT46okZHWOdpdARtZagzO/+Mfq1u9XJVoxNiuqpbH50777wT3/nOd/D9738fbW1truamo6MDLS0tcBwHmzdvxv3334+FCxdi4cKFuP/++zFt2jTceuut7ra333477r77bsyePRuzZs3CX/3VX2HJkiVuFNYFF1yA66+/HnfccQe+9rWvAQA+9alPYc2aNTWPuAL0+Q2C4A/hUaFUgw5veUBm5NKnZLoK0XK4Pjpqim8pW3DlDwF+BH84ebigw3fRrRM1OuXVuorhjJziA9dE3ZaAEL6nYbpyhHtAfOlYJOfE9lOSHdO95eU4IzMwqzIjO6rpStToaLZLCi/qqvJjzWr1ihvHFXRMxUV9eZCcUkFWrY9O8DnK8dFx840ZnJGbDc7ItvjoJC7oPPzwwwCAlStXSssfffRR3HbbbQCAv/7rv8bp06fx53/+5zh27BiWL1+OH//4x2hra3O3/+IXv4impiZ8/OMfx+nTp3HNNdfgm9/8Apc1LwAAJl5JREFUJrJZr0Mff/xx/MVf/IUbnXXjjTdi27ZtSV9SWYxNxtPoqDdElDBwk4+OOJD5cXh+nrjh5eL/TgL6P535R9cuffkLvkyn0anUR0dxRtac33VqlXJWVF+jY4OJISkkjU5C+mW10jP/d0r46ETRQgqbSFqOWM7IxU8maHRs6BPVGVl1LFe3SwqupU2iD8TIq7jCI3+2+E1XsiDhQCnIGmNs89VxZDBTwkBPo2O3j07igo4uPFnFcRxs2bIFW7ZsMW7T3NyML33pS/jSl75k3GbWrFl47LHHymlm6nAHv1zEp7eqfTANVncmxoqzMcB/03t2Xsd9OIyGRF2Jmg2RpDU65hIQ4RodUVOlIvvoRHcE9zRZXn+ank2ubbsGZiTRXGaDiSEp0vK7yDjF31TMjFxOUrVqEDd1gDEzciyNjrdtXO1zmvBW6aOuoP2eBEmarmZVYLpynaKVduR9Gp2iSoc/n0WBKqqPTrxaV8VP9f1wZjTMR0fW0NWK2o/sOmUspjOyqpo0zs7cmRgz1jYRo6647wov1WAy54i+KiJhZRHikoRGR3d/Sj46MTK9ir5Jptph3rb+tldP0BG/189t60gvr+T6UsoOXvouRsAkbfqoBMkZOUIfmKOu4pgiip+Tk2LCwMi7pwb/3fS1rqQtEz2v54xc+bFEjU7c6uV8Iipeay7r+CeCpU99ZuTgc7o+OmX5dOl9dFSNk7sf1+gYistWCwuGdn3iJXKKNph8pivjy5YPOBijrkRnM67pOFmqMm6atbkmnIDqtIn46BhmE75aV9p9+Tr/WtlHp9hmdRakw402E5y7TVepqxFTvagrQaNjkzqiQtJwRhaP5Tjew9ZeH53yNTqmqKRwSgI+7NLocLRRV0hnrABCrasEBkYlGp1cxt8OXWkF1dUgjmlbTCgbFdcEpbwf3ISBIXl0SKNTp3A/kbgJAzkhCp2imYVrdAxmn0zGcTVFJ0tVxsPCy/0+OsEOunHhh1DNL37TlUajU/rUXYKXh2gyVqZX0UcnqEq7uDyb8aoLU9RVZaSm0RHKhfDuysUIwa0mYluimCVlc5V+edRzmhxaawWXtbwSOt66tMycQHJ5dAA56iqKz5VIVuOjU9D5v5TWj0/6o2lDnZEzfLvKNTpuCYh8sI+OroZiNSFBJyV0qbmD8Ak6htHqjk1Ro6NsKmb55GGJJ7igE2K68vvo+LepBNF/SCSKj05QtEChNKPgAh3g5SYKQlvryiRkum0PDnVPg3qNupKdTZM7rvhb6aKubHC85cTV6IhNr7QEhOgkaoOgo0ZdmZyRk26qlzoiAY1OBaarnMYpuqDR6PC1vISUZLoKDS+PL9SFJQwkH50GxZuRRBtMqpklTKsgRV2pta6EgdycUzQ6Ic7I/jw66Tgjqy9r9ebU++jInyKF0nWdEAWdSCUgip/FqKtgZ2RR0PK0O6GnSARJNW3BCykpxCtJ1keHf+rz6Ngk6EiCS4R2mQo4luNzMS74Tlgh6JSaoEti6Gi2S4okw8tnJhBeLv6uOo2O208a7XV41FV8QScrvHdEwnx0XJNXjfPokKCTEuMxw8vVVOFhDx0Gc8ZiT9vgzQZOliRvU1FPUwkIKbw8sEXR4McITRio2TcT8DByfZFGPUEnSt9LCQMNgqO3rbePKfFhWogvwHrS6KQ1Sxf9EPg54kSmVJOaRF2VNhVn2lYIOqXP0FpXCf+ASWp0ZrcW3O9xj8cFI8l0FeCj42ZGjmG6Et8PUXGjrmImDOTXTxqdOmRykglOYuWGl+u3EwUSk0+J54jp+KK5TBE7rs0equkqYR8dg4Bgyu4s78w//Ou4oMidroGoPjrFT6kafIhGp/jy5NtWSdCpUx8dOWQ4uesS7wHPR8fWzMje90jCeQJRV3xLMWOtDQI0/130eXSE7RI+b5I+OjOmeRqdkfF40Ua5rL8d6jMc8AuEuTKiruL5dMmCFef0aLCPDn//kY9OHSJKr1E1Ok3ZTKSHvmhiYgYfHVE1qao9w8LLVcFbfPkn8XIwOfEmlUeHm65yWSdSe0XfpDBnZNG/SJclOU3EcWRTdEylpFHrSjyW5KMjloBI7EyVI153JNOVwVxVTvVyrnkG7DDnqS0wZkZOuK2Xv3c2utoLWLnorIqPJZpxjp8Zi7WvlxlZPJ7OdCULhLI5M/gc5WRGDjNdteT0Pjq2aHQSTxhIyA+POLOkXDbjzgBM0raneTFXFfckdr/a0+yMXPxUJW8W8vKPC9fGqJqlKLWugm5Qnhn5pCvoRBMGXEFnUujPkG0dxyywpUVc88ZUQRbukzuuJJSWDpzPRlfvV5O4v62k0ZFKQMQ/95h1Gh35fznqStRaJHvepb0z8PPPfijZgyL+RMjLoyNqdMzOyLqgl6g+OnHch9zoKYMzcovlJSDqZ2poEZJGJ8bsOx9Bte4V9RQ1EMo2gkCgzgbCi3rKy72khOHtjwI/TpgzclD1cF1TuEaH53WI+tDmGq7RiUmjhsxto6ApKydyoRLqN7w8uso91nHd43tjLo56v5pIpqsYDvTF7+VpdFRnZMexw8ldve9NZR9sSvio474PX4grzzsLN118dqz9dCY0remqtDrMl0mHOAmIino+zplGLepJlG/3zjdlgJHid5O07ZmuAqKu3G0dv0YnzBnZkDAwKVWx6SZTZz66ZoovLxXVmTtKskDAUzOPjE8aa4e55+dtz4ganUinqRjxQWbDzDspxK5O8rL4A1aMkKubhIGGl1olzsjVMsGGobZCyowsLLf9FviTD/ThTz7QF3u/Jp0zskaIUE1XuRjlTUT/taiYalaFOSPzZ1WtfXRI0EkBbrrKxJwlRVI/lpZ/7l9+icNDZ9zziIhOs6oJJ7zWlbds7xtH8Xc/+KX2HOWii4ABND46mhlbcB6daJor334lgWhkbAIw1A5z26TR6FSvBER9anTSiqQRhX29oGNPH4pNiWS6MghGZTkjW5QsENCZrgyaCjuamzj6zMgBGh3m//3CxnY5/oV8WzX9yKkQZ2TPR4dKQNQdXKMT12k01xSufuyd2QIAePPoKYyO+9OkA7LWRFV7hjsjewP5u784hJd/MwwAmDdzWtTLCMTTisjt6J3lHX96oQkdLTn4cK/Lv0rV6Ih9GQTX6JwZmzDWDuPoInmqVwKiTjU6wvdko648YZ8fNm+pM3JSGp1yqpePx8zgnjbqBMcUdWWT6TFJvDw63jJtHp3Sp1q+I8rPKN4bUTEmDHQzI+t1JrlsBvmmTM1/L9LopICu0FoUxBmn6cHzP/9gKT5w7hzc8+QB43Eunj8DL7x5DIu623Dk+Ii0zuyjU/wUJXbu2Hv7FX3YtOrcSNcQBn+QqS/rj11yNs7tnI7h02NY2DVd69zmanS0ta7k7aNWjecPkZHxyRi1rlB1jY74u9nyUkqCtGpdSc7IrkYnfCJRC8S2RBFik8ijw88Zt1RN2kTV6NjR2uTh7wDxuoPy6HBihccbJptBeHl7vGUTk8ydbJtMV3defS7uvDqZd0clkKCTAuU+PN7fOwNvvH0SALDk7A7tNs25LD5wzhxpmTq4P3Pd+di0aiGac1kMnz4qrTMJX7qEgTxUe2nvDMwQ0ppXgilayXEcvL93RvC+yjFEfBqdiM4zvGDembEJN4dQWPXyjONIL9JqIMpttryUkkCapSd4XWKle88BXjANW6TLFi87fgkI/XHCD1L8GHc1AnaMKfXek25jx7xdvZDVCCz68HL5f8+3J7rpM1ZmZE3CQO6IDJgFHVsgQScF4ta54nzhD5biLz90HjIZBz0dzcbt2prln033jOImGVXTYS7q6TddcftrqyF0sBz6589Ecy6D/gUzY+/rRl1F8dGJqE2TnJEn5fP4zy+aQ+I/LCqhXjU6kttFkhod99Nx+0s2XVnUh7EFnaLpdJJVYLriNaVilqpJG7UVJi2OJc1NnCZdUU+NRkftKa6tjHIPeRO26O0Kej8U22jRzEEDCTopMFbmw8NxHMlXxYQq6AQNbnUAmpyR+TFEjQ43XZkKtpXDhy7swstbrotd1RcQTVd+VI1O1OPz/hmfZK7DnKk7+YsyJyR3rF7Ulfe9nhIGyqar5N5eopmR34fivWCTQqCcHEnZjIPJCZZACQi7TVem8WHT75ck3BdSzqMTQaOjKQZqoqu9WfqMgmu60mh0WnJZK1ITBEGCTgrwh4eprlSlNGUzaM1n3fpVQYPbJ+gYNTr8m19in15IdpiUI+QAcni3inqd+ZgaHcBLfmXqz0+vPAd9s1sxcM5s70Vatair+tToVMNHZ+2lvTg1OoGrz+/E3/3g1dJ6e/owro+Otw8rS0gChKirCcvCy5VmmDL+2vT7JcH/vm0ZfvTy7/Dpq84BoJqudD468v86TZCJ/3bNQqw87yxc1jcrcvvchIGCRsdzRLbbbAWQoJMKbshmOalKI9LeknMFnaCb3me6CvPREaIAXY1OwZaBzDU6/mtwHAf5bAajJf+ouOHlgHfjmrrz6kWduHpRJ4DyQjQrQXwB2uJPkQSyOSIFjU4GWHV+F1ad34WR8QlhfWKnqhgpAWAMjU5x3/JMV64zchWeVXEIjLqC+L2+4GOUI5uudFFXcg/EcUZuLTRhxblzQrcT0ZUIcrMiW+6fA1B4eSrwWVLUyJ9yEM1XQUNbzcFgapNqg2WMCT46dsjDXni3fr34QMhFtBlnMo5r9uKq2CgPC5NTdVqU+0KznbRn6abMyzZFXTllaHS4gF2x6YoHTljSH+rly1FX4nZ2tDctpMzIEZyRXcE3pWeDrgQEnxjqnKVtw/4WTkGqYfdub/byzASdJqpGR00YODox6WqmbNHoBDkjA/IDIarpStzvtBBFELUtVXNGzsZ/GU4F0qpfxOV5KaLJ0vBkOeoq2iPZE7SF41RiurJlTEWOuqpOc2qFeH3NAbWuODlNRuUk4ccVMyNzjU6SPpxpQYJOCrgJA1P0VG0XEuoFPeBUtafpgebVuiq2/dSI99KfZolq0nFNV3r+cPkCdLc3Y97Mllg1ZnhUw+lRnoAxfB/KjJwcaSRfdDRmTlt9PMrx0dGZrmJpZVzTVTxTb9qoV2A2Xdnz+6VBuEZHFQijm67Kao8mYWBY+QebsF8Um4JMVCE3RVTTVVPGC0UFzCHvXtRVccOTo0X/nEJTJlWBLQ5hpqu/vPY8/OW158U+brOi0YnyEK26oFPGy3CqkHEcTDKWrEbHkT8BOSzbIjmn7Kgrdfs4tynfjU/KbDGHBkddmberN0S5U1u9XLl+/kxIS4D3SkB4y7hGp3kKOCPb8QarM3jCwLiZkeMgmq6CBrfjyIU9w/PoFP8/WdLotCYccVUJaeWuEctAFM8TpS3yZ9rUs0YnzCRZ3jH1D/5y0t+njdjEqL/t/FnTkMs66BbybZWTR6cak7I4qK0w1XCqe0FHirqKkzAw3fboNTr2ixH2vMXqiGo8PNpbvJ8u7MXfnMu4g9Kk0fF8dGSNzjSLpHX3hZjwcbl5Lyy8XKTqUVdC+KhNZpckcEqh0kkKcCYfqkxJpWOTM2s5pqtv374cQ6fHMKe14C4rxxmZT8ps0ehof68S4iqbfr80kPPo6Hx05OvnCQPTmgRxDZPoo8MnhlPBR8f+Fk5BxpRCa2kga3SCty3eKGMAAnx0MrJqkvvo2BJxBXg3d1oaHc90FY6XMLA6D9yzphew5OwOaQZfL/AeTDSPjuGYYebPWpApw6F4eqEJ0wtNUm26SqqXW6PRUZohCm8NZboSri9KwsAL5rbj2gu7sKyMjPNRyLrvB3+eNV2eH9uw5y1WR0xMpm+6aosYdQXIzmzhta4UjY4lEVeAcHMn3K2uRieO6SoloctEUzaDpzd+oO60OYBoTkru2kwJHfmL06Z+FGfncQUOU/h8+H7FT+uKeqp5dDLyWne5Rb9fGoQnDJSvP5/N4JE/XpZae/h9I5quPEHHftOV/S2cgvASENUyXYU9tKX8MiZn5NInF3ROlQQdmzQ67mw84eO6PjoREjByqp1Hp3jO+ny4e1qW5E1X6hFt9NGRw8vjN8wz08XZp7ixbZmR1R9MSgngGDerO8Tr0ycMlElb8HM0gs5bx04BALpjlJKoFSTopIDro5NmeLmk0QkTdKI7IzPFGdkuH520TFdq1FU41S4BUc84KQgfGYPmhv9eNoUnl5MwUKScCEB+Su9ZZUd/qK2QEwbqhZ56RMxArC3qqVx/2v3hlYDwlr3+u+MAgPO62tI9eQKQoJMS+WzGV2gySaKGlwOyatHkN6QmDOQanaTrXFWCa7lK3HQl++hEckYudaM1M+EpTJrJF00+OjbJp+WUgBBx/ZHKiLrieXRsMQWpzZAirQzL6xFuUgQMeXSU/9OecPHnHNf4j01M4uA7JwEAC7ump3ruJLDnLVZH3HLZfNxy2fxUzyEnDAzeVtLoGDMjy85mrkbHKh8dPktP9riuRmc0uo+ON4tOti2NSBrmJJPfD5+Z2vSiLCfqSsQ1o5bho8M1uLY4I5t+L6CxTFej44KgozFd+aLTUu4QVQP4q3dOYmyCoTWfxdkzWtI9eQLQY3qKIpquwpB9dPR3BB/INvvopDXz54Kgl0cngo8O0mlLI5JOHp3ip/oCSEtYrgQ5YWD8R7Jr+otV1FP53xJBJzjqSv+9HhkVNDq6+0JdlHZ/qNXLXz9yAgBwblebVZMGEyToTFFE09WJkeAaTYVIpivZBnvSwjomad1Oaq2rKOdJy1+oEUkz6spXO8nC301sSjmuMnyXWBodQ/XrWhMcdSVsZ0dzU0M0XelQ+6naPjr/UfLPWdhpv9kKIEFnyiKGHJ44Mx64rWi6MufRKX664eUjJY2ORaarNF6IgFc0L054ebXz6NQznnYswWMaNDqu6Sq5U1WMqE3JlmELLScC0Kc5sWQcB2l0GilhoGi60lFtjY6aGfn13xU1OudNAf8cgASduoALJSZEZ2RzZmTuo8OPaaFGRz9JrxhXozMa3TGToq6SIw3tmOmYrgBk0e8mNqWSqKtKrskWQUfFFHVV74RqdHw+OmkLOt73/3z7BF4dHAYALJwCEVcAOSPXBcfPjAWuj+KMrCYMdH10LNLouP4VCR+32eejE74Pf6nYovKfyqSRrdikJbJSoyP56JThjMz3jeWMbHb6rSV+wdSg0bGkvWkRlm1Yvfq0u0N0ebjmC7vd71MhtBwgQacuaAtxTBadkc15dIqfXmZkCzU6pc/US0BEOP7aZb1wACzvm5VoWxqRNJzMTUkITfl1aonso1O+Rqec6uWVnDcNpL7I6H87wC5BNQ1uuWw+dr12BKsv7NauDwrDT4P2liZce2EX9v7nUXfZinNno2eKlKSx5y1GxOarf9SP//v/fotPXfXewO0kQSfEdOXm0eE+OlYlDJQ/k4L3D7c/Rzn8x/rn4WP985JtSIPimV6SO6bJdGVnHh2vMWUl7itDUFS3tDFhoJrDS1xniVyWGq2FJjz+ycuN6/0+Oum2x3GcVEtMpA0JOlOY6xd34/rFeolfpJALz4zMlzLXdMXz6NgzRNKajatq4np/iNpGGpo6kznMG0OJnapixKZUZLqK5Yxsp+lKbNfMaTllnfe9kfx1dPgF+MbujzDIGbkBiFTrSnVGHrVQo6N8JoValM6msheNgJOCAOsVXZWX8xe6TS+GShMGcn+VWJmRbTVdCd87puXldQ1kugrD76PT6D0SDAk6DYCo0TE9C1UfnVOlqKtWizQ66ZmuZMGmawoUqasnuMkqnfByvXOrTa+FShPhlaMR82t07HgViM2a0aJodKTtbPoFa4AhmpDQY8foJlKFa3RyWcf4gBB9dEbHJ93MnHZlRk5nNq5qdKZCNd56wtO+JKjRMTgjc4WmTS9KRxh+5fjK8GuJlzBQxpZSJuLvMsNnutJHYDUipNGJhyXDm0gTLuiYsiID3qyaMebWfAKAFovMOKTRqU/ScBA21c9KK+lkJVRaAsLtvxi7+hMG2vEqEJulanSk4qcW/X61wFSsltBjx+gmUoW/yINmi46g0TlR8s/JZzPIawrK1QrXkTRhw4Oq0elqLyR6fCKYNJzMTaYrG52RxZdUeb4y5Wh09JquWiNegs9HR2izRT9fTah2wsCpjiXDm0gT/iIPcnT0TFcMQ6eKCQjFelo24DojJ3xPq1FXpNGpMmWER4dhEmhsDy8vK+rKib+v30nbjleBKMz4fHQc/fdGRL38Ru+PMOwY3USqeBqdANOV64wMvHNiBABwVptdmg2T30WlFJpUjQ4JOtXEZGZKAlMYtVU+OkJTyvHR8UxX5Udd2ZLhW2zXzNYgQceO9tYKVehr9P4IgwSdBoD72eQDBZ3ijcIYw9vHi4LOnOl2CTqe6SpZCopGxzYBr94pJ2ooDJPw5Bg0PbWk8hIQSZiu7OgQOeoqILzcjubWDLEvyGwVjl22CSIVFve046MXn41L32MuV8DvlUnG8LalGp2Bc2bjPbOn4doLuxI9ruij05zLGHMNEemQht+MyUcn6wpA9rwcJEGnjHa9Z840/NfJUfTMaIm+k890ZUd/iC/wDjXqSvhu0+9XC+S+qFkzpgwk6DQATdkMvrj2/YHbiOHl7xy3U9C5qKcDz37m6sSPK2q61FkkkT4moaQSjFFXPLw8sTNVjuSMXMZb65t/chmGT4/Ful994eWWCA7BUVfkjMwhM148SNAhAHgPDlGjM2d6Y7z0pVlkS3CBVCJ5PnbJPPzLS7/F0t4ZiR3zxqU9GBw6g4H3zpGW2xheLo6/cnx0mnPZ0GrXKj5NlyVqAZ6wFABm+DIje99t+v1qgWh6tOSnsxoSdAgAgiMjg+ujY5tGpxqo6nIife648r2448rgwrRxuenis3HTxWf7ltsYXg4U28NY9TQr/jw6dnTI8Olx93t7c+MW9QxDDJJrdKEvCuSMQACQS0C4UVfTGy/6SFWXE/WFjVFXgPeyqpbAYaugM3R6zP2uRona9pvVElmjQ/0SBgk6BAA5YaAbddXWGKYrETXtPFFf2JhHB/DaE5S9PEnUqCtbwsuHz4wZ15HpyoNyCsWDBB0CgPfgGB2fxLFSwsCzLAsvrwbndbXVuglEiqSVoqBSuEN8IVclQcfnpG1Hj4gaHRUyXelpdKEvCuSjQwDwZpTcETmbcTBzWuNodL62rh+7/+Nt/PHAe2rdFCJFuLOvLaYazj2/dwEGh85ULVmlagayRaMTJOiI2q5Gf7mLQROW/HRWQ4IOAcB7cExMFqMeZrfmrZnlVYPrLurGdRd117oZRMp8fFkvhk+P4+rzO2vdFIk/unxBVc/nCy+35F4Xgq58dEzL4Q+Xz0drocma9taK/gUz8S8vHQZAQl8USNAhAPhVwY0YcUXUPysXdWLlIruEnFpgqzNyGH//0SW1boIViMlfA2RDosSU99H5yle+gr6+PjQ3N6O/vx8/+9nPat2kKYk6KyBBhyDqF1udkTm2tcc2Lpjb7n7/r5OjNWzJ1GBKCzpPPPEENm/ejHvvvRf79+/HBz/4Qdxwww04dOhQrZs25VAFHdvqXBEEkRy+jNGWmD/+x8eWIJ/N4Ovrl9W6KVaTzTj0jI7BlBZ0HnzwQdx+++345Cc/iQsuuAAPPfQQent78fDDD9e6aVMO9cFHGh2CqF981cvLyMicBmsvnY9XPncdmRcjsGzBzFo3YcowZQWd0dFR7Nu3D6tXr5aWr169Gnv27NHuMzIyguHhYemPKDJdyUI6b2aMAoEEQUwp2prlfFHtzfbkj6KiutH46CX+zN+EninrjPzOO+9gYmICXV1yJeuuri4MDg5q99m6dSv+9m//thrNm3LM7WjB/7rlYrw2OIwZLXl8VJM+nyCI+uDy987Gf79pMQaHTqNnRgsumU/aganGdRd14wt/sBTndk6vdVOsZ8oKOhw1HwRjzJgq/J577sFdd93l/j88PIze3t5U2zeVuHFpD7C0p9bNIAgiZbIZB+uqHNJOJM/H+ufVuglTgikr6MyZMwfZbNanvTly5IhPy8MpFAooFMj3hCAIgiAahSlrDM3n8+jv78fOnTul5Tt37sSKFStq1CqCIAiCIGxiymp0AOCuu+7CunXrsGzZMgwMDOAf//EfcejQIWzYsKHWTSMIgiAIwgKmtKCzdu1aHD16FJ/73Odw+PBhLF68GD/84Q+xYAHZngmCIAiCABzGgqqL1DfDw8Po6OjA0NAQ2tvbw3cgCIIgCKLmxHl/T1kfHYIgCIIgiDBI0CEIgiAIom4hQYcgCIIgiLqFBB2CIAiCIOoWEnQIgiAIgqhbSNAhCIIgCKJuIUGHIAiCIIi6hQQdgiAIgiDqlimdGblSeK7E4eHhGreEIAiCIIio8Pd2lJzHDS3oHD9+HADQ29tb45YQBEEQBBGX48ePo6OjI3Cbhi4BMTk5id/+9rdoa2uD4ziJHnt4eBi9vb146623qLxECNRX0aG+igf1V3Sor+JB/RWdNPqKMYbjx4+jp6cHmUywF05Da3QymQzmzZuX6jna29vpJogI9VV0qK/iQf0VHeqreFB/RSfpvgrT5HDIGZkgCIIgiLqFBB2CIAiCIOoWEnRSolAo4L777kOhUKh1U6yH+io61FfxoP6KDvVVPKi/olPrvmpoZ2SCIAiCIOob0ugQBEEQBFG3kKBDEARBEETdQoIOQRAEQRB1Cwk6BEEQBEHULSTopMBXvvIV9PX1obm5Gf39/fjZz35W6ybVnC1btsBxHOmvu7vbXc8Yw5YtW9DT04OWlhasXLkSr7zySg1bXF1++tOf4sMf/jB6enrgOA6+973vSeuj9M/IyAg2bdqEOXPmoLW1FTfeeCN+/etfV/EqqkNYX912222+sXb55ZdL2zRKX23duhWXXnop2tra0NnZiZtuugmvvfaatA2NrSJR+orGlsfDDz+M973vfW4SwIGBAfzrv/6ru96mcUWCTsI88cQT2Lx5M+69917s378fH/zgB3HDDTfg0KFDtW5azbnoootw+PBh9+/AgQPuus9//vN48MEHsW3bNjz//PPo7u7Gtdde69Yjq3dOnjyJpUuXYtu2bdr1Ufpn8+bNeOqpp7B9+3Y899xzOHHiBNasWYOJiYlqXUZVCOsrALj++uulsfbDH/5QWt8ofbV7927ceeed2Lt3L3bu3Inx8XGsXr0aJ0+edLehsVUkSl8BNLY48+bNwwMPPIAXXngBL7zwAlatWoWPfOQjrjBj1bhiRKJcdtllbMOGDdKy888/n/3N3/xNjVpkB/fddx9bunSpdt3k5CTr7u5mDzzwgLvszJkzrKOjg331q1+tUgvtAQB76qmn3P+j9M+7777Lcrkc2759u7vNb37zG5bJZNiOHTuq1vZqo/YVY4ytX7+efeQjHzHu06h9xRhjR44cYQDY7t27GWM0toJQ+4oxGlthzJw5k33961+3blyRRidBRkdHsW/fPqxevVpavnr1auzZs6dGrbKH119/HT09Pejr68MnPvEJvPHGGwCAgwcPYnBwUOq3QqGAq666ivoN0fpn3759GBsbk7bp6enB4sWLG7IPn332WXR2duK8887DHXfcgSNHjrjrGrmvhoaGAACzZs0CQGMrCLWvODS2/ExMTGD79u04efIkBgYGrBtXJOgkyDvvvIOJiQl0dXVJy7u6ujA4OFijVtnB8uXL8e1vfxs/+tGP8Mgjj2BwcBArVqzA0aNH3b6hftMTpX8GBweRz+cxc+ZM4zaNwg033IDHH38czzzzDL7whS/g+eefx6pVqzAyMgKgcfuKMYa77roLV1xxBRYvXgyAxpYJXV8BNLZUDhw4gOnTp6NQKGDDhg146qmncOGFF1o3rhq6enlaOI4j/c8Y8y1rNG644Qb3+5IlSzAwMIBzzjkH3/rWt1xnPuq3YMrpn0bsw7Vr17rfFy9ejGXLlmHBggX4wQ9+gJtvvtm4X7331caNG/HSSy/hueee862jsSVj6isaWzKLFi3Ciy++iHfffRf//M//jPXr12P37t3uelvGFWl0EmTOnDnIZrM+afTIkSM+ybbRaW1txZIlS/D666+70VfUb3qi9E93dzdGR0dx7Ngx4zaNyty5c7FgwQK8/vrrABqzrzZt2oSnn34au3btwrx589zlNLb8mPpKR6OPrXw+j3PPPRfLli3D1q1bsXTpUvzDP/yDdeOKBJ0Eyefz6O/vx86dO6XlO3fuxIoVK2rUKjsZGRnBq6++irlz56Kvrw/d3d1Sv42OjmL37t3Ub0Ck/unv70cul5O2OXz4MF5++eWG78OjR4/irbfewty5cwE0Vl8xxrBx40Y8+eSTeOaZZ9DX1yetp7HlEdZXOhp5bOlgjGFkZMS+cZWoazPBtm/fznK5HPvGN77BfvnLX7LNmzez1tZW9qtf/arWTaspd999N3v22WfZG2+8wfbu3cvWrFnD2tra3H554IEHWEdHB3vyySfZgQMH2C233MLmzp3LhoeHa9zy6nD8+HG2f/9+tn//fgaAPfjgg2z//v3szTffZIxF658NGzawefPmsZ/85Cfs3//939mqVavY0qVL2fj4eK0uKxWC+ur48ePs7rvvZnv27GEHDx5ku3btYgMDA+zss89uyL769Kc/zTo6Otizzz7LDh8+7P6dOnXK3YbGVpGwvqKxJXPPPfewn/70p+zgwYPspZdeYp/97GdZJpNhP/7xjxljdo0rEnRS4Mtf/jJbsGABy+fz7JJLLpHCExuVtWvXsrlz57JcLsd6enrYzTffzF555RV3/eTkJLvvvvtYd3c3KxQK7Morr2QHDhyoYYury65duxgA39/69esZY9H65/Tp02zjxo1s1qxZrKWlha1Zs4YdOnSoBleTLkF9derUKbZ69Wp21llnsVwux+bPn8/Wr1/v64dG6StdPwFgjz76qLsNja0iYX1FY0vmT//0T9333FlnncWuueYaV8hhzK5x5TDGWLI6IoIgCIIgCDsgHx2CIAiCIOoWEnQIgiAIgqhbSNAhCIIgCKJuIUGHIAiCIIi6hQQdgiAIgiDqFhJ0CIIgCIKoW0jQIQiCIAiibiFBhyAIgiCIuoUEHYIgCIIg6hYSdAiCIAiCqFtI0CEIgiAIom4hQYcgCIIgiLrl/wP9CRJMaFvWVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(archive[list(archive.keys())[1]][0][:300])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1fef5b41",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "200d310a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "91775794",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb78dbc7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a4f8d402",
   "metadata": {},
   "source": [
    "## verify coarse train data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08eb6cd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d43144d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"7\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a26ec20d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-30 18:55:46 | INFO | botocore.credentials | Found credentials in shared credentials file: ~/.aws/credentials\n"
     ]
    }
   ],
   "source": [
    "import gc\n",
    "import os\n",
    "import tempfile\n",
    "import time\n",
    "import random\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import funcy\n",
    "import numpy as np\n",
    "import tqdm\n",
    "import torch\n",
    "\n",
    "from suno_utils.tasks.data_loader import load_audio_mp\n",
    "from suno_utils.tasks.d2v import (\n",
    "    SAMPLE_RATE,\n",
    "    EMBEDDING_RATE,\n",
    "    encode,\n",
    "    encode_files,\n",
    "    preload_models,\n",
    "    decode,\n",
    "    load_model,\n",
    ")\n",
    "from suno_utils.tasks.encodec import (\n",
    "    encode as codec_encode,\n",
    "    decode as codec_decode,\n",
    ")\n",
    "from suno_utils.tasks.mert import (\n",
    "    encode as mert_encode,\n",
    "    decode as mert_decode,\n",
    ")\n",
    "from suno_utils.tasks.demucs import (\n",
    "    encode as demucs_decode,\n",
    "    SAMPLE_RATE as DEMUCS_SAMPLE_RATE\n",
    ")\n",
    "from suno_utils.audio import Audio\n",
    "from suno_utils.utils.s3 import read_from_s3, download_s3_files, upload_s3_files, check_s3_file_exists\n",
    "from suno_utils.utils.text import write_jsonl, read_jsonl, get_file_ext\n",
    "\n",
    "_ = preload_models(\n",
    "    \"/mnt/data/georg/models/data2vec_v0/base.pt\",\n",
    "    centroids_filepath=\"s3://suno-data/georg/tmp/base_d2v_test_centroids.npy\",\n",
    ")\n",
    "model_container = load_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9202e7f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15552\n"
     ]
    }
   ],
   "source": [
    "mm_sem = np.memmap(\"/mnt/data/georg/data/music_v1/coarse_sem_val.bin\", dtype=np.uint16, mode=\"r\")\n",
    "mm = np.memmap(\"/mnt/data/georg/data/music_v1/coarse_val.bin\", dtype=np.uint16, mode=\"r\")\n",
    "mm_sem = mm_sem.reshape(-1, 2, 800)\n",
    "mm = mm.reshape(-1, 8, 1200)\n",
    "print(len(mm_sem))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "02526f1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(800, 1536)"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out = decode(np.array(mm_sem[9924]))\n",
    "out.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "27509c15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<audio controls=\"controls\" autobuffer=\"autobuffer\" style=\"\">\n",
       "  <source src=\"data:audio/mpeg;base64,//NExAAOoFq0X0YQAA/RjJAoABCHsmTJkwgAAAAAAIIRZAghCwfREAIO8oCHB8+D4P8MYnP/g/ygY//J+IDn/wQ5R2oHz/6VQlEYqqqqqoAu5P3AWdXlIrz8USfOpD3i//NExBgXoIbZk49IAbY58qqGhK0uCLZlU/6z4vOEAdac7hBmsdV6JCA+Q5fdv+i10O/8XPh++Wr5+jb2kMYebpj32Ut/Tcr3dgQ4I/6dxAH43/+1gX//23hbPOHR8i/p//NExAwUkVbk98kwApHCCvc5wusTOE89PMlMYVBVK/q2u29ZTVDz/6q2f9K+8r7ZTy3/h9kp84RvTupaK7XSKhwra9C1mB9ludbiR/cWYl+s42bVKTkcklgHkLuLwhaY//NExAwVeVLQfnmGjGCrJo/np/ySCAQKfAQKCoNtywr9nJKt45zcUxSS6USZ9+m6+COzeOqUuhEPgcJ+/kgkI0ax46RYVQmaKmigGKttrUQeKqYv+2s2iu2u223GNGEL//NExAkUUU7cfmFHCCgJkfavw4r7CnLyvD6cgXN7kDTOGZ4l0E1yELBToQST5KVkhdN5LPTkIOKFSoVQETEpzr1yoJEmPXWzC90Qub46K99MB+0umyoGVaqB8ggkipFo//NExAoTWOq8VHpGqC4jYIezRhCFUh64eJIWGOxIZDeSGrRMXSwn926nkCUyO9hVa6Dh04UqaYjXBgyaEtJ+xCyCQwhauvkPd0HvQGrP9X11AYclbskbgFprj0F9P3RF//NExA8SmQbpv0lIAgFFwhW3y4IQYgFnassXcSGZXlO/7vX86vMv/SYcJWXbOzwuDQ7PC5Gw0LAhaws3oPbfX2p9f7vIv2fzSnhUOnCqqWO2taGluTsgb6BXzduIR6Dn//NExBcWIlLMAZiYAC05mVDEuoGaaO6WYoPU3Uy95mbsdb0TM3N0JoR4oQA/ZOE//Zd20Co5sdcw///Jy6Gg////9TIm+7//8ycAghD5mkNAK3LMTGyFyAoQz/f6j5bN//NExBEVCRLUVc9AANdxo+Lyva13/Fxvco1FX/3UrbR1yzNEFB0DY4BIFxxIqd1RfWV+dBv2vv6RU27UkBlwwEWKfLCwdAqqU6gaKrWuNRRVCxfYQ1lEmSH0T2Y+Ufdg//NExA8SIf7QVHjKrNP54y4d9+FhNX06JNtewv45zPc11Kz5xrd5iZSNICvYtf2c9//2salW61VB4bQlkh//lpAVTUZ33uUEUUEhlG2IPKvge/Nx1QoxF+HiT4jQ97kq//NExBkSAtLE1MLKVGq3C1V2kyi3pr1DDMvsGt6gz97Pq2FTev3vf/+ypU7d0+S//XMd//+np/f490eXACGmvCgro6kqdID81noVz9koq22wOMeaYfp77tcSBc8s/6AM//NExCQRWULJlHmKiDlNuzgg7ugE20RtaQkDiOmhazf6VMf6w+/9f/77bzibsYqAAFR5V3XagelJhsdAFgE5Xz0u7RtRMlBYmVV2Bt0eTfwrMBEdHGA2+JP9Er8VbQz6//NExDERugLiXmDEpHt/T8tXI+ju3ZgAXYrHw7/+zz6NKjOGVORJyOScYySCPOeVUlPWTVt6zN7bh2ib9tDrswSHozMjv/Oz9rs+Yk4eTeUR6vr+2mnr//zVO/88THXW//NExD0Saf7xv084AkqfV/ktqWCLteqq7IIcBDIN0ADpf8EREqpi0E26FxigpQFkHmZBADgxWHYmLMMpeEeBEj0HGAuidE4lrDFGFRUPIYJ2RTK0VHUyaPIk1qKz5oSS//NExEYh8uK0K5loAANQopJrLpJDpRHqgolU3W9BfRZI8zGzorWpSvUvXrQmbPbZ7ItRrn/onV2Wkv6zZq2t9f0kUXbtXapObF9ndKiAhgPLK//7+usegA+B4fBcusbL//NExBEWuR7xlYkwAALkgEbsieIR3ho42zVQ0/PXyHxVsxC7+v6Qkgt2xDYbsZnblpsJg+aC8alyI8OGXCpkgh0khyUnJo+7w9oxCT78CNLuZUA+lshRAAVbrjclHD6i//NExAkSqQbuXc9AADJJtrpFxiEGwqak0QrDHHjZ18ekLKmtxrxLkoPEShUcX+MXI7lYsZYWZJ4gSlqQiHg0KAVhslyrI7//DladX09AuoCQVJmp1eqY5DymhKlysgBl//NExBESOQbU8nsOUAsC0XCfaE/3WXMYxomRtRpR9h6hQ6SS0+UZ+FCbqqgSXrSWHg/pSJHPU+7/7fl9YiYtsv5XRVbRCGbDercczfE67ZewYNxGROWgZ2ofHcVP2/eg//NExBsSOQLqXmJEkCTdY3il3auyfMpQPayPTcWVuDAG3gvJOdl3HkJMaQXfZHO+j0O9QZdd06e/Z9AB0siyHoeybuSUhqndOqOCbrsnvgoWmYr+KECzEM3Lc0vmnsc+//NExCURUQLUdHsOWF9bnm9iL7QuVH1BuLvI6JZRCtySi39/r/PeNFTs9kf7qgJhNu1XLKBhGLjAdA0faLlBboYcB3X1FQ+akMrSSNyqHpGeUIC6pV3vUWf1H8KsWFtf//NExDIR6QbpvjsKxD69ZF4WKag3lMSfEvxEHEldXAP6KEUL4fBbR1twMUOon8bnS+D6cZyoiNhPiGQlaxXTCtwvV3Rj08mAmB+4QDerRn8R60oVSIKF1BnVP3o2CyQw//NExD0SWR7IQnjFBJnkG/qT3J669SGf/SoEK29e04NUGIg+MBYX/bErh7dwvZBcbSivRCQfsu65XzVA2R7nBtGObPi/QgoCu+OYi9VdigwLmma40xuEBfJ1Oevnvosi//NExEYSoRrhFksKHJ8f/s6KBsaMyh5B3n6ZBSk7U88pLajq/LrGF8IX7+kOAUiDoPFvjS0VPEk2ZUGc/UvypftD3OFMUcqgpF8a07oiBNXbWV1L8EPk/55v9FVFYyzR//NExE4SSTbYdHsGcDbkYHmUzCcTa/v5afL7Au77CfDmG64NkWEfgcGq9yS+IqOnR6O79VOyuqdILaokmrW/oXPr4ZlWZP3C/2vSpL06v6EKoAmBjQaCMkXIvB3I6rLz//NExFcRsM8BvkvSxgd6P1H0KtnxPqi9PaetmIn8XwgxuY/zehH849wSaCNPTX62RPtDG2DNP5VGz/+v26cvWlUfPrMplc+LUCCntac+KGxb2K/B9GtSmbL0eKljlIVb//NExGMQ0ZbUVDPEHIDivx+Xb5vrUgKcXQWGvWb/bXPb2Z2GLjWZGO+r7Pq/6+e8USoh4SX9WT/AfrNrCc3LKuAVhqqKznrNiD1/bq2flrUl89GKdOmKCXtdv++QDo+7//NExHIQ2bLQIsPKNH9beSB5R7LaXVJMrUhZ+a4jco6PPMRq7RPZFxJHUHes6a5XjPPOK+VzgJmc0W+ypaPHs+LWFsSerIdz4sjfN9EetWiYodSDwWzm//pQ1m3KWVki//NExIESQSL9vkiHRK5ZtaYQdU1VdZbxR9NH+WsRO4E0fnadC+JiV73F1Rsm+IK+61egiNFwKOWRxkFnyhNzIfZ5Cp58SlPLClXc9QwIwHENnCGCExYfekWFYKtWQfVo//NExIsSOa7UTHsKUHuCLIXNiAWMWER70rTdPso+1ZB6BtQOfZUGobatBeHgwQIL0oUtZW4qu532b1uzN+r4hfRaj81gNAmWcUpFfy9XVeztBCgiNzXHxS39WA1b2bVB//NExJUVaSbMLnmGqOeu87fsJwxIbJIWVwb9+YYQ/+Qf//9qx/+kX/bU9H91zbmbagoSAI0WekHenmMYgaAixWewjiOgBpeQLvVLSknikJR7CHx2mZLbV2HNxOKdZ2F8//NExJIYsSLQTHoM7b3dlpxAwuZoWFuFI0S7JubejMyV7Ml3Rx90V5KMSP0u5r6bIqvVeUyGLV2GCoQGpiNrGsKr8evCrzoiVNwS2DBWckAAwtijMFgGu8DrgGzQu4MB//NExIIaAnbQVnpEnKF/aNjYzlLlJQYn0HRaoppaBoVuHAUdgjuh+it1aZU8tZ2/ZQrF8g08hC7+m6Ouu1dsiChELAVbZLagOJLYTbtqSuljkcsduH41PuWMYwitaTSb//NExG0WknbYVmGEkPtRBUAibR0lIEl61R/WiG3CXoEW6nKjBfghb6CoIPsmv0VngI3d1866s9LggY61IJ2Crih563xbe+OM9al6agTdZuCF+uSQA/zOMVrL+2IEqbeV//NExGUUEWsFvkmE5h5i3JgTGfVbwtPpJyp3ER66Cy1CdtjViY12xUCRNypjSmo0bM9b6N/+yfX27VlECpZ3t9P8lq1P9wwLmVYA6RnnIQQwnGIfxAVSnbSo9ouZDbCj//NExGcTgfLIynpOdNREM70/13B0Wzk3jb3t2hv/KsbiDt7Qtb0nEukamy9P67GR1SEWVO8Xr0+r/rpl9utySSS8dlS40inHJiU09zpW5CisticQagaMMmeFjqCK/TS6//NExGwRoRbMKnpMZN4lVImXKpJvBNMiJWlNjK7skRAJYLB4438st75k+Bc8r/8BjMCgQiPz082ABzyc0JlKQRubA6TjbTk/DdJKgFLgsrNc0qF41mzekI1UVoi62kfb//NExHgWgw8JvkBHk5KSOSHRyfqPr51cWIOw1qaoZ9LJbTy96kwWwYceKK26Xjv9nd41B9lmnvLV6SoKjHhqMuhHNwZFYjYxx0NfuD+9c9IxiZsCi8AfsqIdB7VC0eo8//NExHESwYLtvGJGMOIfgo4OhYwHnAuSO/HNFzA5oADp7FdvIehPu0i41ouTgECe3+goQkmDyh/FQe5PD3YusAkwBaJRt/O7bXTZalKqCS61rQVVKkdy1RUAQWeroBHu//NExHkSwQLYTHjEyK6Dl0ZL9q+7U+KAE80GbEsxXPGFc0S1UvUWtWPHihM5R/76ADUqaTNvj9Kth1No8nLcJ4Q1zwu4q3k46ixWq3Q/mkk1HjqvV7Jgf1UVeRR5ENmI//NExIEUIY7UTnpKULb/pe/zoMcXRZpcZYg5W13WL/TeGwReGzMgr3X/VWlI5dbHJLLxPvPF4/WbMDsQJRXavLF02dRCvNe/i72BtGpXPQnUOz/FTB3UwsGo0sR/ENyg//NExIMTaaLltnpKVHDLkfMiPUnGS/yTpYqRqlnbU6aW8NqGtuR1fHKNMP0kSB9prUsCs6u42ijuZmj29zkE4SNhaUxrevWJtoUyGDK0X9vV29cpPQ5A428Wv09f0T+l//NExIgSqScaXmBFBpGG/7IrcL8uYCW1z7rbIKkaBWSlC4mB8oS0jjLZHzDWm9dilKuZfobbctRfa8h15EThT7RFFlVz97sIkJzNsk4ufmbrj2Op3PP50lQEI84AiwfI//NExJATYnsBtlhFBhIF12BF5LMXi7+qqe+hjLJCqupqadHw5ZPWe9KTVRIA8Sr1qkQlvNKuXQ63Rov5etHBwOBAD01jG3KDe7MaIAdywd1MU0jXSxlmd0dqq29aoUWG//NExJUUcbLZlnmKkAhDx+5Ydf50Ui9RKnu+Ow4/pGaNNQE6+SZtwfzaAQnFUa2SEEnWSj8xud05FevGdyEFfuUXld6B5z4JO5fl6u6gS0dHqm3fo/6QjSKTajbdaftb//NExJYV2bLxlnoKlvt/9b+KcdXr6CEh38+qYMUjse9xzDdVTpuyyb28YY4Xu413LQyUdneQWPUMGJWDZmOeY0xvcY3jbSr92fuUYeLiTVRj/cDwizbZYX/yDvsldb6Z//NExJESynbtlkmEzgy+v97qh7q/q5JR8O+k6Jqnb0W/AFWWli4Yf/BEl/Z/dXdypA1NOxRVErLP2fqV2RqHAo98xfR1sfq5LcziJZlcp/L62byK328h/+ZG1g160Vuh//NExJgSYR8CVnpEykjt8fJ2V9GlJVCadHu30II+Faee71dCSriNXoQBGO+z5U2VvNw1+rS+9qXtfp8Y7FVsvqnyqlL1f+wCjKpnSc9G0UrIT3/8tP/VvK/p3yiYbA7A//NExKEVOtL1lnmKkopDFXlUKkgUrP7etAqAiEDYxACLUefgLMdmXAUHls249EeYXV9WmjLjnylAAFez+w5J85U9K+v7zBmSzK27Ut5guS8up0IMiaN16XU/kVr7+nT2//NExJ8USrLc9nsEjmIQc8JjN5jXgSUdu0kltuD0QylXHF89kurdcMDkQ8ZE4M9zYMQsZzsMckr1mJHGqcrNOUIiTGk/VHoifpMGTRQCQLxtyft1McNCT1IFQUWbsHtx//NExKAVOqrhtisEHIY/FAgqKVrLbB9otnAdT+Amcq4qGtKh5imT9WRgZqG6qKydE9mQ8jya6NFEdbjzCgKbYE0MKB+lakmzD/BQmIAq407USnfpR/pI3dbKhNK1ACAe//NExJ4TyL8WXlvSwkWoPZcKs4CJL0+pbVlUwLfi2KOf+cMDdl7pie1uKvusoHVauXqnratNQ+ghL5BbWa7IR/IwCOKDQeIaPkfv+0VmQ+xeWT/6lRShvmLQz/ASi6mg//NExKESmLbgdHoSLPqWrlZXE9IfcUH81IMr6V2qK9MTruXcCNf4j7epuItCGSjCPtM3Uj+ehVzvE/r9E89//t/ulvxtOCiM4QQYbMP0qsqy5ZGmrLRUp2dPiy2s7h9f//NExKkSkZbdlHmEyG+QP+b5yR8UKpFzhCeda0UBGqVjFpqb7PRS8bs//9Ff+z23/+aX9//V///M/p7lZ06VE3mZlit9ADAv34bp4apRgSGAAZhBNEHxESsYntD3yMnI//NExLETCoLYTHmEzDwItb3celTCpBZXajn8rez1NlFHYMNabZZvUpgKe+JlORu29UrsSGVVfY93oHIgM1peW3b8AeK1tirHijr0BitEwGCMIUH8QpuAvxJmIgddqat+//NExLcSKs8JvkoEXleekdWuZKkzHO+zCVCZqaAVWtwqgUeoauslvgLZfkAAPuNpIdVn2iw7cIOmI2GeZHR0sDPo7AEPJ2GJE6x172FgUq29heELgiIgYRQYcPK8eFuL//NExMESKSLRjMJKNDQwgAUBi0ABZ8jgb0viEU75/9RFd3RBCUNVrJ//OSgfUCF3sppB9SEBUVTFtwZzXJQkmRTS/1W+tFajIT8MOGHqr2k+UFtzFX9j1QHo6aCrprsi//NExMsSOU7qXnmETOLhW0f90ZO2q/RzKT66//t/62t6qfWVoIBYT9+tzdflvrkk0/BCgBLDgwYF2C8l4kNBAtEObUhbjPbjGaL1WzbuUv/5mq/AC2/9f/6f19FM3ouq//NExNUVYbbIAMJGjAZ/77Et/7/Q/9zDIiZnFsNV9coJGm2+pQEwJCWiYWw+igSSGpAN6Nrdn5GL3xxSbNLreEogapE2LPdRzX81xzX5saLY6IWTdwHhSr0NBATujtr6//NExNISMnrqVHjEtI69qn0/t/c7lmVgk/oU3+WVYLdjmskskvGVnUqM6VS5W9g6g29wW5Ys5f2QJpjzFJqUuFr3mm2v561XtK1XoaHp0SIR465tYcOcXY7/9OM1yAh1//NExNwTYvsmXkCHP/1f5VmFXCJsq4krQNIoI/ZW6GFmJtJ6OSW2ga2RWwkSLQDHUN8uPI+OYeFQ7UMiWWhW/5stT5b5Cb7FdnKeKUygYqLPYwaZAKDzBcXiwwg7i7Nn//NExOES0TbVtHmQhNZ21xlNkI3Lr31/aiRAtOG9UD/GaAT0g8G4hDhnnycDJYLFAVBgwo0PwhjowdBKtbrc/M6npapkDzPgUwoE8US08GHmxgFHhFqXODzJ4PhtKRrB//NExOgVMa8GXmIGvobW4EyKnlONFb+pL6A56LNlNQABANJmVK91KsvmFaUtQLEJQSh8YlOFgnBsOFUOCvrTnlyQ5bYz0TxC8S8pxLqXia7khgLrB+CD16AkL8oc7n+T//NExOYS6P76XmGEkixMuaFGmL/xP03DwBhj1HxT8PpCoIpeOWSa4ZKpts3UztS6XIxIUCIRG2QnRJtAiJV8FQY30DaXSazEgjleWiHzaR7v21pxo3eBxF7RU3S89Wyp//NExO0WGPq41MsGNNyjMPTiGypzafs3zcz//681e/f9SemQ+RGbbvi+EN741IgSIwDmELRTBKEkiiKBEKDCEhJTYUjBaVAhKKg8hl49YWtCSIMjVRFpkVFSQvuQDAxm//NExOcU6QK+NMsGOP5Q1xnRAo0BEVSc3teoLKm9k6Mn/HQJmH6C8WCMPn94AcQeoLn7REGJys8KaPXF0aiTRjhGSSQPmi4wY5BvZYa0+CMgGCEHcHGQxblsnZnXT8Dn//NExOYh2yLWXsJMQLPmsW7qxzLp//9qFTzJx0T0h/En83hGUbWEXfXc+4SixGsH1FUqu1XLu5BsEEpsuQqBtqR1lQGkKJkDMbEy+ZnEEnkqsDnurvoLxJDnLoyb2Qj6//NExLER+MLU8sGETBpohHTCMd9iMLGTMUSUrf/9iVQBcyq+u//9a6PRHdEVnZjiwz8UASDVZ8dUwUAA0NhMiaaeyChQkEFoYsko7Bj5AADNEiHr7aWp5Ho51SON3aws//NExLwRwZbYSHmGiJrun+tCqgUPAzHnbkUoGE6DmVU40GA0xhGL8WvqQCMcVQg+Uo3DeiJk11TR1rmElBoFn5yp9VYiPjRcxresmt7HuYBJzjM6G1R1HFyNCxC9ZD7E//NExMgSAk79tEoEVoVGhw4jtWyYOSP4gUFcVJavdc/9K+1AExxsy1WHIQADyWKEjxrd6S8QQqHk7osgHMd1jGvJiffacxAQj7lQAEWwwszKr68pVVVayv+3/fk9zGJ7//NExNMSUX7hqkjEnH5e2dtW+nrmLr7lV39Ab9NzMuJH4lqq1gETEQCbFUDRBngCUl3lmCEA/5Q1ieoyHUdx3S6GNNK0o6gbxSdwJPNG3Jb/+2pvI7girU7kGqqODXo9//NExNwTASLdrHmKmNtqs9LfK40D8IgQYHxonaDT3jNNgp7BZyDhV4rTyMbUgixiSfi+jTgacpq+YIB1vJ8DjScc/jFUKEakrQz/iaGdUIf1kVpjOYrfqf/dNC6mQLcy//NExOMU0n7yVGFFAql0SRa90NztIK063XRv+MdjTXc+UO/9KgOKj/YhYcovE1fB4IiJGjS6IsfyVvlYUDC3UlB4gm/+wWAnCentlE2cdZ3dqy7ji0DqUV0VAoRo7qGN//NExOIT6SrcdmPGxH/9e/oiiDeiIj7by/VP/3t/ZG/T/b8Ef/5QAwCIDqARNqY3yWrDLY9BqPHKDbviAO743Bbmhh9ZmZM0Hp2vuADmL23lhgGY73rTuoOC7eZyCT+w//NExOUVmmLdlnpKXBN8iu3ms5OI3s6Ba72J65KfW/v9CEKnpFkG/Cf5P4rrRtTStjSrD9mmifTUfTVq0bK6LJ1/THlD/Rttf3oTy2fn4wcpBjc1EbqDIG6OK0s+Kzk3//NExOEVesLplkrE2s/MzJIQGXwzkG1/sMt/Ldl1A1/H+vb03/R/8tKId781vwzfg/JdChLDwgAA0VlOZZWMQDTDyThDtM7SfRXkdPuTGeajvW86hHYSNWO8VgYYjt9d//NExN4WAsrRmnsEtOfhePJ4m1xGU7qMLC06VYBxU7dQpv1/exq1AZfqb65f0/7/6N2X8qt+dvyJXeoTpdXZBaokxGS4yUk8NLtCynY6QwcaUO45VFjCTB2svl0NoCJn//NExNkWWqb1vHoFZv8AnOueZcPRdzXB4EYm7PdIfrapcRJ8xP0t7a9QjzdRvykN+tP7elr+35CFb5ArfUxCMiblZE6hVUKoRWOq5+SLlaK7ycz0ghwad3hAbsZ1Nyhe//NExNIX0sbRfnlFajmLxBRPvMCxOc6+r4w43x/iu1xPrFae5iw4bn8XhqN0/Sb5CEL+Db6aHooJ5F9uiJeeuUhFdGQ6n2Qj7kzpndrytI5GQPnPHCHLQxyZKHW2Onus//NExMUXEurmPnrEtlp3cbjGMp4BITgaF8hKxDDXAjHVhxaCvazltGcjsE6r3Zdd0BT0z/7CPby3Nl7WkCu5RmIgCqsu1upBzpRzXf6O/2/qlHv/ItE+JTj32t/+ADyL//NExLsb+w7tvHiNd5+v/KogwmkH1hRsQcsNZzvz+Zm5FRtLsvY/Zt8zYNNnf/eJPZiG/yNvphcEwZeqOA0xa2GsUZke52DVqqZYN8e//7sW1gXZ//11ATcAUQL2zyup//NExJ4TqeLiXHsEsJUsZf4M25vw/x0hxlfoNhMWnnYcwwFr6CIcNYO5wy6flae9/619bDLPz5yz+d1GYMSu0tkw8X6//9qHPbp3+/IqABGemlqw7GBCOG6yR+za4usz//NExKIRWMrqXjPMLKa4hLFMdpiD2eZBDdDNkY1J60Tru7u70+q29v9fS2mut9Nk/b////8qK4hcwAC6/vd0VapICFUKGSYkAC5FiHzISVDjRCNJpmLC+QucdtzcDIw7//NExK8SWZLdvHpGgHUIWLtF6rkNYrbQXQgwdE6lk2BEaQGjzasQF0LrHj3n8pSP8iR7gfdQAByccTjIAEHKMD3g/TLRFwVgy562bFVKZP0NCYdJFgCJU5BAxh6VANpF//NExLgRCobiNDPELOv/Zr3Eq1JoZ7XJ0GUoBYsKLgR3PsEpoXesMISTF2ghJD9/nu0klylDpTZlyE0FQkLVh1M8fOEIBybqHHYCM2myO4hlCu8rapbBPWvqyndpkb1S//NExMYSOL7YUkhGiJsqjlEwTJyxm1Ht+Wchn//Srd8+aVapJFG2yTBjDhbg1ocWzSnGejFTFSPqSSMNPXYudEiMEUtkz+SnCl19PI/PX/K1fKgnyh2wsav/9dMZToY5//NExNASeI7iXjJGKBus6LOuSeVVEbbUcjaQj0T2JqbpnkMgKzUnL3bSO42Z8jE3pBIkyTl5tq5Sq3R+Qnsuz88VhsJpTM/8102ivBVZbZX3CkAkhnQsScWFh6trVtXJ//NExNkR8YryWjMEaIaPC1pTiqmOuqU9Iom2tqFiJxAEhVmZ49sikd0zV2S4eJQFwczsg4eHOxtbGbT0K2tYtCHNhfjBdds3L/yWMD8UMoDyzicVS4PCoqXBAQA6QaXu//NExOQRUYL9vkBHBv1uaS8aUYXOMBB/SjGPT0oAFCEgBZafeRsAYY0oVSxzpiXEKMBsp1yzE0b0/xTvolbohQRHD0MbWuKr5v24r5uN1UibJy77y8jRFNnnqv//UfLN//NExPEXgX7tvEhM4mUlo5qec7/2VVSGlwvfLYxJF2SWWtuXJS8tcYrRmYJHH9BQ2gY005krjHmaQy3e0YrW818it0CNx/KlKMZOz9i/5uKPJ4uX8fyl6GiOJuVY/i9K//NExOYUsQLyfDFMRMKmAM1yFU+hbiXIp7ENWi96USeiIhv7qUYNEsskoGdnsrkgvFBSULzjkDx2y4GBK6L1/4ZlcJz6JNkOXKz//lNf8AWHmti1uz1M2Ortoecctf////NExOYUAtbuXkBFrFmSlGLIMOnr2Ya+57RemZVCMOUEJWx2MpCKow0TzBxCzyDDpGGwEM5TdRkLLrazhTmEMfYgk5Y5hwIPCoYcAFoE4OAAERAWOBk8+iwbDpeIcpTo//NExOkU6Y8GXGGGtsixXIhMbYmy37+avsZi0kYVQCOTKhJJNHl4EWUIwPxmLWMn4rUBtOJmSs8KZX4fIR5StCAnm0Ix1QFSNS2yNjJ1svHEoVlRymvU71CUFIbnGS/j//NExOgVKkb6fljE/AKAkBguBVkIkfUHTYhZf+3rInZYS9JquJVq4tkt+SlVKkwC0HgMJ4OAk7KZqukHofsori2scktNwh1nzAbzkqKaIbM/RgZQWfTqvt75/01piroc//NExOYUEMrlvEmGkAXmhSTLPeJUtHhSJCs0l16s9wA0RlmckLFLMPaMf3/RgTA0Wivm223DapjAdNqi2uIPctkLJroVtPSAl0oauNCqGVIHZlbPiqzo8wmWcQW/9cTY//NExOgYiSLdvmPSNI40uiBMVtuO9RFBELGlroUC9I2ui1nPDUrcfpz5LKu8r/6V1iLUf3tuiywKpKYwkaH6KEhN6SxsvOtfdIHA6032gSDgicaRjS3pyT9G/O9tQsM6//NExNgUeRbYNHrQjPUadmg8eLDBYYx5w2WKCeGKvZ1EhPaQCDu0heCYfv/d7y6GEQdWRL8O1Kaz8bUY/lBhmXiTfozEkLP1tQNkTeeDRyhHBlL91BMFE2bkrRDkIICA//NExNkVYXL2/npKjGhUYIiXTesmh1NppumeR5XvXarTqKB6UWbQtN+mugCURF2SYAzlyQpaDwkzrBKYQgoBLqOOTGCnmERHNYFsv0XisteXD57uH+bwqXIibV27KGMk//NExNYUeQr5tmGG5oFMUEJuPXW+huZXqqtUE4i68qBHvoLdRD1U/pSVi0Qm6oSzX20oc7CFrSylGerz9K2Iq5mzvkZF9Zm9yVx2oDuEGr1H/B+z3+82toYamYpDKnOW//NExNcToQ7hvHpEiLqhQZFR9/etZnq1qPKwZQiSAAQFDhMEFvCrdCPZ3P7CbbHh1nvs9aJBrv7E12FwBwJxuEjMEOaCzGoLOkg+tebyLJV+k3Ecz4giIXTwqG16VI1h//NExNsVUX7NvHpEtNhP6ji0PJc6TG01kCcArdj3u0nF9juBObCV+WXttM0gCNkM48bScw+V00PFzUgOZouFMnAOc4iBOPAXcvc6aCeRq0eHBQog2GKLmox0iz0PqJ+2//NExNgWcYrRHHpE7G9lODmN5PN9hZqAEf/R95DYLC88IRzmC5JmKPZurN6lAJnKRAcmhXFisXNoARoZrQzrXjXzEEaBSXdqhF9ZJiXQjuZr+xD1tGfoO6YmKw74cejq//NExNESaQrxnCpQLkkiRvNEIP3/aI7/+H/yfzz9Utj5JJFUY9u9/vPS15gTE5+Z5fHTxGkAtxM5AFE3IFVf1QmpjsoeZDtbb7pYuQrRf0CazbN9VppZJ3YAeph5qyqb//NExNoU4ULifnpKXOREp/Z9xFNkIjfXFyIR5B0R455Tif5/CMvIWZJM8zhKdP/ueSR/fmgJE1yImLdxSK4mlNtNy2W21tJJQfrLomNLM26ZsmoFTefm5TTFJvthco62//NExNkWsaLRlGFGvVvxfDgwTihB6yliRynkCjCLnOFUJh0U9yu734YoxwWOW+j2QioY5vxMlUm5bJbokls9qm8nQw+j+CiWAcL+CFmpxP1BZ6LL4e8nMaVfBC20k1P///NExNEXwurdrmCG7S/Mmc59KdOEh51FBUkxjRZQxjft697qv3NvFaCSQW00UpUqZb1Z2htGkMD4MDz7YhCDA7uBI3RRSChUTvoyunoQO/TIKygSEWq/MGoYArxCW9l5//NExMUSIMMSXkmGqoV9Njuu6LCYLXt+2/AqSptwzpuYdXWPQtnf2xCbdGwGByhtdmhL31RHGnTSgWQ0pBDCT3WJlkySYPV+kQlLfzP/ptRg4lyBXCjc21C3LVVrMWR1//NExM8SyQsKXEiSynmKHRhYsD5VCJ5FOVUr9/axHukrf1Juj9UwFz4bOBc8hs0TM2owBDMx5DGUx2g0AKtDPWnTBCCEUcYEIY53JYDIzLb20J1oRbEuWqS00JW9k9Oz//NExNYSuT72fDGGFH+qL6Xq1zlKIS9Rbc+z/f2rSgk5BEFcYydzGoAfkVSiJApKYYiRfdek3MfTfD2S/KG62r//o6FGv0Xk7Ij4bOHoZEXLm/YRZy5qOq/738MTxpB9//NExN4SMQ7dsCpGHN7uCpBxstSKrr7oDRSv+RrqQJuqJKoxBV9y+HfAXY8lq2xdecaP2/ov+FoIvgPeHNA86FG7tQLB1kl0LN0Fj/If9HlvdtabflRjGKOY10v0t+/e//NExOgU6lL5tkoExtYqHah9vr+067ykcVM64i0fVf4yoCIu/owYysuI07hQq/IGPCPmkHilkvjOWMH6j3rKqqfgxbmZnAxqcPoU/S14efUbGUQESxQIkWGGrmphtVv///NExOcUUbLZDnmGWOJVng/ek5fZRZ0VHVwmedRchHwZkcaC6doS5MPkXSo5TQ+V23f3E4Y+tOltd9ss9eT33gWY9m4Wlvb5SAqIeYpRUlZirtrSulza3iEJIzOpb39N//NExOgVcsbdjnsKUqkzNlKx3c4N4WKneZMnYskAdKNezMG0WwI4mux7NGgKAR+TALtFRmtl+PARP85/HevslkikRcGIQTTeHvJL3z+xWZSz4VPjQOUFguZaMCPLBd7w//NExOUSWSbWLMJGUBuPhBvNqK5QcFRwbF39vcfotEgIaAmYxQnoFiKoayIJgw0L4UQgsqZhJPu3a0YYBO/i9srO0N+f3gsUMuDBwYaH8a4P5uAzplQgD7JO1jH7rv6E//NExO4WAkrI4nmEvFVKBF7ux0V6JEssylVBq6SVJVFbIh1FVk6ELeo+0SIIIql0OXlaLgOekQQprcS/cf+5Lsny9fbuO9+4gVM3QQFEMugAWcquhE0dH0zofZXOklGO//NExOkWAS7ZtFvMBOyUq/t8qfrQgpUbd/dGO2tfro4yd5gQL9qi4WUgEV2QokS+P4UzIobRFF39ss4XS1CWgk80QJQXEoEfUpuUQXa4Iy0ar1LYjV5SoPsBh30kD1kt//NExOQSkObZCjPMBLYpQ1iywQ0avpCj19TLT1agcE7nLmnDUWszS4AghlCy8yWpRmjqu0RAxla+lF3NYVESCrLjq5ERI0KRr5KptZcazKuiyvvdxjWTWLtDF/X5vWmt//NExOwYYqrllnmEuqgwpWQSPIBrZVf96Hc60uc0IjXci6geFk1KAxGFQgeizOIS27V0B4g5FW+sTkpnivi4qmaaP1VOZ/EAyvKCo+NWLUy+GuYKq4LokMVGfh02mUny//NExN0UgSLmVnmEqCy1jSWqNK9VDF6O3/vZQxssStRSsxnitYTWmB9Yfr7lUrGplVk7d4AuxJ36Rf6rfF9uWtMLAZYi5kCBtTeLhwLDJ5o0x4VDg9LBYcDJQkNbFHS///NExN4UWZLmVHpEkP9q9mL61se6B+VuX71Ad7qAIQYgANaSXJA4pukzWSSUOuMZxzDmPtdGsOcoHRGhwkkPAYUrm5k5JFA3KSy01MVpM50oEuXy4PTOmqaZfMx7Fhwy//NExN8UGSLh1HoE6Au4HoAkwvY9DY4FyAFI3NbMyakFmBJnTAnpukvVSepTcuF8zMDNFWzamr6lst7JXUn1qWipPV9dJLW+//poHDMwMllxSRoifNICGnXRy4AgJ6h7//NExOER8HbhFU8YAORMPQGySBgtVJJkrTRTq1IsvFTsqxT8NnK+rZPJOzaS0fUOh0BQGDws9lOMIZBV0Mu+yHRzNtuggKvOTwe/39TUFVmQEsasCJYasK/5nfMKQFac//NExOwlAurY9Y9oANIi0VYz5FYHlx7AMcf6vR7ZWZmPrnM1jBCBCoGpDhBdLUuhzwfSLBOvU6ek530McJZDfb25/6WQrGMBulDKD7URr66ggZGYTFwumM4w6ccLvABR//NExKsVGZLmNcwoAG5Sw+iiAKsqcctOCZSDQOdsQgZB/vL39LoxsoWMQXBcbZ1SPJCP9YnG1Cwm58T8yhg+v+iGWsZeABNuJiXDuQ5uu4h8r+Vx5JXkn/JP8xW9irQQ//NExKkWsbLmVnoEsA2W/RkeY9qbds7aE1GkSk/9NY9r6ioJqWnhlTy4jLKuX90TVPwDuXtiEsk18IXe9TmEs8s1TRR9zBuVXqxVKK8cCAj///1+klqNPK/y3o+qt5J2//NExKEX2srltmIE9CKv/8r+rfcG9fQZz5OzXoUALOSu9iDw4bvcCpsPjqVlu3tpQ37Gg8/BEuJOunDhvm+ikq1joS/oDv6BrMHNcMR/nX7f30saJb2f0aHL/Z293SSp//NExJQUIsrs7mHE2kIADCtuaB5UFCzLG8jFDesVSpZIflsKasfl+jX3vNKrh0tsomu6QoGfniQ4GqRzOArUPsOb8iv0HrdbyHME//0yDew7nOyvVdVpPtJ3aN8E+hnh//NExJYQ6Z7uTHoEzP/CHakdooUKA0Dv+EIf8oO/jokdfOtimys7hMZ70CBvqLWPqce7UjcrO1tBGFaubs9LJ4h8BLps/a1M8gQ7JYZ9YPhhStoVTNfHArpcsTKTVbuX//NExKUR2V7mUDPKOJ3uNc63Xe0b+LnzzoRbwTemg3bZVRGjGYnR//L4V92xklbv9Hop9rs6jFkY5VyaAsYGOFElE4iDkXgJJs/ygTPhB5Ra5Qwfe9BRvZy79RPtY5fo//NExLARaSL2VGIKsGBdkWYxdydnpVNG49qrMJFD4iWaacwIvT5Gn2i+xX6Cr5TRTU9l0irVhXIhsxCJwIwNGXODkZg2HxoO1NopKzmZfJgLRE6AlCInqL9qg+SWHSQi//NExL0RYZ7uTHmE4HCjiW5y62VKA8MCqv9/uR5M3qc/ppCw7PzaCLona4iqcMOm4rll7lCnUKUDtx4hhS1edQlNrvlKHIvwMOol6kX5wdmI7qNRqTPy++nt7Ziu42zp//NExMoRuZ7hiCsKFP9iGFOxLtC+jquLXpoAOAKMh+DyvFdqWJCOY/hIynQNj6ZK5k194hMx2M7owfdBP7q7I/QfnO+dzUsgwqUZStoZmrNXJRX7vtxVphmX39E16+6E//NExNYSaOL2VEsEONAOVaNAiChNlxmVY7Y1d2HqDAjWtscVtuEynXLyvXnkgGoz19UtisXvx5Uy7jvgAcBEq3SNVCNyUjdRJAUE1lZqBel/iUd0Xt9Zs0SPMAV4Vc/n//NExN8RYa7k4noKeH9Dh0i72HhiFhlTACiujtU9dFUWiYrYJC6PIWdLJFWglqEJxvHpAO1VT2WgjIkWE2pZqGe8VSPsv1haC3yzv5quacOUz0tcK5kgIAAwiz5QtMop//NExOwVojLmTHpKdDn9A4LRgOEL7y6zxLp9Qujqgk0WVhdYZZeLtwykqqUStskWyzIdkeZ5rMKRv1aMyKuXvQJKHpMDhRqH2Yyuhw9G7Zbs6B8jzIHuKdJO42Y3Zr////NExOgVCZLyXmDE7L7prmdw4NZddb/1hfsO58czjLsp0v6T5n5s6H+fPMzJlmyzNU+GN6sKWlPMhmUWCZUhhclhDXLYMuNIxdHwDYcFez6sn/p8eJNptKS0qpdlW2DO//NExOYUQZLISnpGSMiZgziIsa6XsQiv93FnTRmSRSd/2tKitVQiPGh9r3roGm7HN5pX8n/6L61cikUnZLI1G5IB4AYXgJhdL8vAhfBRQIh4UuGXKO7Yz3KTm7UMe3TJ//NExOgcoxrmfnoG/ZG3/9Yf4ck7ZE4pnf79tihdAQ8QJCACTfxu37laijReOFkLPrvs1Qb8qTsOuCRGu6IaQEBAc5APNMix77VUx1RTHTCXRWLrclyWRykfVZCgggcp//NExMgTqYredGDLBAp88cRRFZUJVhIOvYzE4EnyfKM372royXcWt+kFqW3WRySSgek2qQjlp0nQ7jSd4qbVuU2c5vKkEzNzEEJCoYgnfRsVeJ83USz0ff76JarodduU//NExMwTOYsCXkmGVigd7bBenc7Tq9r3/qIqJd/3KiCFL9pLHLcBqE+1GG5HSx9BK6fQ76s+F6nFSTRusgI3fcCveiqP5qdqiqZK6WCAWRcO6Gax32/TXRmDhQOEmYue//NExNISAQLU9HmKOBGpCXoqP+I32VgghDxVt7UpF2a7dy4JsuNVM26JwjqDuAbj2p1XQz9VF317zq9OaWdQKV4uShoRyOq5+ehKAg/4/Pajffn9Haaye1WnO55kQpRZ//NExN0SCbMGXkhFDv91e3R3S/526nKYzPyo1O/0UQSGNzZeAWLqBKo21nWICjBmpR6ccWJZDtUJx9y0Zt7zKaAog/ySLxKewQHam/pizQ9H0QDCrP+mVs58zv8cqMbU//NExOcVsX7iXmIE1DtU75/ZfDAmcWisjZe5J+c5zYs5cyO//51O//6IKQ/fsxIYQGI7Fq0EQGMHOWoBlqqYbxIFChjR9wGSHHO2tnQZHIVrH2757IG5vo8LpDcAjcdt//NExOMU8trptmJEVtrFNvOU4kXaysS7Pq3TznYrGPczTlb9mILMFQFxvwJ3elqP8wn91lUG//okkm6Pb54TmkEUalgkjoPx0sykxstwye1TNwQF/put1oJND15RjO+r//NExOIaUx7NjnmGlTdNP213RJUUnq/ZGuQG1UQn2k1qnOpfmdMl2VFRdKNlmTvDNioxKwph9bhWAo4SKVCRVqUnBwDqEFOV1yT955KeN6225V0K6vCz6XL0HjELoOvm//NExMsTCcbViHmElFOI4xZX0H2UoWNrTo2peujU60f1uw8c9aH1eeUIOSjOcmQUjCT7Kl6vSeJaVQTMpQoO3lQM94PS4sSAbZ6MV9CAdlrA8cS3U3cbS84B1H/WuMGm//NExNEVIs71nkoEypBynnSo5CG4EN702lTZcH6ouDJvQdjbtSy1JByVibRvUVkatm0jYrv9oGUFpDFBtSjTaVWFmtZRqmVsY01QpWC9a8K9a5nZs1ueRC/R0WJO6LNs//NExM8VUgLQVnpONCSH6pi7FM4Y07l2rKyK6JTUQOtCX6dkT6mED7wCWnn9LlOO9H/X5l61JUcN3gnQBYi+TLp2VKaWmi1xBuTk3cUGryfw8mABQTihOpuqk7bYkHwt//NExMwUIYLQ9HoEnDAnNSDYsQDyQAG3oj58WtcwWaFJBldYYFDmxtggOaf8EAq3Y5fakg8ECmGcGU3lcV+DfWtef5D2DaU6w9t59qVwSGSSos5aulqo0yA0nR9QSohs//NExM4UIebQ7HmKdL9Vaj+hmyOz/ndSiultWNf/uQk1sMlNSxocDEYDg/WA0l2cqpghGEFBlpc6kSMZgiUBoR2xRttYJB4QgwKgLWOiUmC2JbwVNyhqbEEtxOsnysm4//NExNASwQLdDGIEdEY7YqzYTJGwHr4XoAr7xCLNYKMC7xLllIyQe15M3fz3/78i+mKJQpUCFIuUzPeElJxWfh88pHeo84ln8QeR4qlZ74k9aN1+Jn0C0s87/1NaZKKG//NExNgYox79tkiHVoQOWPKVAiEGEJYyneBSKcp2pOHn/pa0qqGFGbp6lKoIouwNXDLUEePJDzg66YoCjIKcWENu4W3cJydnLLyrZ97VBVZ42yFNVQvU123R0Fft25nl//NExMgSUQriXEhFCEtcXrVTW7UzZf/Vs3AdgIZkfUsgl1UAFS2I1qDEEUsXBOHvsMnYJ8X+oHUvw1tDCsLOrUBfI2rWxmWdz5qcqt2VGyPqX/Td1BM6q3/fxDI4Mwd6//NExNESSS7eVGFGuJqZgKQW35+tdn/eISVkjd/JvjDWuJy710+XUykiN2tBxnQhUNZuj+c45N5UUbv+VeVbKq8dnO0d7DXnM3cUcBCoowYZltppldkCYkIJSv9fIzIj//NExNoSSZ7RrHrEVMnz/+xhd57Q9Sv79Xp2w2ZqBalgKg52mwh48HJdJxdB1mu/RoIIZUUDGlpzTXhSBI4VMixNwVI1KyZPa0Lhy+oxTRjUOCB4XOEXFHUomVqTsS4i//NExOMR+ebWTHsEFNkCGIRiuWeQ/tOcWWfnd651iHl6AILUSyuB20gsoMp6yJhWgBRKh6jKyCF4vQhGCoJk4mhHqTFoSheRGuw/KydfR3YSOUjkFYTO5/CJwfSF8t1X//NExO4WEjbyVnmKzhtIwmG1dCk1VQQtC4ugboLhKBNppWpBRShgtx4xJkyYSaWBz1ESn2IYXxCItTxO+DH8JHqvF/++h63T4LpXxyMqDlpv1GY+P/TVHKFvUn936+z4//NExOgVYSLQ7npGckdrVn2/9//6TjkRKRfn5G+c2yqEAVhONy8Y5uxxDXNwXCwe0REJWFHNLQa2btVdQpJPNydXXh12LNl2ndpakRJFKDQh6FfrIpeai/pZp2cSSOMf//NExOURySLZtHpEUI8bLWeHEAOwUYxH/pnRZo3fPQCAfBp8PmEsHtEbJGdCwLhsRAbDCI9JdlZ1RhKnhAKrOv5qUa+RP1T9S0P4+JMNLvgu5x4madpturUDJP92jSRE//NExPAXGIbQ9nmeiaECgGGkXtxAT/Vs+lUAgmalN1Ogbgp3IBCo6W+9MNvhLI10Oa0yQIFExrq7aFOy9NrE5uD1Iwo4sPHMchQfjPFOowMDd2GFcPHy9fA4qPDgYB02//NExOYUea7ZHnmEkCvuUI0AMWHi4WKNDR30p/6bXjUMm1RCfGSAGmzgFI14ihRqkWnBBjCXrEgYkclVedzJW8o4dh+NH75O43A6SpnTcepmCjA8QFg8ZLp/X9Rx/5Is//NExOcTUP7NlMJGNNMiJBQkOWElPQ/T9v3o0LLKALlJ4dm1on+O+VTsUxmooE/ARL8evOgBiGPaRYAkgyR5uMX3d9gcJK89FDh0E2wiCozEAmDQ4qPWSICGmouXGAEo//NExOwWMUbVvsGGbI/6qFFVoSyzi3Jn6qn4Aa5qqADh62SqPILUdYcx0MadOlVkHP0WYFmSNuVCcXLfBWozOx3dHKn464vdHFiNEENUlleUWHgoSW/I8iLr6FOzGe9k//NExOYUGRLNDnmEfJNW+x7cI7KRGRf989WOm631O5bKx53XfzEsURZxFXmXV7Ofo5TF0YIxiFMAVQguEmQMShPHArm7CZnBFHqLKJhOkObBs2FRJJECDqldLbRtfGIB//NExOgVANrmfnmGcFD5ou21wEnFq0iyy9iSYzohypUSiFxGTpJIi32rF2MLeIm//WoEHmp+CYTA/CElix1lx4eQ0MVc7v0hK9rW0FY2hIRVNldq01vtZ0kTaMllwa3q//NExOcbSyLVjnjFDh2VmW1/ozyJ5Evg6+MSqcAZB4+AzVDqK4zEhOz/6QSJMFcNSpOQEMchNWTwLxR6kr0i4Rz2rn+xmK2T2sB4RnVdCG8fGQmlZ9x/JT6Qr0iLYbyF//NExMwSmJrY9GPSCPuW/ozezI7Cja373f2e1FcieiUYYvyhjIbNBDNOre3VYCEl0LVJPi704MDDoXt/Mq8QRk352vY40nCsDD85hrTyfsmIYoPTumDv9Bs7WdOCV+Oz//NExNQTAbLc9GPEbDXoFGfOnwbIjUhmMSd7QpWV+q7q/Wb0BWp7Vc//d98H2bBmtu6vkkogESTRtEnKP3mjtUa6XO8VkNxz6YjbGAjaUca6PK8V5iGSLV1nC6C+IHzV//NExNsVOjLU9HoE8EemJn7iAqQ5uDij1Kqb6b+c5zu7vGmGC7bzvP4Eo1iazWGrjMPnGC4pdkSk+gfuRQE++hYYMyK2ANB8aq5sPZ5MJ3KB6RSCD22kbr1D9Uksmdg2//NExNkWqnriVnsE5PPKiC77VuGddwr+WZK1IXkR+92rZkMUiHJYocOJi6p9kX7qHLUdZXsQqa/bR/QqBncqAwzZmy6ekGTifXLp5ClG1fcm5B9pW2KZB+OQ3ONu6AMO//NExNEWqZrmVnpLAKThAxupPV35x7PvGjDsDosV75M4bgiEWDiFWqQqqRWpb+sfk7Wb7mV9uYQmAFLc0D7NuD7fQxyxzXzFUD5+M/e4N6Bl9t0yI1W01siFa2BB2LYK//NExMkUSZbhlHrEXDhWXj/QU6sDRzlawMSGpUdnt/wrrT4bZb6UX+F9Tt/a6m/916inSebjfdu7KQSikPrsMKwJAHz5+8FSGYB+8YVk6/oxEG9UJDdEcC1AzkG6Ge1V//NExMoT8SLhtHpKxL0gJkTgxhGKPkCyFsW7IFbRKR6Iie9ezU6jvko9VF3S/i7KhbblsbtkloHYtsPCBQaWuAUT61ir7pEW9EZ0aryalUBy+n0GJgCMwgyOhREKNira//NExM0VAnrmVnpEjHGY0+ZfW7/7hGs3CJZB4vpWMeLfqPrudheJsyXRyWWWgSWEduYTh2lQIXluZZxNUjCNNq2ZF/bIvnrU/juUuaJqlghIVGgL1mhOXjQig5UTSjR///NExMwSIR7dlBMEFHCk0EXSeiUXcyXrFl8jwNUpGc90LQtxKYpkibFnqYC0rE9S/4KfvdqVykXMPxTSXPuNHCAdG+Fe4xrqNjkgu3V3s2/Um//vv/uUTW4ghhAcMwJf//NExNYSQRsaXkFG7hhdCQMi5h1cl1lJfKPoX7qlFfgNwddoU5LlHIOIoY0RrHl9QHDoue1EBIqHhxYI7Kio+toM5eC0/s1bKRxuQY33ar7Wy9bvuc4yL99lZO4U77Fo//NExOASWR8eXkBLRmrWZyAIDSDVnnQt+sFPZrUEpKgwphefg3Fh80EfJAtJCmFg+4aqdJtDL1eE3tUydC2JIQgRlhFu9IzOqtW6Vaj+/zkKEIqKRGOifX6oWJD09cYx//NExOkU4ZbUQnsQiFn4bMB8hHpUHhICTnIdpc4AZK1fdlAnjMJdQs1yjGwgkvob699i8SVwgiR2QwO/m8KZMNOlkMd280oQlgOZMMRwyEhYd1nyweLMFzMP3VjIWFmE//NExOgUYerg7HjE1BVZNS3K1qdfUKXHT212eYViUyqzxbbfS237gTAJMAMoQTOAL/C8lt2R8tBHeDzdYSXzbsZ7tkaCRzBWYcKAuCABAAWD1QdQ/YwG3tJn3LkaUZtu//NExOkUcebc5GDE1ClKnqX+bknHJRQo6QFKdNUkIA6QV53GtESrkyOUNWGiGgyx6sU8Ix7AgzixaPKrkXfGoRqQ7D1jzDbrHDoCrqq1YjsbGdFcrOd1BZGIjEHELmo+//NExOoVmSL2VnrGTKjfI6iRlUTFnioSXGeS8WCNQohSm0XqicVlkckcsgEhgwNTxI3Ey2R8anBQBESO3Ns7jVkyvUnQev5w8Gcq4l7SMXnMnpuA6wqKZhMXtPgYZkaC//NExOYTyLsKXmDMyFyrVsbf/+RVD2sutBCmIJGHjbiMpdEicyZWxCD88PqUuQkElskjLyoVFJjy/pTbjyaXn12KSrZMIsBr2k6X8ve2bzLXIKhT7NG1qX1UzzMuMdUU//NExOkWWfbYRHjK1GnOa/MW0guqKSw29NCP/foaEgwMuEgC0anKAAEGsRSUxcHOSB6ilD/MzOYcDsoAPtMGgLNgUCHxz4uVbrzML2M6kq3K67oEbdJg7L3JYAI5xiVT//NExOIScSceXkhG4oOpYVGPRPnkegoc/78hSN2kF/W9dQABCBpWSVKXBJccMnYOVr1fzzQ3KwAa/HqIpOXv/AvSMYhw05QJJk1B92dLrZw9vBt1PIlXxOs84x4gXfMh//NExOsXwfruXmGK8BHOZzlP0/2jHklkBZwco17VRLXfkbbckkEwLIIvrH4gYzRDGQEyCBJji8TwkHgAlxLsj3t+7E7d92d4W9gv/0yYjRnZYaggj4uyXvLHSTTxNSxR//NExN8TWSLyXkmErMhr7afZUVBtwSUP0aXnibS8Mh4YIDxZAtUVQhVEVnlqh1123uA+KTzeDGsd+6yDlIIQ1WnuvdTgyI5klNL2P9rtKdBo9Gseno7v7k8sn1Eu721v//NExOQToR7y/mDE6FKjOsghQdGsS1JT5Yyu7cy//9cMoFVB0TlVABFCTAjCCwcPQ6MpXSRkontYs1ipRrYb8XtaUW2g6VezOQvJIsDgJLi1tC1Trvc9B4yUG4CxpKrd//NExOgXUSMSXmJG5sm/yv0JtquYvKBd7BfodEyoI+5H/R3LDQetEoXZ/OoAMVG/N8E2EgnkW5VUQFl1jBPBiQSPw4SiiXqyZ6SX810r+vmUpr1Fk9ztVYcyabOvEq04//NExN0UIW8/HnsErnIUYkWGCGLHgDV5hin/hIky5ZBz0aOmo8BaAAgG7utgxaAQLTUlvHji3C8cMmTWBYWbdtQ6W0p1GDjksS5cl1JapNM7nFvzjiBjxcVOhR7Gw0Eh//NExN8V6Y7ifnjO5GeeJsX0oKMm+FKtP/6baonlWYIFw6B9ngNwlaTWUMiLpZV7TqjdRXv4UQ4ihXrIlufB3FKjlZT8Ole52Di9TnuWsnak/pOTUTcBnWZ9pAIxRg5R//NExNoTYPrhtGGElPNDhZGynrQrEzEvaw0IC5VLVwA1YnCM2iACLnGDPI2SdQj1xYa+ENDfDRCRicQgcY7EVJLCRXrWcEimaT4KvNKtUtasvylyiU6xUayL/1txEn/x//NExN8SASLWNGDE1EiTiAHwSnY8HEipJB8ELkIS1AqfFX0m2+9tpTBB5Ao6/+gAAAhISBRjZaJNiIytk3jN0FFxz4FHIapR5A56NogXsIgwEpVVA0+MIfSTQlLfpcB+//NExOoVeYrMVHjEzE6SZfT/kI1VFUKMgY2+IWeZtLN0qIL7/848+4btZ8WcpQABDGrTbc4pcSL4HxEfXV5WCQmmoWaZVyUFcysr3W/PD4006FZa3Pj/mkakxZ0a/nHj//NExOcYwYrNinpQkNOarnA27U235LdlaqvXfe+eGxFF/0VqImHpVklRiGXhuS5KQn93CNPdPX7ysVeF6/9q8WQ5ooWtzuHICNAyUBl8bQ2a9JjkoxzUR+tCGV5rx793//NExNcUYYLarnpGhOTUvQrN0ckzUv2pVgblzXCc8Y14lAWkWT/gzdNzGmPymEbLArW3+Xq/ayKBmLqM6oAYGVfYI1JQpD89SqQais62zLuNZdDKpFIo8JhjLY1s9BJD//NExNgSGZLqVkhHSMtooYhbrU8czoRZFMqN7bJReml/rQoBCYJwSi2Goyqx4IGBe11MSfSTkLxsvABfFJaTPTOQf+K5nd3Uj6uUQ/8xlrX+GO9EEhjfX8kXDxdkqy+0//NExOIVqi7dlnrEqpGsH4HdXVlPpYwWFlBI0S65WohVBJrjEGwymVQxARlBelP0ERqfg+W4Pb+BZ7F3Diiys5G1Y9kmI3OSrEd7/XXUKwd7OjtRK3boyKLVQhakX/fz//NExN4TWXrAAMMKhE43dDf313SMe5em36UKCvq6VklRiGlaA7RXEC9BpmCW86DbLYhidJEIxQUYpTLbg3PsZZuL4YF0ZwEG4Qbbwq5gi9d8siOmESJ+i//fGsKFNXsQ//NExOMUCSLOVMMEUKFK6XysQszLhXL/uhO5oWmYp2vtszzG/sYHpBBH/gfrB0db4Ge86r0hEpcYq4uAE2LHVSTg7LpgrRtrBxcgUXtiKOxm7/XbeWnxYb0tnDs9qDUD//NExOUTGYLNlMMETGIrFOYJhbQyLEqmRQ7ChfwixtXCEwGsCHP/9Is0uKsDFSjBkkYJFydaj6hRYRwy88GEVct6tXhGQbCpU7xuU6KhSxZyvsFGH43TbuX/c40mXX6h//NExOsa0jLdlnpGsxQzFpd9d3cUwOquJmKrXdspG0laKkXqAgz//0M41Lgmx5Ps7Bxwmo8ANg4fViN8lQ10wL6sfBYfKErQAQCTz3HHkpfc2so/+QtQkh1M1tU0qkfR//NExNIXiY7YVnsGOClZ0D4Grpacx/9X/612vFFHEBpgYI1JT4ofcWZDnrehyAZ94tran+lNpgKwZTL1kC1irgQkFWI5Tqc4B5j21xzdaOEKNmt9KRFnecWJTQzJzlZB//NExMYRqX7UAHjKuNKY7Cy1w0ezH+6GhNFNvvxSz4xI3tezXRfa7tWOW/qfadF4K5udqgLCT5HzCwOeYeELvQWeVUOzk2Zc01Wh5k52EhqYt3halsrqPjU9RILnpulz//NExNIVKZrUVsMQKAeTSQQxNCXknCY753+6bxaY7fZ5ZWOo3tUi5bGBqce3GQIg6OwphJQHwj2Ljm4Rco25Bn8Ef3f/bTJIyVXrk5P7wosDSTaAiOe9rkvWKqZATrUH//NExNARYRbUTHsGMEqUdm9Si9WzlKyBdQCLsHOGF9jPPiNn2wRoClGQU0XVKMrLT5ZmrGOZPxnLVCs1tNarTMlWIY6LbU33eTe6KY1ejMjkb5bbVv20Vlak7P5E/Kzv//NExN0S4RrxlnpGZqfzOydkILMx5OvcNpYqBUrMDMqDRPJZYWj6EZS1KwHSu1G66Wb0vzOfFC9B6zHgktI2tMEHIjesGdpgpz2/v+dkMtxEdPTxLaGCDCCHZ8VC5vAw//NExOQSYRruXmDEtEHTvfJ9x5guHBzjTYWDqK11qXVBTx6mXll/3A1Te8tLuokPgbQRq0Rqbysk1Y+LyiyYDeIw+ZkD0S8pNpAcCqHBg85UVYZD4kHjFVscwPkpEDIb//NExO0VCqbZjHjE0G1p7qSrcl9JUzhl4fjX5cFn9qoAg2RA1OHB8jKrCUrqRnCxvLLFwuAAAq9hSWC0nkUfq0O0Uz/Y7mfEH18yOc/is+81sv9yPzVen2XBr1XagFS2//NExOsV2VLdFmCHAEiiqgaELs4TKuyBx0tHq9dF+SSFJRt0cqRvpEfnu0XJVBPTAwUqMom+SXpUbSVx/2wDXLMeS9ukSTXtj11Ze3z9d65BAczuW4QKYvVOe3fSrae2//NExOYUiPcCflmGqIjfpuh9aIbrMhBrxV70/bWqiAUccAgGiASENW2wQ+hWNvIOObov+dNx/kgfXKwlldkVvcgEApuDf6i9O+v0jcKexTzFW6ayEftlWpfIOz8+jVdl//NExOYT+a7dtEvGKKzCiEKOv9qCr3rNYBCD9qWizS/Km7G3rtbY5JIBh+S8f0BljUy+DIuuCQWLyKwzMQsYbk4OXBoBqgQWIyd2EmO2vGF0nHCQIwtlKjbEdY2X0V+0//NExOkUyrL9vkmKlpue4i4CIO0oAg9dIAFd0OgWSBsV3yiaT6692FUYOcXdq+y279rhtzq3XJDspvwqaINThUF+YeEHN7wy/zzuSwQJNWJ4ZzwymODx0oTCBxc6thkU//NExOgVwbLVtnpGOL0NQh4rEMgfP6QASyCe2hAIz1pqHtiTT48mx5ZHJLktiEThc1y8IZGczZQkoBBm2XCH2xw0UI707NoRrbywG4Wxo8yLA0HgmtpMcpMOnzB1JhiD//NExOQSKIcWXnmWNnLLO6rkpMaNNeKvtYN/9VWE9PMsASBOXIlY2RS0krFYm7PDzlmnJEU2SVnhKzCIWeT5mRlrIXT2LiJwQ4c6T9O0l9UoVKxQe4SCALhQeVhofUev//NExO4V+ZLaUEsGHM6KzBbpY6gVLERd9bc6hj/o0A34COGLn2OobhFBuoFgQyEvAI89zjmg6CJRmQua63Xk7sGJddGwzYowFAsfVXs84Hnn8zVv/XMzJ10fRnHLmXK0//NExOkUiQr2fkmGjKq5M86AiwKdrdOHViYDJ6WdFQDDlSTMIGMBDJ2ewcyVbUnAPZgW1HWWZvrJcY6a3Q2n66RGiHCx4stUpedZnI6llUtDEwXcH8Tqmfaifqzmp4Uw//NExOkVOTrZsnmGjAYHG2EblZrKjrCyHP2quJYttcoAB5RqQktx8ZhkiQ5RMUJfyxe7Q2vlbaAFrU60Vg5PO9SZ1QANWRbmoyL69ZzKPp7072UEEBFwYbKcxenVurXO//NExOcUmarM7HmGbHWfPoKPRXYQ3uWjl1cufTUAa65CJVGaC3EvV2Zm9nUKoTKMuuuatToMBpU4etRMe+tM4DCFRYe6sQlQAdspcnTP1fhX+v+F9CrQosOsOltp6Kpz//NExOcU2ZLBinoGzB3NaXXQ9v5jWQ6N/r9qIqUbZG/3qte5+FZABDA0MzrIbd3GslpWNDFUAAVVKKZMjYG+AY4Xs2u+btOP14S7HhU+0tmaLWzdIhRE4QjiD/gz8kEH//NExOYT2VrWXnlGuCuLj9xcg1RS8jYueR4KbUj/vuhL/XCOP3KiSktWPZ/3nb1KqhDL09REOZYAbzEf51xXjkjIJsEAaRJh4cXcOnNlzpRBkhsfMvtf419kYmODXCSJ//NExOkbAx7RlnsEf6zh2ws5cxhjzMWUj5lrr0ba7Vb5r2MMFCigwKjRAAUXu+hT/iURHLnBYeeQHUqJpgMAs0qWpKxB1AKHeCAiDQnmuicvF+WTxwRADr35vWr2Tt8W//NExNAUea7eXmBG4JSecmTM+Tr198XFK5nglZq7t9eQZZTmpmkeG+MtkNX9x5PUdnSe98V/0oq//+5KpyJpuS2YdgptnAeLQfHNMQ08osLQElc2ThjHAXee2pKFh8rf//NExNEWsfLMJHoKfORNm4eQHtBz3vlVhVhs2NAYnFnHkq7OnaZCowWtViWyRusqZb6//00uJySJOS3YYfFoicK+hE7G45OIeHdykZMjswQcMQLvlYdUk//y87nTBRA1//NExMkUQV7qXksGsNnxOfuSs0yBg4FXhIH1CcVUcXQIdIgY9npyjNtzen//60HrImiwVNYBluTzUMpujrt6f5STwESkwk6VtbBgtlciAFXrKJ94FSK9xNPqV2KLOUYy//NExMsTKRsJvjBNQqKw1229l65qqFI5T38kOHI2KhKxpTZu9nn6//+tlnMMuaACWpMzjT7cOtOjXXRtMJnr0ooFFYDe5eHA/0j66pqNk6ExFSzoOjBqn0JsTezVTusW//NExNETAUsaXnpGMtbfSFNCplWBWDIqCh1C7Eclp4IXPu3FW+wIP7vX/fXi9qOv6cmqQJjFCuYUCUxkwHr1D91G5SJLo0U5UeHZG9NoeYvhBH+6GMApO7nubtlLzx19//NExNgTsV7qXnoEzGGoz0c9FBkjnOn5hB9UDBsKzi2tXiou5oYMH/f//sfWvuj0EiEgLtmz4UzwNoy461GPE6rNCQEghIBaTLe48BBP0oSd6aXhcYpmVa2Xd33S+ZCB//NExNwWyXLIAsMG1BStKOvKyFsnnU7sqI8yuRWX7OzT9OruzHfBIYe2/9hiu5Gxwb21ishVAgLGJ/gyuITwo2qWNezDD9FmCNSPI4WdJ8D5gfWU/5pzrl5LOdau8Fu///NExNMUQYLpnmGGxMQ1WU1lm7FK9SHfNVbu7Kwxtwq05/tyqSif+oy8IFL92tUSBOkIoyO0ZSFnpNWVa9K8vOZA6PffBheGFu8qg8UKYVF5zcw8rJhrdTVQSLtGJIPs//NExNUVygbY7HpEXLdp3sLZ6ojOk7kkluERHXYpuE3YUUKff15AYKiHHz3pRIoOWDR18KR1CwbOPz2ZMLMHjQehKrpaiYMfzXAgbLDbC+ba3xPc6hTQfmd+SgX0O1hR//NExNAS0ZLllHrElNjh1ax6ldq7zFN2U1pa+2v/0IX+UajWpKrf///26jJ/+RRVGQMoWJgry6hJyvS5cllpiRqLAFMvDdaMPtQyHVQv2iZiOI4eLzbTohNxfyHj35t///NExNcUqTLlvnsKOJmyhszSamOMCJ6nqKkLzlAmBZtIP+n0+v+qq8oC0J3JBKoMD7hIaOrAAWkuymNc5CoPyinoiSNZcLqxbh+LO2E5v8QHbJY800Pi50/aMa4WKb8A//NExNcUyrLURsMEXCq2KcMDi58totdr+3/75JxDUKtq6GYnJs3FJbKBmBrqUuZQ1KqhcXrcW0SuMFzP8XJ/FmkbVRozG0H9BedTa/ILfjHIOGCqov+ZCpEaCziXRVkP//NExNYUAR7UTHsMPFO/V4wAEXmtYvJxgPvqAAcMiEHxNjt0A4NS+LeNfN9xyYs9/lcNEdW4fISzS1+Yvz0fU4pVQhrwWyCaW1QaCQJC8tWesqReWh0iWFhUBEwo0LCI//NExNkSAMLhFGLMqMyXrwmtBJCJb/2qGvKgy4JhgkKujqgaURaqALKACudsOkuw5VuB3zxNSNKqEhBcyRoItt2xRHc1A0N7TL1AK1SDMVW3b/YiUrDzhLnmZ8OhMVnl//NExOQTARceXlvExqlj5tzmgPOf0+n0fRFdVUGo1ZJ97koxYlCkBxjixU58wqIZDzWMntW7xUqc8W19XLDW8t4KO9q1NHW5YjAOs4g+qoeQOArpO/mLy8o0Ci15SJX1//NExOsXiRbqVnjTCDiv2ff1iGtE9thTYVQ19RwEKhbTKiUpFbHE3JIB/Fs6mk15JMQWqELMgPvKGiSeYAVvWZkTdY3kJb8F9haUClqBiPJXRPzLo/GN7/P+fouMfkDz//NExN8R2YbdknsGNADENT/V6NlWR1dtAIHAPM7JKLaYhrsK4jNp/w8MreSN180M4x6wKSpZKtDgjyhroIFWCzA0r9Dom+drcGyEZ7l4I6B1DnoC4HllFYo4wbOmTA40//NExOoWOVsCVkPKev6LrnxR51+pj8JgkZTUaUsn0kkltoDQE6NSW0LhIZbgfBV+mXGgtHJmHAlu3P0Ixhp5yFwO5U1FilNQiE3zBJz5C/yb/4b5wisbhhC6CM48Wi7///NExOQSKasOXnpKsiWoK9cahtlXhUJjYiGPCJJXIW5flhlXWXbYD6SnWWTVUQB/GRoSQIw5XrczHytP5Ynj0jX7fN/vYap+wIyNQQHb7sfRQ066h98sSCR0edFhwOgN//NExO4VeT7VinjE8No8V4jP1kFm9V0oflNl6KrkelV4xgzxCS3oQSUdC/dfQo7ILgMAFi0xhY1QOsVKnpa4xCKUBWIxXFeMHrd0YzEHLnZt2sjN1UVUWEgwkZR9S3f9//NExOsVuZMaXjMGVlUxuW0sLZGJRpGZWz7FADbsjUtlwGwEEWqj4JmAa6QLCQ0sw1ntUebBh3lJRQkXCYf91XLHhWlfIw40fRm/IkPIjoDCBmihRxkXhCF7Hfp24QIG//NExOcU0QMqfkvGcuQPlX6Rel8u4uHEtY4og6cSeGIApSOSNtSSceiFaOBKeoemhvFX8VocnKEt0ohakgzXRSGLywZGRjaWzLyFh+1rXnpI63d01b5HKh3BMOIQxiP9//NExOYTYVbQLHpKaGWSSYmaSGHzxsZ9iNn0StUCeUjRAIM0vjV1pGGcutQSBHkDE5c3v9LXmX6vW3aFkJKen37w+matwQgxcIdRTyQqTJWC4vPOn190F9BsCNXv7bKk//NExOsV6W7hvlmGMMDlwKEA+NUHbq4hN3f9LoIjz1AQaf0RlDWY9uKVarJ7mA9CxSrKlX1k6MSV7iQJy604eu5nnaWXEirFBY2fkiLmHHj7Vlu73ZixxUgfEzQRJVnt//NExOYTyZr6XkiHMp8/tFAKD1vehY5KY7T2fQkeutbTcHujRM9WPy90WLb8lYrPXCJZnEm2YYvl9CsIRNjoe+rtUOxCip7ogG3/diJqdAgi6OAallYyhSEOvsQqj0/9//NExOkUgaLAQsGGdEnRs1wxDLILSzqT6J9ft/qI2XseyH0IoqJUskqLVDLBrgsgM1pYVpUdngfz+cQfFWtsISQEVpY6Dx/yR3JnIB5c3aQl8gEpvN+X9kHMeYn5SEPo//NExOoVAWq8CsGQhKyUVFKEx//qQmr05heFGaxBV26inO+ZNNlzSgV676ptQdrcSbucApM1e7sya26WEVdt+UiStOcfz3sRA+el59c0Te/zCae6GXCF1yOFuoS7dE91//NExOkWMs7c9npEPiRUeyjD/qnqs+kgRHoRNl0sKmTqKdoPjfa19XSZoy4x7JmHu5//vk/X+xUEjBZTJeSALQ0DBXNVrEqFvNyWYDaL3NsaTsuhHjbm4AiH9Rdvfvff//NExOMV2jLZtkqLDlw23RKqBAod7UZyOIFIkinR1Oi/u3UvbN2BlXc52RynmU0yfM/9q/octZb3EWMZtm+vWZVuUYO6AZunqXFh188CvanaCvTV6iQg4uMQxzopZYEe//NExN4Ymf7hlnrKnzyYfsYoCbxx2fzdjTBY2fIchMoM3xnq/qiukxX/o6slKLtGFc277upRxVas3jXkkzMg4qIl2qv9nWaulBmmprpx4cuSCg2jECs5xUOymdPxT9Qx//NExM4X+wrEynrKuVwx/V/v+RgNNZvNshWIdri6uy4Yx91MrVIKz62DMzs/tqu/v0DI+yFV7s45WTfUMvRADFisAFXZwnr9BG/dHFW3HxzZL4HVqIlc3SKYh2ZKRI9t//NExMEVwirZlnoKfEceDF2cyEtukluWaCBFAbIqOtQGweWIjlR/OgmUMvvV6sWF1lXRy3qLAUuhqf7VtGV/98XeWQL4YW1NbYBxZAu5XvIl2SjmDsMxMg7q1XJntpQ7//NExL0VOf7tlklFKvcYT2rwjKrGs+WL/d0XZDLI5L5DNKYQpqHaqu1976pIt+vaiC1a1cTj9VP7/0fF1QISyIi5HJBhYfFADdN5qzXVQ/o+gGdhnku/I5TonhpiVuJb//NExLsSsJrYVnmQTBRzv2GE/QEW94t9mL/4UPhq/Pr1uvAiiYsMKhReagR7llJ6+55RP///SiAjDJ8jkJs4MpNF6MIS/E00AHzyMksNTLyMCB0IKuah1TiaEWguCTZZ//NExMMTEgLpvjLElBj+wjleIDhOg3QNYX6U/d8+w//Yjcm/MhxgnBvclci0gl8kNFnoYUoUGHEyad/2lMHyBV/D+HgWZUJTjlCil/U2r8aJ9xU0kovG7//s6vNVAHTi//NExMkTKaLmXklG6CT0Sok8G6YSCqkLDa3llhMqbvGnHLdLLeQJc3W1La9NF+mQ6nr657XSsZB4TtiBGsYaEa1pvYfv2jWwTaMpHCm1IDAobsGUkBqYsKPxhBrxWtIx//NExM8XObLQDnpGWOFZUVBEwLihMjpcvqIwVQVjn06r99f//ooEIC6EaCRPOBqc8Zr3KMPMlQKSItR+0s2f9/uoYaaEBhx9ISf8POmr3goN3h+LPHXFILOJmnBG7TMv//NExMUR+PrcAFpGPNuWehW32bnK8mvv63KYmhW1qmpJQanWEFTyuHbxwq2FYfmnJ73+r1qZ+PVY8vwHdLAWE7LHkSNYUfMX5/D9rH/LBeuezQpR0GAUPDEkhbMotKDi//NExNAQoLLcAEhM4OsVFirSzhnKW7b94qlmT+g/thWj5qZNYRGSgtG5FZrMc9hbFL9m/yNmPTtYX1jk2d/73Dm7dBzLo00g7WgqUbKfQ2HbT96kX5qu5LHp09/66udk//NExOASIQLllGIGXPfQO5ous4CQrc1dpf93vW3VBFzhrlyRWdlonZ0be43byIjuFUbwFH2cYpp7s1zdnS4/T7OHRxzC1mMjmRyDt0GW9VY215/lO85mpVnc9rttrr9J//NExOoVcW7tlmJGsmhrKnWV1uCfgktrXnsn3O27FQaWo6kFuNRsxtx7ccPrASwkA5hGRrkQ8IdER5cCjx9kKd8Hfax/EJUB77OMK5Vxn4McM/C+22bdH7c9g8wVLx+k//NExOcUejLtlksEdpXt//uz+O09UiseEB6W3rBjJYgpJbUjTO+NK8n53y0w9QUBZzZOo9EG5lc3YgOOF1eIUXZQpqsM5C4GlB/Y9ZHrRoeURr53X0zKEeEI4BFlBQWE//NExOgWAjLMpHsEepSMCzlhXBX4+jFfa3Q1noTvswdNYFUBExSsUN0EHxsMY0o4FykR2hrd4cyLdNgnwOF5p0Nnl9tOP6UCC2yWTYe4QISkJhNYq+VF3PrOx1Rq5Vbm//NExOMXYJ7uXkvMZfmewZhm//q92u9vsaoECExgJKisJROR/raXyW2I4zvUmrpENICz2b9FWgYqvVraOt7J9KR5u7uF4IcUVhXRLkxf9Ff1BF3eHEEv/WT0Q/3GsU4q//NExNgR4R7YynsGTNRLHBQy85PulRAOfrtpF63ySYFH7EKdZI0VAHMbFAJmDlScYuKrfM1XCT4j3jHAa1Gu6ZWXEkgCZaTVWbMVGRnzFZw8PBIcmxwRvyVMuqrUmG0O//NExOMSWMLiVFMGHK00rj92z6ebdGguphJyoQDVLILd/+2VV2pVAYPiJo3BypLUjTlA0r/ZxETSB7enp12KTGMRcL+dHh8LP1JHP8OOU4sXhSyt8OrRnQaPhUQGBdtT//NExOwX2YLOVniHACiYWSQZDLsKqxqPo3pfR//WANIBFgowX6JcGRwuy0KjJIV2w+QNo8NPUZpR9qLfy85kaTuMJaCOh6C8zoIT8ZdvfPu82LL3hoilv9Rz1LL7vqV1//NExN8UkeLVvHmE0EJSB6YppMHwAZF0DUDTJr9SKgm9EhVNyRO7iSGRwoxb5XfdL6U7J41BTzJcaDl9ETxeL1GFnNysTJmVNdwb1wh4PEDrXiJLxOSICPZLmUp/iJqQ//NExN8SeULZnHpGMADA0iUDiHlHok9mmjX+36iz5CoABRYdkLDkBBrmUxOa7dv9N6nbGdXxVVDFBrh4fCzmln/Y0mb2wzdP8hh8bjEZLUgSnc6xBQSvJXfT1T7I1P2R//NExOgU0erFgnsGPLQEkgu/IKJlxGk6A0r9f9u/70naACfGMFwixB/MVKoaRGVGZApdmNZHYr97fN9l0It1pB+VjR0ZDLWEBet2lEp+roa59Jxar3fZsqU9BpzSr4cm//NExOcU0NbmfmJEyASsDjP+3fqe491oAGEQHQlrj2xkxmbLUh5fLhXJDAccpJnI53DL6yZWEIow0/5nrbNz3O3/6ITbbHfsOC0J54ZdWYYziSWKM6/N3/bBslzMgCZ3//NExOYU4cLONHmEtFQCnLtTdZW55a5doy3qOxbQnudvKconRQAAKrbpk424BqUDS1ywnpqeePIoVCJStKiumQM9ALM0pOBCLAKPnivywwEV3NU0hMz/VwauVV3Z/ucX//NExOUSgTLJlGsOHGk9X5S/mXnXvVC+qLnSe/89f9P6fWf+I9UgACMaFIKLDMMFcuVzz1LwstSPU56xaC1jDVPpGzkVQhdE+ft9av/v/TMvnGhaLsrrQeDDK+bs3tQU//NExO4X6kLBtsJEnK9fS+n8j21Sn/lerFtTrYGbTdS3VrExHrrxagAxIxyCVg0hgIIW2+ms8Wi6wiXoGr13FS3FHXxBoDH1VwtKu/6/yauSYKDZjCUTCeiiQhV2vTo+//NExOEVOtLW/mIE0IgGlOur3wgDoYTuCgcBs8SEITKAu5P+7QvV+foBduR1tttwcoPXpGK1Z60ubS6iUJAwgZ9rt0sIW6KZWJw6f2K/4hIkaTTC9ux86Ew5DO7PP2ap//NExN8U4j7FvHpEfJdEBBGb+1+59rLmb6/M/Nq/dFUwsgyAAyyIPZ7X6KSkQSSAis3YrWmCFEkCwSZG9gT6SlroApZ2cW0HgRiOIQPB0X1AShoLOTJjuFQHE6bSWLMI//NExN4U4VbFvHrEfM/q9RUUhSBjuWTwnFAgDCn0IiwggpnjO0DhrA4MCDqCSkaFrmep8/J+Epl5/NDfX9Dt0cPQfvsgJga0MiIR7sIFkhnQp0GABhSkoQbN0EGwekKK//NExN0V+kLtvkmFCpUARWTRtRvqOpFZEZ1OMx7urUfA74m5fGRf3/NK56gRtWLk9XhRABJtmLEZTQtCiG9PdPf8WGMf3A00FZpowGtv8oRzAFT6jt50LblpS0+x79af//NExNghYxq8LMJGnfk/+b8XV8/2djphnBGnFg/lCNYExOrfkmizcHXYu5dhCVK7hKA8zCl3qkUn/5JtF9d7IcyqkFEUur0Lhn8E/nYpbVATNcM0hNM+V9ftNTe/6d5P//NExKUZOsrmXHoFEEDtblm6XgYGs5YnNr6c9GpypqoANx/5RpuN4SgGHkxoen3c6Jlipkz/U9std3PEd7WcFufXUKkTbjSJYUahuwRLUIFEfDh7ofO2CF7wcqJsfZnB//NExJMUkgLmLnpEkjivdI/w77uuAH0u1kbjagHUBOlyY3fEBOwPsuHRxxGZp0baQG+rBhLZ7bVb37pVe0/cpr+jKwIFiK9Rf4XoGWKPVoFzeN1fkDuxoUX+pNUCI9Ia//NExJMR8KLuXjpMCF5ClhIo9dBhzwIrE7kECHB9g6NOh1aTU3vbvCelYXTLcjmnmXuzHRdKqEK7FsJxEZ7u1/fwqp0+omlKFHEVFLmtID0oLKckkXXJKjrE4wjWoY1u//NExJ4RiU7yXkjElOW2WIsyHgdhKpmp0wbn2HSof/zxkCB2ZkBTjFwDoJX83J/lvJl58L+iOTjL3/1bP9vDn9S6vfvVA4719LkBTEn7Q0F9z61JkujDhgJWpAFTuIu///NExKoSAULdiHiGeMrrI5jF01INRSlxICGMj8g70Uj3+T6tnbJ+ijTF9v9W9ff/1K4/6R3mZqM7LAstbNiltkskkgGIwbrFbtZqTjviomz5RzLEJnLV6iRm9xvvYPPX//NExLURkX8KVkvGgsY6O1BoTBSt4UKvlQFqfQeulLwdUW3vxK7Z+LgoOWpruRYSu7ZmlSm7rbbbZNAByo10rKD1JqRoYIScCySlVJy0naPlwE7ZodhyyrnoOIFPLmHV//NExMEScorlimDKpBBKCu9zKSSESDT4wkt0+DR6SFEh0XQ351XqABcdlnrDjYGBcIao5VvpI3e49+IPiotRaUEouf0M+fRFGfy+u4ch0/FnHDyJUrEuY3fmqfv/Tg1t//NExMoSoSsWXlpKGhIVVnUf0b4rFm1J10ex6gFgUp2AawhhQitbxJXOORjav21JPoDnf3F243lk7Wdv/wj5YYpuD+dEQlImtyETVd1QTv/8iWV2QPDobYwqC7RZGFb7//NExNIRgOMOXjIGyhCpa+3o6WdldfT8NRsADsGI6AFScTCQCZo9DVrBnOEDD99ATquRlL01NuTH0MwPnRC6qpcflySlJ4qmWljSIajNbzFJp6GXZfocQ3PYpOt8x81k//NExN8R2ZLeXmGEfLftzPO6db//Y4s8MlgjtSj7JderGGsIKoKRmmf+MJIEACbIcZo8g/DzItOFtNFmMvuN2ezkIqCgdA0GsIpocXLg6aw4WGNIqgiXNlkKeUSo0Vi4//NExOoUOYbJvHpEfDeyT3PFggTjx48mQhEQPOxQOBkmPdDNFm4d/+bQ8owZVUtQv8R7/SXxFf2YvmXI22q2Kye6+qSqm7//xlORI1R72+p/3EqPhk6qFQMkm5tv9Fs2//NExOwXSj7OX09QAAfNWdZ02TWO0GXV1IuhEC0al7Ytb+cgCdvcwNExxkTK3tV6gLDRKL0AqHQ+nWjRu4xKrkaHVTKjHMT6quv///4/kwdicoIza+uWyh8tETv/aQVY//NExOEhawrVlY9AAfTx3QhWAGhhvIII3VVn4SAurhJGj2TIPosU+t0SAwlOZppJT/4ZFJGW+zEYmUKBRhtHRVbiICoTNAreZ2bdmYRZJz8g8zGdRo5S9mW3Mncio5Rm//NExK4XwZb+/9hAAKyHGco/eOMOlXCrp5gSoWQVAAMImLIBIHCYbRLGOUDmvUveWRiCK2n1ImN3X9AGc/Va5EqOZjtCUdf/9E7zvyjWj7klEi9qeMnYtURxO4kWr+ny//NExKIX0g7UVHmKsLatSzkqCEn30lbEUIiZ9G9jtsDOzuhhkgFag8K71SIUHFVUVkh4iGtu2u4TB8PSzH0g77rNJSDEYLXI08Bq5WjjhBst65Q6W+e99ZAR3pnU/7EC//NExJUY8ZLW9sGE7LzoEG7E8lJtaLH+y/t/xT/9gOv84nkGECQslQADG0l4aFR1KjTIS2aqi4W39ZvgaC0AdktfnTDwWlyKaUvDNWM1H5YjyqYw4gmpWb8vqA8rrpdG//NExIQS4SMzHmGGykpwv5end4DGs9HZ3fjvx1oAM3QChUpAuDiVJcA2C9KKLBtMfxEBRA+g0F1RlL5Dmb0f8a1dwmxNEZHMyiABCifT/2/ow4mEGHUiPXv+hleojICl//NExIsR+R7vHmJErHcu7+hp17W7SS2yALAWAbaQgMKt6hVaLKh5nJYDOnp4lub39QEbEFe5w2PpeXQ1fyiq/9Ub+hu8JMGiKsPX8DOKvx1XTSK5UFGf/yG2AMdV2l5f//NExJYRwZbVknmKgLa4BUfhfKjcSmOemnSaFmkvTTxQLxjSKhYRyuIHpHxMjyLzDGxIQBsFWgoGSOeBu51804++hPbM/TsX/93Ka4qj10rfUoLIdwt4uprLhFgqJiDm//NExKISMSMWXkmGyhIguS+Khehc7ZKpq99Oza/j5s75/yfQkukZbN1IymhkKaSOP5QWOPKKc1v/+t0Dmlt3/HCLJdW9ClkoocWXATi9C3SctG3RbtE0AGkUIR09XOwB//NExKwR+OLyflpGGMIb/4IVuePXiu4ny/4EdvyXdTpX4QszqWaVfqnQ0uPIllc+7/Ov2be19P/ShqIEZIKHibQ4yjgWoUflsrY5QOGSpHY/Jmpc3LhqvnrOhhzIZa2V//NExLcSWQ7EVMLMNCl0eZYooIdj5xoOazKQww6G0G8evSFiSLLzDdxXjfv///0VbssSgVtBWAQ5v3cJpkJCHIhdcZRTB+fSuP4VCeTRMIxru+UM31Je5rsXfSaIFQ6f//NExMAR8Sq4KsGQSGFb8XJ4xm6ZaNaeYp279W1vX6+r/6EBx2W7OW22gUWx/tPQ3aHnQUuTSNX7U5gFEe2VsMrPNRnkDGMawt+85Emcav3nD3UKVB85kaJmgsntdgm6//NExMsR2SK0yssKUJMzzf+/9T+x025tdaiEbsNYqFYAA9sGnL4u+xdpVK77jSiQSukkTt3IfnDwHCgeEgmsGema7hEuqORr47WCQs1QYIERXPx+laSzkzcHs/v17xVs//NExNYRcSLAVMJONJqwY2rO36MU7p1x2tXdd3Iv38zqZOrKzS3d/Law7S9b3b+lq/T/c6XOp/T29M1nZt15mmd+z0FM/O/ffnH79M/SkfZ7GfabTMrNcmmVfiuXDwZg//NExOMRMSMCX0w4AhpsiRwHMOROgx0+h7O/zR6daPZ/AypaM9I93uTWSoGrZmpOOAkhsuzxvbGc79yktamSSxVIp+/2DLvHPtMIopCfi95fG37lTGjmdtf23/+//XuC//NExPEnAxrdv5hgAYpq3lP00dpAmLwtZAo6lQIIAFAEkXSwt7WToDluPLuKTdgqPS6kQtKg3IJ2UYt8y+VG+mCEDnFESQRlL5SDOuml9tmYRksyHMa6baNnsSSRtKJC//NExKgY4QrU888wATsKKQEOKbZeXsaikejuVORe9XLVd7KdWPTgyMMXbFkucp/eARgINuABEQsJpQujlcBhyGuxrPu4KBjnWxlkrlKCPVNDVbs/SVsaK9ddei/QFf7W//NExJcaOqbNjMGEnEgEma4Iq05Mue9gGppNiGk+pwv/f/UP+TfFdWKA+70kSspHb3/+dO3zCOvrIhPAI2oe8NAyHI1VsRq3HkGqsH0gQELRREi+FKSgmSlOwek249ZG//NExIEbaubNtsIFGHL+BjdbXU9VK7/p4O/p92ESVr88sgiijzoYCGTs7EAzPtKDN+wzJ3U1nIRNXyb/aVHOCbbKHI5BNTa7HF/X7f7VHZ+7JYUGVawN31Weiu8KlakC//NExGYawtLWVnqFLNM8t/NrAirk8kkdzoGFlDr43HZtHLDKRXlO1M920WeulNYTHbKINVUQyenww6cLN6s3r/5jIz/qY1jf2qZ+l/R//X/839+/VDjO4VroAjUmsicc//NExE4SAq7yXmIExIkBcbZbGtFm8BmrmLmS88bc8aneFwyEkLziaobHheiWEycn/nHlLpg0Nlce9oxdNSluCChF+JmpgH7WF1df4fbVsQKGSpGVG+QkrIFzSORDRYbe//NExFkR8RbaXnpGNGiVB7QOPlzYz1wMmlStZrVQzuxTaa9phigXD4TQFVE97kMu1sNCTvNlAusXfbV2uO8MdNYp/ywF9uOJxttQUJTunC6CXnKAV2UDXIDKKNvduJ5A//NExGQR+OLWXMIEVF3jHYDqPT5f0Rqp6NtpF9P93/r2u3//fs7XbV/eHNn2xA97wiD2gcz932zlAvckjlb4DR+Hm0LVRx0AbfVrYZqc/RS7m79tT+2eYpUM1O/fPfri//NExG8R6i75vkjE6kg6fwtziMHAu/GDOlUsoKsEimt1NfPawVEq3uQLMb/TSgb1LI5W/wcQko84WVwmrDCy/iWfKBwLI00+ClsuB1Xc404Xl2YAxpTSZJsIBhZy/oxY//NExHoR6Ub5vEsGjoFS4qOFHfcXzlQdojWdKsohWQ9mL1ptA/btjcb/CgyVzXC8sFUVQvGezpU1nnIo/qOyAw/xyzFxyQV9p0iYO4qAxi0ETqV+jMgJlgvFc/St9nt9//NExIUSQRr5vDIGcq6HtTTxk4z9OnrqAAcBkay5Arg9iQRUEMEBFzxRugg3i1HcqR9PMsRzAi6q6j3i3epkHo/3RTKuii+x8j8JHFMs3GzzjRC/UGqlPnfnPdzTXrnt//NExI8RkOb5vEhHImkC4Fx/U06JU4qqP2ktM6J9dCv8gtwX5ux4YpQ5MiYQ26Stz9aeeFyl4N07NrAghjajdetR11B7Heo/5bvdZeKiWt7V3y3TCU1kuttlkuHZVJmh//NExJsSQQbSVHsEOKAOX5IieD8MtjYX1ygpa2Uef1rRl2PtwzJNcBwIc1V22nUQiNUYmCG+0748AO1gXefUWMs24k+7tFR+ZP0RzWnMEFXIWnWqAzkuTMTSnFi1Jkpn//NExKUReQLptnsGRsXEIot6jOBWEENyLOdDO/ZQ6EZqjc8U0Bz/u3zwWP9FKh4jIKDiLc4Dx1BQjauga6EoQryMQWv7oyrWpn+RrrU7z1Vk5GV+lujdlZ9pNEavnPOl//NExLIUiQMGXkvQZlT3su2v5eeBCoIIcxG2AJCL2CRt7ftLZI5RVoJXUr1HVnM2bMqho8pJ0Gj0hSqUYDlQiOgkhhUtqjg8puTWnr10aZsuDuBk+NeVRNzfYUCcPg4B//NExLIcQubZvnlNPWMEwYCOWzmt+pe4/46m9P4t7eYOExl3dkMtJRcd9pNf9V1893bGvSSsYealh7ABo3Bp5IqeRB3KuBR1YGbRpc5LLLeMnS9gd8r5snivnsGSwMeA//NExJQe6irqXsMQsOPoqengPKFjOh1p7t/caPVH/ue/TgQP6T6Nfxf+nR6+tfal20uf4U/yC4EjwKUM26tzyytmmd2v5uhjQXDoPywrEsi+RY7Ns/vuJEcZoVFvfdgO//NExGsYgi7yfnmGnPSUdET5A21xnvp4Ky5wQQ9IYbIWJUY/7T4xksvwp6wrKJlHp5Fjqe1OcP7/+dEUUrYmDsSMMAyAVUnYtiKxAk6AFEiNbIUaWYZeUa9PyGTVWwIC//NExFwWEZr+fkvGZMJXl3bIepyj4ULx3kFpSMaSNjNSfV7vj0d/7NVtfvMvdvolWd5HBCCbMFVtI+qLb3/Tc4yPMoV1+v263//7A8/du0z8a16s6RcIzu29f/HT+hUS//NExFYVInbYVHmEmRRkAzFOCh0wDTK5inIj3r7Qud+ZyIyHhcljMJnZ7GEqZONFzFAZ9Y5A+za/j/MbyXJIyF2nyuqPqf82+tvrqj9pK6P+xn4v+yvUgwDuVNtvYFa6//NExFQVEqrhtkvKKNUCOKMhNyNgZGmePYD8alTl2gMfoHMgZbdGjSaKz2rfahCuuRndAISVtttFTRAa3z+1HMpkNWY5BYtE/l9TGdl0Jw4piD6UwLRCDxqXbQM6J4aW//NExFITQg7pvmGEhEdl1tAn21yh0IjowKatDATzDJCUqZoWidHKzaj+mr/uEnoOzfhaMg6jujzkstdLSKyouZXb+OamrSpvZi2NIMCN6gEha5km3OQ1YYuoiScMEQTq//NExFgRmOr/HmKQYMIGJklmLI4oMXToPyuoNoyDL81CMwSaYwCcY0EQDX7bFMiU6N9zfVCiiSuoW0ioxZP+jFWVDKqKagTdygkj1HLFU8RJ/vTJpkLvV1bkXO9ZFUqV//NExGQSUZrqXGFExFllTUHJ5+xcB8dR/1aUTmX8bYLmjfA1t0+PO27LDWTQ+in2W/d8mu/Zy1d+7rppJa7+yyWSYOHNyaJiXT7mny5+Kzzu7rIHad3kav21KDgzm82a//NExG0R4QLZCnrGmKbnQAAUazhSovXdTG99/fUiNRTxU8KG/9Oql6vI51nvd3/1ogE3PmW1OgqoLm0UlqE+KXVAdXppwC/7dVqEkrsHGs7mAN/1Kqv+pDjMztR6ukes//NExHgSMZsaXjMEdmBI/v7MmvRwQhS08Fhf73X27fMPt7yx5L+tVQnYqUAQlKpnJxVozE6oiW7hgPln0RNgOj+Bo7q0zUGGywNP1uR8U9fQptT4ghWdvIcKP9/1L62D//NExIISWY7lvGGEkJI6Xk2CqrIVvdPfV/Vm+yM19aotpWy7OSSyQd6YueIkJBIneAtfZa4FC26sHEeoJgFXi0VtyiCNX59WdCgLv19mT/63/M6Crn120fKnt1VdZ7QT//NExIsSiY7UdHoElP05TY2baC6VXV9uThE9v+jW61hlWVc3sQ+7UZNSkZvydgA2f2VYQurTjx3NShkf0Jtpy/BfQUnqI5Ba2N/q2X1U4VQul2FHHFT0U6FN9RlE/eI8//NExJMS8i8OXkrETid/379NUI1hQqxiQyXEpKKQQO4XyQjjNolAo+c8h2cxAGjBGHAVd0h1du7aFlJcI5UoyNeRHnXVNa/X3CguZPj3wFODw3v5Rf/cgKuUlQj3JrKp//NExJoS6ZrlvnoElAFUMYos0aa/SRSgAaEaGELpWBizVNikX9Ou8ke3L7WqSaq1qbEG/ViR1V+jQ7m2jU+BgiXV6oO9EOxkVezadt9DgyC1Bqp1MC/5b//VAxFoUoAg//NExKEUWZbdNEvEYNqILohMU7hG2vbLVXARXf/2vTf2gnaeF6wX2CVW6jh6dH9TqmNKVe48HP8d8zFa/61Sh/y/QZgyGyLgRLPPWdq3f7bjg9h8WN99Q+47QgVFJLYd//NExKISOZ7qXmIE1ANGD85Q/fj5dLG2/ztqCG0VFq9Ty9RpQjn7pJLP0Pqrwte2lYD1h2QsPsb/U7Im4O3x57UFm/7KunzlEdnUXGsmFMV/t/1asrJZWwtFyXc2ACFa//NExKwU6bLRxnnFDCJfeaDxCVbWhdqkMgbi9jCWx9Xe0ahbej9S6HPOHf8DzrG+Akixc2i3e9cdDaGVXwHVf7kT8OS5t1gZS7Y+Je9JUVT+cDH+vVoKjNOVr7nVBaFd//NExKsVMa7iTsMKyt5eBscqrniriqYgZ2bjWagtFt1xMrxeeBfUch3+V52F+JV8bo1vz++nPv17BaVANtBAl7YnzJ9KvkXVvniyK8d64AuWBN3iD/Q/AA0+BFfLL9r1//NExKkUmTbednsQjAAhCeIMGYAolV21qtRmNJSDleD/3vHiJl1/PKuUc96zu4+KU90iym5FU/tSp7WXBiBHBMz1q3Yr1Q6qvzaQxBqzgx76FL3RgWav/7HBA2RQ/s94//NExKkVYa7edHsE6HFx21XiHktsgAl/hxLhLLDldasMA+PEsA3JKLX1EDCI4OD5YSDRygFB1dssQTEqQL4ODosGBScOgsDIJKIGxgwQC4oh4rOAd5kAqAjR/7uf1/77//NExKYU8Z7edHrFAFVJ1FyzQHSGnEyhDFmJFYBdlt5SoKo62iX3DKOoscQEwdCocW9xvDVVt6OFCB2QHWZVv3pLp9loqsbFm580wO/+z9H2LG3Mf/0qCqMJ0VBhEXuF//NExKUUkMMqfmDYhrAI2D5osLVh7YZPesCGxTw+KPll56dYS0jqf9HRgxmcMGWMGnnDmJscpuEiBwGjFTH/9Mv/9pNTpH1P3RkzADUst81uluDJzYMRFgwZkYJTS97T//NExKUSGY7gaHoElGtshLvF8Wu/jHe2GTn14wzsdQSiWwJ1kBiCcJn2FSrGCLf/Z9uz+BDpkmj+2kUKpUogAxEJYb01bglamp2zC1myO1ZZsXvKBOi5G8i9tWjYk1x1//NExK8RuQLg9mDEsMlSfY7ZJT+RNsxn71mNRbXpMpxIQPEcFwkBUhT7dX57/iV1+3/SebXVRbus1suutvFCyd4vYeMY+W6adw0GzOz0dkvbIqBFjR4gyKYa7l7n6P77//NExLsRWQL2XjBHJKXOsjfy78UrHuPMfRSgs1Tnf/t9PobRv/0Py6olNPVtq1VrQRKtRKtABPmG6P1TjkLohRL9E5bS4MAokOVzNdnnnvFFA7kiMCsQJBtUHlFCYQBA//NExMgSiWLifnoEXEFJAUoXLFSRUgOA9AhboDUP8RQbvNOCsR+biL973/oYzNLTA14i7iKZK5t7lrmeP/6r9Z++rSv9rIZymGtrlRjPr/w/0bx/Yk/1CirHQOJVQTUl//NExNARSSMKX0w4ArYwZPsi0f9E6AYVyayf4hQdu4JSWSgoc4twVjnEIhJ6A2Z/fVvqBClGA19EUNKYKtTbauK2/gYdfRX05JrSRT/rRsehACclc37A1ENLgyGeHMb6//NExN0hinr+X49AA2JzjNNTTRGPikyzBd2o8GOhJnPgHyA5CEzc8aQCs22RGNxXnNYKWvLkLhUBg8QAoIdKWWp9iLSAePqWw3yX5X+3ySqA2aWy222SAHcBpk6zUUdk//NExKkRsQr+XckQAmTSi+ArtIZicB2mu5Y35SRvtrFbQx4rLHDhFAFHVVrMPpvdStexjay8q39xcnciAaeWe9H5yIQEKn2m/2I7XSd/v0pqACSiEG8Kp8OIjQD5ORTi//NExLUUSOLVtHmSVLVSwSGrFuRsoJHsfEINnx7//foYzv+7SFBIClZw+sCFzjgxD5TIO+yQy/84DQXBrQVO0b9QYq5bvjvo/tKM/XULtXMFJVyAYIbEQpyF+gE4qxWI//NExLYU0Y8KXnsQEsYA3XGswm3d6KF592ZL1o5zn/jYlV7wRMol1Lo75v/MQZFMTh83Wtwqz6u2Ko8idWRsTra3UjCCNgsxlDtDEA4ATWEbOzFyttieQEx8+fxLQjjH//NExLUTmWbJkHmGmHdKzkAE1GUQrCJkDKoBhj5J34x5/+ZjhoJBcLhir/6LxSpMNgNydVVC52xtNxwAWTKwwdPVj75qHuNHPOnkJpQtmxTlLpCOpuhleMiSLY2OQCXq//NExLkSKWbhvnpEVKgiyGJsrXa5yZedk8qv0Iem3//6aBmwcCKqbrUAyO3XNy7XgWLUeYJyVVg4o6FvSsBqdQWyHY9GQUcz3nKu/RmVGoz2F61p1lq8rbmXQhkT0b0///NExMMRCWrEAHlGsKp26/WtGROSygsV//lYdG+RgYb8ai1QihO0NmYR/cRqkM0BGSvrwWf8hVykhariGeozLQp83o5kwZ6PW5c3Y4JthFIQsEyToUERlwVgMMHby1qf//NExNERsi79vkhFKrfnVAqH5QG440FKUfu/ZW+BVXOBR1SgSiBC6OSJIKyH1BWt5Ui/Kc3dmvVMeBWmDJnRTBvPfzk77fYwfgw60yzKCSh4dAqwq4o8e4sZJRoPi41U//NExN0SAkL2XkoEhFP7KoVJwGo4/W1WUSWTfrJLFMYqAG5oK2AxUQpoU5pMiIL+yEuPXjFRXUFGZbMymu7kTMvC/1Nrw+xrfyoxKfWGHLDykWxl9AcERAcORb+kYTNE//NExOgUgQLhlnpOPqs7PCwdcioAaIpAsVjdmRtVYuX0Fmw0p+qW8qGz7tc8gkifjL00snHQeKHyZ+7+e5+bCe4zZ3jlyC2isHAswcaQKTZibB5oaAYUcGRpka+O+5Iv//NExOkViTrdvnmGcBVQdBQOhZ4Oe4gtlViNbDmpzF0Fe+lrTUEp5LqsgpZckL4gub+4nU2qT3dxjkYghREgU5n/7pDqf0+joj0McBe768+fcy6IaEFCQ+ODp1Qdv9Cl//NExOURUR7RlMJGSO4mgSrFCSHSRxZw8+7/sjqlASt5W0lRoQAuRSqANg/wnrjbM8QTN9P1W/ZXPZRF2t68spfLzmrGDXMDvTs9Ik1Lvd9/RneIpQm6fNFB53NbLMQp//NExPIXqQrFtMMMRB8QtVE8FLR37wQEcMWH2PXsq8+qAAMfkdX2Ti49LTIq6hElSH64nCvByYqYuce2YAYTmS8I4qJx66nJkErYJLb1su1RrMkklbfc+/DAIB7ebDs7//NExOYUIZLhlnpEVj9rMmI5m61d9psP35Vv92ofv4tv8TON2i9PIW9oxUlEapEseg77ykYholvmvmUmQMaLw1J9gkVqMMe9b8TdKbtse+WzgyO1BJ9CmchkOCqLyZga//NExOgVSbbdlmFNMrXiuVyNL4/GZxLax2sDAZN9yZRPxLYqnUYWRUqSHaZLnHunUDPLeMcFTY8WCIDi8nELBE54tfCDloJUBNy3DRjjqtj0QWCaWXkzEPtxflITDioA//NExOUhWyLWVsMMONLdrcsjlGjESKfbxRNFG7xmclyV6H3n1udTCcBON6y7Zf69jq1/zo2fAZxCNZiTeXojzzqFI2JgJlYR3SLSBZ9Iz7/5+XgskYLFgiavNJX6tJQp//NExLIXSR7Q9HpKcN5dWymlR9qqA3UEGdkmhMIeGoG2QEI5cJrCpQEpcYsZxmkmnbo2NxDz6jYcGvcGSZD+/4xYFCVlKlBOk1IghDO85OqEmXD0Mrqatr7ovaTqys+X//NExKcXWcbhvnsGPE20/s2X+uqk2rDnyuTcOOxzGelFlYHVACb5ailR0GqnzcOlrOKl4/fZ3jGWrfj6hxx5aIEM3DELF2a8ZOgaYN8Fbqj9kYUfOWpMjy1W5b+qke1d//NExJwX0qrM7noE8nc6jf+qf/T/pUrXooTd7WUkb29GyVUhR1y2WSyuYWwMwo2dacgCBGVi5EwqUyM+obBqJx8e91pQI0+naCGWPQLjATXXYwHzvqt1baUmUk9la6qW//NExI8UYrLhlnoE5sZp/O3/1Pxqc0eKqWwJgNAqfiP/lfLj2fT+CCoLuKR/83KMUnlEM6E2y0qnzKO8P00l6nR3yGPlCqYgu7pByLRqKcNsTbFJ1PGARm0QrvGFX6nK//NExJAWCccGXkjRCttv//9shEITr6M/19X/X+bv32VkFwi/fsuMVicP1WnNrd9rtdth6tdFxpDebOzBWkR0EJ20ECdlBB3ME0BOPJw52BY03KWffkyPk1Fshlns5NlO//NExIoVCqr1tmIK5sxUZmM3/6LMVjWOsBJS9Oj9vRXU93v56rYztUzI951f5L9LcGtgAgQBlZYPUgXFWh+Cw6NNCKkxExEWbWY8ZWqdGZ7x0dZHm5R2ZpdSdBSBg2Dz//NExIgWuwsmXmDEv1oqJHg48+vbFhWpAtWT5BRhRA2lOdr1etG779L6BrLrc1wBg8TcZw44yClygkNQUZxqyN0cgVZzEnQm1fzxGos9FUyVLU3c5C8zLzN1IjnCSk54//NExIASYQLWMnmEUGg4cVU2V2D59YBrWKlEsH1PB1l7JeAYpcWC7mH94CsKUcgGv+MReKiRtcRhPLljV5C9TNtaXIwXs/ZzmHxzrOvcBkKx/s3qfJSA8mfMqR6v//+h//NExIkRaU7htHpGWCoQIp8ULLmYsuHFRIDsPJFqm0bWyRV55SQT9nKF/5Bmc9dBnY505Pi0Z20voqPW8q+1vq5lovm5jf6th77MavkPr0XZ/RMX7gAwdmksKBMkwgBH//NExJYQsTrMAHoGWJlIdA3NJCutNZCrh+5aq3Xt/89ukrCBN9C1cdpHZsI/kG169B+21zumg3bk/76lTrSrOwM9HRo2fT/dytWlrJdhUKsI7uAULL2aioKCrGqQyWpO//NExKYSAf7UVsLEPBIp3Yv/PzfBmA1n9c7TJ5FL5/9NoZ8i8wsJRTxUe1DKI1nqOtse1DngZGn/f9H/9KpJTSa22y27cbZbgkYpmYnCkMnXknZSVt6NPVxlZlaeMOVq//NExLESMgLRjnpEWLcFEdBQENAh+j3/aTt7nn/YfB1lj0wSfMWv+aGWfnnCCOf6xGWiCvc87yRRWdKm3MvRpypc6uncwQ4GWZMfElj7Ybb7LFYurC5jqEgiXSrL7dbb//NExLsRSULIAMJGWCWyQS6u4nOEkmKrrmiYzI7AcxzmhisfkgRNJAcmZ2s1QTlREGRa96vSC9tRlCyh7Iy0SqIZIFE6zsUm61tf6gr+//7mUo0mGkO10g3Sox7nbrwx//NExMgb6yMaXmDRHjNlUdgBs6zxr7m8TJ2Hmx9hzN0NivpJniNjuqH2oJGHVhRbTjQKHhexWlZMs3Tq+ji6vrW5VLsN6km7pbdbLbYBaw49SgBdARYREN7OV9g3+vMu//NExKsSeQsWXmIEqnkoiEnzd0nxr+Q45yASWsO3D3UtaNeXSdvAoPHsVonb1OXzIYUlnTb172/Z6gABI10a4MmoUSImDIlQXEVwE95lQI3T8EmDATKALvBNofqBC0A0//NExLQRwTLEAMGGcAyTcysRWpgV7VgsYckmqSFjdK31W8iOyd58JPItPeLKZ0cj9dVTW+72a27bAd516iMnGoaLCI5NhET9O5upd0mYZNIaqqODvp74dKOUE1l9KjSn//NExMARwMcSXkiMIpipLVZW80dumH0KIv077ulpj+5H/ywBGYCg0jTu2AcoxbgMdv6aWRYsch+9k9j4DBuawSREbUNUIBJqiu37SKEejXQmhCCCABa7EIS1dGmd/79d//NExMwSiNLSNHpEFGfb6evRfv160ky5CE/8h87EYIyLhVya6uGxLXYAAfdWhSNMfplRQjkXPKPXTba29i84R6wMLuCImRypJHrGIjEznpgdWYOuHqI0gpqAjy6IYX////NExNQQ+NceXkiHBtX//kls++obSEALZeDRPDlLUHgN0tGhCUGDlLUTCFF63D6imLK5CaswFZe+grMbkZ1r81judtJlArW8sJE8T+IEdFRhjtCcpYwTHPJELHDVGFWF//NExOMVEqbyfjJE6JwtjSvWrkMUoErAm4sZDD0bnzr6DEBAZApglQ4wKsC0KufUjKrh15/vAIzH/1JESu6QpHmqAI25K0Sb81xSVCN/iABHiJkZdziPm7GBOsJ6HGMy//NExOEQUTLYAGJKXAuvXf7/ov/q3//xfwev0euPvjEDlWN4cNhDEVeHIASW/RhwDokvaspJCu/eBEWNHmPEJdFsLl+ETMdjZvOXWgVtxwvoiD7OtSx5AksoXVyc4/c8//NExPIX4Y7hlmGK1KtT/p+2uz9PcoSR/2Q8i3UWTjbEH73ZHTsWs4EqMTTabkactgGI8VUqKKUsunKY2B12/1Yep9vfQ4XokiGbiGjfwKRwtI7FLDNRmML9H6O/yGTV//NExOUUMo7eNHoE1B2hb1Bo4GxhdC+Amv/DvzBqXQFVSFUv8OW2Jb8AZZmrEZeFDSz1gN8K5/tkIDVeMGuHTxJp11Fue1w7CWMnQZuEvRKAAiq10JF6VpKSwqHTgfU0//NExOcXYo7U9mPOaJJ5ZP9mS7qAEdQREvIPWUqeDI5FG25IB7Vp+762Q7m+PZQdBhPckI5j1ZhNXsCAhwVpNXU/iC54mdZ6YYRXPDF5aJ+cUBCZNTzpaOw83QOKkyj3//NExNwSyXcCXnjE0qVuMCqGer32Pk2MDhQLBA6t7GqnE6CwcQKjaMSM0DYXajAYouHCOwgSSM38REWQzOtBUPH7ghmSeQdP1tBJ0oux3XowysbA+gMLqqOEQZXKdqv5//NExOMSAQLpvnoEkN0VwRQUPwy6OZ/Wf/yGjavnPkKUqk01JbbbJbbRJmbEtI6OK5tojt6cwVhx3K0Q9pV86G24X7N7tYP5xTPkEmZ1oHLOeoqe7hH9Ed0VUSj9XdDI//NExO4X8aLE1MLGjHqDZdFGN0h/r/pv/+3vTorPZ0O6bJt5PVWVlGXVEXCoHkFiRajGQAqwmZFNjGFoW6fMEKWD8yyvJ7wa5gMlq5rKoL/4o836VP56HfpwzoZzZPIS//NExOETyaLMSnoEyGdWf9ufbhHHy7dC8yFEWJUmpZD+r/u37uo/7pJaREILmMZAXi5qY6HEuwtb6i7f6HbPu3tNBrr6Fi/uPOD6c3xAfS50K0wyWvxaW77rK7DkQGlp//NExOQWixMWXlpEysKO9xQaHVtQ6saYDBl3w7/g77hbEeVV+jUzumZS45wySwyhTOXGhsjGvh5K3F0jf5uUDl/qQdxY7so31wAX7DLQPK762SQLANF6uzhRSzKOaqUK//NExNwUqXrMwnjTKGMwtsQ3t9fVTZm9gYYiCy/Cjtn/+nObP1dsdQJC85Ujk219228JA0HTsDGidnB0Ej7goL/DAMJ9PmP5hFd0z6DPiv9bluWKNjTwKLbKBvsMjHjE//NExNwUMTbaLnrElAHHx9gZv7apUTZ94cDwoUcADJhgCTv2er8JYMJkdS+ez1mQLNUEcS0RkyQ/MwOQhcNxccr6XAFD2KcfFROv8lBk0fK9qQAmo+b3TTyqAv0FG6if//NExN4VmaLttnsE6qUMYzzJ5W+mj9gpQ0tx0BHiX6P//tYJyP//rSk3I5ZHHJIBrWF30gHlExPUVN33EgN702PQR4XNgIOCMqLc0MzfNC6I9A5FD3emYiK59/zn7bc4//NExNoWIaL5tjvKzrDjCZtmxiP/7xzXUaXNf+QsNgAB6nSbqMG1EJsxKgnoER09m29hI9UGufirXIGEqbn2FW62M/5zocIycsqqjQQ25ZNiUZ+7+6nStMnW0AjNbHI2//NExNQSMXrVrGJEyJ6nLTuTGSHCoZayqCFmkYhO1kv/rLIPoPDHw0ec97isiRW6WQHS1QIXVAaMANAzHkmXPiQBc8LSFG8ylBhfVNg4sAaECrnPOVP8MoIQbtX2LKZt//NExN4SeZMGXmDEujvjCXDZINxKGROLsEKa9IaaR6MxvY1l726Wy1VGlRFGCdp0QVMumVtdOYQE9zqrwrEhOIl1bSxaWRj41zhbQ14wEeesFXG2ksGgoSFguVLFTdZF//NExOcZ2araNHpGvLJUjE3kprqdp/9YalaZR3a5P+96B6qFywwT5tma6ygee1uGoi5VaJyVhcGJ5pSpkPsRcY5UBoAyw6ZshZ4P3VW0MihdN177rqEUM88DzGWtR/12//NExNISYRLdlmMGEGOe71tX1yqaBMkskkkm1wHjnyYHZ0QJ4hSpY2dOvrskPX3DeCh+kQVYAimYUgqIwoh7EJDdPPd6zlVx7/eEsOz63r0lmbZEyPzAlTVXs9aytrZX//NExNsSKLbU9npGTJiqy3/69/2uVpyMRLAkF2N2sM0CCmprinGkosBA29DAWoqHqxdHNBjB3IEOuFo34wcgLQWlGJB7qU0JGJp2HkuQN1QGWkiLipMeFUPS5Q+D1h9c//NExOURoVrEoMGGjOA0o30f/rrNEmH1ht60P6WV0AhpZ5rJrs6B3qfQ53EeDVik51sFTtqCl4NkfC4so/AdoNyYlDzbrcpxodsQYuNv3nnnJC8kcuYwDVYJXsAkUcBj//NExPEXarLiXnjE3EWH6dKUkCaP/lzXSakH6RQ5ylUp12SW2SW24fLCclqqYjJlklLEfkDt4OcNXjdYcFnvvHc/Wn5iZ0yRPpoTV3WU0TPrxP53JP65Ov07HgmVVzo7//NExOYUeQLNlmPGKG/f1rRzs86/ZUdHR3Ku1gqDixrWsGcvVzEpZBc6UmxVCk3b7trvtviEw/cBET7g1gxEWCNKJhh5xALhC3DucHfNJoSF+ZkVxpDOFszQ7Uox3NKw//NExOcUyVbmXnsGUCweRU0wtbm5y/H35Wz9H93+THsEIqFQUfvrfRUAFEh1WFA2NgZeagb56JnDwzGZuYg4QrXBU07AiEu/190M2erhdKsQeBxqSyC4U0YHO4NS58nl//NExOYYGusSXnjE8t5M4TsFOff8+eo+ZLPcZ/a3s9vTFsElbVnutbbdsuHGxwA/wsPc06Mq6GedB/Dl1HOw8WCMvu0omHEZNFCNC/istwZ7dP+UuJSVc7/9vz42la+X//NExNgTWW8uWHjY6u4JgEsxo5Xv3HvZ/06ixQqi6M9l9ypTNZtsu04LGQKEX04L+kClJB00qJvxofFRIQqqhQhW+zNw8DormqfSQE1LXCA3RpTtpo/QMLdFBvn5gQAq//NExN0TYaby/nlG6KTYddS6W04ev8335GPPNKsEb1+pygEDGt5ZLdmo7xFofjGDb3lcztbcax1ocQCHFfnk+5C6H+9kcj7JXPW+ZQm1p3Eym7ob9H6CEGBADDA6gCFq//NExOIUSZcaXkvGbq6vYI4vqfid9y5lc+BHRY+oYbq9XckCO+Rok1OMC5EHH0hCK7iJ1CgLTMutVTkaNComWMCZqAk7C9PknBU/IY8+xjOcgdXIiuFGg4bN1Mt0qxQ4//NExOMUgZL1tkjE5jflpjFwWkytQGFqIXpYb6F2dVWGVtSN2HABnY0r3xUN8mX4jOG1LRgDDDYTqcR8xWWgAcY8WEqoDuEoRVE6XiYOCIqaNqKIY1x6KAqOhNFzwqKl//NExOQVAVru9njKyFcsJRZxUgSoGCuxg8St1YBfEqv1KhZjcGRHSpCCRVoaiOoVlSxeXPtQNtdvldLBdgJZkOjwkMCB8WDoZEx5CCpU0OPTJUqeQeJMa+vQVNLU+QeG//NExOMTySLhtmFG4JkqLQZN3XfRWZLexVUu+WWRyXXceA3Hu0aTw13OCfFlpuDZCgNpN497QxyLERveHxnxtOrBB2tOb7TolfMxxBIe9nIl9Usi2ahit3VN+iBxMxjg//NExOYVCLrVFGJGUDhM+fCTe77iVc4wKgPke4Donn/iTuuA0HlQgMnhCD9weEQCOxh8OVb67wTcMgghlKEa/aUrw1YiaZZeODe/+9iuoo2ewu3vf9azmepzMEILmxGa//NExOQSiILMTHsEMD2HLVYz3aKGvfGvOJo/epUANpysqX/8QznK0Rt/uhax9K+yvr4iEO61+dYtTDXg46KQIl2DEdmOjpuz/wgoru32bfM4wdRZCOAXT0aXKiwjIvVX//NExOwWAd75vnmEXmN2PjGvXUXHC6tFk3XhfsWqAAAjre1O2tyk2u22oAYKzZW6TOytxc0hY66bD20hTQluQyNFeAvUNTeicIA1Nx1GBgO8SH0g8E/t7yxE3NYagjUP//NExOcUEb7QXmGGRKNDRjiUGprRxYEsaSY9I0H0bx0GmvEnKexZx9Wp2pSopKFqVTnWdun0iqefsfuu4ovv//+5v/q/uO54rm2MZNsuWx87+P5pyd3/+2ffrABdA2oA//NExOkUyVrVv08QAAAoVShdj4o04kAM5WjDYBgxku5F5wha2oTdUUhem0Bp4QB2LDwaxg4UIhAg0SiCxNvKuMgRYcRabMYyQ7PWbHiQJLGdM73V4pU+bdGsPHd8RV/e//NExOgk0v7SX5hYAIZihTSzKRXSynEeKVff4pXI0gpxYYOvMYro/rXx8W9yLn1+/f+0V9yg9BUX/Iu1jrkANuWTKLnMfpNRcikUpts0RKbdeZwiLqTtrj73VNEAc1ez//NExKchOtraVY9AATpjkj82EX0y2On43N7+mz4wHMlWolKwcwqXONmCIRQuDThVAwkfGOCImPNycswuoyPAMcfqCrWJS6norkv49VfAEEy6ZaRga7EhwudAdADwv/WC//NExHUYIT7Zs88wANaFFQly0HZcBCSWV/XK5HfFFVWnMajQ7uHO5EcRClcxnQUGdVZf2Ky02VruxzvYr0P62W1merrbQrUbx3JD1QmQCNTR4a1e9NfKmwCtbPtZbJLA//NExGcXwjrMRsGEeOJThEOig0/WYgADo7GQZsb4Io6PhtypoV4IYh4HSgRAyCoJmQYDy0m0C6YfJygs9QPAuYHGWDBxcr0zlpi8Y2iLylVtO6PAdZEi1w3e8wpgORya//NExFsVmNL2XjJGDLcU/CkhO2mFAq1tj1AToQMoeRwIhcKvq2SOZDgqgaOzV1mdKo+TdG7IlP/+fD3h8Mh1i7WxfYQQKP0+53AF/+9Zuippy23a62WSAcCbGRLuIZEQ//NExFcRkYryXEjEeJQkDvfiAJPj6i+JKX6mjniy28cEI0aLPcLhWi7ty6yI+E0RdAmC+5VI0iKslHxdSmwOdU8LanfZUtGhG5ViF2slYKhYLvo2d1e2ujS3G1bMRqCM//NExGMSeN8mXjFGQsInQhpqk26hSMw5d59ZNaDpY25fvZ4+AWgIKuLpQ3tzqrHtYhO5U5rQ/A836lalQAW21sjacSQgsBCYOob0G2hKUaWQ1iQQiCGlSSOWXq87brWN//NExGwR4QL+fEhGoLwyBYuA3knTh/GjyiiwqfEK5tSaaOlTOa2CFV7WrIRtmiv7aCAZEWHfWNQ5EO3BiTBNQti/cF8cregI5x+SHMEDIeWUVHDvSRS1OysVPqalTi7///NExHcSAObuWDGGGFOffzpkZ3Egygpij9Y5qUkE2tQ71d3/u1ppOa7W2RsoPJqjhLoj8RwsvaCogr04vEIEOpPn3LMFr6ha5IKORFw9mkSLrpRKbUURiphIpl1Yq3Lj//NExIIR6Xb2ekGG5BTahZH/88sgtz3K0+bqQFvUoZ+60jyKP4d7JREA0jcJWobwZOPgQszlFSEObzc1P/dLgo8G1PkjpmWF2tIeMKCgyOj37mv27Iog/kkH5A6o+BGG//NExI0R0RMSXDLGdon/74ndbddbY6AnT9TViqgSWQddBAV5ZfG1UFhalEQk+B4D0Tm9kAl0LS7Ng3AQ5j2A1oWZfF82eHvYhXZpbcuos4XwN7ulNUA92eFfTRM7kRyA//NExJgSAM7yekiWqN8jihXCy66Efcd+MmOsyw3qIBEKZ/BZxJ0NxOxvDuwDPMWJnBiFXjr2unXrpYrhV+gsWJOdqK/T/6UAPutA22HwTldGnGOkkkBLikpZVRBX6gxR//NExKMRGOsWXGIEdg6MMYDz/u+g31IQVaEDj2xdTaNhuoSLJMKjRF456ZISuJB1bqwVItZGFXAsbWIg6gB89JG2rsqtCdg3i9gvk8TQW9nP7abo602uoUVJOU+2AbVW//NExLERMLL2ejJKqKUzPGeHKCYcaS5gblQjVLGXkwjSePU5dwpFlSnz5Zs9MmAvn5PBe4XHY7ShjqpEU/jAob0+aMRVVcuw8GhzC20LLjyQJlkoFesAN8k+olRdACUk//NExL8SKNLRkHoEWK7JHHIx5ZmXb9SSwokGA690QsOmeIpFvbGTAib0TG3L2BXed/55gsv7v7BWrP5ahxi5TZyuXxOrJYbkLedUd/HFfQxO5tJeWzB0Ky6Q7kSP+OLe//NExMkcuj7BvHrHKCu/5+uOKmRijaliQXiA9jB5pSkKclQkwLh2LINGkPFoDQdlCIeMGukl99toUZAIQghuAUtizhdlEQn0gAmksMYcIMOPt2OW7fOurQmJXH1OrNTy//NExKkg+x7uXnsQ8rc+Fcx7RKVyg4NeIWCz5tTWksHw6FuNTRKFrEFWDABiBc+B2kFnGNDxylcNUTQ/2a/kYRpMefcStd5vX+XPCQ46t5WpG1iFcUSrNu3FwLCCbEdz//NExHggat6wUMvQdcw34yySW8pvrSVGUhJFF14FBi1KTCBgAejcwOWOS5SVk3DdZ2KBd6/2kWalVr7T+fVf+jmMEBc/T0kojc/BRldus3IJ7i7m0rJE9TJ7lFGFBIoF//NExEkgGmK8VsJFMB1yBAEEXbpAujbChIxCyOJOidv7JDMdfoHdvdmP1r91RimBOro872QGkmZFjh8Iz4/eH4cbI6FKGBYKJg2uk4S5Ycgy2ZuhJ7IOp3Gz9EDjfaUH//NExBsYGnbU7noE2CLGTk5JwFCdECVH5BWDUF+rcTcfL7dktcMKBCYWYvwojf63a9wAaDFkZDEcDdG/S/qv5S9WsyKrf9Er475foTlKOCZ10nVfaJkWTWFH91uy+IUn//NExA0VCnbxlnnKzpGuZmokxM/F6DknrbHydLFQjGh+ojPQ9CIDE6CGu35MrsNFOZU/Z2rXI962Gnr8vX9P/0tn/9xAQ1UENRAPfsy+mhLnPCAIqk1I1bXElI3BiCuT//NExAsUYZsKXnpFJqmdUn1JuZccMubXxs9In8vGSRhlxR5CIa/tD1kXWK4VbQwZvdxYR1L+BH9Wzvs2qfr+Tf2crDlh7WMDf7uRs+R37P/x+hb6AkCcSBImDEiguwUF//NExAwVgZrdtmPKlHzi4/PQYxuYp1Mam/u7eVk1HmaF78uYdiYIXB3qKb2YfssAvhfmESCiujkHNqpvs+khEON6TsISuVsO5yonqUXJfN53Ifq7784ZAmDiN5IlIuHw//NExAkSkaLhrGJFIA+fhvKn6UAU5NGqLxj8/UuAi7X9sBiOZ/BU/b1YwPT2mgPuC9FKwSeg9Mhfo/dBAhyVsqsjQXp/d1L/Vs0f+7rl6mXJZtZJJbJh5Vb8TMkXeoWj//NExBETEaceXnnFBmc4vJQo0rj2oZxXx5Z4VyL2tkCxddzQa/UV2UdOkKR0Sor6fRuhpghm6iZ8HYu12vv8U/dLt3dv0/Mk6gB4RMkEMKw9Vc8aoqNcKXORhGBJuZoK//NExBcSuZbqVnrKjE3/kRgmu1jhFGws8OCtpgFNV6t8reg1FO8ah7Mo5vX77q3qgnf/V39xH6dCK/7tc0zMBdkACEJFaESSjj48kKXptnm6we6cJXTfpUXA8tfNFB9Z//NExB8SgOb3HnsOyJhswDV11hw4BZSrrYFpFEx9vLvhImMt06ubCT48c93t/+v5bAZ6j36ff5xD1OV7O08IYKGUQKbCq/GRenxy7RP75MI+9Sz3bkvRwzGTwvXB3U8F//NExCgTUZsBthPOWuAUzaj2+U/Ryhp6yJPX/+i0O9FYVGGP/X6EHvkdjLMijKfXwMNVAEbRUUBNPDbpC3QdR0ciWvQBru1acDs1mtWcN+Mts/beZYDSltJoUb/6BjdU//NExC0SqZbuVmJKzPqiHMZI4uiN9v31+8IBpn/kvinypyXW67f0+260ehS6CwoNqdiQmH8YmC/OGwofzQUn69oiBLanTQ+HIljxRbTlFykoirz/Cp6juohlIJ+/zfrU//NExDUSgZbg7mLEXJbXDucvptF+7RFfkUyia+8zo9Gl7yBEU5FMzSo3o28nF/vXKAL9c6cadfwoQ27wb5yo3UsW2xuPILpQJWXnN53zdFqUVd1b6/vR/1HWn/TjHRXe//NExD4SgZb+VlvOrjXCf89Lo372a9N/nABVC3UgVMThULEYtBtFFzi0FPyj/h09NKceBFlJ6qVWyvMwkXHN7tYMPxvQOvg/2zPQ4zurL8n52RfkiRYt53n6vrd5UVzm//NExEcTGZrmVGGFIM/nq9fANYXW443HHLIBkBntENcwqNHoCLt99obKPc4BCtyXCB11iy4eMb/sh+U8+zU0SwoBhQUA7H9oYcwqH1PrfZz9qaq1kf9tzbP/ugqqAIQL//NExE0SSRsSXmDK1mjC7YEOoV5zNDy1Gt/FUlclWUYglra7W28yTiOPJQ/Kid6kNvL+jsYpkQOM508+i0fujmWgwJS9+NoFNG7/+ommHXbF0/O2VQBFSmpnHvsB0z4u//NExFYSiY7VVHmElIyxRhCdPrnumhZiH4YRmBO0fhKSwzMM5MdIoRfoPP/+NSU2pkVIqt/1mVg9AIYMKfbRsN/P7+v6lpvd3/4ohUYyaiIVuwxNGkqgaE4002kqWtNT//NExF4SYY7qXkjEvO41EPmqInZhgNStExIKxA5MLF6cieX4YjzB8yPT5o2W1kVCK/8pQEDwaI/1p6haZMF2f6FoKgH1nMvbbuBQiZXGhOWHz2o+GbppnN4YIYonhJYU//NExGcSeX68CsJGhDnDZOFod3Xf70W4IHReKYoVdazSUPAiU/5BvqTQjKBZz3NEIbG9OOKJhpftBm+72pB4cMkqnL8mG5+yi975eyj2pi3xQtjYg7mO6IqA2SRmcvS5//NExHASQP7lvkmEiFr3Sr/exWN1Izop5NUkYhzqjV/X86UVCKb86yIrt9z//WvkIQRznOjEUEKRTuIJoQkDMoQRJUU5JrtrtaJRM3RVQdsX0Tls+AeyO20iGMNUKkwm//NExHoXKxrY9nsEMbqkcEPVboDSlBqX+ce/mSk1LtVZ3WBGM3UzUgxt+qiRzzWiN823//Zy0NfbSkUpnbbZJZIBOFSJhuxuzZ2Rv70pITTkFPY1T3y4JVDLtW/lk0X///NExHASaYsWXgmGGssToBtU57aCd9pDMo0XFzRQBC6wCHO3R12eEvR//5UAZ7b/qCVglC4nC5EqzVUnvfuxZmmldWpPmdQQpZlEETa+tUqL52RmUoUZaj2d2CPQU68g//NExHkRQM8GXmGSirzHpqdjO77R05BXq+A/Rpo7tv/XGQaiSIWDJHGVwBwJ2G8hvHDcAWxVZkpowDOUu2fYdOw7CiBUKXOM7QjrQG9RaELoJ6uikqNy+5fGJlWOPfme//NExIcR+a7hlGFE8t+vOf3Pbo79+3KqRbdutjtuu3HtC1AyK2pUIuhrqH4HDAPHXRiQAFw9todmjQSnim/SwTdBvaq6vp+/WvJQdk3h5ih4U2aNa4ECCg/WmHLD8Q2B//NExJISWWq8UnpEcByeXfIq0cWko5E8ENBqbMVRpMvgkKyNWKUXIYy7NztA+dvKtLLRSeYNC93c8/POMNPVN0K5wVUnVESz2ZzJ77XZvTV6IYeWU9v7Iu/8x/PT3cw0//NExJsTeZMKXkhFCpkxWGE4noLh4ZFqr8dd4msVqrZzNT2tcgGsskbhQAPhKbXDgOEyZVfGTGFBI0Rj8PAEhIOBoLqFRIMIECxcFQnKZSyRDDuTLZSsRS0JKKQ0OwjE//NExKAXUiq4AVg4AODSpD0AOBJa7A26y36IqqFhp9krcRESjjd3RNBkEmX9Sk8abOlcenpvakNJU13FXvUzdNP3Dz9dxR9OLUngEDZ5uBYlGIVCIQAAlLeGL5ZGkdHV//NExJUh4qb2X49AANVefBoJJJLEzxAIjtm+foZiMqo0yHAMgvOqV3amlREAQYOQuHqCrMm2xrDB69a0EypJH6t7p+IxWddvYmtlQpZHqqTAzk0m3HHw0bqlTTqG5Rp5//NExGATiQLdscwoAN4uORC84nBOULHVnoaMyVEyCN9VgpPt+SkJLq14tyLqANk3IVDs2tJWV39rlUx7GRVV3X9WJv1Qki/7slqboc38lWpGYy7Fx30PTcAwjmg1aboY//NExGQW6pruXmIK7IfLARqEYhcYkVVJkjAURx3iIOEeKgMaDRYKhmLhkEMOr/XgQ/LMjOXCihFPPHc9hliIw4PEIxSpVw6KmDihX9VNLB37MfVNL9WlZGLKEUXZLbcI//NExFsUcQrqVnpGGGcCLTxlEc2l3JX/gjccB6TRqr9CCBKdd9eIdPcunRsmhxDGHS7sqbxsOtGuYvscqyFHWBIswJOo5yv93493t3IENY9oD34H5anQErCaZWEEiEwY//NExFwSKQb+fhJGND1ril9AHtT6GojarkhwIOguwWOgu9XSL3PBulTrZlAGc4OLY6/8g+hz7DHGO804zQAxAARn2uV5/DUqdcdPK7mI4F9Q2LoZEP2avsns52UVdldh//NExGYQqKbuVDMEbBQF8rTdG98JP7OLv3bGsaKgYYdRotyKNpTxchrX7Eu/1/mFKrdrcccbcH7BNFGgql36dED8DVy19QszVtCFWe5s7sy17b7fmCT5kU+FCgMyrR5C//NExHYRYSbdqnsKiKYbcfQ9Zq72o10U9Pw4qz6xHWJw+EEY9ef1I33iageAwZQqz8FGYiw570XN6jT4nKe01w2ZwSA+fPDkDFSJyoSajXy2EbRO7//t8uOTPxKBgkLN//NExIMR4R8NvjMGpgoJWVaElixhtyipwTJVgtUaKlbUzzICdxRsRt2nyZJZDICdQB7B3d/l2A4JyKsa3vXvKepSIxbTLiIuYHnHHYuwGhyCTBS7kf/Qi2B/zFX/u54W//NExI4SEJsFtimSHjrlbmtv112tkjGganI3oi0judTOrcR3oIE06vJDyYCOGh1MhkX/KmulNgoBS0iaKrGUdSq7q3MRDf/3ez9MUfGtoGGGBNdSVjIUhn/9bq9InSG+//NExJgRoR7lvEjOjPQ6/HXfCay4Fneuk5iRsxaCD3IiSlyNLyGn/uVfwYaFa2JUYKOW93Cy/RSE2TAcisVXeXR0/W3+nYZdrYkOVVFLptZZIqAqJChXDr0aunhyvgLQ//NExKQReQMmXhJGNnp7bExuWEJCdYYZrR1pV3ip+WnKQjdGBuWQM4pf5F652ZnqLyHVhpTuP6fTZ0912293xaixy262y2SSAcsCQVaxVFuI7AbWV7y4rB2MSyC7vBdQ//NExLESSPb2/GJGiMpEz8Lpmd+5FxWEPQZwcmYvOuRKmZsKLWuzBY9WGluK6cNelv+r92W6VYjJbbrZbbQBqA0UCiM5TsgTGaUEJvsrxFViCFfXgxNlXIewOhNAAy+P//NExLoSAYcOXBMGHl7047Di5l5cBuBkkbQHktkVJrQ1vW45/SjHIC6ZSsueAKpsp2WWRySRsXsLYXITcJxRsV3kr93shZXK9rGsK1YerC3GeulcR1YJGyZV40FRYIHR//NExMUSEQ8aXkiG4qRY6B3JSdBsKlRALLDrwCgVPwwFV67nzuj2qVuzstCY19P99+3HVSClk3ZZHJAB5fpKm546J636nF8G0K+A3qaUxlmaNAoU3fIUKkZJNv3TG+eZ//NExM8SiQcSXkJGGiWuFcaKk7TmAgeSsbUYMC5R0UHxpQKRBLky4fq9vrYnF7ia80HFRJUVckldskH6b4G15Yx7eQhNg8F84OMGwoMJwpHtOkTlAUXb8p0+o3M5q8be//NExNcVyHsGXnvYSujvmbY5DulO6Hyp3xbZ/EPhEp0/rGx709tVBubc1i2o6D/6PhH/+mbVABMGVQ247bgOUgU6BNaI/9fUbpDVIkcFSAE45uyYp2qwHaOYF6ZjPYop//NExNIUYOsGXlvSZtqmkf4J+W41XsU65kgvQI6SZHdrzt1MT9l++doJ0L0tTdKF76dThY+dfluY2EWVASd8fcSojKFoWmmx6diimB1t7xSHOsncqbFIdFBHVOSJKrlC//NExNMVUcMOXkmHLoJ8rslC6CRvU9FsYwZ+tfNfjIHlhlQWcIjSzJazXa1PFi1tRLYnVQS6T/t0KoEhoEyjI5xiVSpSE5o9S2Y5iAWIQODoqaE130ZkJbxgvYTq6Od1//NExNAV8f7yfjMEdK1U9PcDH6kPM4OdzJ/wcpGtlrtkmNvEtZ0AvYnofPMuxcRbb8KB2tykkW4m+B0JFwu+KFM/w8BRrgDExxzkFTNguRcHBtPdOQYLAhkLzUZmx561//NExMsUSW7UynoEyAwJApocrT3zzUZZzmajEsh8q71/7fPyFFNNtCwELif5exiZVPIIW2ySEkYHmqy6tD1mFcbk0537bo1Ra9YkR75oeJrN5M7ba4daRDDj/Pr5e/o1//NExMwV8P7hvnsGdNdA4gEdiFrU8yXDE8pQBrU7PKysseGRwXWGBAuAnrLBoIDQ0LyK0lHfqm/mF4p52JhQm/VSgAgfRJmnRZiNVykqzK1zeM2ULdt47XPTiWKLCaM+//NExMcU+ZbgVEvEcO9v7w3kQgohaNooM2xqh1rVnFvqjxFNEhE9SUad2V9dX/fpZGFSfMGEeQp1ZnD/T0CYLdLhC6eqQCghZdjTceH8dPWIxWMVbaVaOj50Ehto0qVi//NExMYVOUsFtnmE6pxIPjLE7yt8NJvJ6WyViK6EyaohhMn1dGCEdd7OYeW+6s3cBUOImkZLhRT6vFdChDBLWs+PGTPEfNL+15B4VoKBmXW0lonB7RvnQ8HCOSS/VlMF//NExMQVUgbmNnsEqFTS8ZK6BiUUROYDV2eglttm172nmvKVrpoObj9FvqX6G1bafpVv0l/Wr/QVi0MPZ3yueXYWrWgSH+euc4nVqzClIB+wsmiaKCk71JXizCaJDRwy//NExMEWcV7qXmIE1LV7aC54XoIHY0XbmK94di0AgHhhICFjQJhgX+SFHgq76MWWbP9KIiCqnlGtfWLuPMETWfb9aipM0E0JR4PQhCoo+ZiTEIkMplBJz5AbcorwdyPS//NExLoUSgbptmGEsFGorz3u3ApJVR4hBZ67wYODTIyMwihk1/PPsALyid9X/r+r/tr7ICLiX45iYE2REVvfsbeoQHSQBqLt71ZMg1k3cNMm16te5yO5hxIdVtXTYoUJ//NExLsSmN7cPnoEcBx9zjBRQsww0Rx30wuLCziA9R3lGF/7vV45froCer6qbkHyx0XErct+K3U3QfiMNJXQo8ODa/mkpNDtj0xn31E16zbrJe5nBcwKW/Zm7ptcjtET//NExMMQYSLUNGGGaJ6Lyf/nvMkmYkGcsmJYszJ/Motn5Hn3sdlCWstQEyAggEYNwK5avdQ+FQTVMzVYv22u22AHQCgKxI/gZzxoGsDATOP+woWonVtjtepLVdchuZxA//NExNQSYSLIAHmOiMbFjBowVfPNCGLC7FEmmy7RYQuD7S5jx8r02Os4i+Sz7rXKAD3AckXXCvL8c6cVhXyuETwg+CTaUQhSbSFrsJyOhP0gyDB/U69DvgmqyvwXud3+//NExN0Yixr1lnhHV1TSyjpqo+20NJBuXvLUD/X17u9Dcp2RZ3kOtugktV+xxpypseqba1J+AXsbHtpoQlRN2ypc6n69lJyQExnzMa8WkZVwsX2c6J2QJtnM3SPxD+H4//NExM0SWK8y/hsGOhmoKrM1ABi+sWaZAB65KL/9XbUOf98W6AFjgQgVASzEhPLg0jWCY6XHDsMCuxNZNA3LTZsXygerOj3sJjGOc86M7u4d7VI2mjD1a025MT7OLePr//NExNYTAVrZdHpEkHxWYWS2+z9FS9ZkQbsT//EYparwMNQxAuyYW8XrSqHIzjeDGBNI4npbrFjBlbKEDMDOVnaBdu9Lawfecgt7QXW8SSTxVT12IKuATYsIjo4eocar//NExN0TwQMKXkvEdrKjvqt+Voth1yOwWlXNDYFcoC1QAlOSe/aOPteQw4UiUkG6Cs8QmM+F+DRR34QcpIACte2DtDJkZBoMJzOZe4RCL3I7glKjw+f/yG7cpHMz/ixB//NExOETgVrZtGGE6AKpYf17ZOlZGikmBRXpIYa//9iEAUtxS3I2JMiRqagoBlRSCOE6rE3kJJ/utrTMpRa7kFrsggrfVCznVIiu+8bf978rTFuI9xTJ/6ul//Lz3rA4//NExOYUqOLhvlsGFCOBp2guaBpNTM6r6kiKVQVeicXP7HntPol4rUAxqgE4PxmpgkI0hVYoVIUZAujXB5ES5tswO/GLKcCsy8ueBIdKVbzymvv8mQp6HPFNWv9WdbVS//NExOYUuZ7iVnoGkK+5GsiqDdp//R4mUUXq9v9/FOyxZvUxedhUhhLgOnZpnEUSjman86SYYU6KaBySde26f3KHRbEk0M3C4+Uwxq0MKKQ8herepmfF36oYUcyDUhTZ//NExOYWqbLeVnsQHOGMqZDvPK/9mpZEidkfX/4T64AHyEzmlUq4mQvoL2ykWlh0iE9XLFS2A1kL1DIvT1ttIuHg/IntDpoOXGc8/T7slsSAwIH2H1DTC4RFqkjhKghE//NExN4Sga7dlEoEuNd5S6JzahQgf71Lvd6de9d7FQhh5CiHe3GyaEhuGmD71LQj/bthDNQPCVz2K1BBzNAZA86P/uX5n7YO9WvqY5ApQiagK1pWgxrYZyXIqM0FYuJb//NExOcUwZrQJHmGzLaiaE7hWitdlZHfofppYz7NysBEuoKsH0IQwHKgPGYhhC4UkaJBgIK76R/KONco2GPddA0Fd32OyWHrwCqfrvzFl13+MZ3WKYosF5NPh0cKidrj//NExOcUkT7NdGGGrG2F2+ydAJ3+/zjIFsrZH7VVaNdkusjcttGwikvxRNP4nA23LmzlRTvy8Kfw8DUoQMlzgKrIIIIELmDAkpnShFuQQh4PvuNrUwmRNOs1EGAmuze1//NExOcUmZbEKnpGVAz3ppEBtdIIoX6FGVdowPlP0gF2SC5cLsqZwguIKE0HscZrj9QLyJxNtpVVkRBuimWjpqS0XWX4rdZQ82wSBeRpD++Y+f1jfQNLaynl6+NU7F+///NExOcUWY7JlGGGdC/yvu+41ueEIw3K//zbt+Zu+0oXqTF5CGXvjTbxJ3oTDMlBdDMbIhddEwAQujbxjiREEZHKymhwKI0IaFDdGjUA+sekrkz7C5uIXBAkbkE7vtdX//NExOgU+PsCXmJGPi/7Ya0fkmIPxb1aPHAQVXQw0P1GuZ+ZWa6ycT1o60//x+d+YQojEAb/LG4x0axzuAcT9EA8kI5bBiECO5H8hPLqqF/iIzCGlsV0TWbcBOkm5TMM//NExOcjsyLFjsGSvCaKjCJlAXvokuxKD9rcTLGU3o+mGHmXfRCzBuTq043YrFqjFCPPPx/8Gvnv/JKnh4fyPn6ROH+bEcsXMEUpILUssQlqib4R6FHf9/2D6mkyQ58p//NExKsXQxr2XmBFXcbVQx/klKf59UiFMEob0FeM5n6U16azhae/srVxYnXoW3bpf0/my5HfOtdRswFjLwJjPI6Zf+V/9LHRrWEucxeqtCUNdFPsyeTeoc5sJDCAapnh//NExKETybLlnnmGhJQ9hgKUQ4Y9VeXwK4I2GGf76kx7h0V8vAcJ3jGSjA28EVWUyLSzwuNM6mSZSIjmU9VewpmnM7v6F9St60QrtIop+/tqvzptv1f//42jWCIpa4xZ//NExKQUsa7hnHmGhGlh1ISVkZcSDFGjLb7NGaePSXfbtzMxSNVwwS5BWSx/rNDWJg+tjrbo9Z9X4a+a/e1krGjChJuQws/7r8/af/ZaLHsDa0Hv26M7Zj+fz7IaPHCz//NExKQVUnbVrHoElFhC+9KKzSpmROW2NKSNsFQBcNZeAlKQVVlKwGdTyvxB7ez2MkajASxwlY8KIbZQdvB4ALm1gvz5o3AdkKhlwhD4fFTYpsb0f/nGiqGsnQY0suv6//NExKEVCZrVFsIGkGqBI/4siDl2IrKdgWKQksEbfghnw3aonkN3yIGJ5mwIzsVSU9I1pxf/fl+qM+2RkO8cSD4jo2XVNHIUdCwsNz6C1827S7FfYtAIgWi3Wfx9aZwp//NExJ8TEIMCXhvMDmFlFfrj+2SL9Ew2EPGeaSxCb8D83YDjLIZvz1e5yS09TOapGuSttX6e6tRRmkiAi1i3E7N4ydihe4z02f/+EqErTditBHzqVYFjBWHXW8mAusts//NExKUUeTLVjsPGLMmQnFoYnDmJuyscMUr8lFsuTDPzwQ0bOgQa2iyQYcUYdltOX+9Lg0JhjkiYLYv6Dv3bz9iKX297seqDBO5wTsFdbysB5IYzoHGHIpdaA1dIa3yn//NExKYR0TLqVHoEjLn52TSd4MY2Gzj50tYlifRrB1ZArbGM9J0uLZG/XP5XnLW+o99OdOdwJLrUK9YhVYjXZP605K5xOstnA/tt9BQ5Ad1Uv4B/98V3VoHB6otAqovq//NExLERGJrudmLGTFZe3p/Pd9DtSomqVkv5wSW/Znwn0BtrPuc70t/wq22zfY/dF36lqkBRdNMg0oeGd7iYItRrKV3RtYxwx9sr+pIVPBnJkHpNAG+XrIPWej/T6D0U//NExL8SKVrdtHmEkELIGiYlChtVCnrTrXRB3f3bPnfirJ3bsu3dfurbuzWNFQJQZy970hhtPEv5dCfWwxFpwLnbe5BlGO6jal1JcW+hDKdM3s7Jkc5gqpmdrI3qv+v+//NExMkSScsOXmIErnGLlBNUCJ3///I/R6fu0ZRHKGibduXezhWGaPpQEoDlLCijXhtzGYP6wQmMSrbWKIWK+0VuMNgyiVsYkdm1bpnowM9nwogBIiBfo7kdlX7XZHYY//NExNIR4SLeVHjKwHUzhGx+ooHwIXZFhoZOPzeavGNa+RvoTVfqc0FlgXc1kLwFCE1qZJBzl6S69ifXRCrjuIjA8zvauisIgIAdEvuVsqVBiKFJqvWBjzBMG2nXP/wG//NExN0ReZr9vnsEjirQocFr222vYEhlH/6n6mftT0yiAyK9Gsg3XopKRbc+dWQ/+Enmga6PTSdrvS3zXg7Xx4zl49bsx53emZV7Py8U8cHkXsTF1lKxAWOlns5/KI10//NExOoYIa77HnpEkKf/4+HmCVCFnXxz111lNye22aPyUeaxRpBHxC/MCzfLpnSzaGTZApFQ7CEFUFeIpHnIG/GVTLxDJIdVWP8E159FhxKu55PZ/kX2fkIiJAhBF3WJ//NExNwSaKLptnoSiFwbUxziR+3600qUlAPuG1on0WkazKCauzlZbZ0JKodGiuTEsKmIm4XOOlRa6zz8D/zyJUpxkyHifS2W/EZcusTUGlLGOyS558yl+dUggoGQi+e///NExOUS6R7hlMGEeP/63FfyQoBgrdUb2PwF+SO7Dgga2jxrgYMaNXOyRcprGo6BfFaYtcytabei5q+f8aFH+f1iRqUBEpTXWHV/Vov6LPdJNaZ0ESjwHwMoJBQqYSaE//NExOwXKZbuXnpGWE5Wn6GcuBb+GxdL96UXV5HIKoKaqqpJ4doA6QMo5DglNi0jy0Nog4cfEtxCB+/0ySRYqcwRYKakufDOW62Uqv9/frdSua6LByIaf7/vIJKzro4h//NExOISeYLIAMJGWEIrKvdWtMwiSWhF60my9WC5LY27JJJR1RhIg1Iw2YPtgVpmyZhwgFWaVcd3bVsNe0dGdOHTpHc+pxoJRxCvgwMcUFVgqQWVHGSB4mBSyxcz7UfX//NExOsViYa8AMMGXHLJWKuCqSQ9Cpa/6e31KgFjgeerJ5kLgrLAPHBW2E7AzZbZpZD+xRRMsXRBWvfHlZ2Y4RqIWt8gNndpWsOw/Pg4CQKhIJQvWCB8saKQKCBUdV79//NExOcT2ZrZlkjEnrUxeHFnqBC4S1/AH7Kk7x7aJcbcibkkkkH9JCdxsnCp80dC1SOmMD/NZZkrVbOX//kRFkE71+Rn+O2fPjongPYp0fucQLxD4YzFyBFIhVSw+/7d//NExOoUiSLyXkmGit9jGgPoC6Rsg6LqW2ym3kF6agOCs8NsJmC+ZxzDGJsmMsJo1neVIuVTtbmnpv9PZrSNALGF6AucG6czOEdsajLmekz7GyK+UyP6ZFwYIYm+t1f///NExOoVIR7FlGDQ7MNAhVEJwtG8P3PepJb21PpJST/o23/n1FLNcT0ZzgjxYBUKiMELGMjGRB2ZFj0P8IU5PqIhghISOBoCMa+oY2Vfulpn+TAnjLojadMg4oGJQ2Fd//NExOgU0XLyXkmGnts/yVsS0qaOaTri7HRifr9KagBAGBp3UiIAjxJa/sMJphTpCBf7amgpNn6Wf+yGJBq6ofdh5BqZMECaghKjtbY9ZEfBH5WEOVevQWpv1j7izM23//NExOcUIZa1SnmGkARsEQNPE6R36tLXV6v2H4nP2jCS3e2QGUBASAGsGJG43QOLKr4QYSKiSnpDjEFxdcdBjxqJFNpbJqlWAyFdAAr9kOacZrj9zOh9TVJdomQD4Zkl//NExOkVEYrePHmGjgqiL16Y/q31p30X2dmz1ggDBbhiGApA9CQdAy2pjQXLtYwC+V+zUuTTijKtyT2CHIFI7y68ejyxQ45NLYpoQli2QbbEInftBrnnWqKNUOP0mJYY//NExOcWOZaqCsMGVIlJpI9ouS7rfh363PqPmqRHPQgaPQODKcsOxcXPihTREm1Q97d34cUMHHikCnBYNw/Fw4UYmyCgoHANAWSkO7BwHiFhcsfVACcl+ul4uQXFMS6L//NExOESeVquLHmEjCdLk125ycBbX82g2IB8yjl957yH5hM1yJNQoDMRPP3y2fujOxlZ9rP+Ta5kCLOnGchn/YjzWr1la5VZm/ezwhr//1WXX9efOa8tW/zDvFXO//a3//NExOoiiyKgpsGQnLZJ33vy7m5Nj5GbAMTkGBSqZKNBk4Wsr27jTRSOqgNqqltpQf3XR93LTwobCgj7j6BGh7Da3FLZqiWwgR1ipDFJa+IqdlCGoTbQqncj3n9T7Lf9//NExLIfCyK+NEvMDL0QIPKQ3EaVvcPFAi4tQnuXybLteHVnf3rZRRwCHj3imCU5/C2sgxWaGT8dTO0FSolMEficguF/GtyhJMHu/dUi7D/iIlrey1qCHPexQmjjXOkU//NExIgT6Z7RlnmEjnS4LBkLiY+xr68elF9sY+cR0q7YTW0+r3/+gqoBP9UGSD5eIefSoGtdp79SIw1JlMlA4tiQHYMrW7Mjj7uteu0069UTfh4hMDqNhpzPEu76443E//NExIsU2TKw6npQhEoj7NzJZuqGZKXdzQVCefWCRG0eKHjFSm6/Qr//08m6e3V55FUQIDVB8YP0vifq+ZHkNTBfx4r1MrxY1EnHDCzT3gseDjLDgEJTXMh70RCxlEV3//NExIoWyTK5lH4McHfYRK4QDS4CDxi8BAGSpmzbZV4gfPL3GLjmp1V+3hj+/vaqgDy19whwnKKloZu6VA0GdsahzDGPgBiPJ0i1Qr4bcwvWXCFLx1P3sbf2UeSkx5lV//NExIEUCR641HmKxIwWXR4GlpF3Yqg7eekEAVa9bjK25qzX5H/1//Sm70F/r5LR8xYWDIXQG1kyMH5QxfdU/rKYu9SFB2Op3m9O/S7sq5GQeTQ7oRXr1k9P86qp1V27//NExIMTMTK0wnjNJCc563+96jLaOs9o98764rWJPOl9UYhiOmJygjfk/OFro0mTgYTZbUYggFDC5c0KDpOo5Hq+kCCdICgkQZXEAC5/clG20YHG5m41DEBpeSpoqQJg//NExIkcmyLplklS/lgNJ7MXmmNCiySrwtfhX3SjZXVjeEabqTQG3wkbL8yuXLwyMufcvl/v+flsUOcvT+4SiYcHYlCQEHaVWHWkQOBwpM6dLRnGMpKq+3tZKgscaeaM//NExGkZexrZlkmGxVK5LZABO3SGsrG0w1F86Vrs59359wyPDEtQkTVMQwl4iVPTJsgRIM0IwZCYWFAuZIqDawhDdGxRYFy7qf9pd4Ja1JqSmhgHQ71bD6AYys22PJoe//NExFYR4PsKXmBE5iQfBnj7KhgncQ0J9xb7WXo7zKz1sZck33me9ldGo1ijIQLUCgeK/pqNjHJ1NyOfX5c89val4sa39fc29FWAskKfxza2gctxQqX2IA+kXFVOlS0W//NExGESiSLQ8oMEOLSYqdltnr72fJg9z+6Ro0b55kdgpzmw6MmuWBBCYhNFWO/mxjluC4sCAsFEalf382GbEvSqqkUsv1ttlmDKVICdNi5ZTqN9RgoouKkHXakhGi0r//NExGkSiS7uXlhHDMq+6JrRGtLePh2XIgRGQRBTPsokc4CP/w4GREVT+n9J+LAobeElD5Jzf+39FSeFolcAuiTUfVFE02HMfMVeQ+NQUKHlkxYJqqV8vxX1ULH/HftV//NExHESmTsSXkCHJl+Jpd0K3OpQoBxjJtLu+UNOAyf0MVimIdRIjqo//WpJENR52jWUAnw4A7sdDYzjFMObfzt2j1TokFjkNZ07I8+v/v6MaXibl5/fJjNQ6Dmy16r///NExHkRGSLASIvQKOc/l/vqbBVcnCWyP/2tSFqm0rqIAD8ZBUFo8SKApAvFSlIjAOqh6biInYb6TagJNxBJb3hH+8+ZnLHqiA6HqS5pA0CIdfFUix7DzjcMldyi/a7r//NExIcRoa7NspMGOKJGWnB666BKkAvFkGiw5SgcjkBMDhwP1a8XHJrJJZIBLLJ0gKWEQvDN8rxwrihzHRa+cj6NYWQdmdIgxMgLLJGCSmEFvFQ0lTwXrCDmUj9b5UwF//NExJMVyObNlnmGiIlG3n3/f63/xBkf/+zAAT2jWDcOfb0qQVkTXXT4d550jZkHKU8OsTRhCrYCLBISarXavs1Cixfq6NadroCD3//t8zjVEJJY939mU/dLc7uX1+jS//NExI4SAJsKXnvMLqgAA6XS3YMbRZ4kBxwdd/OqA38VqywxDJt1yvxJ65nkYI1VsZ/F/X5nJfjo3BNGhvXM5DsjSWZ5rJ+Az/25HVi3/A0Qe1Gxrtygyh8ZRJ8/rYMI//NExJkReaLVlHhExCc8/u/2VDgYv8djQUqFIgqBoQ+DkbUjocox/9TmIjbBZjLoH/dRfyvf9B16HiTFQ0hCAomVb8gkoP35zT//+hXAMxYEWCtrudVpJDGpWq2qCnA0//NExKYQuSLSVEvEOKDqXsqrRxj1FFrrgJP+MpGg3mW8D8uvx1tyy2c3KbW4l/CqV0HXblijldKtvIT2lQIp5633z3/MKs2yndfbbbaAOBlSFDtMqajynrR5r7hY0ye9//NExLYT0ZrE8sJKyOpzii76SmRCMwwBKQt/5ClUiX+srEAHDO7uIRIkIEencKfSaRlmkBOSMcZ/9N8hiBSTcscbbdHdTaU4Od3/ejC4EpcupBblhMARGYVRw8YaHpBw//NExLkSyVbFlMLEyCoRhFGBCKOMQyr4vv5v+uL6/xssQHImLccKAKNTKw779S5pA7g65ZgCKWj0bQlUTDIiKwubioWtq0tPqD5LxsmqoAQJvIlIrDti5vLHKAkW6tnL//NExMASOSsOXhvEOhzpVFRs9j5vDkwz6E9sewYG7F1YDE/5YAYuko7Iv7Hr1nOpzTDglliQ5FYt+phnqpINqi1fwxt1JTj060/XtU/Rno+IthJSSNNtQZpPDvmCxl6X//NExMoZCX7yXmYQgvD3PquybZ2Y3FhVw35TBRFb1+EnK/zsTXbfsxF6sp+5m5r9KOappUBxE5zcZb9fag/q/4c7QksOE6jaen/7fOydhCASNypDRHES7vKsgKoJRIhp//NExLgVQZ7OPsDU7N76uDiLbfWvxiaFJy7rsK7wjYWAjG1UxA/945D4RpQwoUa3awSBp4t/3HmU/kra2V////O8ugviIIst8u4ahwwaGSPpJM+52XiajnxDOAUVv/g2//NExLYUKZ7uXnmOuvSZuKevqmB08ddzI0ujUeqU9nT91JOoVGkwUOG02p/6NAekO5X7P+5mmupgCAHYyC8A1rDR8U+xy5I942pQwmdyjnMFEitHoBXOkn74YUIADkLN//NExLgR6QrOXnsGUOm9v2/UVrXroFytjWo/6FIN0tc/8KK6jPrjp2rAYM1V2OgIcyleP5D1GMtqtCItXB+ZqbuQws78L+M/w+5SPhmN+rh8rEJZAVk8DwYeCI5wXBi8//NExMMR0Vq8WsoEtCbXKULXnGrCjnF/05eK63NR/jqCARAgu4WJ+TyBpIIPlREBywsJpYF0yEvsnRLSM8yZiMMkQYeZm8Rhtous3BH1MhHU9jlXNvFCQgAACDOawpU9//NExM4Q0Ua+PBYELLKlvdmY2FggQQneIR+42crIu8KMwwIj8xNn1p3Pt3iZROIZxRvopRhTEe8dnP9ynd2+b9zvseXoidP2d1G9dmSfVzzHnN+XGOuegCYJbjcc7zPp//NExN0ScOK9vHmKrP3wfIL1POrRvM1JXXHyKFHXXMlyl1NVE8Nqk0l8cSLkqQevHX/Pa9pWAwGrqiqIT4IZbGCBwAGyIaTShXdF+pFV+7k6r0/Ig3ISVnM9a/tqZAhX//NExOYicxqtZtJMueKElQTQa2xNgTsZsmOzMx2k7K300DxtLkINo/Jn0kKb2H42LfogtGmciJH+QMXzCIwDA9Tef9D+mG63M2n3T+pl+hjVVRFX9GGjuA3ajkgX9iPX//NExK8WEmbiXHoEvIQmGtZUBUFE6dZaCwjI0SSHk0TUIzERL+60GGka8K+KQ9+1Ff/eDxvs7SENzFrWQIqf+M/r4BqYJiYkOwHDmqvkqv1HXmkSUnt/xHpz8z3+4Nvw//NExKkVemraNnqKvn+z7MdoMWmuxOvgsgqsDFNw2EAsGV6r91zcSFH5z21PHqShpxfP7UDlR0bGsZU6e1elb2ue/881NlFYLhsKZ6lUfTp+jlqisBf7b8ay9mZlyf/1//NExKYX2w7WNpIE+vS7+QyP0xHo5AicJL8m/uUAqsAQCD2aASgkgPaZ0uxZiuTPZWIwSNV6qkiKX/32hxGURBoleKdt0N9VASiSEXMO7v/+z2ggJ+jkvJP/EVUqGgIF//NExJkV0mLiVnnLJkFk1B3pyx7o6q5stRuSONxOAc7DShm2LaSfv/g4BQb2sCMAVPckET4HCjF+e5u8Wu78ltDlUvC7PehnAlSHnM7VDD4fNKtQ37bttRIHP//8WiBE//NExJQSsV7WXHpEWJpjLBkFzHWUprVi+0pbRucDZRKSA1ahW9kgbmDI8evG0TgoSbXCrvB1xy3XxWXZA023h7R/+//4MLFzw6stfvd4nuotJj2MenS0eK/++orSviYh//NExJwRsUb2XmDEuib4U9loq7T3f/4qlouM90tAwaztq1RMSeQNOmbsUJKEKoQUCVGIAygh5j3vfAfDdiNmW8opqq0fd4GA1tY+D4ECEd8EtfC/nIYEYUst3/9bSiol//NExKgdUwbWNsJQqXauNoDp1/8Ba6EA8W2KVrw1JMeU6rMjgCQg4QFdhf177DQE8qByxk0YsHJNoif76FZHM7vQmMRktKUV9gXZIUIZGZ2gtvT+oxJAvyPEqUQGpbYE//NExIUSOUreXHnEqNQlflTl3v6KFTg3flup5BbjWqyutgD2BBznFwSLfflfYCXJRNncSfXhN0R2WV2fqT0uxx11sLyN/+iEKMD4KNOw/EoQgqKgAFhwfcc1rvutopck//NExI8ScUbSPHsEVN0zopDygAAlBLqAWItiC5N9w52YCDwPEf0UnJu/uSQGDqv4yuO/y/+B7BwU/F9NLf6x8c+s41HUPO3ojlC5FNhvFn+Ru5QN2Agn/6LApnnlRdAA//NExJgSaVbiXnmKTBZKsc6An13mQ45pEq5+VaEcW8YIqK3iUr28JNVHZA6QPPPGHHivsRvo1bFQTf9v7fXme+q/iBrb/ke7iNQpDHL3eGLAfX97kTWOAW1b4pQjCDSb//NExKERsV7BijYQJJpxNVsUTzV9XDP3LxUp8KBDcq6Iv/akJPgAoAIREJ/9abAM0oCAYOZDvMopVUo3/9nZ/9fTwN4dK2SWBliLTUvtywlM407B8xAc3blVFicgsSrG//NExK0Scf7VlhvKLj/Urf2VuVWqFZUPCP1OKpVAHpe0Dnb2DF5YDclBVxPuv5bjBEphNX/VTrzZ8QRfFAZDTBx6LGyZBQJa9EKAJNq4QUe23hfha0WvPzDaqLpU2azL//NExLYROV7qXnjKuJFEecSGpOQ1GVX/6vtawsh5ARCsjf/cO4YJ/rkl6SB9sWyIfHv3NId7aaWV/o61QKibujzbadHsaNPyQzbYQSB4Pgzz1/uj3jFFqQw2o03LMD/r//NExMQVoR7RjMCetO/LRylXq9HuZMlkQaYbbR+/r6iEke2aW5/f+/1VaL0R/6drpTKTm6/v63HMj/oVicjt3k1kbtDYVUHT2PA5bau9AFD3jncoAQeloXwUOtV+y/5B//NExMASIUbVlHmEqOqKNUJziFiNiEmbapz+pMCh28/lJTo1jw+z8R/NI6U9nIjC004fZ3b1ZL8ZVht+2TMOHkQTXAUOraKhW1QU5SbujHwAfNVVuNhFroa0f+HAlF5m//NExMoUkjMCXlpO1pRUQgbwetMNU1ru9WVQ93sXBxRZ1T00u0azav4m20tdyru/t/p9sYqx2q267VyS8etwOhd+hOnB4tLhdAii2daHnJARIf+NrjtOd8ptj/cCEo+m//NExMoTIW8aXloUru8KCPHLVoVPSsz7cpr1FY9CdGf9bl+Q7j2nyXkZtu09zvT7tmUATIXqjDodtc5VrvHgTRVf9FksILvQg3Ckj7OZcIwdmdlFf6FP1Foc7TKCUxxp//NExNAUWUbuflvQSDMPQSSguNXp9R8PPTuG3/M9lk09TUOXmzWb9y2DSBFE3QQ5Ps4r0xQyx8hVbOAQ4dfEo2oInounwmDEQCpDOFQIEfW5bY7Mnpm9XKB6yjvbkAZP//NExNEU0V8OXmPWJgnKAaFXPbk0Arc+tAePX/67/lTIVfcy2l1HeHMWGf2Av4YeFw/aTc6h///XSsEm3XSOMZ1Dc9FACdcYUfezDETATcjSyZE6tuoKOlqirUwSEkvE//NExNAVSgbiXnrOUEGuWnRD4kRSDw830MZ7q6v6jDNO8/+b7OlZ1xaRHNfbvLWDne2KGTVCpBM3n2OSgYOoWCshCh4cHS6wvfqNqXpV1V+G/e/TiYUXG86fMiyzpOFH//NExM0U6WLifgsQHLHNfQcRePE5AP2Ymb9Dthp3V//9CKzT5ZbLI5IAUYF7NYMBq1a+SOMwQgHzm0ZaczqRH8WUrP0ZG/vbZvkUvw+k6s5jjWzI0wzCwqU/LVcw6r8X//NExMwR6WLVsnpKkHMSHhG2i/d/0dboQVXhXkrinwcZS8tbDQlqobXmFg7TRdMKC5Q6GIABKWi7UbfLA1Km4W74pq5aJ3qCDln5rp6v0KrWSjPyq30tI9///+t7YkxW//NExNcRgVbEwMFGjDuQGRr6FkTRKsZlpb7fWRKgkrlq1kuu22tlsuEyyUmHBUOz7kbLJXk3BQR4eRmrN7y6u/uvmRSoGdP921/m9P2Is7+Rrv9X1fRoQrItmQrqLTPQ//NExOQR+RMCXkLGesEd8c/vXu/jeZdqb/9aOWcID/FZmWYiKNgHB20ggIyFUJa+pbpYcbfTzaPQzYCg63FCD1/uJ7mGUrf+eciT/3rz7in23+fWcq//zPyn/G2ORM/h//NExO8XEwrifmIEuWM9C5xzKi4c/HCMmTrNSXu/5SXGYKrKIyU2wxx8MY8ikrLBlJv8PspyoZzOhl1yFl9t1dUegINzkfpSc/Kjb00kfvMnrlf///ru0uUxUQxnZCnG//NExOUUQj8WXmDEU0CHGHRi/iL+VCeyZHb/29l6ZLkbckbjBy0wQkWqxuOF1KLmj10l/Nv+uJ1i7D0ZiQUhumpn2BfkOSU8+aCqdGp132v49bv9wt4oybbmGuvAwVH1//NExOcTYnriflhHVH//lBEZkFodywsPYgrfrc7eQmBJFI4aKSgCDaOc7AWZj+NsYV5hfQl6yyXFW6bUlDqdA4TnGP+c9/XiL/O7581aJSVR3Qb/jEXoJOVsj5pf//7l//NExOwVooLiWHmEVbdJgYISpgwuAZFenLHr2ej1VRSzFMyMfEaA5LwEmIUrWqK9YkmowavKbPrxtPpfaYBC3QPK1gAhv7nz8rIjjhXSf972zDlf2LvCPnnq1RHFgcWP//NExOgU8X7uXGDM7u/6+NB/wEeCAslUSv2UdVCPD6pAAApJMylFHIlY2MtoUNNRqb1Uo0EUfgRvUpVezQqF0ZuJ6RSW8aBSLFwh+rmcjLyuv5P2J4tX+o6NRlFrUcev//NExOcUilLafmDE3HHODtwwoBxr4JiICEDH7kr2f6bagwAZf0fzJ42R8frkTlapi+dmCgguJkdchHD8VFEQUXXyW+RffVcaCt7/I6N6B5fII+RX8w7aGYR+puiSG1K7//NExOcUyaLJFHmGlPVkX/qR/93OYo7zcqvt/Dm/2MquiADORwN161jcEiREw5ZZocazdqaOlH8hd1s0qJzV90c5s5Sg2O+a3vRFFisDWLBeDXOrQd4ldApmsFFvr2aF//NExOYU4ZbTFHoE6KEOPKeJXoKu1P//qoAT3H664f8ymIxvO+IQDx7FibtSjCckFerzC/ZsZ93enov37Vm1S0XOYdws2u1KfX/jnrm8s/p8p2N0sXaC9UHX9tm9n3N///NExOUUwjba9HpElGhQqRDkETPOwuU6p5aXyLc04WVfPfNGEd4aWpOfn4RYXHiOaU0dCXnpD1NCfQy0ggEM4HA4umCWSsC7XHmicduW8blmXE4r33casWvpFFZXCtb///NExOUSsQrCMMJOjGNwtiBOrKRN17t3P/7V4eSNSPXbtr2aUydiDt/czv+97LN+oxtgSeksee9wFcBXI3/JpBVXq/9dE9Fk1UAV5rprAEzxrwr1kMEDlFu9y8lkostv//NExO0f4xbOXMGHhbNsmm6zuVSR8wrNb+LE1by/Xt8vz+POE27rismd59IKEBwUjX0aqv6DAz/+FBo3b+rKfvqwC4sFRV7V2w0Nd///iVIh1IQkm3FSyk1gVz8c8WFK//NExMAVSXrRusMEnDT+uZdTsYNO9B+xMktDV2XPzah8vTd1M/+URICw1JxR1Q6A38woV8EIMWSxhP/7mFC2e3+VgYmR32Uz6T09P0IAl1L4V/b+VMLywaqIJuSVUuKN//NExL0W+erOXnlFgGGKQFWXrbN/ues3RpQcWv9TR1P0VEDb2CrWpnUX//kF4hofKKMAkDnyjl22cxdeg3t0ZbucaPwJDh//9EKubfMf7GlTyyzpT3WcTH///6FE2HsP//NExLQWYkLaXmLFCtWAEiO4ZshEceweKja1xKGV1uHb9AKPVp+P4Qo5+E7xcTmJSes27p3f//wgE2wN72LBkSJ5Y1jy1Fste2cXMyLc0XhsvWf3swGxqY//coaaRkyq//NExK0Wij7eXmIU7stres5vRk82REf7/5T/9P/vQu9iHKpASKx06UloYZhKadmcmKO5P1fQmkBkHMsZgWhPMR7Z9afpimvfNKx9/H/kONaZaMvnsZTnX7rk+AgxNZ9W//NExKUZ6wKyXmPU8HWiBZfPnoDxjfX2ScOgOf/6HQejJ2f8QM6e3WgmQ1p6kfV/fZh+Qpv1dSjBuHCwJA8aLlx0cSYsSrixQvFi2Fgvx1XuJUxVHYfDwr24Sy4UPnfn//NExJAYsj66XnpLgFetxZt5pkMHfOymUNwVs7AtMhyEUjl1UtHMkpginuEUEMiOTMEp/ECA2rcY6yhxzL94m5yxcvsLQhpxPBDDkrYAHgN3phFPTdsdoy+2MmCTuX3+//NExIAhex7NlmDNr3fNeuIQGcK2oxQgwalAQegX7OqTI+efQjyGRpPXsmF3H+x7p9s50zo5jsZ60kRfz6akGsvvBrXZjEsiOmdldEo9tKenZK3r6s7P16Vt6r3e3v8z//NExE0WoxrNrsMKOXVjM2XVmQ5dzM60UPC1K0Asbb/PVMu0SlESnJNoJH05g//l7c1LuWSIXZKJVLnh4BUfIUluyFVmX6c9g+6q9XblryUE1mCOSBX/b2IaIWh5e26j//NExEUR0ZbEUMJKUP1bVQAEGVaHONuhuj+bDu2hEIESBF1IlCEofbeZqD5jG3jHrbRcPv584GRKXDZ9imTW/8/vk4cGyrbqJsHC5nVX//KOsc53//u2OWpWFExZmVub//NExFASGULnHnmGrNZeMgffOLCcMOxreGgilYNL+8dSTIAPnhQTTkETpcBFMz47ozZi/X9HDff9F8xg9OlH5C/+UqOVOZEKLzf///U+quqwAVbMiEAoIr4dV1SwDKEQ//NExFoSUjL3HmDErJszeGg1K3nNbofvt9SXzSecfRS/dsgiPFBgdZtX20Kb4h9GCRH8f+otQWTtT/LPspFVOc////nSliqoANeQJYiTI7HTUHWBdRmGgOHGyFFXIXn2//NExGMScXrWVnsKVBeNEBc1o/VPxoFQBz24qltTDf/4jfxf+O9FDj9WP+v/qmVKLRFyxhPW36//loAl0lnWoQXxqAp95ubAoYlmH9EwYOkg3nENUube54oUMs2Olt8g//NExGwRgj7SSoJKbHbmICpvyZFexAz5V/xQ7f/v9CjmFuj/xwOoUG9X/p/o8/VoFZ6x1E2Gw4848QhL8XkQmjaAUJc4lInl8UICVRWattV+MDEFQe2IrpsW3mL9RY6f//NExHkR2ZbednsOUP7dEKLDXGup/+ockKhcO9n197/+LEMEOFhmSNNtzAs5nUKFaw3pBnQ4mQsXtk4DyMKz+xQYrVp6JTmc5UFcCJzM8XsZ5dfsd+V/X+f+R9/T68ml//NExIQReZbyVFmKqkwLWvy//Wz/2qoQAAs7dgIipNdIIIQiXwRyXhmEikz/GBi6JZ2Wy0wOzHZ1RJbfyKcKLtaiuTRgXwV/OFCm/iPFQYWv9bqHFhHiU2JQWZh/T//t//NExJER4ZsHHivUbjAACj9DBVCyghCNflfSC4zNW+4yWEUtQN0DqdV537UZS8IB5fWvp9K92iY6TDCOfuOoPO6tFAZYOAilEJMEnAVS63cEX2ubbxyKUDo8dPOFS++L//NExJwSQT7TAosEVPKRRB1Iqft4mo7W42ZBeZj5x967c4iOCQKbw9LrOO+ieiiZE8wxrPYti79X2u4oG0lhXnsnqdt/9FWxWa66/2nKMiIMEECgb3HjQC+KqK1QdH+O//NExKYQgT7S6ILOVCTsam4C4FjesTy0OSkFMrkaoMoENkEv6K3zjC9PRqNSv/+kVCjxV+Ee+t+p//oSwVDtoBolRcYCgBQFZlyQwgL89qd6dCx5LlypYufVcXy91SU3//NExLcSiT7zHlvKbIdGUluE1//wk28U//3Q1VhAWnOc76af/982Z3N8c+mdVd/6KsQzS5cknEXwmuCiYEzpJey8zxKt9yyoNTvdRrrpSCEJwHUlDILS3lyC0sOnvPR3//NExL8R+UMCVjPENhR27E85EZzToxNbeSQipcgDOxmdi1etkf+tfu3/Qv+nu1Fq3Z0kGor6zeqDjOPrgBMdkqaksCXglQiM0bK953UHqVSTVScsswzJeQtn86sM3Iuz//NExMoR0lrRskBLZC8OCxEEFjixSnQLqBkCmTw3QDQmJBgtPqTu/3d30rFkVRxEEOYPYJFwGNnAQc2TWDT4bUju2a3tuTpnjV6/ltspkQYqbrVJZyGwT9d9d0EokIiX//NExNUXgxraXmIKleu2hhFe0926w0Km+z3PU3Jnmb2WA7qVABUMTKndhNR9ZowDEPCAT2fCmYj8nFuP5j5T72F7OsjJcjiO3DPMRm6k/fRtH5VZ96Wlb+1fNLzIKRla//NExMoRCNbaXGGGcOsQCYxy3Qb1vGqR9KGStfeuOxy4ehOYMsCt1oimgkn470ttpZEbYQW5VUQGctAqcjmRwH/PDrSUeMKFVkIBUI5MIBEDBMpXeIzEuDgWMnuX8Ugk//NExNgSEULFDEjE8HDCxKGKgpSHCeOOEhuq228tKLUAFYlR00EoIlJI1MQua50g2g5MVjrjYwpNbiZ3fBJeRLhhq1TGznG17EL5zW2eVKT+rnFlKz/JoNkUjl6tS/////NExOISMd7KVGGEjPz/y8nhKM7H7rJ4VImFCircn+ZRCIGZwgjUqDcIZG5Zubk6+wTfE/CGVZHOEEAhaCcfXlrcBiLJGHioevOMwVTV3bmY7Vzjf8eca9RRr8+d8anK//NExOwWIOrVvkmHBBLcR5FIn0vy2tDN7JZ/t56///ioOZebHeOX1EWgocKVp0fipZlq6jTCauWypYWWSQ9pJMMEL+ujmM7l7087sFVLQ6hBrVgMR+qj/Chd7w0KyMLh//NExOYbsxrGVljTHV/+xHjJzhMxeDSz6R6pZc8+GE26fK4uzxnUauI/2WIqQCLdbrbpDELknjc/qtEhOOVe6PN+jrXLG0wNLKrxr5dS732sfX5o8DwuAnzwjaNMlhEe//NExMoTWq7aXEBHVDdV8qugJuh1CC2nsir6oaXqJar+77KKyAMm7/sxgyaHscwKFC9Rvg19qNGQo6EIKp4O76P7Md7XaQks1mPUmCLqp7+jo1m0Zp33qr9vY52/ZtF///NExM8SEcrd2knG4Df9CodYjZvEBB6Pd/yNFeRy1F//4NUA8iAB0jXNpQT6i5RGKEuqcD3KAABDFRCBQ86R6Lv7Z/xX4ubcy73clA1FIfMh3UOAKs/TEVuRX0P1O9AN//NExNkSYQbJvBMOFNyPsh6HkX1KP9Xyf+FdMaKNsZr+tlbLNmpD4gKzCfclplmGrq09VM/zqq8Z3gQqevbpYpvlKtK0uVFapEElu6bqiuRn3PZlJBq65799vumSHCIY//NExOISmiq9lGFOmA+Atyf/5vzyamADrOLlsUQYzIXY6lGXqGsWX7koOxPnAhz4w1gzT+V5Aqqhbk+kq2q0l17bzctpu+tJfHFnEQkTBki4YOQOx4h4qYPHZN0zvUo3//NExOoWelrRtHoEntUe59+6vbXRT2Xt+n/UsU0ACShKP//pkiUSdjackdF6MKWNxDSGZaGbnx6Hw+ve45Bn3COJjQpAUQRKLYVE4MGLwgzKBhlUovTLkoVJHnMjHtya//NExOMRUaqsAMMEjLl6ESqhfIVh///0UfEASHE68uwrM7NuszLGmmYQwWD5BqbuSDD8MN0lyZjVjUoqaysTH3dshOy+dOH2x28hDKO0EhiDDNG+AnHYBI0NSve+Rdlo//NExPAYQlK+NnoE+JqA2EuyOqnRlMr0t0QcZnF0z8jQdH9RMTRqU9yFTVEpEp8nIDPW04VXIoI2JExgwk2QtTRAGDMGmF5KFT15JtAjKMCFhAA/U0z9YhVYRKbKnEjL//NExOIR+JryXnmEUjmgCgC2T7k5NiEKm95i8BBELaXONEY8TMGijmDEmVDWnmFr55Di9bRW1Di9sbfV+5t6r+1NBy+z9Q8og6tWWRgfcUO5BF9QcXEYjASkCCStUzy6//NExO0ioxrOVsjTHfYkAvz3ztJSBUGuTnLhxuVvCrW6ntgF4bRRFm3CohKwUbt/YSRigkOig17MWt//Up4BzWvYSAfS2J0rMnNO9eronQ/01aVxzWHQLr711SZCl730//NExLUSQGbJiMPeKFKzJpV2dJURGf/01xKEDPYj0M8+K92bRH////+iUYEBRRfW7//yNUS3Hb7bLRbxOrBqNerX2mS6ST2hO0xRKmQMzaw50kMrgDMTZcDHaGJhoqG0//NExL8SeLbVHnsGbIRaBk4s51Rp6UoQoUF5m1Znf/9o1bop1xRPo/+HFQNSuFNQNlJMD0I+zKU06R4axKlurW0tlU5svbpmx5sRzLh0zSs4quTSwBiw5dT3AQsPUnbJ//NExMgSGkrQfnoEjJAk0M/09wELiybP/LqalEh5dSEoo89wFEBdiYiExRdk1iAn5ZvzVyVdmqWUSqhahFa2YUYoBhnWka36SOYpRQKZLc8/Klc3bbFJnxHb82OZf9Kh//NExNISUMbuXmGGjlYKuUf6H9FmQEpD7ACd1K0qjWxkdt22t0ultus1oANgBZfB6goQAZFyAmjiXcWkddwDASrAdhwIddQq1OA8DjeSSJ5Jx2VQsjIuJNUleQXsJVPo//NExNsRoM6oTMMGUNEl1PfemW1fWDCtCeUmiaxCh5184lg1xuN94oxQrapW993zv5eyQrfEmvvf1fG76/vveNX/pWu9wsZruF5v9ii1/AFfzSW8FTSdcxb9qP+OnD5E//NExOcUWY6YI1kYABFUkdztTD6gM5DVaRsD0oqwWLA9idkNYNwbsiWewpor2heQBfLd5udfU6pv7NdrUDnzFKxN37//ZHTz9qpc/Xf/fnK6lQrivh773T0brzXd2ANI//NExOgk8kL6X494A4AGF///d20GC6B9QAFCkSgBbfGPaZsLQNJ/lJr/KfWDMkCbzwib3+qPdLjZ3EGQUnfvbQK5H/0gl8TZXUE7pXtHAZiJRhR67r6Qtzaihj9KCP5O//NExKcXqc7OV89YAINR2NccYzFqT4k9073UxhIVSV/ZX+j///83qQWac3F4xQABm1be7ag79lVNbmRKCRnXOwTlqPpdAT8z1hY1aYOfGgRXJrJHBgwl4w70YKFnUVKX//NExJsaIvbGXsJLCQ9dpkKJeooRisXCwAfQSDxutAG6oOMSstL3AzMPHWVGequ2neNcqDyRnLv0/kv4dBYkOjFAAEpGW6+02/wxp6e8XZ7iJYxerik1pDbM973Np3Yq//NExIUZcja+VssKjB/uvJZ8dB1vMELPmJYL6ha+qs/UN+18hRvfL6FD+wcbqyHcnP6t1+r7yiDcIh3DBrbjf5UVYpqnKiAFqb+RFwayuMxl+KS5OL/LVOjLG2HhmM+3//NExHIVykLfHnrErGu/h6vtuS9/+8n7dSqYsjOYGO9HhwyW6/r7jMey35jZc0i5WK7b1voAXIaQE5tPxCLNXEcwAEyFSGtkVl4RsPstoh5QZU51F4NRkPjbR+tWhBMV//NExG0TeVrKNsPEVlxgCr5Qldur9CyqFH0LgR0Hj+3HMyv5Cs2QcwdyBM478WdoCZu+kUd+/bQqgAetVydijmG3kdEpehGwnvzJ4ZOMuSEgt2Kpw1/p8bO6nFz/6+lw//NExHISiMLTHosUaPq5GCYe3U7lfY7C7laXRlej/+d3ZXFSmHSV6izMba9fc0u9U0WjHec7kVXaqIxzncmVBqIxEZskUJVgAnyGaEsijQotirWqqFWNbP6ci4OSycxE//NExHoYGx7aXnoKSNz2jQlhzBMGOlkRN/87qzdvqgwKB4XCFt+EOQyGpdyj086hArRN//qZ//1qQCUtlcSSsC49aBej/eqjhiZy/6dAwiMrOHInsd/0dTJL/hwTD4HI//NExGwRGQLjHnsKTE/9ToP5Wf7EucSHCwbxXrkz+v/dpwi5LwLbiKNlkVBJuCWVv7m2Cmk0vCCB9mDplDlqBV4LzhhUIVK/VX9T+g0qEz8Zhwt9WIm9mrDWQsjsAyty//NExHoQOVruXBsKOoLEy7cWPSKO60b/nw/v7MfmujjbkeCsOgTYqRtIY2nHhojoMBs+IE7JtUJEeWQMJarCB0UXU5K0F5zN5z/ZPr/GKag91/UQzbrG1AneqRBdgO9H//NExIwRwM7qVnpOVun/7uVVQAErW9LNJDjVaLieEpQanzIuohmDNLyzE2/TqJFlSLCWoSy1wHdeusI9niJ0fjQbiPnMsZaJW89UM7q/xarU0Szvdo///hhAAcoREtBD//NExJgSUUMCXnsKGlIfRvD2AX18aXMioPw/Kq7vhIkdDXV2IpltzGxVWtJlAUJURVE5fbA0ZZjDJQ37P+Ot//X8/1/b/+vn/9Zde3/+tcARTl1b6b8gvmZg3gjBS29r//NExKERwO7a9npKrOrlePL6jnQQJEzIrOJBdExH4V8shWRzkIAi74QQKOjSI6fT+3/+d/r//20ro6u87fcjGI1D0ZFoyKTKLq9X2kX9CP7FuiBGUcQRUAMZKEdHY7AH//NExK0SIkbOcpMOWPFao0MoJaPrLux7oU28WOt2jObs523ue1FkTcPdCdXMd74YotSGWatqM/6+1HczVDnc0gNwIPPByUC4b317VrQqdCVJWHeNrtduH92DIWI5U7vp//NExLcWsx7edHpEjEWNIIMKvXefi7sTiN87N1e/VYTw2qXzOZflb3//mTpiYI9YYvGk7VN9l2KJJXfo12zn6tRpoyqIIcbdlcKjWRRQhEibAo8uV33yNpDGvDduqUKY//NExK8SSZLjHHpEkMhjZVCuYc2KWqZNnZej1+p/5Df/p8qv+AjRghNFlNaVOv9ejEl3p7tH/2N11WgjT3Y60klBfaLh8dIAylYlf+AIVRIHmagm6Fw4BAOLhRL9yAPN//NExLgSEX8nHmDLBkH6apug0KDo10RgsXX3/T9f7Cxqk7/yFXlzrnCur3bdX+3ogBGMTAkMCjrNXgEVxQ/L4/P3OjIq4a0pnZmWIBp5EJnCyBfJXX3HmSpx+nCgSCzE//NExMISCXrafDPEOLtHPQcKpyrqyoQ2u7Cqiy60yp0NcsDXO7OYwADjn0rB3lqDYFnCa7rStPQKRiaPfe7aJ+uWdiz8DwwW1Qo7/8aHwGdJnCwWcwQvSx6n4ZaBx6Yp//NExMwSQXrqXmCK6nttTUR+u9dnX9/+LpVbRZWqyLOOFVbJY5OGCZtPLBUkxl0OdpPmoyW4+MOv8T9AaywBEBOABwcgcKx36u6kWPi7Z+dDvvp9F/WgrDACFEMRS1Hn//NExNYSgJK5sg5SFFO9rP0pSr///kt9NBN2O3/nOZGOToh3k0IRyEI8hT0kJxcM6CEGlkZbliI/aFO9spREas8kXalLwausYzgcoCALEuYVRKR/l9WK/6nlrxZegAgM//NExN8SSKa9tMPQTB/7sVU4iatumkMSFhsWtQ7U9jzFyWSrnew8d//lpUnVhCGBDhBkmWFdRknS66K2zJJDwiBKm0sxeXAkC0lpsSBSPyIBRN/I//6hJkM86r9/ymva//NExOgZQxr6fk4Ki+35/JFmZa+oSeuvUIlBETN36v//pdMRjZOAQItDuiVXEVxE3bYFopDxQv623tSO2CCyRFcdjPbX9wlms/1F8/d05x95YFpipVBZKc3/39QiLt+///NExNYTyObaXHmG4KEX3Vv//iyP+x6so5gV57/o/+xSxAGNLrySBdGFWKTNPcg1qGeWtVSQsVDqYi+QTDeeCpQBeRLaSk8M7d6iXOVnsU1NH/9gaDoT1ADsRsoEtT3b//NExNkR8ZrafHoKqCjqWZHtFf1/r//TqCEdbrqKSeD3tIYHYhdHgxTkJrffgFTQio0N+GPFg2gHB8RUMDQsMm/CryyeYTLDvzfFx3dl5DIrwtuNI/26nch21YvbDnvI//NExOQUajrNvHmLDCGvd729n0/d/fNIqhUuqaGHSndu/lKikeqAAAJzXEsp8UxPbENTG7SeSr9SFSjM7vscHQfYK9tlsilLtK4AK0KQTbEti/atqs1ti9j/2BiCLcK6//NExOUSeXrWXsLEiAdCoJ2ztv+VIq7sWDX///CqKoBvlaclwjUgwNgmCpcWFQKCBwkGLtUswTIVJJaW0UxVSxJLKVRTHExJJv/4lKu//YlJasTlJLf///5VJd0opjv///NExO4YGjbiXsLEuttFSimbt///+sd//6KVjUpNW/8qTEFNRTMuMTAwqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq//NExOAS0UraXnmEuKqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq//NExOcVEFKw/hpMJaqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq\"/>\n",
       "  Your browser does not support the audio element.\n",
       "</audio>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "audio_orig = codec_decode(np.array(mm[9924]))\n",
    "audio_orig.play()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "bedc4c82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<audio controls=\"controls\" autobuffer=\"autobuffer\" style=\"\">\n",
       "  <source src=\"data:audio/mpeg;base64,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\"/>\n",
       "  Your browser does not support the audio element.\n",
       "</audio>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp_out = demucs_decode(audio_orig)\n",
    "vocals_audio = Audio.from_array_float(tmp_out[-1], sample_rate=DEMUCS_SAMPLE_RATE)\n",
    "vocals_audio.play()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "2d194408",
   "metadata": {},
   "outputs": [],
   "source": [
    "arr1 = encode(audio_orig.convert(16_000,2,1), do_clustering=False)\n",
    "arr2 = encode(vocals_audio.convert(16_000,2,1), do_clustering=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "483b67d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 799)\n",
      "(799, 1536)\n"
     ]
    }
   ],
   "source": [
    "model_container = load_model()\n",
    "device = next(model_container[\"model\"].parameters()).device\n",
    "in_arr = torch.from_numpy(np.concatenate([arr1, arr2], axis=-1))[None].to(device)\n",
    "cluster_model = model_container[\"cluster_model\"]\n",
    "enc_arr = cluster_model.encode(in_arr)[0].detach().cpu().numpy()\n",
    "print(enc_arr.shape)\n",
    "out2 = decode(enc_arr)\n",
    "print(out2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "14abb7c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.44648176],\n",
       "       [0.44648176, 1.        ]])"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(out.mean(-1)[:-1], out2.mean(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "0f959cdf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fd7b8e58f40>]"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(out.mean(-1))\n",
    "plt.plot(out2.mean(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6db53b8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "074903ce",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "28e7b14e",
   "metadata": {},
   "source": [
    "## cycle encodec and compare d2v/mert"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3ccd2417",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "79637a21",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"7\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "53b7766c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from suno_utils.tasks.mert_v2 import encode, preload_models\n",
    "from suno_utils.audio import Audio\n",
    "\n",
    "_ = preload_models()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6003fb9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from transformers import Wav2Vec2FeatureExtractor\n",
    "from transformers import AutoModel\n",
    "# loading our model weights\n",
    "model = AutoModel.from_pretrained(\"m-a-p/MERT-v1-95M\", trust_remote_code=True)\n",
    "# loading the corresponding preprocessor config\n",
    "processor = Wav2Vec2FeatureExtractor.from_pretrained(\"m-a-p/MERT-v1-95M\",trust_remote_code=True)\n",
    "def pred_audio(audio):\n",
    "    input_audio = audio.convert(24_000, 2, 1).array_float\n",
    "    inputs = processor(input_audio, sampling_rate=24_000, return_tensors=\"pt\")\n",
    "    with torch.no_grad():\n",
    "        outputs = model(**inputs, output_hidden_states=True)\n",
    "    enc1 = outputs.hidden_states[6][0].detach().cpu().numpy()\n",
    "    return enc1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "10c85fff",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio = Audio.from_file(\"../gpt/samples/halo_hq.mp3\").get_segment(from_s=50, to_s=60.005)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dc295482",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9331924875296331\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "enc1 = encode(audio, do_clustering=False)\n",
    "enc2 = pred_audio(audio)\n",
    "print(np.corrcoef(enc1.mean(-1), enc2.mean(-1))[0,1])\n",
    "plt.plot(enc1.mean(-1))\n",
    "plt.plot(enc2.mean(-1))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93da148c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#check batch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a754c2e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio = Audio.from_file(\"../gpt/samples/halo_hq.mp3\").convert(24_000, 2, 1).get_segment(to_s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "751567c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "arr = torch.from_numpy(audio.array_float)[None]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c7a96f57",
   "metadata": {},
   "outputs": [],
   "source": [
    "out = encode([arr[:,:24_000*3], arr[:,:24_000*5], arr[:,24_000*3:24_000*8]], do_clustering=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5974b624",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9999997492749215\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "enc1 = out[0]\n",
    "enc2 = pred_audio(audio.get_segment(to_s=3))\n",
    "print(np.corrcoef(enc1.mean(-1), enc2.mean(-1))[0,1])\n",
    "plt.plot(enc1.mean(-1))\n",
    "plt.plot(enc2.mean(-1))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d3c772c8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d16bbb18",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0dd0412",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4f138b78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.933183200682227\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mert small\n",
    "enc1 = encode(audio, do_clustering=False)\n",
    "enc2p1 = encode(audio.get_segment(from_s=0, to_s=5.005), do_clustering=False)\n",
    "enc2p2 = encode(audio.get_segment(from_s=5, to_s=10), do_clustering=False)\n",
    "enc2 = np.concatenate([enc2p1, enc2p2], axis=0)\n",
    "print(np.corrcoef(enc1.mean(-1), enc2.mean(-1))[0,1])\n",
    "plt.plot(enc1.mean(-1))\n",
    "plt.plot(enc2.mean(-1))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4aefba5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from transformers import Wav2Vec2FeatureExtractor\n",
    "from transformers import AutoModel\n",
    "# loading our model weights\n",
    "model = AutoModel.from_pretrained(\"m-a-p/MERT-v1-95M\", trust_remote_code=True)\n",
    "# loading the corresponding preprocessor config\n",
    "processor = Wav2Vec2FeatureExtractor.from_pretrained(\"m-a-p/MERT-v1-95M\",trust_remote_code=True)\n",
    "def pred_audio(audio):\n",
    "    input_audio = audio.convert(24_000, 2, 1).array_float\n",
    "    inputs = processor(input_audio, sampling_rate=24_000, return_tensors=\"pt\")\n",
    "    with torch.no_grad():\n",
    "        outputs = model(**inputs, output_hidden_states=True)\n",
    "    enc1 = outputs.hidden_states[6][0].detach().cpu().numpy()\n",
    "    return enc1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ae501709",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9331618954724008\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mert small\n",
    "enc1 = pred_audio(audio)\n",
    "enc2p1 = pred_audio(audio.get_segment(from_s=0, to_s=5.005))\n",
    "enc2p2 = pred_audio(audio.get_segment(from_s=5, to_s=10))\n",
    "enc2 = np.concatenate([enc2p1, enc2p2], axis=0)\n",
    "print(np.corrcoef(enc1.mean(-1), enc2.mean(-1))[0,1])\n",
    "plt.plot(enc1.mean(-1))\n",
    "plt.plot(enc2.mean(-1))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6234a5c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ba0b9b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e91fba87",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7ee8e613",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9605069537179591\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkoAAAGhCAYAAACeSJtFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOx9d9wcRf3/e3b37p4nvZEGIQSkxahIUIpSLFSxgBRFIyigiAgh8FMD+jWiglgwCghKFVGKRhQEIaASKQHpNRBKIL2Spz/P3e3u/P7Ynd2Z2Zm93bt78jyEeb9eeeWeu93Z2TbznvenEUophYGBgYGBgYGBQQLWQHfAwMDAwMDAwGCwwhAlAwMDAwMDAwMNDFEyMDAwMDAwMNDAECUDAwMDAwMDAw0MUTIwMDAwMDAw0MAQJQMDAwMDAwMDDQxRMjAwMDAwMDDQwBAlAwMDAwMDAwMNDFEyMDAwMDAwMNDAECUDAwMDAwMDAw36nSj95je/wbRp09DS0oKZM2figQceSN1+0aJFmDlzJlpaWrDjjjviyiuvTGyzYMECTJ8+HaVSCdOnT8dtt90m/L7DDjuAEJL4941vfCPa5qSTTkr8vs8++zTnpA0MDAwMDAy2CvQrUbrlllswe/ZsnH/++Xjqqaew//774/DDD8fy5cuV2y9btgxHHHEE9t9/fzz11FM477zzcOaZZ2LBggXRNosXL8bxxx+PWbNm4ZlnnsGsWbNw3HHH4dFHH422eeyxx7BmzZro37333gsAOPbYY4XjHXbYYcJ2d911Vz9cBQMDAwMDA4O3K0h/FsXde++9seeee+KKK66Ivtt9993xmc98BhdddFFi+29/+9u4/fbbsWTJkui70047Dc888wwWL14MADj++OPR0dGBf/7zn9E2hx12GEaPHo2bbrpJ2Y/Zs2fjH//4B1555RUQQgAEilJbWxv+9re/1X1+vu9j9erVGD58eNSugYGBgYGBweAGpRSdnZ2YPHkyLCtdM3L6qxOVSgVPPPEEvvOd7wjfH3LIIXj44YeV+yxevBiHHHKI8N2hhx6Ka665BtVqFYVCAYsXL8bZZ5+d2Gb+/Pnaftx4442YM2dOgszcf//9GD9+PEaNGoUDDzwQP/7xjzF+/HjtOZXLZZTL5ejvVatWYfr06drtDQwMDAwMDAYvVqxYge222y51m34jShs3boTneZgwYYLw/YQJE7B27VrlPmvXrlVu77ouNm7ciEmTJmm30bX5t7/9DW1tbTjppJOE7w8//HAce+yxmDp1KpYtW4bvfe97+OhHP4onnngCpVJJ2dZFF12EH/zgB4nvV6xYgREjRij3MTAwMDAwMBhc6OjowJQpUzB8+PCa2/YbUWKQVRxKaaqZSrW9/H2eNq+55hocfvjhmDx5svD98ccfH32eMWMG9tprL0ydOhV33nknjj76aGVbc+fOxZw5c6K/2YUeMWKEIUoGBgYGBgZvM2Rxm+k3ojRu3DjYtp1QetavX59QhBgmTpyo3N5xHIwdOzZ1G1Wbb775Ju677z789a9/rdnfSZMmYerUqXjllVe025RKJa3aZGBgYGBgYLD1od+i3orFImbOnBlFnDHce++92G+//ZT77LvvvontFy5ciL322guFQiF1G1Wb1113HcaPH49PfOITNfu7adMmrFixApMmTaq5rYGBgYGBgcE7A/2aHmDOnDm4+uqrce2112LJkiU4++yzsXz5cpx22mkAAlPWl770pWj70047DW+++SbmzJmDJUuW4Nprr8U111yDc889N9rmrLPOwsKFC3HxxRfjpZdewsUXX4z77rsPs2fPFo7t+z6uu+46nHjiiXAcUTjr6urCueeei8WLF+ONN97A/fffj09+8pMYN24cjjrqqP67IAYGBgYGBgZvL9B+xuWXX06nTp1Ki8Ui3XPPPemiRYui30488UR64IEHCtvff//99P3vfz8tFot0hx12oFdccUWizT//+c901113pYVCge622250wYIFiW3uueceCoC+/PLLid96enroIYccQrfZZhtaKBTo9ttvT0888US6fPnyXOfW3t5OAdD29vZc+xkYGBgYGBgMHPLM3/2aR2lrR0dHB0aOHIn29nbjzG1gYGBgYPA2QZ7529R6MzAwMDAwMDDQwBAlAwMDAwMDAwMNDFEyMDAwMDAwMNDAECUDAwMDAwMDAw0MUTIwMDAwMDAw0MAQJQMDAwMDAwMDDQxRMjAwMDAwMDDQwBAlAwMDAwMDgwhPLt+MGxa/AZNmMUC/FcU1MDAwMDAwePvh6N88DACYNLIVB09XF7F/J8EoSgYGBgYGBgYJLNvYNdBdGBQwRMnAwMDAwMAgAYuQge7CoIAhSgYGBgYGBgYJ2JYhSoAhSgYGBgYGBgYKGEUpgCFKBgYGBgYGBgkYRSmAIUoGBgYGBgYGCRiiFMAQJQMDAwMDA4MEbGN6A2CIkoGBgYGBgYECllGUABiiZGBgYGBgYBDC8+Ns3LZhCAAMUTIwMDAwMDAI4fp+9NlEvQUwRMnAwMDAwMAAgKwoGaIEGKJkYGBgYGBgEKLqcUTJKEoADFEyMDAwMDAwCMErSsaZO4AhSgYGBgYGBgYAANfza2/0DoMhSgYGBgYGBgYAAJdTlChN2fAdBEOUDAwMDAwMDACIpjdqmBIAQ5QMDAwMDAwMQlQ505uhSQEMUTIwMDAwMDAAICpKvlGUABiiZGBgYGBgYBCCTw9geFIAZ6A7YGBgYGBgYDA4EChKFAV4RlEKYRQlAwMDAwMDAwBBCZPLCr/G86WvoNS3caC7MyhgiJKBgYGBgYEBgCA9wJH2oygRF1OW/22guzMoYIiSgYGBgYGBAQDA9Xhn7gHsyCCCIUoGzcGSO4C/fhWo9Ax0TwwMDAwM6oTrm8zcMowzt0FzcMsXg//Hvgs48FsD2xcDAwMDg7pgMnMnYRQlg+aic+1A98DAwMDAoE54fHqAAewHAGDl48C6Fwe6F0ZRMmguuspVDBvoThgYGBgY1AXe9DagRKm3Dbj6Y8Hn/9sMWAOn6/T7kX/zm99g2rRpaGlpwcyZM/HAAw+kbr9o0SLMnDkTLS0t2HHHHXHllVcmtlmwYAGmT5+OUqmE6dOn47bbbhN+nzdvHgghwr+JEycK21BKMW/ePEyePBmtra046KCD8MILLzR+wu9wvLi6faC7YGBgYGBQJwTTG8jAdaTSFX/uXDNw/UA/E6VbbrkFs2fPxvnnn4+nnnoK+++/Pw4//HAsX75cuf2yZctwxBFHYP/998dTTz2F8847D2eeeSYWLFgQbbN48WIcf/zxmDVrFp555hnMmjULxx13HB599FGhrXe/+91Ys2ZN9O+5554Tfv/pT3+KSy65BJdddhkee+wxTJw4EQcffDA6OzubfyHeSTBGbYN3MCilOOX3j+GcW58Z6K4YGNQFPuptQEE4erL5jQHrBtDPROmSSy7BySefjFNOOQW777475s+fjylTpuCKK65Qbn/llVdi++23x/z587H77rvjlFNOwVe+8hX8/Oc/j7aZP38+Dj74YMydOxe77bYb5s6di4997GOYP3++0JbjOJg4cWL0b5tttol+o5Ri/vz5OP/883H00UdjxowZ+P3vf4+enh786U9/6pdrYWBgsPVj2cZu3LdkPRY8uRK+ia02eBtCdOYewGeYP3bbmwPXD/QjUapUKnjiiSdwyCGHCN8fcsghePjhh5X7LF68OLH9oYceiscffxzVajV1G7nNV155BZMnT8a0adPwuc99Dq+//nr027Jly7B27VqhnVKphAMPPFDbNwAol8vo6OgQ/hnIMJODwTsXfMkH8yYYvB3hCT5KA2h649+gzVspUdq4cSM8z8OECROE7ydMmIC1a9WRUWvXrlVu77ouNm7cmLoN3+bee++NG264Affccw+uuuoqrF27Fvvttx82bdoUtcH2y9o3ALjoooswcuTI6N+UKVPSLoGBgcE7DvHEYupkGbwdIRTFHUi6z78/W7PpDQAIERkppTTxXa3t5e9rtXn44Yfjs5/9LN7znvfg4x//OO68804AwO9///uG+jZ37ly0t7dH/1asWKHd1sDA4J0Hfvjw6jW9bXoNeH6B8fczGBDU/dw2Ga7nxX8c8P8GriPox/QA48aNg23bCYVm/fr1CSWHYeLEicrtHcfB2LFjU7fRtQkAQ4cOxXve8x688sorURtAoCxNmjQpczulUgmlUkn7uwFAqMnqavDOBb/MqpvnXLpn2JgFvPuoRrtkYJALVS8ew306cKa3FW/1YBqAPlqAPXpHFAasJ/2oKBWLRcycORP33nuv8P29996L/fbbT7nPvvvum9h+4cKF2GuvvVAoFFK30bUJBL5FS5YsiUjRtGnTMHHiRKGdSqWCRYsWpbZjYGBgkBUNm95W/K85HTEYdFi6rhM//MeL2NRVHuiuJOD59fvZLdvYjYN+9h/c8pg6sj0PWotW2AeCzj634fYaQb+a3ubMmYOrr74a1157LZYsWYKzzz4by5cvx2mnnQYgMGV96UtfirY/7bTT8Oabb2LOnDlYsmQJrr32WlxzzTU499xzo23OOussLFy4EBdffDFeeuklXHzxxbjvvvswe/bsaJtzzz0XixYtwrJly/Doo4/imGOOQUdHB0488UQAgclt9uzZuPDCC3Hbbbfh+eefx0knnYQhQ4bghBNO6M9LstWDGBdWg3cweNO98VEy0OGw+f/FNQ8uw7cXPFd74y0MwfKW8xH+7t+ewxubeppyXoycUBB0DTBR6tfM3Mcffzw2bdqECy64AGvWrMGMGTNw1113YerUqQCANWvWCDmVpk2bhrvuugtnn302Lr/8ckyePBm//vWv8dnPfjbaZr/99sPNN9+M7373u/je976HnXbaCbfccgv23nvvaJuVK1fi85//PDZu3IhtttkG++yzDx555JHouADwrW99C729vTj99NOxefNm7L333li4cCGGDx/en5fEwMDgHYLGXT0GMuLIoD/Bno1nVrYNaD9UaCRys6/aPNcL1g8KoKOv2rR260G/lzA5/fTTcfrppyt/u/766xPfHXjggXjyySdT2zzmmGNwzDHHaH+/+eaba/aLEIJ58+Zh3rx5Nbc1yAGzijZ4B0P0UWr0XTDv0taOAc1TpEEjfWomtaehvysFQVd5Kza9GbwTMfhefAODLQU+6m2QBA8ZDGIMlggzHnyi1AENzYkUpa3cR8ngnYjB9+IbGGwp8Ivxxn2UjOlta4c7GIkSF7lMBzDqjfqx6a2rvJWb3gzeYRh8772BwRYDBbCv9QL6aBE+/dhAd8dgkGMQWt4AITP3wIFGetbAK0qGKBk0FWYNbPCORu8m3FT8MQBgnf+1xtpKSX5rsHVgMJreQD3+j4HrBufMPdBEyZjeDJqKQfjaGxhsMVg9b0Wffd9L2TIDBqXcYNBMDEaiRLnndnCY3gZeUTJEyaDJGHwvvoHBloLgo+SbLPUG6RiMubboICnszOrMBURpYH2UDFEyaCpMwkmDdzL4p9/3GlOU3EE4iRo0F94gvMeU8orSQHaEpQcA3j155AB2xBAlg2ZjEL74BgZbCoKG1KDp7cXVHQ3tbzD4MSiHywZKmDTTrY6Z3gghOGHv7ZvXcB0wRMmgqTCKksE7GZQLZ2jU9NZdbtDHycCgDvh+7A9Ec4bnNJP4+VwepYGGIUoGBgYGTQI/UXi0QaIz8PODwTsQlA6O9ACAIUoGWy2MomTwzoXw9HsDG6ljYFAPCK+E0oELSKBGUTLYWjHwj7SBwcBBML0NSgcUA4N0CIrSAD7CdBBFjRqiZNBcbC2Tw5J/AI/+bqB7YfA2A//400bzKBm8I+EPcG4lKqhIRlECDFEyaDK2GmfuW74A/PP/AWufG+ieGLyNwOegaTQ9gME7DwueWIn3/mAhHn5t44D1gVdyyAAufA1RMthqsZXQpBhd6we6BwZvIwgFRY2iZJAT5/z5GXSVXZx8/eMD1wlav49SK+3Buc4tmE7eaEZHmtBGc2CIkkGTMXgebgODLQ4+q3GDq/GBX0cbDBQGtLQJT/BzEqUTuq7HGc7fcVfpPKDcCdxzPrDqibq6wZcwGWgYomRgkApD/AyyQ8hq3KCiRE1R3HcsqgPpyCyQo3zj347VV+M/7v8JsPgy4KqP1teNKDP3wL8HhigZNBUDadM2MBhwCFaLd4bpra/qYcVbPQPdja0KgybarJH0ABtfaawfjKQNggWDIUoGBmmoNWBRCtwyC7jz3C3SHYPBDd5HqdHM3GQQrKSz4DOXP4T9f/ofPLV880B3xaAZaMBHSQjmcUqNdYOr9TbQMETJoKnYaqLesmLNM8CS24HHrhronhgMBgiTTGOKUsnrBu77AbD2+QY71b94aW0nAODvT6/unwO8tQz447HAP87un/YNRAjPcAPtFFob60fUjYFfMBiiZNBUvMNoElDpjj+/Q0wtBnrwDtyNJsx7/4a/AQ9eAlz5oQZ79TbHP78FvLIQePxa845tAfB5lEjuPEpNVJRMCRODrRVbhY+ScA41zsftiz/7pmTFOx20n9MDPPbGW/jsFQ/j+VXtTW970KLcFX/2qgPXj3cIaEOmNw5OS2P9iBYahigZbHXY2ohSDbjl+LMZxA0ERan5ROmMK+/EPiuvw5lXL2x624MWhJumvMrA9aOJsAZ+7teCcCZj0pCPEkeU6lhAx4rSwMMZ6A4YbAXgXoKtwkdJWFGln49b7YtfIt8QpXc6eHMbrSdiqMbzdmPxIuxsrcKH3OcBHJu//bcj+KinrUS1tS0C3xucY6X4DDfQR95HyavkNsVFmblN1JvBVoGtwdwmID4ft4afyar1b8V/mGrx73hQNGh6q/Eu7WytAgDsZ7+Yv+1+wKvrO/v/IPw1aVRR+sfZwK1fGvAxi3CT/0DXdkugER8l/rraxfgz78uZuy1DlAy2BjSQoGxQgjsfFtGjg8/5T/ju1mEWMKgf/DxRV3qARvLWbGH4PsXHL/nvFjgQtwBphChRGjiEv/h3YOPSxvvVABzO9jagySVVECo71z+e97ncvg0QJePMbbCV4J1reuMHAM/4KBnwKlJditIgmzRTUPG2UF95k3Yj75hKmfJc4OYvAA/8ov5264DNKUovrYkXY8NILz5qPYkiBnAsaaCECU9pHli6Lv6jmj8haV2m636CIUoGDYM3MWwVVjjeIbfWthWjKBnEaDg9wCCaHGqh7G4potQsRYnrLxuzlv4TeOkfwL8uqL/dOsC73Xz68ofw7Mo2AMBlhctwbfHn+LZz8xbtj4A8C0UJ/EK5o5cLdOHGyczdMIqSwdYEX3Dm3gqQIzyWcIqS64arQN9D232/QPmN//VH7wwGM2iDztxvI0W27G6hnEa8wtGQjxJvUgrvTbW3gfbqhyWFvf1ryXoAwEHWUwCAk51/bvE+MVBhPK+fDDv89a7UoygZHyWDrQii0+rbZ6DXI7uiRKqcolQNiNLyf1+FUQ9egNL1B/dH5wwGMSjnmEvrycz9dlKUqgOhKDVielMsgAZIApcduK1BENnF0Eh6AH7EdAi3b12mNxP1ZpATDYVp9jPEvg3efmZGjsGBVDkfpdD0tu6lR5reJYO3Byj//Gf0Ubr0X6/g5/e8HDaQ7dnz6cBPHrKPktdf0Vv9aXobIMjDuT2YZuIGTG88bF6N4vPNZQQxipJBHnT9+xd484IZmPfHfw10V5TgC4FuHZm5sw8UFrdS8sNB3PLyDwoGWwm41XgWH6Xusotf3LsUl/3nVWzqKutTCkhtDYa3TFaUqv3l3N3MqLfoM+trk65kpQd48g/Ai7dn2tynPkYiVqPJIFBNIjQQxcyfhU3qbweI55XB8KwbovQ2wLD/XoAd6Ers9dJPB7orSjRa02qwgeZx5uZWSn7oo2R5fbqtDbZyiBy79nvRV+WIFUTTnQCJfPuDYOiWfZQq/eXc7fWH6a2JitKGpcCFk4DbzwBunZWpj2fjj3im5as4wgrUZ2Z660Vj9dGaAmHhW39mbps0mGYg2mXgSeTAv20GmbGH9SoAoLfi9Z/MXQfeRm4VmSAQv1ovODcoMqJk+0ZReueCTw9Q+8WoctmZLUIEdVaAZLoYDG9/2fVxgPUMDrWCoIV+SxfQn6a3Zijgiy8T/+5cU3OXU6w7AADfLdwIIC5p0oMh0TYD527RiBLEESWV83yeliJFyRAlgxzYjmxEe3cvHvvhgVjws1MHujsReKfVrSGPkpgoMP18iB8P3IwoOcb09o6FMLllUC14FYZSqk9SmSAIAz95lKsubihejN8W52Ms2vtPUWoWUWpw4tY3K93n9pXZdw3vox0ypR4Sl/1wt+Ri+PYzgXvODztVv6LEw26IcHH+foPALNnvROk3v/kNpk2bhpaWFsycORMPPPBA6vaLFi3CzJkz0dLSgh133BFXXnllYpsFCxZg+vTpKJVKmD59Om677Tbh94suuggf+MAHMHz4cIwfPx6f+cxn8PLLLwvbnHTSSSCECP/22Wefxk+4n/HKg3/FAfZzOK73zwPdlQi0SZlcBwv8HIoS4QZu36viPy+vR09vHVloDbYO8GbbDJNMxRNNb77ORymhKA385OFW4j6NJN1byEepyVFvwu91jl3yfm0rsu8a3kfmo9RjxYpSvxFPGW0rgCd/HyhjbkVKOFl/HiUL4iIgN6I8SgOPfiVKt9xyC2bPno3zzz8fTz31FPbff38cfvjhWL58uXL7ZcuW4YgjjsD++++Pp556Cueddx7OPPNMLFiwINpm8eLFOP744zFr1iw888wzmDVrFo477jg8+uij0TaLFi3CN77xDTzyyCO499574bouDjnkEHR3ixPYYYcdhjVr1kT/7rrrrv65EE2ETQdf9uf+qJI+kPBzZKa1uKzBHd09OO26h9DiD0xuFoOBh2C29Wq/F32cQ7RPqd7fbxCa3qqV+DknoP1oemtSHiWlM7fmOLnaldpqz06UGJjprZdwRKm8ZZTpjZ3xvFipViVy1JyoNzfDuyBjMOVRcmpvUj8uueQSnHzyyTjllFMAAPPnz8c999yDK664AhdddFFi+yuvvBLbb7895s+fDwDYfffd8fjjj+PnP/85PvvZz0ZtHHzwwZg7dy4AYO7cuVi0aBHmz5+Pm266CQBw9913C+1ed911GD9+PJ544gkccMAB0felUgkTJ05s+nn3JyixB7oLCfAh0VuD6S2PRG9xprfurg48VZqNIcSY3t6p4N+FLIpSWTC9pezjDT5FqSpN5FW3n979/oh6i0iRbCqtY0qU71nH6hrdiO8eDdM8RM7cHFHy+jqAEUPz9ycn+MCAvkpZMLc1YnrjFaWq56GQt4FBRJT6TVGqVCp44okncMghhwjfH3LIIXj44YeV+yxevDix/aGHHorHH38c1TCZn24bXZsA0N7eDgAYM2aM8P3999+P8ePHY5dddsGpp56K9evXp55TuVxGR0eH8G9LY1CFkYagnsIW3bUeeORKoHdzcw9W7gJu+DTw2DXNbZcDzaEo2ZyiNKTjNUOS3q6gNPDReOqPDbaTPas7IEaO+Wk+SoPS9BZHd/6l+APY1fQC0nVDqPXm6rerhVpRb3UrShJBrEHmVIE4LFO3z91XuoVqR9p2TGHKlYpwncZX86ljRPjMKUp1ZHGPnLkHwZzXb0Rp48aN8DwPEyZMEL6fMGEC1q5dq9xn7dq1yu1d18XGjRtTt9G1SSnFnDlz8OEPfxgzZsyIvj/88MPxxz/+Ef/+97/xi1/8Ao899hg++tGPopwid1500UUYOXJk9G/KlCn6C9BPsKzB53/Pr4IjRemmzwF3fxtY0GSn80evAF6/H7hzTnPb5SCMYzVs6zZtkv+EwcDijQcDH42/n95YO0KttxqTg+diysPfxZHWYgDBc5fVmXswECWvGo+Vo0kXPt39l+YfhNL+iXpTvav1pgyQCXGN+86PL0nNJP7Rq8NcVQ/4Ee5zVzyIihtf7517nwWevCFzW4JFgbsOjZneBh79PuvKCgilNFUVUW0vf5+nzTPOOAPPPvtsZJZjOP744/GJT3wCM2bMwCc/+Un885//xNKlS3HnnXdq+zZ37ly0t7dH/1asyG+LbhT8efpbqnp3DfC13iw2aKx6Ivj/1Xube7ByP61aOeTxUXIoN3D7hii9XeH3Nee5ojkUpa4nbsGU127CZcVLgz74VE+uXDE31+AgSmKfWr1+eDfla9i09AAKZapeM1OCKKWrXvx4ye4jm+cs7jd/SxEl7pidPX3Y0CHlgVv0szytxZ8EolT/XDUYnvV+I0rjxo2DbdsJpWf9+vUJRYhh4sSJyu0dx8HYsWNTt1G1+c1vfhO33347/vOf/2C77bZL7e+kSZMwdepUvPLKK9ptSqUSRowYIfzb4iDxLYuKsA40fF5RGhzkrRHQWk6fHHhFiSgGyN8//Aa+esPjWy6CxaAuvLiBJ7wNTFB+dh+l515ZFn0uITi+zpmbDkJnbq8qkZZmJnFkkN+phlRbhdqh9FvK26y0Xw2iJAwvIQmIUwHE939LKUp87q4CXMG3CED9LkLcdanWU0A56tdWTJSKxSJmzpyJe+8VFYV7770X++23n3KffffdN7H9woULsddee6FQKKRuw7dJKcUZZ5yBv/71r/j3v/+NadOm1ezvpk2bsGLFCkyaNCnT+Q0UiBU7c7tuIzlFmgfRmbufCcGWkGO5AbPW+RTADdyKgfb7t7+AhS+uw9+eXtW07hmkoHczsOSO3LWl+ijnxFtHAU8GsdZbDZJdKEafHy59E75X1SaclE0XDa+yO9YA//wOsFG/MKwFWVHql4k9QZSapSix97YJuZUSilI6mfMUmf+Z3xJfAsqvQbiaBu45tYmfJEo5IDyVXLv1KErRgnVr9lECgDlz5uDqq6/GtddeiyVLluDss8/G8uXLcdpppwEITFlf+tKXou1PO+00vPnmm5gzZw6WLFmCa6+9Ftdccw3OPffcaJuzzjoLCxcuxMUXX4yXXnoJF198Me677z7Mnj072uYb3/gGbrzxRvzpT3/C8OHDsXbtWqxduxa9vUE4a1dXF84991wsXrwYb7zxBu6//3588pOfxLhx43DUUUf15yVpHNxDwxSl6x9ahh/c8cKA2XR5U9XWUOtN8BNJm+x8H46QiVk/sHWXt9Cg907HH44Cbvki8O8f5trNdmKHVr9cfx4sXkWq5aPkFONyFWNJJ9C7WasoVari89MoUfL/8hXg0StAr/po/W1IC7Vq1cXGriYHM8gKUrNNb80olCuPeTV9lJKmt/g73vS2ZcYMfrwLFKUmjeG0OT5KW7XpDQj8gObPn48LLrgAe+yxB/773//irrvuwtSpUwEAa9asEXIqTZs2DXfddRfuv/9+7LHHHvjhD3+IX//611FqAADYb7/9cPPNN+O6667De9/7Xlx//fW45ZZbsPfee0fbXHHFFWhvb8dBBx2ESZMmRf9uueUWAIBt23juuefw6U9/GrvssgtOPPFE7LLLLli8eDGGDx/en5ekYfCKkh863c2740Vc99AbeHJ5kyPMsoJuIUXJrQBL7+m/9kP4wsCXMmhIK0eV6Q2gsOFF4b9vJ3T0VXHILxfhFwtfrr3xYMHqp4L/n701124FbiSsNJAwlGQx21Z7gRX/g+OIAdM+sbXmurpMFynwVzwGACDl+iN3ZXOgTXw8t7K9oX4lIJOOhhJO8mqfm2y/ac7cNUxvvBtbSAKY4MI7Q2sd+5sMnpzb8BsjSlStqNZDlDCIiFK/5lECgNNPPx2nn66OJLn++usT3x144IF48sknU9s85phjcMwxx2h/r6WstLa24p57+n/C7R+IihJfVHNT18CY4vgXrZG8GzVx3zxg4xaYtP1sqsC8257CPO5voljtzi9cjo9aT+Of1X82sYNbBjf/bzmWruvC0nWv4pxDdh3o7uRDTmWzYMX3vNzbiZa6D+srPwv480nA0ruxw4hdxH19X5uZu1JtrunN9QGnwfnHl3yUCHwsWduBj+w2vrGGhYNISppXqf/Mhag3pijxinD/E6WlazvQ1lPFB6XvvXDM4cfPLaUo8e9KAR4sIj+32a+4EPVGG3PmHkwlTPqdKBk0F/zE7bsuOvriFVZfIw7Dnhs8kFb+hJZUUJT60fT25O/7r20OYuSS/nz+/sQyzONmVBVR+owd5Pfacc2dAPZoUg+3DAZR3eV+B+Heq0pvV/0N8e+CTqFYGiTEHdGxVNzV97UqQkVSlBrNLdOMVTqVIvFs+ChXm7xQkomS2ySiNACKUl/FxabLD4UHAoTDrKwoiaa3LeTMzV0DG15DYzi/p/D816GODabM3IMvKY9BKviB1HUr6OiNidKmLP4BPW8BD1wCtHPOxZ4L/Pr9wBX71eUsLeRRCj/7tD8e7i3zwvgZFaUixAGRL5CbAHn7vWqONfAD1JYCP1lU++onSnnSAyT6QD1QDTvlc9sAjUe9NYUoSWYwC7T5fpIS6WiaytK9IXD49/tDUfICE+Fr/wEqsRm3a9Nq7Gu/iA/bL8S7MqLE0uAMgDM3/8w68BoyvRGdc3wdzwUZRKa3t9/o/Q4HP1D4not2jiht6MxAlO44C/jXD4CbPx9/1/Ym0L4c2PBSXc6SVJEeoIp+KLWypSRYfiWUMtl9xn5I+NvyUq7/IJCP8+KdRJSo1yyixOeRyTk5+L6WmFddedIcBPdG8lFy4NWtQi7f1IMn3lT4WCaIUpOK4j40P3D8F971eoviKhSlB34B/OEzwK0npu/KdmFRb3wh2S3ko+RzN61RoiRAMEM3sgAf+GfdEKW3GfiVr+dWBaKUKeJkye3B/2ueib8THFAbVJTCl8ztD6K0hcAP9mkOlXMLYhJTK01RGgQve17Y9jtoeODfq7760wPULJOR1gXf1ztzS2YYv8HnqTmKkvi8t6IsBUJkxwE/+w8+e8XDWLZRcqRP+Cg1qYQJALz5UP+Z3lg2ay7hrkpkT+ZR4jNzbxlFiXCRu8r0AHkWeVrT89vbR+kdNBJuHeDlbqYoEfhw4GJj3c7cjeUS4VfOzPT2diZKvLqQxzndTsmfMhhr9NVCgVOUBlM5gSzIO2H7XOJQr4H0APy7pPVR0u6q91GS1alGiU5TzBkSUfqI/QyG9q1rqMmX1khReE1VlBTPBN9+M525h4xJbqcYA+T0ALzpjW4xH6UaCSdzITkXAHWOH1RuceBgiNLbDLzpzfOqaO+p4obCT7CodDbcek0GDayCAY75I64Y3T9EqZ/JRtsK4IoPY+iLsVKUpQI8g90kH6W3uiu49fEVA557yeaIkvs28+zuzHnteKXCLzfgzM1NOtu2PZ5zV0+/UElMNI0SpcahCl44cMVvGmtTPq3+VJTk7x6/Frjqo0DXhpztKvIoDRmbq4ko4aSmBEh/omZ6gBwkRyiK24C/XnDYwWN6M1FvbzMIA3q1iq6ePuxvPw8A2LnyIoCPpOwsV7l2AduRTG91rCb8pOmtyj9abhmwnLoi6nhUPB/F2pvVj3u/B6x7DsPXPRd9lYcoWTRltZuDKH3p2kfx/KoOPLuyDT/6zHsy79dsOHY8QFVcH4W3kSkubzgyPyl5lQYyc3Pv0k6b7g/yOk1+PwCg97EbAULQqu0D1StK0gKmYUWoGXOPQt0ZWslJMiCrDVLHZKLUiIOz6l3mychjVwX///uHwKd+XX+7vqskSkTBNxKZufkSJluIKPE+Ss1MOEka9f96p2TmNugH+KKiRDvXRH+TWi9WX5v4dzcb1BojSkKtoJAsCIrSz94F/FGf9yor+qr9PHBIJRkA5Loeaaa3PDPT86sC88M9LzRmxmgUthUPD1t7rTph9d4AUUpoNWECzPJbK9B65zfQ+g91TjkgIENaFUF6DgdD1JvKJ2/NkN1yt1PhSG1SUZIIoqQoLdvYjROuegQPv7oxw5FUTEVxvXs2ZWiLb0NFlMbFf7PIN+VYwtIDJPv258feaKiYbHbw6QH8BpMGq5MP03raNOkBDOoF76NEPRdDy/EKbrjXlrpvX49U3TskSm3dMUFIRtdk6VT8EmzjbwCW3oMq5YhSuQN47d/525UP098vjJ0UWBORJ10bgKs+Cv+x6xLbWjTl2tWxKhrRMrCCL9/jyhYZsAcOIlFqwEdJfl6s4B62LXs6Ux+0kXKUCqvyxt+Fxt8llenNq8PkzpPwRK8k1UpWlM7908OY9sYtmH313TWPoyShKoXKVSyY0htOtlngEqx1rQ83S75DcnoA3j/ozY1d+NP/lif2aTao4KPkwW7ImZvbTchbVUeQEEx6AIM6wQ8UvlcVpO4Rflvqvp3d0gAQrqa6y5yDeB1yb8JR7/6fwCVvQ6uurTDsyYPg/RcCq56Adefs5O6pRCn/qzaytVB7o34E7xC9tStKgnLh9jbQkPQukJA4rH8xQx8ofI2PIE2kDhh4HyVLoaDmdmBHjWdLJjLS3yds/h1+XLgWfy7+oOZxfMVkTVWFxXMWVE6ofb4rftf7VvC9QlFKpAfg3jkbPl5a25nYp26seRb41wVAWWyTCsf04DRJUbKE8zWmN4MtCSmP0nCOKI3002u9edKg0FcJBjpezq4r0kJaKXmjdqhrZTngsJLEJDG4KdSGhd5MAICT4qNUT9TbQBMl3hxQ3sqJEk9CSLURHyXxOi3bHCxO7PUvqDYX4FNfu/Km1BcCOQaH6U3xvNdhuq94PiZjI95NliVNUDWcuQ+gQc26qdb6msdREZVVG9uSGzasKHmiT044PqoULZowvfGBMbS5C5Tf7h/kd/qXVDCaG78d4sFG/S4ORBHYA+Tz9Yz3MaY3g4xIvFy8ouRWMbQa2+ZH1lCU5Lwcbd2VRJuy02gWyKHYz27w+oUo9b/pLUlMZL+vtt6karSETg12TxlgshIl1/MxjazB+c6NmFKov2BpM8DPWW83RSl3GQbuHbAaUZSkd2FtZ9Cu3VHbhEJ9L2VCocL7OxhMb8ooz3qIkuvj4ZYzcWfpfNidK8UfayhKea6DyvTlVhT3Oi9RShTudaXvQhOSwqF5wojARMeIkiURjX5ZoKx9TviTVzEdeHBIc3xBeaJEGnHmHgQwRGmQw/P0zozUdwUH4pE1fJQ8V1wBdjGTm2DOq8fpTuzj8nWb+sf01t8LC4XpTZ64XlmfDB2v0OBc0xSlrKa3tt4q7iiej1Odu/D59Zdk2qe/wJsq3kk+SnYDREmeDIvF4Jkqda1SbZ7YN82ZW3x/+y+P0tUPvI5Z1zyaGjzh+1Rpaq7H9Fbti1XaUqdEKGV1L0GUskNl1lRl03crjSlKCdMbK+ukimgkoo8Sf0Y2/ESNv6ZAGot4vzgbPpzEgi/Psya2FX1bV7H0UIkzpjeDWki8XL5oeuMHpiJNTzjpS0QpIjh8JF0TfJSGWhV4qswTg2iFoIRCUUpGGyVfWlaupQC9j1LWle9b3RUMI8FAPan3lUz79Bea7qO0+HLgznO3yHOQW3HhnnvHq58oyRFDRYsCbhmt5dph85T6QgSp+BsVFk2NJ5zU40d3LsEDr2zEnx9fod2m4vkokmA88UftgJfHHwEgX4JWBr8tPk4faRF/DCMQXRpOVQ0oSiqzpu0niVJHZ848Wok8Si6UpVHSiBJTlLjrFxClBt87zwWuPxL42zcSx4z7JyacTDhz5wF3KYTElQ0JSoYoGdRAwrmaN5N5VeEhrxXWmchqG76cwiq2joRu8mphKCnDJQrTW12rCm73fn5hut3k65CU61VEqbZ6lrXvPZX4Xqwqt6rrX20heM0mSvecF+SqWfVE423VQH7TG0+UcioKHORFA/FdoH1lpv5Q2bdF6J8vvL+NU83az2N3Rb9oKrt+tDCg+3wdHa3bBa3WoSiRtlhForIjdegT2Ikhwd8SUWpB9moEKlXDVkTuqciTojHg2T8Dm9+AfDeIRlFSuTUQKTO3+BttXMld8SjwxgPA0zdyDYv3nkrkrNAvPkp1tDmIEk4aojTIkaiWnVCUeDtw+kslO3NHq1fOfOfVUYhRDmkeQipQPtxbKIFavVj8Rnviu/8t24g3+PpTChn4AztNrNl21qvKD5ib6TB89oqHM+7ZfIimtybeu0bC7/sJ/EDu+A0oStI76LsVgMt1VqMT+kKo1IfPpe7IO3Wsbe/D359ehWo48Ta66Ci7HkohUbKcljiZbB2LIbsjVpS8qkRcqsGz0kEDoiT4DP7nQoxC9qgwlVpnKUhRgWYgSk9cD/z1FODKA5LnTD2phhwjSnpFyfWSCSdt+ChXGyRKYcSdeEzZ9CanB6j/XedngoaUKcTpAUzUm0FNpJneAn+l+PdaNXoSpIvZzhuNepNWQ0NQhrLwfCNZddGckOY0VGhSBbNA8bN7Xk7djzi184VnnZj4QasNwzPt01+wqj24tfgDfM2+o6nO3I0WdM2C3EfgJraC3zxFyfeqmZ2D05y5A9Mb53CeczI77Ff/xVk3P42rH1gWtJdr7yTK1VhRIk4xmnzrMb3ZXTGRTITrh6Y3pigR3i9q0cX5DhTe41f9yXALwbul8lEq1HBhAAA89+fg/3K7IupNUpTCq632UQqum08pKKWCM/flxV+DuI0kPwXQl1z8yW+HWMLEa1BRimHxqcjrWSQb05tBVqQRJfiSolRj+JNDa9mgzJMjXR6X1HalfXb2X8de/nOKDRtVJfr3hVERnm3QVnNBQxVpBWRkzrfGOa+20aEZd+of7LTyr/ig9TLmFm5qavTN0vWDT1Hi36tiA0RJXjRQt5p9kqByrqQYhPrw+ci8nFSnrSdQjf/zMgujb1RR8lFEqETbRVBGlOqYZAWXAJm4VERFqRFVmqm1FAQ0dA1QRe4V0oIyGDa/EX+WiBKhvlJRUvkosbvg+RQ+TY7hn+xeULsvaehTRM7KgSW8j5IqPUCuBa7amdv2y0BvW452uPlp4HmSIUqDHfLAyUvPsunNqkFEfHm1Fg4cgu9DQ8y/Bga56c1WEKVjnf9il76Y9BHVBKNyApeR0YHZ7onTPZT7t7JdTRDOJNuwosRNEo1aE7Igt2LCPZulRoiSpOpSr4rNXdlUAd/3taYrSqlgequ3wjt7erMonGmPbNn1UCBhf+xinFizDkd93sSbUJSY6Q3BooGkJXWtfaDgPxDQMGO6qgxLJnRwUYyqcY33fWIETTU+R1FvAZGTCfBoN2c5FRnl2kSJCuTGQ0FKD0AVNf10IBqi9J5l1wIXT9UoXLXaGniaMvA9MEiFL5vC+IHCl5250wcp2fTGJFeh0G4dPkqZVahmE6UmR08VHPXrcMBmblWnmF+IlcGZO6NJwiq3xZ8btPE3Co9zyG/YqZRblRKr/4edvItQ/v4UUVFHKGVqR1KUPBfr2rIpaEHUm+6ZFhNO5nZWZ/uFF6ZRH6WK66OImCiR0EepHmduPtI2MSmHpjemKFkNmO+piigpTG91NJz8jm+XKSNKWZlFvQX3Xr6vqYW2s0CpKMmmNzGPkqwoVWS/sYxQjl9rnsneQJSZu67DNxWGKA1yyFFvRPZR4hWlGhNrYhBS+ijVU+steKB7aKnGdo0RpcTg3mSiVNK9DRwRknN6eJRkUpRUyeaU4PP5DDBRcrlovkYVJb70jqWKiBxoyCS+zuzcCWdur5rIX6YD9X0tQZMzc+cl0QdYz+DKwi8xiuVayzD50BQy5vo0JkqCj1IdpjeeQGhMb7GPUgOOxlwUFQ3zvCmTZgadytao06ohStw9T1GUCJcegCpMb8rs53kgF0IH0FXxhQzo/NjkwEvkUapW6iOTyXxMyOXsbzJzG6RiTXsvHnhlA15Y3Z6IgiEpPkq1HDzlPErRg8iTr3qi3sI+9KAGUWq6otRcIlGw1S8kFSZ2cRufWLCsDBN/xr7y1/9Lzr3YnbyZab/+gMclDe1JCRXP1Bavhmiu84BCnsTqJEoJPuxVk0EUEqIFBk3JzE2p5KOU79m/oXgxDrMfw6yO3wbN8c+x1GkbHkYgPZdQVfJRQqQo5V+8CJG2crh+lRGl1rD9xomSDwI/XPzYOkVJkTZACbugXrAJaQ5YGhbFdiFR8n0oFaXoGteLnqTpbvHrb+F7t3HKjpQeQK71ls+5WyRdyZ9zPLem1ptBGp5ZfC9e/P1Z+N9tlyZMYfxAQX1XCCetNUjJlbfZCseX6sflRlZFqdlRb00mSg5RXz+aYlrzYEdmh1RkJUrSdv8szc20nxada4FLZwIPX5p7V15R6u1txG8HcPnQ9joKBPc3iPxs1l3vLemjVMvHg5EA+L4+3wz1haz5Vp1q6hgv8IHjiZLsl/jX4vfxbMtXMbx3tbadqk/jBKt2KfJRqsuZmxvjSML0xpy5Ax8lqwEfJZ4oMUVJlR4AQPYyJsTSKEq8j1JKeoDwPri+D58mnfTTkthmQjWZ6mI8acOcZz8J3Pv94AshPYCbML3lSRfAD6FKopRrIW4UJYMUjOlciq85d2KP7oeFVSQgDeg5TW9ywknCEk7yprd6yEe4T18tRanZprdmJwzQnXuaogQrE1HKqtTV5Uyfhv/8GNj0KrDwu7l3FYlSY5Fq3iAnSol7r6oqn6kdOUtzbUWpOzQrUUr14ZGUCnmAGvdfi59jOb/a+6zXAQA7bbhXu7fr+ShGztyFhtIDCIVwtekBAjJZK2BFf5AqRtxxKoBgHPFTot6CfiQJ1HMr23Hfi+vELy1HOW74/P7smVBsR2o4c2eKwEuDYnH6Put1jCMdwEPzw+6lJ5zMQ05JExUlY3ozSEc0kdCEM7cQ9eF7Qsr7moOnNGD7TTK9sRUhtWxlLqJ4w8FtetO153NEKZH9HwTEbp6ipNouUVE9D6r1K0GCM3dfY/lchBxAW0RKrz8zN4Ckr0zmw0rH9dyafn9VUgh3Tcuj5AvvZq0s/DrEztwxXJ0PVcolrHqcouSUOGfu+scPACAycamKilLdprcXboMVtsWb3rTEiylKneuAjUEpoU9e9iBOueFxLF3LOUhbtvKd7eziFhaRM7cqMzfLsURBfYBIqvYQ9AJP/wlor10rUIkMJkTeR6lIqgkFyQLNrATxvXeIYp86TG+m1puBEmyVQShN2LWFgcLPl3AyaQLwwu/5qLf6TW+EEHhIIQ1L7gC61ut/rwl9jaJEfx76NfDy3bnCUbVqmmB6k5y5YcHKFPWWbeJWEdW04qQZWqx/T+7ZKzeVKDXUVCbkPoQ8YdatKMl5z2qb3tjCiPq+dqFCqC88n3nzKEXdC68MFRSl/O981fM50xvno1QHgUs3vUmKUo5JWwA3DlBY8GsV7WaK0C92AS7bC+iIk2IuW98Wb0fUREkgfCmmN0aUgjxKSR+l92Ep8LevA1d+KL2/GrzVmUEJ5vpVQjWRHgCAUL2h6vmB/6ym7ErWY9XuF8tWboiSgRJxthPZZ0F05q4KfklWjYcwkXAyqvXmJr7Lg8nPXxn0jVjwpEfqOvfQ+I/7vg9csV/u9rXQne/Su4F7vwfcdDzwk+2VMroKutUw5U1rJGl6g12bKNXrowQ0RpTcRsL6uWevWm6QKPGqRbOVQAXyPsVEnnzrDhuXTW9uZPKu6tRWpiBLZEholVJBrWo8IjJ+jgv/nJN7b9f3oxImQR6l+k1v/DWTFSUaKjtdtDX+skFfRx8kA1GSlNj1L8SfeTKnMb3ZnPLf2Reck4oE1yJKEXo3p/dXg3Wbaxf45ftVQqwovbDnD+KNuHM+98/P4BO/fhDXPLgsf4fymN6YE7whSgZKkJgoyQoPLxUT3xUUppqZueUBJpKEXf02tUApRq57BAAw0V+XUJTu8/fEBjoy/qK7dhX17MfWvHRckU0AmVSsrrKL1zeo60YRzgQlv7Q+LNhNNL2p5PneBojSK+uy18JKgOuL2yBRajipaRY0olZKCxKv2hzT24jyWrT0Bc98ny6BaAaiFGTt5ghFg/55vPJTfOlvmq30x6i6oqLETG91+RBxh0mEw4fOyN1oib9rOCiECOZ0JRImK875XSBKFlTXifd9evLNt4L9VIpS+J1HqdKZu1Eo/YRkyIpSuI8zdCy3TdzO358OnPyvXPRaoqnailKO58NEvRmkIioHkCySyTvWWV5FW61ZCU0epYZ8lLg2W1AOFBYOPiy4aea4HMicR0nOa5TBefism57CunZ1MVSaYnrziRUXBE1BZid5paJUv3rQV2nAGVRQlBqLevNcLlqzvxSln+9c965yxme3Uuf5Sue2W+dizHjjegB6osQScFLfTzHRUoCb9OpXlEi4f4PpHtxqXMvL4UuY1NMv3vTGERTfi7LDC4rSmqfV736aeZv7zQcRUl8okRb1xhN9jemNJ3yOleLMHZ67HypKzSZKWaLm+GeuhVSiZ6PUwqt4XmCO5tT5gi1l+M7iXpDr3TdEySANkcdlDaLkV4QHr9bgmUgPwKTNRnyUuAGBgMKVHqmDp09MmOPqReb0ALY0IWU4p3+9tF6/Gqphesvio1RPHiWGxshOA6SEmxC8ippEZoUnPGNNjlZsAmQn4fqJkv7c+qiGKEXlP3y9/w31hetmESqkC8iLbFFz+gnK5xU3ITN3/j7x/stCJmoutF1QlK47HHjyBkWn0t5zLsEiCPxaize3T5/8k19wEqIhSjHhc8IxQ/VuM3cJt5bprU44Kn8jGdyzX0I1UqFaWiVz56V7Ar/aIyJSMlHKFHRSTx6lQQBDlAYhImdu0GRmbu6htvyKaIqrNfjJRMlXKUo5H05PJEqyorTThBHw+6uqoVZRkiakjLWKdIMUTRlUKSxYmXyUMjpzK6Tpal/G0HxKgbvPAx79ndDDusH1xVfkY8kDIUS+4eLI/QBpEnPrJYYpE4He9MYWRr7+2lA/0bZfDwkOD1XLnzE8gv4XVyRKcR6l/H2i3D4OT5S4Y/TwRAkAHv1tsqGM7znNpCiVxXGRN73xjv5U7VzO+5LaFvMF1Ue9uZ6vLIrbKPIqSgFRCs6npaU1Grv9zvVA+wqgczXGIoj6kxP0un4GopfDYkGNomSQCsFHSc5pwROlqrYIobJZjY+SQKDyJnTjBwT4gSmKg23Z/WZ60ybnkxWejFl2dbI3HyafUJSanZlbQaiqfbUdMgEAKx4FHrkc+Of/4xvMtq8CvIOz7ZVRdusnOH6DAQN5kXfCSShKdda3SjtumSSJ0nXuoaDgo950eZSQqAOXqAOZsYdA46Y3VmDbBwEsB1aoLmQjYBK407J5HyU3IKtl6sCHJTrDqybPtHIfvOmNZnTm5p5Z4bb4UmCCMuot3reQMs8zYln1KfwsRCMnMiWs5PrfAs70VipF1oBKd+xM7mgUJTfLe53HYmHyKBmkgU8PIDNwS1KUiJAeoIYztxz1FuVR4otScsfzqsC6F9InW2kVJztz25aVUJmaBa0/leyjlJkoqdsTTYcK05vTvKK4qlxTbkai5HWsVR0523FVe3LP2u+Kv0RXb/0mQH9L+Cg1AlmtqTP/FFsFqxYHVY4otdGh2KvvCvzA/VLk30NpemZumcz5vZuBZ24Gyvkd9rOY3lI5dqj2eKQAEBKV+alHUeL3sfmJPbwH5VCJE95DFVFKzVcl+SjVNL2VJaLEXQyBkFGlCsj7vNmRYKjaLlaU6IA5c3OKEomduS3bia457Xkr2qaVBPe+JBUR97wsilJGovTi33HAqqvDPwxRMlCCV5TEgYcPO7X9qlTrzU/1/yDyikvlzM2/9H/5ShDO/7/fQQupTZkU2bbdNB+lxKE1ROnNTZLZJOPLqRukiM+bN0VQYsNuYnoA1Xa0ki3i7LVViqivRkiJNAH0dGysuym/0ezv/QyZhNCMKSWS7QTPUBXJZ6JK4sz1LmxsxEgEGhRvetMpSjShNhb++hXgtq8Bfzs9dz8TRCmn8siyeXthskwSJXCsR1GKjy2a3oL3mJkshWuqCtDIqCgFprd8REm4OoIZWaMo8b6jGZy5Xa9/fJRq1mmjVCBwJVRgh35NtlOMxm6vO64Z14Lg3icVJb82pcla5PfWL6Hkh+OeMb0ZKMFWZ9JDDIiKkk0r0mrMT8jzEXwfM9bdLh4mIkp8/TjuZV4Sbv/wpUGyyEv3AtY8K7ThSSYKeaVm2Vbt1VtmSGqOhii9tl5KMplRUdIOUvwAp3DmzlLCJGuxUJVKRisZfJSqfdj+6Z+rWsx0XBWI9Oz1dNWfasAT0gMMfqJUb3oARgJdhWnHtWKiJKojcXoAfRLVpFnOXv5Q8GHJ7Yod1GBPb8JMr1hMpE5PTFGyQqIU+VU2lkdJIEqhotRHg2MorxmPHL6IeX2UBMd5wfSGmhUH2OigMqvGpjd/YKLefDf2BQLQwqUHsJ1YUbr7f3EeqVYE917lzF0zGrOeWqJGUTJQInouFESJDxGWEk4SUG2pKDz/F7R6HcJX0QqV8v4jCmdinwK3fBHY9Apw6yzhN1eaUGQfJRALXj896L7GTCEXt23Lkp0WKeaIFOdjSrI6c0ttd65TruKVaksWRenRK9DSuy7xdT3V3OPOiH3p7amfKFF5FT7IkCiNkaYorX4aeOlOdTuR6a2Q+M21Yodk3jRHhTxKKWS9zuumUpkTPkpZi8Cy7nhqRamuhJOCosQ9J8xHKVSURHNmTh8lPqklkgu6BGQfJbnGJt9ujeAE9k6rzKrselU92nRnbur76jIiPLyq4N5RQiUy1xG7GFkINm6Ix5ZWEipKTtJHqbbprQ7z/TtBUfrNb36DadOmoaWlBTNnzsQDDzyQuv2iRYswc+ZMtLS0YMcdd8SVV16Z2GbBggWYPn06SqUSpk+fjttuuy33cSmlmDdvHiZPnozW1lYcdNBBeOGFFxLtDAQIV+tNnjhFRakqEqc0RWn108nvwrZ55UA1UW/s5h5uyR/Cc9NNb8Sya4fiZkTizDSssCARJT9jOQrtai5FUaIZE07y15U+9xfgF7vAX/i99GMxZKlkv+5F3YFr76uBTB7K3R2aLWvD8zSqZT8hvzN30KceGqg+qaa33x0I3HwCsPa55G/h9WYEgodrx0TJo/F7EpUV8VOi3hRjQVZ4/DMQPr/yokB1vmlXkIYLJD9UlBDmgqqnWC//RikVJWRVlFLUCr6CAWiCKDHVKkJCUeIrIoj1Nmshum9pCSf7IT2Am2Xc86tCv2xCI9MaLCe6TqMQj/tDQkWpKEW9eT7Nlcvv+VXt+OLVj+K5lbXKTG3lROmWW27B7Nmzcf755+Opp57C/vvvj8MPPxzLly9Xbr9s2TIcccQR2H///fHUU0/hvPPOw5lnnokFCxZE2yxevBjHH388Zs2ahWeeeQazZs3Ccccdh0cffTTXcX/605/ikksuwWWXXYbHHnsMEydOxMEHH4zOzgYyGTcLnDO3HNnCrwQdSVFyiJ4otfMJ20Ko0gOoXnyBj8iRN4noIPGhJoTAa1K1+ERWbM0gVbBks0ITTW+KhJOW7DyubCNuu3zHuQAAa/Glye1UprcMcvVbVXUf6i2eGhxY3LfSWz9RErK/D6L8KAyMFPaG6kUmH6WNS5PfMaJkJe+Hb4s+StEuvOktJY9S3URJXlBQClt61lneqMz3JnynPCu4XnFm7sYUJeF5lXyUBEVJMaZkXhARP7Ggu947TNzI7RUmdT53kuDrmSXVBSsVlVLrDQAqrt9U01ulnOEZ9tzEe84Uo4AoBddpDInnxZaQKNlS0UbXz2A65K7dCVc9ggdf3Yijr3gofZ+tXVG65JJLcPLJJ+OUU07B7rvvjvnz52PKlCm44oorlNtfeeWV2H777TF//nzsvvvuOOWUU/CVr3wFP/957Hsxf/58HHzwwZg7dy522203zJ07Fx/72Mcwf/78zMellGL+/Pk4//zzcfTRR2PGjBn4/e9/j56eHvzpT3/qz0uSCawIIFGsIu0UHyVAn8xv8UrVIMKi3tJNb2m1dvy2N8UvpIeawErNQ9QIdHlkZNObX60t947HZnzR+ZfyN7FMjIisipJgkkjxOVINplkm7SfWaLZpKD2A+CxUezOmKVBgsOdRYvenF0xRqgCv3w88fZN+J2V26FAhUChKvqM2vbGniqaSIVr3vUyEbSuOUSn3hn3I1iYJSQllPkoNFMXltStBkYh8lAKiVKHpztxeqo+SNCZIb/Jd3gfx0fLPcYX7yaCtvg5h0Sg8vzp1SXdk9ryr7i33Xdn1m6ooVSsZiJJf1ZNjy4kI5SgSv/uMSMkE3PMzED3u2nX0BZ+rXq1z3oqJUqVSwRNPPIFDDjlE+P6QQw7Bww8/rNxn8eLFie0PPfRQPP7446iGk51uG9ZmluMuW7YMa9euFbYplUo48MADtX0DgHK5jI6ODuFfv4BLOCkrPIKiRKsJnwBPoz6QYlJRikxvNN30JhIl7qFe+zxG3HGK8njRca1mOnNL/dKsvmWHQi8D0fh98Sf6H7njUGmA9okN26mtKPHXNZK2lRsqiGoGJ9WyNUTXYM199X2RkjBmzeekaoo3vQ1iRSnKnu2VgRs+DfztNNGsWdPXKox6sxUKLkeUGCED4meK1Eo4WafJ0hMmIiJM7iw3EStRI26pv0/smfRDRYllr6/H9CYQJapXlMp8wk6lopQt6s2Cn4jE9WDhdToZm+iI4NDdbYkF5L7WC/is9V94QpmVHAkdVYkpufNtuqKUhSh5VT05t5woOnAUOKIUKkoywQl8lGrc/3rq9G3NitLGjRvheR4mTJggfD9hwgSsXavK9wKsXbtWub3ruti4cWPqNqzNLMdl/+fpGwBcdNFFGDlyZPRvypQp2m0bQoqPkkiU3MRgpjPTtKr8jZW13nKs9hepyIX0UBOSdPCuG5J/UEaiRDNI8rtbK/Q/CpOX/NISWJmK4mYcAJWKUu3++3LkXeSo38jAK0WCNUCU/HqfsS0ERpR6GIHhyXXHqvgz7/SsvLahM7eCKBGOKFUUoe40JT0AoVTvf1gDLj8mEAiLL0bYqmEm8qzHIJ7oo9Qs05tAtMJ7UI6IErcgUUyeqcqrkEaFwqOyr2HwdxeC++b2dojjoufipuKP8YvilZi4+Yl4xwxm8diZW0+sAaDi+UBTFaWsPkqaY9qFSFEaQuJr2xou9KpSCR3XyxD1Zpy51SCy8yulie9qbS9/n6XNZm3DY+7cuWhvb4/+rViRMrk2gLgPNXyUaDWxgvM02XpLJPlCs2try5lmJfD2fOHleKOGbRnBAEr76THTpQeQJ2K/zpw4DPyqT348fGJni3rLuNJWkr8M6Q0KckZ19t404KNEpL745YylVBSg3pb1Uco7tLL3iKkXQnFWmpy8g+8V7xozvdktyZ84ouSTAk7+8DTcPXt/KY+SzkeJIuszJMNzeRVM7DfzyXKZosTdmrTbREIfJRqWCyINFcXlFSXumlZFRamvlqLUqV/kQjCfUzy5UgpKCceoThoos8+/viKyYgCi6W3Mukfi77MoJBFRUqQHoH7k61Ouek1WlDJEMip8lCJYdjT28yp4S0iaXIWiZJMa/TfpAUSMGzcOtm0nFJr169cnlByGiRMnKrd3HAdjx45N3Ya1meW4EydOBIBcfQMC89yIESOEf/2CyJkbidHK5h7qAioJ05vOwVn5gIb7Ol4v91Vy/21onGyst8KH7ypeRJlJEKt2creMSJQw4fu66GfA7w4KovLkDMYZnTz1B9Y7c1Niwcnro5T5WCEyECWHitvEkTbNi3pDpRFFiWtrEKYHYH2KTG9yPS8G/plXEHA2T3hO0hRKCrHKRJ0SvnfkdOw2cYTozJ2WR6nO6+ZyplsfImllUX5ubkVJ9FFiqmpdpjetohRm5g4j0so0XVEi7asS30XgSH+QHkAyoTOiFCpKw9GLlZs41wpuMTm+EgcFCSRUh0jdVVwb34MTEqXeqlen6VKN7IqSjigVoohlnihFipK0kNIt0hPHqwXpGUwTL7YU+o0oFYtFzJw5E/fee6/w/b333ov99ttPuc++++6b2H7hwoXYa6+9UCgUUrdhbWY57rRp0zBx4kRhm0qlgkWLFmn7tmXBmd6kFcswEpMah7rJFYiGKPGy9Ap/m+C78EEv+Lw5IfnSDIF6ZaIu8ij9bVlNU5TkIVxw5v7Pj4DVTwFP/iHRryymqzQIPlyyCplVUVJcVzZJCZspJqpt2x6vuRKTFaVYmcpPlP67dANOuOoRdPaKRMBxs2UIV4Fu4czcec+amYyYKYqZloLGkpM3AKG6vbyt5yRNbxZHlFze2TsiSjSFRFKQOmvk8eVjQEU/xjIJVC5X6c+iPx4JyRdlkXwN+Cjx7gP8/uy9ZWZK0fSmGFM60ohSfM4EfsKZm/3NFKVh6EGrHfeLV5SGkfgZKJAc6QFUanHPRtxln4MR6MLrG7pTtRM3CykTts8w7nlpRMmO3CZEoqRRlLLUgsySFFQevweBopTFZlA35syZg1mzZmGvvfbCvvvui9/97ndYvnw5TjvtNACBKWvVqlW44YYbAACnnXYaLrvsMsyZMwennnoqFi9ejGuuuQY33RRHnpx11lk44IADcPHFF+PTn/40/v73v+O+++7Dgw8+mPm4hBDMnj0bF154IXbeeWfsvPPOuPDCCzFkyBCccMIJ/XlJMoFYcZZbnXkJAAoQ8ygBgKcjSuEDepP7EQwnvZiCDWADIa8o1coLwg9qNEPKesuy4BO7mab3GKprQ70kUcqYsVcLKq5GhZ+IBSeTM3fyAnSjBbLukFBxAOy8+b8o3/dDlA79gbb9guQg7tNgjVxPFM2Xrv0fAOBjTlkYIRxfQQwyQvCd6488SvIqNHcDkulNSCmhU5RU1yMMBVcoSk4hNh1Ri/vMFhK+p3//qA9ar+mND3NHMOGy28rqz+VWlHxGlFhm7gZ8lDREyXMDisRKl9QqYUI6sxElCxQ+raEokV70CWlT6jEZBWDvvm6BsBNZhRPthXh1/c6wUkxXbd29GDdyeObjZot6c/WqM4nrdPKJK1nUm+yjpLVmCBtlUZSkdgaeJ/UvUTr++OOxadMmXHDBBVizZg1mzJiBu+66C1OnTgUArFmzRshtNG3aNNx11104++yzcfnll2Py5Mn49a9/jc9+9rPRNvvttx9uvvlmfPe738X3vvc97LTTTrjllluw9957Zz4uAHzrW99Cb28vTj/9dGzevBl77703Fi5ciOHDsz+I/YUoPQBNX30HqRwlUqBVlIKHuxstmNzqARVEBKDIKUq1VvvCM6vaVpGQsVnO3PL7okwPYJcA2ib2oWFFKcX0BjujM3fYBpdluxut2EbeTHP97cWXAWlEiYoDUDNMb7I6UPQaIEpCUtN+YM0NtsnucRS2z5M5nelNpSgxolRIEiW7EBNq3+b9bZiPUoqiRP26E3XySWEpYnW5TAtw7SLgIyoCnPUyWswczHyUGol6447JEy2vyohS0LaY+yg5e1odK/XHEBQlqox6A2JFaTh60MsTzLSIulpg9y1lbHWIh6Vr06Oo2zp7chElubyUZiN9v4gVFDuWnolSuCiT0064WUxv4YLp2r/cjm/Yd+Bq7wgxmhFILBbIICgg0q9ECQBOP/10nH66umjj9ddfn/juwAMPxJNPPpna5jHHHINjjjmm7uMCgao0b948zJs3L7WdAQHnzF1r9V2SfFN8T7N9OLC9d+o28NvKAlEq+Ok+SiKYE4abULNUsKzm5VFK+igpyIBdSEq3GWu96Q/MTfLSTzY8OLYNjxLBkfFRfzfsbS+NrnFEtrriUgBlkjS96WaqKrVSX9aEj5LPnLnrJxAsgqWHDMEQ2iOaaHNCMCH3h+mtwdxMUXHS8FkVyk3onLlTTG8qxcNx4gnBt5KOyTTFR6mRRTWvKBHqwwtJURlOkDDSB7xQfUhTsIX+MGIeEiWrWekBBEUpDEMPn/xambntztX6Q8iKUsJHKTS9hRqvQ3yQCkdclKQ4I8JnyfLSFZ7XNnQCyRiACO3d+fqQNTO3fnFMlKldnKiQr6QoZfJRCu7DV56fBRSC8eky7yhxG7k/g0BRGniqZpAEl0dJVR+IRwnyBKmRiMPBkthFRE9eOCnzipIc6ZToGhvUqskIqAuqs5B4qpvozC03bb31akCK+FW+XUwSpUZWgxAjeWTaYXl9sC0iDOJP+Dvj1Mo50SQS7BiGjbfHg3mBk7OfXL4Za9v7tBN+rVxUtiRpMxm8rtpbrE02IIbmGZVZMCtERakf0gM0SL7YdaJhsVTCvUer2zjfLEFRSvpsRZnyFc98ocib3mJ1iZneSEp6gEBRqu+6eVWOJFAPtMp8fwpReL8fEgG+QGqaumRLilJDeZS4A/EKOcv6Xw0TTQqGfhVR6tmgr9HHXbuAKEk+SqEprgelKHWA1dsWb1CD5KSBUgAdq/HeZy7QbkNQu3xJd29OopTFmdtLSQ9ASCJvHBDfIzmPUj3O3NOtN5PbJMaHgacpA98DgwTiUNva9Z1YOnkGrZ04fECJUxSjbCCb3mr5KIWQVliv+ZNwrXd4ksxYVnqCxRyQFaVxd38duPMcsWisXUxOKA0qSmlkw/L64FhEWKHe4e2LDgwFhnERlMxZeFPsR8GqdD+3sh1H/+Zh7HPRv7SDlluDbFqJMi2Nm7fYpOeyXDmNEBzOR6mhQr06NJibiZ2rz4q7cu291c2rSLVMb0xRSv5ic07/KkUpvfBt/Zm5fUFR8qJ0GRU4ka8UM8/RmlmSWTthm06gilp2PGblB0+U4vNn0apV2PjWYbtKKpDmOB1qVUkM40+a3mLiRCKll/BRnjmLBvOg1AMeu7rmdkJgzol3SNnb9cmEdXCrGfqc6qOkzoHHiua63KK6r+rhzJueSGybgOcKpnell6v8LhtFyUCJHKY3RzJ/1TK9BUSJy9viVkQ/p5o+ShQodyXKcMQrSVlRsjGKxhJ2tyLSKyuUr/MT14nqFvWTL1o9Sc6EA2v8VQDYXjmhKEWfP8+Xvwj2690cEyV23R9/8y2ur+rrX1tRkkyw0TVo3PTmhxFaVgNEyRcUpf4wvclt5jvviLyFRAla01sNRYntophguvh0ZVx9wDiS0tebEFNJVDp4omTBi/yRKrQQKUFsEs6q9kU+cVHCyeC61Uw4qITa9MaIUmtLK/bZcSx8LklkZ49IAjbQkcEHTeTb8g3xGKQyvfHvbzR58wusBogSKDIEyUhq3KQ90CPZ4ZTKOKXA5jeVZMfLULpJ56PEroeqoHmkNHOk+u7n12bLAeVXo9IlQfsKCpLoz8AzJUOUBiEiRYnS3HK7zvTGolQspwTB9LZa8gerMRi3ogxctC2w4SXhe90ASSyCUTSuDt3MhGoReEVpye2wPGlQa6qiJPbf8ctwJKJEQTB6SAGY8G48OfVkoY1qW7zitRHcK8ci+LL9T3yQLNGSiFpESVaUIleZRkxvoWnQa4aixPt51RnmnrX9esDMq9RKmt5A/eAZu+tbwKtcPUCFohQlyFUM7hNHD4s+51WUCKWCWSwP+Fw/FvWiArhVUoicsFn4Ox/1lqYO2ZRFvTXuo8QrjBb86Br6kXnPgU1E1fbVtW1CGytpGBbRrnDovvVL2OGNW7hjJBWld00YEX2OjsOZ29xygz5KeZ9P6XwBMUVBhPsvAn71XuC/P0/8lNVHSVk2if2vMiFHpjcuGphkVBO9KjZ2xddVvg+AwtdpEORR6ndnboM6IPgo5RscdcTKCleVtlMAXyIF1x6aaf8EHr1S+NMmmgGSWBjJKUqtpAK8ci+w88HZjpMFvKL00j8wQ/69wfQAYi088X60IFCU+EFtxNAW3PbVD4U7i2ZO2rEm2o4VON5+04OYVfgDAOABeoayD7l9lGjjihKb9LzQR6kRRUnMo9QPPkqNmt6oRJRkYrfoYuB/vxV3UhCliJgqFKWdtxkafd44ZCdupyymN7/utApUUJT8qFyJSwqcGd4Lu6APXOBRiIhSqIw1yZnbhg/Pp3BsEikoxC6Gqi3htvNQhY0CPFzrHoYxpAPvx6tA90axaa8KvPh34StV1NsZH9sFu77h4ZPvmwx6XTj+ctdtc0cnJtdxZkA4ZmTw/RSuHUnWyFQGpSy6OPj/Pz8CDvx/wk9+NUutN7XpjfnNKX2UCDO9xfsVbCvbvac+NnaWwZ5+lenN913x7gwComQUpUEIvoQJ5NIUNaAzvTGfAsspxS+Bspp1tgknWVolnGikB9+yLIzgiBIA4I/pEYt6aF6YStIEAiByyiRNVJRk/5ohpAJCiOBPcMT7d8QO48JJkSelAOzuOOqNmU2H98arYJ1qU8shPpmZmykb9SMyvVmNO3MLJSQGY3qAyLeIqWdSgsxVCv8LpTmGOXMrrnz3BhxT/j/8qPoFvDT6o9weGRJO0vyLJgbet8WiHirlYAL1SCFSDBhBEqPe9MdzwuvDEk5ajdR6k4kSO0/OYdySFBYbfnSsK9xPxaRCfkaVSXFpYpwa1lrCvE+9GzOnjuYUpZgo2Q04cyOt2LHQL/4PK2kezJpwsuct4PVFoJpxUYBfheo+s2/UUW8hUeJMb0Xbgp1lUUZ9vNUdj1VyPisg6Ys1GNIDDHwPDBTgHCNzriJ1pjcrVBzsQjF6Ix1VXpyMx/MllcaGh6u/tFfyuMRGL0mJeW0GFL4iAJ9luT6i5FJV/Srx+gyxwirq3KtklWITCyIzaug437s++on5KFl8QVud6Y2ki7+OlEcJnpSWoA4wM6lvMx+lBpLuCUrF4EsPEK2GQ4drS3iPfKCvLbmTahJm6SBkojRsIrDzwXic7oarvU+g4HD3nFOUtCSygVpv1JNNb6GiZBVj04rPFjpchGfKvFeA7KMUtGOT/E7nfI5FC36cdohF6joFWBYkouRF6Th8ELiUnYf0jCrGwxaHJKIS+XeQKnyUbF8kSn20dpLZuEGF36QCoiJDEoujzIlzf3cgcMOnMGPtbbW39SrKMYeRd5UPESNKfAmTomNlq/NHaVj8F9r2qbzYH3hByRClwYg4MzdV5jU5v/oVtNGhie8BTRJGxKYZu1CMXoKW8lvJDTNOrJ5k/y4Qio9Pn5BMN28RXDT6R1hFx2Zqty5UkqkKgCC5JgBYdSZKZKspgWxIcwDzZXE5K7bdEt8bwicTBDC0vCHejjnR8yVQNNdf5VTJI6EohYNWI0Vx2cDNIqPqUwsCvMk506JffJQaTQ8QKnC2wnGdUqCvPbGPy698uzcB91+MMW5IhImFThpkeb6t9GlgzhKgdXS0ecGJ3xMhuEIifF00eIYJUlIH1ADv2xKY3gIljFeUIp8s/t6kHC9SlBxRUYrOIxdqK0qBj1J8zQrgzsmyYrOcPF4qCLQFGhG76DuOlLDJmy/7JAdLVPN4raSWpgkwFH34hsOZCImVMA/SrFFvbUES5+26nwcQK+tK+J6GKAVQ+RCxPEqUAl74vDg2yeZ/Sv1on6B9lelN9lEaeJoy8D0wSIAQXopPvuh/9D6eCB1lYCv3iuvj4Vc3oq8aqhbhwGYXWqIHr6VSP1EiPeK+coZwBsuysLRlBo4s/zhTu2nQ1vzRKEpd4URl1xmxwizlRBcBxaEbcR0vp8Rlz41ech+odKPFj0kdm2wIn1NHo+j5NUxvcmZuZeLAnBNtZHpjDrsZEoyqsOKtHmxoj+/RFvdRevw64IZPBwWTNSCSopTwS+tNEqVuvhben08E7r8QM/pCEx0hOLxyEX5Y/SLu2uZkwBKH2gL/N686hs/X79xPYFblO/ilG5qpabqPku9TLFnTAV9BQnn116ZenFySV5QiHyUuj5L2aIDDFCVWwsRuElEiFJ4XOHSv3Bhcc8spwpL8AB2OKBULhdymNyJn0+f+ZsSVJ0qOpCjpxl8VaAbT25ede/B15w6ukySxOKq3FBM/NiXge1DdaT9FUeLHeubQ7fsZA3UkohS1v+IxYMPSsK36lev+giFKgxBsgUkA7QSgDKtEbHr7yT9fwglXP4rvLHgWAGCFE6lTKEaEgydK//b2YA1k6qPdt1n8W6NcUGInwuebDo0tviscIGw5Cu6V+4AbjwmcylMQKUrhAPD6hi68uXqt+lgkLllht3JqH++o2ynuy1ZmhFOUdLX6ahIliIMo8z8TTDk5J7BIUbIbc+Z+dUNX5AAadq6udlIhnZsQgfOP2cDr9wOLf6PdnZ0rI62CmdH3gXKSKAlmnTcekH4k+PGXj8QrO52Iecd8MLFrwVZkmaZ+pF520xY84L83KgRLoPEpDHHhXUtw+K8ewIV3LUn8Jpje4MELFSXfLnLHZj5KvIk0TVESi+IKilJex3rpefA9D2s7+iITT1sfhU0IXqJTom34hcHk0UPj8UWeZBXXjICK/QVg2ypFSW96y60o5b0mKkWpTgLRnZbu23dTxwWVbySfkoY5dPtUckbXgfpCZKUPCxOxCbjm48DlHwg2SZjeBt72ZojSoERselO9YF87cEd1oi7ED9n/Hv4Xbi3+AMufuR9AbHprKbVED15rSJQe9N6NpeEglNVh166Kq/N1GKfcziIWLEJih9UGoA0/1ThadodmC8EXq2sD8MfPAq/eCzx+berxWJJHNnnd+tsf41jnv+pjceVtCy1xqDG4VA/oCswy7WE9KYsE95floAH0JST8Gj5KcimbWBlQm1IopVi0dEOQDVyDiPyGpje7TqK0uq1XJNL9kEcp0yTSu1n7E3u2GGm1BGdund9QyvUgFg7cZRvc8JUPYttR8Yr+Q+8KTNBH77mtsG2AWFFi73ekoqZl7QZw9YPLhP+Fbvqi6Y2VMKFKHyX+edGfXsJHSVCU8j0n8nvteVX4NDavvbghiCz9i3dgtKDjFaWp2wyPFaVEDrVspjfCEYJorBJ8lMSFSDWHolRXDiyFM3fdihKtRZT0ipLqGeCJUtUNI2MpBUkp6BuBioXev+Tci4/bT4rHlt5lYkxvBkpYnDO3YtCZc/AuCaJUDZ0Zf7foFQDAVcVf4oPWy/hraR6O++1i2OHA39LaEoV8tlYDovQWRsQDc07n8WX+BPzXew++7fw/5e8kPJeEolSHqqCVdjVlC5jk7LDM454L/J2r/6crdxCCSd9MSfmOq1AkDglMin2cw3qRU5RIZGKhEaHr5EiV71ZBHI4EaQbDVEXJc9FCNIoS1IrSfUvW48Rr/4f9fvIv6BBFMjLzSp3+Tqs294oRMf2gKGWqUZYygTP/K2Ir/LE0+5EUlSDhzB3ihq/sjWfnHYIpY4bwG4fHiRWlSNWIU1jWn6iTU5Rs6kVh49QpgbLnMzwXykWzpjpzMyIpFcVl55EPsqLkwvdpRJT2edeEyPR2mfuZ8Pjx877DuGEpipLK9OYnFSWHV5SCaz5xdaw4J0xvNB9R6q3kJDlSJC1QP1HqIWmmt3RFSWVu51PBVCLTG82WbJT6ifP4UeE67ndqTG8G2UD4kHLFYOxYydUGe6l23ByYAEaROP3+/5a9FQ06rS2tYIpVIVRaumhLTLxyDnL/83fHl6pz8Tq2U/5uWQQV108qYHVMltqJWuPM3QWmKIVEacMS4JWFXB/SzzUOjdU5WBNgvyDvEeVUoWIrpygxdZD6cMO8MGUuYqbqloWkbkSjjtEUh0y3L+l7wyZVXg7nfYMWLV2PEehOnXyjfUOHXZ0fWi2sausV9u0PH6Vsdab0AzA7V4spSpxioVNZoxQCKidbDVGyLYIRLVLEFO+TKKXZ8LnnJ91rSA9eUbIRlzChdhFgSmWkoPE+SvrjRYqSIyaclI+XrYPicagfmGdYYsMv778L7PB6snFOUJTGDecUEOl5VvooieZuQFQtVL6QjZje1rb34u7nxIzh93oza+6XWFzmLGHC0GcN0f/oe6mKksrczitK5WqoKPk0s49SagJgr6owvQ08TRn4HhgkQGqY3iwCIZ0/ECZyBHCm8zdQStFFhgm/F0nwkhWLLYkHz4MdvZR5w8njauvql4QQG2XXTw4+dUyWWqrA12TiwJy5o6r3coLAGgO6FylK6mvSBs5pmyNKpSGcjxKnDnaFZRcqiCdKt+oC4IlSPIj0tEyMPk+vPge8eLuyH5XegChVqR2RMOpToGM1hiMmkbxaOLbndTzbciquLvxC2SYQK0pMZanX9La2vQ/jSVv8RT8oSpkm5zQFKDK9BddPOFedWsXa69mkaDDH0Co4cwf98CRFKVCX9e/mnmQpFhS/jz3Iq4nf+GszEl3YcUOgIhK7GIXJR0qWzxNrfZdjs2xYuoR7/hMTXU54nhuY3sIxa8SwIbBYxD4jSpxpdOywlijwoh5FyaMENudcr0qyWKBy1Ft2RemNjV2C2nKb9yF8tXp2zf1cOcdQnaWYKilEifrqEibsuVMpSjxRuuv5NXhlXSd8mjHZaFg2Swuvkoh6sy39InFLwRClwQjCD46KF11T1Zmh7ProsWKidK5zC7YjYcZa24F8213YXKRdvsmQDVAspDdBiIiFsusnV0d1ZFLWKUq+JppJML1RmjRr1egDy12kGwB4vyve9FAqcKtNzlG3oydYlbpc+QrPrcDj7iVLbPfY5FlYtac0mN46S9mPSm9AFLsRK4OkdxNwye4Yj9gvx/c9bOoq454X1mKvDUGOlY/ZTynbBDiJnYWA16kolV0fU0mcaHNLmN6U7hJppreIFBaEvwGAJAoOs4OG7akmsFwOqElnbl9SlIIIWP11+2tpHmZar2BB8fvJHyW1bVzPa8EHpxSPI8z0lrGESZQviiWa5J5/bWFuXVvScajnwuNMb7CDqDcgHm/44IXhrSXO9JbNR8ninOl9BH6U0fEVS7KC9AzUypTPQ866bYFm8tlMOnPX+f5ZetMb9dSmNxb5Zyt+44nST/75Eg7+5X/hU5qthAml6YTPqyRMb7Y18DTFlDAZhCB8CRNt1Jt+IC6XK+h1hoM9z2fw+TmKwyBbcXxYGNZaAirIbXpj+YM8TW4cy7ZRdr1klF5ePwZKMYKqlSOvt0s57LAcNBZokEVZfkG5F9KnJHCu5tvVyflsH+4eWNzLzPunEE4t6C3HJg/PJbAJhVutCvMfq9lGiYV3vf8jwMPKQwtwe4KIrB60oMjqx214Mdlfn+JTlz2EVW29uMDpwv413v7IHBWaV+oreBo8G9sLRKn5prdMk0jKNjFRShZ31SYsZeehMu/kUJQYWSEpztz8bxUUUIR6srEVDFFnXiVOCXBDJU1RwiTtHY0mRaZI2SR6h5Q1ydIgEUDP8+A7HFGyCgrTW9zP4a0leJRlGHfFkVF5z2lkYgWC8Y/ntaqI4gLkPGXZQUAxGvHYlfU9cuV+1OmjNHrMWGCd+jfyxLXYRxHkECtKyb6q+p/d9OaBpCpKVcFPDhDH1oHCwPfAIAESyeFU6x+hSw8AAH19PSg7I9U/toxMmAVcWBhaCs1BdSpKusUuIRbKVZWPUs7J8u7vYCjUiSM9hY8OAPTwGcGrvQpFiYtsUuzPHKjzKko8eNLEwrQprIhg+m5FWMVHie2IBbLNrnhjz28r2+XhhopSL1qiAU5lCvV9H71t63Cw9bh2ogWAGeR1XOhcjfFoC7oS+Sj5WhNrGgpuJ8ZwPnP1luJIg1z2QIkMRInlBRJ+k9NLsO/ZM6x8lnMoSpyPUlScN3qvYkWJXbcqKSaaSIXGLOnYdlSjLcqjJDix1/ZfY8lxLUKisSC/M67kzO27go8S7EKkKKnSjIwYUoy+TzwHKkWe+rD4SFMQwbyjUntkEpA2/sr4uPUkPmS/wLWVkSjJDuN1OjlPmbCN9jeiiQSNCXry+vHJPqOu0Rw+SjUUJXnRYxQlAyVI9NJSrX9EmnRb7u1BpTBC/WNpRMJs58NCschqXIXHyziZsRWerzG9WZaFsushMXHkVZSkIrw8fE30GrWKKFMHJeIC1R5QryKtNjlFCVbCWbmbBL5GurISlFeONESJ9z9hviI+seHCQgksu3N8LXiiBAB94/dQt8vBK4dEibQKE2uiv76P20vfjc2wGvyj9F3xFDhnblawNA/Gu2uEvxspq6JFlqi3VGdu0UeJh61RlEiqopT9GhFF1Bub+CNTKuej5FpFwFMHMKigU9uGeW3oJmOC9llR4IxEKfLpYqY3wsiDl9tElMX0ZluiosTgUYKhJRt++L5Uq6KbdUJhQnCv+bxJnmx6y3DvtMlvFdjJEp//zIoSJeKwWaczt9U6vPZGEtj5qfwSVf33afaot1Rnbr+aiLy27YEnSgPfA4ME2LBBAK3ykvYyV8o9eh8mpxg5izO4sFEsSIVPMw52bOBqKegUlTgyQkCD1d55eBpJ2rLtqN4bKj2RM3WEcgewdCHglpWmzBcrE4J2NL45PFm9f+zxAIAF3v7iRlyOHCYpB0QpVJSqFWGSL9ByuFsYdaKYuGV4fQFRKpPYR0llbvF9ryZJUsEqBNfQgSdUDM+KiZ44UfSHopTJ3JOiYkaTtaVQlPwaipLqWa7TmVv2UYpW9pyjt5tTUWLXezUdI3w/ynsrUpSiVAfC/U3xUWKKUth3i8RJZX3PQ8X1cctjy7Fyc+3CrPJCxPM9+J4Ph8QqHzO9eZLK4sGCTQjsMMUGiyxlcF2d6U1MB8CLFln8h7IQpQ6q9g3KpLxAkf27TmfuliGaRXMKIqKkUpRIMpu352dMH0J9vc8fgEqlb1D6KA18DwwS4H2UdIQiLdN1pdybumpXK0ohUfLTzAlJtJZK2G50K65SFMQFAqLUpxis6nVMVIG66gHEsQsxUar2oK0rWIVH0SSb3wD+dCxw91zlwPeqPwmAXirnyVXX0KnYve9anFM9TdiGTSSe5+G/LweEwSd25MDtuRVB/bFZxuPwd9upPSkyZ/Y+qzXV9FZvMVqrEPt66XzR0jDRXS11pPmKUsKZWzUZ6Z45bjVsOUmR3dKkbIgmEZVSlceZO0oPoU8PwP+W1/TG3rVNVJwwR07aKT42y8zNPzcpKl002QtEifkJVXHVA6/j2wuew0d/sShLD4W/fM8F5VUHuxBdTtlvh4ZqkBMuKFxXvBcqk2yQmVv0UeIVJf69Zslh03usxu3efsrvs5veZGfS+hSllqEaNwwJ/Jyi8lE6tvx/0eeEKTJXegD9eWxo6xqUpreB74FBAlbk3Kn3UUpb9VT7etInI3kQt+xo4EhdJQPooSXh750mjMKD3/4oZk4drdzeIgRVT20GahZ0idhKxQJ6aTipVHvhVYPBtw/SRPP4NUqi1DFsBwB60xt/HfeYMgq9aEHCxBi+5N19Vby1ISBKFDY8pih5rqD+FCTTm2XXto775YAAVqzWSGl8qzs5uevI6Q/ueAEf+8X96C6rBzBG1upVlCb5UtmXfsnM3YAzNx/ppfRRUhMlNon0qZIJ5nLmjlUj9qwxH5hJo4aEv9FI7eGjJjMhIkrxhNmNVrR+fG6cvkLpb1Xb9MYcbS3CpTTwfDz4SqBcVtws91o2vXnweaJkFSLTmxxtFqhBBE4huG+etGhiSuMKP/bTseBHChRrwxZMb/G920zVZqssPkq6enBZiZJ8rqROomS3ZDO9uVzaEja/8HmUltDto8/H2fejBfF74WX0UfI8Tx8cAWDd5k5FeoCBpykD3wODJGpk5gbSpd9qDUVJvu2OUwBlEjzLT6I4bgcdgv3Kvxa/lCaWbkt8KXW99JqYfVVXVbtULKCPU5RYcdAEUQooaWL/4z70bgBpztzxPp//4PaYe/huuP2MD4kth4PuwfYTOK9wEwBmeguut1utgJ8oWNgzUxXtQm3TG8sjVbaHRH1q61EQJQVhBYDrHnoDr23oxl+fWqX8nSlKNjy4deTImUiDkJsoQ3C/KEoZiJJOJeW+JwrTW6JWIPsegTmsu09BpHIQJcKlkGCE5Yj3TsZ9cw7ER3abwDqJRhUl3nvnpslzgdZRUbLTOI8SRxpTTKRRbjEW8CCY3ly5BnAqZPXP913QKq8oFSMiI7+7TP0phMTHk9RrPzR3ywq8leajxL3XbRDz0cnHTYMuhUBWH6VmpQdAKUmUlvrbJr4T6rqFp8f3lSd+PylcjXOdW6O/s9Z6q7pequltQ1tnIurN+CgZKEGQQVFKGYi9ck96zTZJUQqIklTjSvFSllFAj1xgUXJivmbE6eLPGhNEpiiljNAlG2wpFlFhL7dXjUx0CaJEiDDwvbDH94BzXsbwVmZyqq3q2RbB1w7cCe/dblSibRk+saPyKNQTnRdZsVE20dp27UmRhoqSy5neoKoiXysTuYYEMWduB35dpreW0O+qN3SO75+Ek40oSlyOG0ehKLn6enjwPbV5J4/pLVJ14qg3y7LxrvHDIl81wkUc5vVRYkRwzPBW/LD6Rdzh7YMN2340aDdaIDFFKZ8zN4tGI7yi5Lva917dP+lP3xPNTJYdHacHLdhMY/LClJ0CU5QkdZn5u/Ckg1AKm1NqKSzRR4kjDPyxxC7XPj9dUsqYGKa3IatWFq3PRwnF5DmoMou7JH722bF5HyWZ+B1qPR5v72fNo+SDpKQ52NjRlXhPjaJkoEZ0V/Q+SmnSr1vpq1HcVnxBC44DyopbqgZM1i5sVOCIWcGlFfgGezzOqcR+OrrxspmmN50k3VoqxAOCX438HvqoONFQYglEqXvEu4DhE6NCn1mi3rR9U9Roo8SGGyaz9Kpl4VpHYftspZ5BUbIqHQCAsjOMG8AVSeRqkAkdB2LO3BahcLOUCpH3D58pL3pWBsb0pg1b564/URBTK2UFDN9VK5q5fJT4PEpSfqLILCdFveUAuzalgoNrvCPwzeqZGD0sMOlFpXeiqLdsztxRlKAV95NXlHIRRUXUmx8ualzYiWu5ksYFuNk46IQEV3bqZySWHy8DH6VsitJmJNUYeRuGJ/yd8Q9vn+hvnektUmlqqI5j0SF+kUk1VdyzYeMTX6mJksI/j/KKktjfdsQVCLystd7gg6Q4pftVRWZuoygZqMBeWgtUa0JLvKgF7qGtaExvrYEfkaxGOYVCNODt2vko8MJtypcyGAiJoMhQhQ8NTzoIIfi9VEEdiCXxZkBHlFpKRVRp0D/qVkBdtY+SRyXTm5RtOEseJW3fFOn3KbGxwQoG+0LbMmFyiolSsJ+jUDhkMKJUcYZzUW/J7WoVjtVNi0xRAljJlXxgily0Yu2XqLfaz9P6dk0EFvesq5y5bY2PEgCAeuqIuzqi3vj0AFExZa7uI1uxu6SEPIhC/7k+vX/KqLB5VqYnzPHlZ1WUkpM9IyO+7yJP1YmE6c2LUwyozFcraDzxs/eWvScyaaWhc7cLK4pIvaXlODGTOIjozM2dU5tOUZIcrf/rvQefrfwAq+jY6Dut6Y1F89Ugk9tbYpbINIIRQRq332jZDRi9Q2KzioIo+RBVNkBUlL7y4Z3gcefdTrk5hyKRsFeJGlFvxK8qnLnzpSPpDxiiNBjBR8Fkdeb+xqPRR6+qIUon3Rm2LylKhYJQ1BV/Pgl05f8Su3thtFgf5/RHrOQLRwWiBBy4yzZ46DsfFbbJW+YgDYTWVpSqlXLko1SGSD48XyKebBVfiyhlmQwV2/jExsqWnYOf1z0rTEglSKa3DFFvTkiUqoVhYGqhKlRXV4zWgo9h6NGH7XNkzUvLgaIBy8XiE1G9aCa0ihJ3TpWKLsN2uunN1qQHAAD4rpIo5cnMTbjgjYiusndUkbU7t6LE7juxseDr++Jnx7wXe+84NvoO4MgUr66lENq4DiCvzIQ51TwvT7rNZB4l3wtqkEGtnK+ksWN2VKNSSpwZ/e7HitK3ql/F4eWLcFPpWFgOR5SoJflUxb3vgDrqTfZRUvUzUasthJVRUdqWbJIOmsW8LD6LK4fvkXCPABAtIHnwihKNFuvxMT/x3knCOMlfG5qjhAlJcbsgXjUxThnTm4EaUXoAaBUlX37JRk3BS8M+GPxW6UtkVH1xv18CE94dti/uW3CKiegqcvMJiWOyQUlQZCTTm5yjSeersEUUpWIxIkp9fb2R6a2XJh1CRRUsnDxqKkpZTG/JV4wSGz2jg3vRsuF5IQy7GDlziyYFHt1lF0vWxLK8UwmL4hZGSNXmJWgUpb8U5+H5llPQ2rde+bvFKUpH/moRnl/VrtxOBcqF3vtW/ylK8uAaDdpCSY4MztwK05su4SRrX/Us5yFK7H0f6rVjRu/j4Vei6Y2v9ZbbR8mPFaWZU8fg2L2mxL9ZeqIkE1rX8/HtvzyLPz26PPZRUilKbk7TG00SJT/KOZa8jutoHGEbvYNs/JKecd6Z24ONJXQqQIiwwJMVJX4RKkf5MpSkvHEq525dCpc4Oiz9Gsl5mGylj1KNFAKO5FMaQmV68wgf9Ra0e7PzaQDAPd5eaHHsOLcVgE4udYLrZ3PmJtSPk+oqYNFq4h4aomSgBIkmO4Uz93YBGVKZfXw7eKlptTdR8d4ucisjaRCzHBtWBqdhZnPnfXzUihLXts5HqYnO3JZGUSKWHQ2g5UpfVMJENr1RKeotSvbI/m9AUSKKl9wnDuzt9gAAjO1eKihiReIJbdsKonTkpQ/i8F89gP+8HBCbghsQJa8wAtHAqSCPOkfsPa2g4vwO6+9T/s4TJRs+vv7HJ5TbqeD6NJLv/X71UdK0yZMgLVGKr4ujMCXbforpzfcipVJAHUVxGUkCACqZ3gjiEiauIjIvFZGilHwWZWduMVGp+Lw8vaINtzy+Aufd9hyninDKDMsNltP0Jh/H9704i71inON9Y9gxLTlql7Ws8FGiVJx8WdLK6HfuOiUjZAPIp6ciRTo/0thHKf0ifbnyLTzovRv/8t4fdixDYlPpvaeacV1FlHwrSZQWWIfjiPKFOKN6JloK4rFsEven6vqYQd7QnQrXIR+EphAlv5pUaHO9S/0DQ5QGIaJIEq5swXPbHg98aDZw/B8AqB2JqR2sHqibdOZ2SvHqRCZZxHKiYqBpYNmky/zgUcOHRlaYGLwmFka1NG21eJ2goZmi3FeOBs2q5ONBE4pSeP3Da6IjSsNaapNLpbJALIzbfnd00RYUaQXDOl/T7ucUk9d32cYgyu2Op4NEjsVqSJSKsY+S6pp41ZQJHylEQiBKHjr7spNc16NRAVM/ChjYgukBuO+J7wHP3grc/AWgzBVYFkxvCkUplSi5ymNrS9qooCDTsqLEZ+3mo7Jead1DcG6W8efHV+C1dYH6SFV94k17AKiQHkC8T+29MSGU8ygBiCI5fc/LV8JF+pt6bkR8VWSjg1Myot8jp3QpPYAfK0pR+zWK4vKLpihhraLTvL8O6wd/Lnw7/LZZo96eoLvii9Xzo/xFw93NwF+/Biz7L9ePdEWJzQkyKgr/KY83vYV9O2GfqXiR7oAP7DQhUX2hxNWLHN75GuaG6U+E7ki+XIR6sFKi3iy/qiCEhigZqMBl5mZqSdeQKcDBPwCGTwSgcSQOJzSVM7dTil+YxCBm2UonVhks3JVfZVmSokRBUeF9mLSKUvMmSy1RqmwGwhVVlVOUXCtJlFQFbi0ubFuFscPVJQp4FAuqlZuNHcePwIt0KgBgdPuLyR3DPhRSfJQYoS644aTfMgqRj5JCUWrrUBcPjjumvieW40QEzIGfy3Lm+n7kvEqJ2jzSDOh9lDhHbfjAX08FXvoH8MR13L6h6kCJkIiQIc1UAOppEp7mIApKpYf5KNlca+zCc8+q7eBFf6qw783/Ww4gINT/7y/Poo0lH1VEYDLFdXR1fWje0yec7OISkkbmIxVRcqv5FCWF6Y3dT1/R53bOwTrKIM0iVKXngKqIEoWQHsAHEcZE/pi9GtMbIZZAhFSmN/47/vhZfZTifYP+fLjnX8CzNwO//yTfE+mg2RQlV6UoCVFvQbunHbgTbv7qPrj6xL1QcsT+lrjiuC8+plajE0obpalpDizqJtVhoygZqBCtJvmoNyLbxJO3zioEE7dX6Us48xZKsVwtv6DEsmFnqSnGfJR4Hx/Fi3ifPxOP+bvgt+4nUtIDNM/0Zodk8in/XcL3m8e+P0p74LuVKNqiaomrLM6FFgCn5oSDqS7s1cow0Mm+DEBAGKaMbsVKBNE7hZ51iW2iGlppRIkAa95qR4kGzsYH7bFTvLJVkMext38xta86p3jLsqPB2oaXq1ab68VV4NmgTTPWusoDOUldBF5R4q8JV0jZY/4wIEKxVAanlqKkOnYeH6VURSn8m3PmFgM0ncRk9J2/PgcA2NQV9DstHJ0dZ7y7Grjv+yJnke5zR1+SKPEkj5nBqO/ly6OUcOZ2lSazqB9IKkpEoyh5brIdn8q13qRjcH3v1Zjegv2SRIh3aBaJVHwMW3bYr4EqTVEna5jeEI4fS97/f+jmSJ/SR4k3vTHTv0Wwz45jMaToJBSlIqco6fw15WeTUL+mopRc9BiiZKAA4Zy5oxdfHky5l2z1e4Ikj8y85ld6ExNlkTO9JV4uq6D0hZEROUbzipHCZFeFg2Mr83CR+4WUhJNNNL2FEzHvePkv7/3oGPs+UJsRpdj0xny5GII8Stw1YaH5BVa6w1WTgwyToUpRosSGY1sYUgralwt5sj4FJ6dX+myLYPOmODJm96nbRWOKiihNIG2pfdWZxCwrnoxt+LloTtX3Ez5K/WF600bS8Tmq/N74+yFxGDfv8GspcrYUFD4VkSnF99RmvxwOqDrzbPBfHAHLnkEh0antKNWMoN2wKyRFweDf34d+JUxSspLaJRClODEmA+uXn5MoJaLevFqKUrzoi4oGMzO5/NyzHF5cBBqFWBpI9jXkr6/WR4mI5EBFFKhGUSLwMWufqbkVJW1HogNSBVEKxrrdPjUHd+/03ehrFfmiguktCZkovWei2qzHI5lLyk9XlFREyShKBkpwprdoUknxeeiaGSR4ZDV97Gpnwpm72MKHuUp2Y8tWhkXLcMOXq8qZrmr5Nuke8UaK4h5V/gEuqM7C4/4uAOLVLb9KesLfGYQQSVEKXlDPSVeU2EtRKLKM1J7aETrDC9yq8DFiAxLzcaJuUsmJJk/uGB1khLQNQaX7LQBB7S5Ydkz46lHsNPfEsp3IrGITXz2KKtBTcVGu+rGPUpRHqflEiZTb1D9w5zS2ytWcK3IOwcz3BwSFDO8BwE2gvqcs8pkr6ks1YTKzLyNMlMbEhWvbdpyEIvIp6yGhDyrH67if8necj5KkpHb2JX2U+GAFVgKDetXG5rYazty8olQIzT+2Jj2AsoQJBZwURYn3/7QLLUqyxi1lk+1H7ap/H1IguODT74Z+dBShy/DN9yQ4oJt8h8NFISEEO46Pk2cqnbkLXLi/4nzkfEaji7UHgsT9ozTwQ9LAoq7xUTLIhnjwofEKSVIW+EeHrers4UF+kSHVtsQgV2zlo95kRcnJpChZtoMFX98Xvt3KfZe+n25l2Uhm7uV0PK71Dkc3FQkPP6BU4cAmJDL3dHb34MWVgfri2zJRskQfpbDLkaJEfFRVxT3rVJTYJMj8JORUDkHTcduvve//AQDarFFiMwSodLcBAHos5rehj3qrBVXuJSDw/2CThQMvE0/a3F3B9P+7B0f95iEuPQA73yab3jwX2z/8XfVvOgd1Xv7nHIezhiIzokT9qjLjd770AAozOpucOdNbFJHGbd9SKiYmo18XLw/bCHaOTG8qE5+koKUlnFT5KPFO60yZyZuZO5FwksaKkiqytAvx+DMMPeF5BOOQrCgxFZknKj6lQr+Tily87djhrfCVeauIlggxsILGwTHi34uEBtdHvkYtI4HjbgC+vhgAcN2XP4BdJgzDAbtOVByfdYM7ru9qFSVAfCZVRGnsNvxxMtw/r4w9yVJMwqZ8prcURcn2q8ZHySAb2GNhgWK0G4SAy1E0/LPDJtXCiMDnZZjXlhgwSiVutSCnB7DsTBmgh7a2YObUMShbnBmvlqKkecYbSTjJBih5gONffhc2bAuR6e315atwtP1gsF9CUSKSohS8qIVCPMhUVBFjGSbDgsLnJZK4GWGqEfbbOfZ94Y7ihGIRArd7MwCgNyRK0TWp4/rqot4sKyZKNldzLA33LQn8rjZ2VRJRb3l8nDKh0qX/TRsNFw/WHjeZqtIDMJSp+HwBgQ+MuoRJY0QpIjWcM7cqWmrssFYMLSXfXdfzI4fq2Ccmg6LE3Zsspjc+8zyVEk5OIeuEzM5ayM+D50X3jScY44ax9zE+5lAE5lTmczSh/CbQsSb6XVXrjQJwHN6ZW7wGVCJKVJPgUzS9JX2UhnD3RTS9sXQN0uBIbGD6p4EJ0wEAH9l1PBaefSC2HSsqyeI+sqIkPovEUQfxqIiSM3R0fD6agftNP86KTtY+i7+W5mFxyzcTmcoZ5LInBD7sFEXJplXFO7uVE6XNmzdj1qxZGDlyJEaOHIlZs2ahra0tdR9KKebNm4fJkyejtbUVBx10EF544QVhm3K5jG9+85sYN24chg4dik996lNYuXJl9Psbb7yBk08+GdOmTUNrayt22mknfP/7309k5iWEJP5deeWVTTv/esGITyupYErl9eC7xCDHhZuGK/WWkCiNpO0JdYAU+BdGuu12NkWJTZaxepFUlOZ96t3icbWKUv3O3DQiSuJ58C9/FU6wog4HueOcRfGGjhitJqcHYGN/gTObVSt1VohXJZyMSC/z+0n3cYkLoyaJktfTDgDos5kpSR/1VrOrmn2I5YhEKUNbvdX4nGJFKbgX/eKjpIOG/HluPBawZJUU6qg3htfp5OgzI0q+76rNyHVk5lZ9F6UKobwzN//u2ygpzLufvvyhSFEiqYqSuC+fR0l2uueduW3C0gNwmbkj05uL93Y9iAdKZ+Pqws8Tx0z0QeHM7Uc+SvH9mDImfm/7aNDvlWRSeB7cfbvm4PizgnD5lIr3WRqieJIwZlirNnJMUJRoMj0Ab6rit32jwIJOZKKkfmZS3Rv4fbyqgigVlduq0gP4pZHRZ51CdGTlQsytnqzvj9xmQlGiqUTJUhGlrV1ROuGEE/D000/j7rvvxt13342nn34as2bNSt3npz/9KS655BJcdtlleOyxxzBx4kQcfPDB6OyMQ5tnz56N2267DTfffDMefPBBdHV14cgjj4wchF966SX4vo/f/va3eOGFF/DLX/4SV155Jc4777zE8a677jqsWbMm+nfiiSc29yLUAWU2Z9lHiY98CQfAIaMD6XQMOpIPG08OZEXJtrMRpZCQddvxCkceaN89eSQuPOo9NdtqxPSmU5Rc2fRmkUT/gCCJI19ewE+Y3kKzAjdAVlXlL95zbO3OptxL9r+KKPHPQBwFGVyzj1hP4ReFK9Di94D2BUSp4gT+B9GUU0+eKh2Bsewod0/g2F67qZ4KOz5FgfRzwklFv5WZuTk8++bGePcwVYUHCwUnOYEwvEy3w1mV0/HFylz44fPju6ooHVFpqQkVgYm+i83w8YXnti8NV5qnXljdEX2Oo95UZmBJTeFzSiXSA1QRaCdcmROV6c33cNDmvwAAPmI/kzxmAuID5XleNOHz7+WU0bEq/qnKj/Af7324pXh0eBrcubWviD6q8igBEKIb5TvF56kaO2KI2j9UcuZWOdRbQvZvC4eUL8bv3E/g6pFnhG1kJUoZE4z6XpIocQtkPkrXVZQwoS2j4s+avnRiCJ71d0zuq+lSwvRWw5nbpq6i1NLAE6XayXPqxJIlS3D33XfjkUcewd577w0AuOqqq7Dvvvvi5Zdfxq677prYh1KK+fPn4/zzz8fRRwcvwO9//3tMmDABf/rTn/C1r30N7e3tuOaaa/CHP/wBH//4xwEAN954I6ZMmYL77rsPhx56KA477DAcdthhUbs77rgjXn75ZVxxxRX4+c/FFc6oUaMwcWKKDXgAoFJhEqY34bfgYSyNDBSl0ehChy/JtfxAIqlTxCrAyVBTjK3ueu1YUVKlFXAyTBLKQqIZEUXXyIoSF8nBPhPFeVmFEjzYcKIJREyMFpkcuHDZalUkSq9vdxR2fH866Q8aU9zL6PozH5IaRMkSlYHrij8DADy49g/wwsGtWgzuNyVWMGrVoShpHeyJFU0e/yh9Fyd48wAcpt42BCNKFjeEMpMj0WQIrxedfRVNjXdoyV9bV1wgN1IvQAQnXxkuHPzd/3D4Obg/nucpTW9JBVgPpT8TyzQdldGJQw4oIcAnfgE8cT3wkfOBpWepG6Y+ritcHJEV5bhCZKJE+T/ELvVuwmOlrwvvHb8/e0ao72Uq7xO1If3d0dOHVidQSPkSJl89YEfc/kyQZHUpnYIvV7+NnYpDcQ7EvEgAgM51wPAJ+jxKgs+n2ANeURo9rBVEWRRZ1MGU6Vqk7N9L6RRc6H4BH2RBGQlfUfUzk6oo8e+s74q+d4BQ0Bo1TG+UU5R0+L8jp+O5pzuBjeL3Wh8laguXlyBdUYLvv7MUpcWLF2PkyJERSQKAffbZByNHjsTDDz+s3GfZsmVYu3YtDjnkkOi7UqmEAw88MNrniSeeQLVaFbaZPHkyZsyYoW0XANrb2zFmzJjE92eccQbGjRuHD3zgA7jyyitTK6yXy2V0dHQI//oFOYkSW7mQIWPDukUUo2hK36TmLSujohQRpZiEWQXFfhme60YUJTZApfkoVeHgre6KcjXm2AXBdp6MzAj/tyyw8p4VyfS2ftwHs4WAKxUlR/jNVk3mfNtR5JO4yXB3I6xyoCj5BUYV6je9af15OEUJAC6zflGzqd5KcHyHI4GxotRcoqR6liLzrIaQt9jxPjxRsi2iLWbKE/Eor9SLt6mLDedxZlYmnGRRbxxJ5k1vHzgFOO1BYPgErRJRWv+0qOgoJuLEJCykBxCv6859L2Ab0iGkmeCDDniixJ9/bZ808feFz6/GP59bKbQJADO2HYnff+WDwrbMvCXXqsSmV4L9oxxZElFyeEVJ7l+8bWupAEcRUbnWnpxBUVKPMX60UGiCosQ/e34VuOEz4r6cosSPKaOGJ4v9CoqShhp85cPT8MsTPpj4PqszNwA4KSVMCDyFM/fAu1L3Ww/Wrl2L8ePHJ74fP3481q5dq9gD0fcTJkwQvp8wYUL029q1a1EsFjF69GjtNjJee+01XHrppTjttNOE73/4wx/iz3/+M+677z587nOfwznnnIMLL7xQe04XXXRR5G81cuRITJkyRbttIyCK25JWEiEarGwnCBMHMJqkZGGWV7u2A0cVnSWBDVp9jt70lhWNOXNb+NOpe2NEq6gWyUSpvbcqrqhCDCfdCkmYRzxwsgy2feU+afuME6FSLQjapJHfT7qPS1xdXhxAKLFhVwJC7JWCexIVxa3n+urMdcQWTL/D0KvejkN3qCjZSqLUZNObyvQV3kNPQ5RKXHFPyvmxWBZRTnqAaNrdjmwAALQ8eVViFQ9oVCIdUhJORoSD8kkspO01x0oohCqiJB1bJDUigZjsr4EMngywyTVQ2DgSUYMnMQW3Er5rReLirc4+oc2oDyPFQAyW2yfhWxbeE7WiRIXgFZnTUkHNtQUidXz5e7jJ/QhuGn6ikijx2/I5ufg8Tl6U5kG+j+oxPkECefD32KsCrvhuWgU+6i3u77AhSaKEUjLjuRK2pqyLArmJUiI7PDAYTG+5idK8efOUTtD8v8cfZxWwkydIKa0ZOir/nmUf3TarV6/GYYcdhmOPPRannHKK8Nt3v/td7Lvvvthjjz1wzjnn4IILLsDPfvYz7THmzp2L9vb26N+KFSu02zYCVSHVROJB7lx523NqcjLFvkDgo5TH9FZ2YkOHyvSW5bFuJI/SWR/fBfvtNC5hR68IRMnG0XtupzS9jfA7hOtEYUn+GEmiVClL8ntWxaCQHJAilSC8z3xF7nibuH9swE2EUVsFONUg4ou2MNmcTaz1KEqafSxbSEZXJLXb7qt4AGhs3gSinFbNzqOUpgIrs2YDaLF4osSlByBEu5rmiVILicmRSnHIQ5TSnLmjAs1Cln7ZVKQ6Fk3W2VIdR56EuXsjR71N8lcn9+eJEvO9812hj25N9Tg4Th8CEjQEfdH7KOcwknP5jB8e7JNIU8Ic9MNxZszQ2EfTpxAycycRH4Mf3+iIbfEo3R1z3VPRaw3XZt6O+yqa3vjjB4eRFSX1mJKq9vOkwksSEMtRB/FQ1bjNzTG6qDcAgFM70WTUJcV1KaSUBCJcaoj4y4EnSrl9lM444wx87nOfS91mhx12wLPPPot165KlGTZs2JBQjBiYr9DatWsxadKk6Pv169dH+0ycOBGVSgWbN28WVKX169djv/32E9pbvXo1PvKRj2DffffF7373u5rnts8++6CjowPr1q1T9rFUKqFUys6m60VeHyWbW7noVsNSa1LbDgrF2kSJDYTlQmzLViWqzJJDpRGi9In3BtFH8oTGT2Sfev9UjBlaVJYA6Rk6RQoXFvWh8oi4dhYjStWyuFJTklkVCsl6cJF7bspkyjsDx+YXKm8UFcS1QqLEBjhtgdsUEJ3fGLHhaUKkdaj2deP+4hy8QWP/Pxpl5m626U1/rjpFyeLqVNHIcZjAJurBHVBlGQ5Q6tuY/DKPM3eaj1L0G+fMLZcgUuxfQhU+GSp+qVSUpFqNfHoASfnbVqkocfmIeNMbHxFWQ1JiW/aRFoygXWhFOXJApzWI0oQRwXicKD3ji0SJf9coKBzB9KYnnsSyA19Fvwq8+2hgfdxp1VgrKkrqpJbxNZZ9INTPl61bxFIqLjrcpC+VrVGUVCkPSIrflgBV4WiNSqwkSlRfEmi76jJU3cHlMwzUoSiNGzcOu+22W+q/lpYW7Lvvvmhvb8f//ve/aN9HH30U7e3tCULDMG3aNEycOBH33ntv9F2lUsGiRYuifWbOnIlCoSBss2bNGjz//PNCu6tWrcJBBx2EPffcE9ddd50gEevw1FNPoaWlBaNGjcp7WZqKTESJqD/rVsPivuI2lm2jUMhAlEJVoVKIFSVH5Yhcs6XGiFI0UUjXqcpFcljh+aiI0rJJh4uKEiHRpHBu9WtwW7eJfmMhz5W+HrGRBhQlFlqdZnsXnGy52n/8REaJjaIXKEqkhUW91e+jZNGK2p/EsjmzWTa8u/1+7GCtw0Ghj4wPwqkDzSVKaWZcnY8S4cxlPqcoEaI3vekIVKmcJEq5nLlTot6E1BAsg7iiqLWMvxX/T6hYHzSS3E4gOpQIE297TxnPr2qP/h7jtyn2533pOEWJQy2ixJ4Hlp+tlVQ4oiRFq0lEaeIIpijJvlau8D9vOqY08FOMNk0odLya6wCn/gs4aC7Ix74XfU8gmqdUpiqdohRdj4xRb0pFyfeRUGbdvsRmVpFTf/j2FYoSbypMnUcUpjdLoYoDwPiRQxPfqUoCMexUeRm7vX69+OUgUJT6zUdp9913x2GHHYZTTz0VjzzyCB555BGceuqpOPLII4WIt9122w233XYbgIAgzJ49GxdeeCFuu+02PP/88zjppJMwZMgQnHDCCQCAkSNH4uSTT8Y555yDf/3rX3jqqafwxS9+Ee95z3uiKLjVq1fjoIMOwpQpU/Dzn/8cGzZswNq1awUfpjvuuANXXXUVnn/+ebz22mu4+uqrcf755+OrX/3qFlGN0pBXUeKzX2dRlIjkFUzsgpCATQeWHsB3huJeb0884u8Of/jkGnvFOKnyrehzI0SJDe7yIMr7KFlhaD+/ogKAm92D4FKSML2xq7bU307Y3iNMUZKIUla7eTE5UES3K808ww2ybDKyqC9MOpQ4kXLEBtMo8V0dipLlVdT+JMRKKEq1HHRJVVTgPNhcOY7mmt7SFaXaCScF01uKj5LKvAIALQqilM+ZW5UIUnTmDkxR2X2UdreWJ85D6efIfVeFA19QlIA5tz7N/Z1uIo7eR8mZ+94X1+HWx/RuCiQiSsz0FitKfg2iNCH0WUqQiYSixBNCUYF63t5dPqn4o20Dk94HHPQdKcs1UMuZ29Y4c8dEKZuvma0KmPEV+YbKycSrTlGdcDJBlPY9Q3w+0p5fVYCMJrFoSWGpSDO9qTHwRKnf0gMAwB//+EeceeaZUYTapz71KVx22WXCNi+//DLa2+NVy7e+9S309vbi9NNPx+bNm7H33ntj4cKFGD48VjF++ctfwnEcHHfccejt7cXHPvYxXH/99dHDv3DhQrz66qt49dVXsd124sTHBvhCoYDf/OY3mDNnDnzfx4477ogLLrgA3/jGN/rlWuSBcoWZ4tAnlglRPFRSvh85a7dtObkUpYJj49TquQCAuxV5Z3Tv2P3+HljsTce+9otCvpa8YGYpedXDlzDRKUo+CFyfRkpR2GLsEwEiREV74SvyVls7BGT1QVEoSlHIfJrqwP0WO3NTuD6NX1rLjmv6SW0lioNmgE0rQTI+7jufEliEJMo4lF0/USRT6L7kVOrDjq9Zs32UUvIoadNQeDxRiuuKWURPiHQESkWUGvZRYpNWeF/H003YVN3MdpA3VrYrKzkqomQJRMkGOH8iAh8bu/hJTVXvkI96C4MUfLHMzZxbA1Vxrx1GY8dthiEB5sxtBe9KK/q43E+1TG8hUdIqSkmiBAAF28Ib/gTsYK3D3wtH4vPiScXH0wSrEBClovSovzu+jHsASMk4pYSX8nGCP9Xvk7JqgldNKomKDPU250/Eq38FbrF8kHMD7j/007DefDbuYxo5ISTwU+IULJ3pTTUZFJCTKA0CRalfidKYMWNw4403pm4jr0wJIZg3bx7mzZun3aelpQWXXnopLr30UuXvJ510Ek466aTU48q5lgYT1FK8flLixw75AV/6yduwy54fEb6zJUdfYmckSiwDODdBqnImpT3XrH9j37gTQJjcc80zwJJ/AB+erVRgZOgUJd6HhK0w7YJMlCy4HhXKFlASxxnKEjozF93//AocIyy4Mk6EivPJYnrjBzXe/CIqSna0ymdE2o9Um/ymN9uvCooCEAzwFgBPMr2Vq+lEyfZFM4BPbC4fVJN9lBSqkRURJTVh5E2TNLymFASWReBqFSX1963lTcn2s/qwAZqot+A7vxhHmO7edj/7seb+gOLcVUSJIxgeLIHEWqCouOLfyY7yztxMURKj3hje6q5gx20SX0dbVu3Y9MZMOfI77kjnOnZoqBzLijgzU9KkjxJA4dgEn63MQwlVtA6XOsUHymgWqIGiFIM9G3f7H8DXKmfjBToVP7K7ud/rN705isjdwHFbGrMr3YnNCg4fPcsdj2uzGpo8xWe2BjmxSwJRKkBj4lYs2NJMb2oMPFHqN9ObQSNQkQ95kOMkct5JT3rZaGlE4oVMKEq2nVq6geH5sQGxZA6UADIXEWVgK6ttVtwDbFgafPnbA4D//hRYdLF2v400mDD+4H5ckbU4gGB6CwcCRzK9BUTJF50rYUWTgFz3jZneLK92SLwSlg2XiANaNOGkkV8rOcAxRSnqt+VE9zIm0sxHqQ5Fya8ksm6z6yQrSq7OpBWiJA2GHuEVpS3hoxQSJclfpp0GqgVhpre+DrS+ekewLQnVM82wqPPbkDNYA2rzuQ5pCSfdkVOxmUoqTMKZW/0cyWbHWkp1BQ6mLb027oJElJSKktJHSZ1w0tI6uAftuiFREk1v4rhUsMU2hpaC35OmN1FRgmR6K1gWNmEkVmNcQqXiR4CEkzjbRlIe4/MluMf/AFbS8cK+ch4nAMDH54mNasZSR2V686rJMHqOKL3ib4uF3kw4vN8R99x0tU7Gr9yj8MPqF6NnIL1QsNwpcTz4fuEPys1UvpKFMDP32u0OTz9G1IghSgYKZArj5cC/5/IAJUe1AApFKUOyydMqs9E2JIgGm8TlMlEqSikvmdC/jpXij2uf0+7HJqPfe4dE7ctOrR/YKY5UZCa3JFEiqPpUcuAksalGeiXYQN1CpDqBKSRHhmuL4bTskqWpUkKJBRYBBR+ex4fbO5GiFKls4bWpz/SmVpQAwCqI5+AqVq88WiBGtgTKHFPGmu2jlGxPVpRe8yfhU+Uf4tfuUWGHwnfgL1/GqOeuC76qYXrjc+FUaonxOZy5VRMkI8qEALd5H5Ybz3QsOWO4ilDxr+8I9GDchsXcUSgq3PNmyc+Gxlmc+p7S183STHhRziuHmd7KWmfuoUXxug8LiVKimDEjSOw+C87cFDZHuOR+WQJR0ihKCV1URQz5iEBOUWLXccbRwMn3cU3oiJJC7fcqSR+l0PRWpg4OqVyMr1bnCMSSP0/LsvFL91hc4x0RjeFCqoeaRClbigBLkYWbKUorpp8KTNk78XsShigZKKBaeVmJiVn9AmRx4JSJkm7VxGMjHRH1a+LIOOTdsRVEKeW55l/AlR1iP9p6UoolckQmujyJ4r7xgMJCatWmNzlxYzzsyeM7c2AfgjrzKAHwpCK8sY9SWmRJPEDHRAlw+WKuiH2UYp+WcNCrw/Tm0KQzNyNK228zSvw+4dwuopQgSk5MCJqeR0mfcJL5KJVRxLN0J1QQpihgA/ir8URFYYWKkmZC5yaSzzu/xCaqLZySq9ZbWmZui5BkWgJZUdKZ3uS6X4qxwOGeE9khl13Davi+JPJ4SdNH5Afku2pFSXNJEkSJlGOVTva9s4jQTkyUpEbZuUc+fLyPEFCw9ERJWEKlmt5qOHMLaVssfPOjQTFcoXD4iDgNjjYz9zBFOh2/mnyPwsVLFU6ofhIUuD7wRJkf86Ps5nwepZqmt2zpQnhFieX1KjEfJbuYPgZGjRiiZKBANkWJy9fBm96kW6qysRNpQEwka1OAJeMD4pBcIOlcCQCjh6hfon+fc6Bgy97YIw68yzfrJ9+YKJHIrCGvNvkitoXQf6YgydY+CCaPahWuExWcudWK0m5kuXisHKscz1ZkwQVSTW98LSo+8omveu8RCxaY6S30UWpAUbKol1CUWHt89AwAeNWUek0AWiTTGyW2Ph9Ug1AWpY1+C543VoqGkQ6VScCvQZT4yWV9cTv8zj1S26dmZeZuKdhJhStDegAAuPxfS2tuR1tiHyhXUsnYO6EjSonJlLWvMb25mjQBEakNidIHrKV4F1kVHEOZjDNuu6UQEsqWUXjAmxFvxNICKJy5KaWCSSrZPqcopbgkiM7cSQimN2LjnEN2xYsXHIqP7MpVrOAVf50KOXQboXwOgMD0llCUAqLEE2tB8ec+25aKKPGRwLUUpWyR4ZWRO0SfE+9VVqKUI8Flf8EQpUGILOkBePDjrPyAq/JHJRWl2kSJgkQvFO+jpHI32X/ncTj5w9Pw82PfJ3y/4zbDMIZP65GWml8CUSlKchkSzoTIBin53HxY+MLeU9ELvlhknB5APh2WJHGm9YrUoeyvji8lnYxMTykrJf7aWJwTtMcV5/V5RSkalINtp1WkSTILKE0sUqNoHSl3iuemE6WkohSnB2i2j5JKobLCyc6TSlikESVKWHoAjQmEm/hKji3UC5SRhyhZKYrStqNaI5LH7ZHpWHINOtUYQlvH4nL3U8HvkkmULU6Y87H8e2LiY+3TICu7DNfT3ffw3S7EvlgnOkGePDlaDRCVKTZWOo6NWdW5WEj3CZsM+8rIhEACxAWevDjgz8pSuC6w41LKEyWVgpZMDzBEMh0K5Ej3zFgW1pMx4ndeReGj1AlAjP4VCWHcR4dz8o78TLlrkpqZG0gnSlGVAKAyYgd8rTIbnyz/KGntcDISpaIiUnILo1+j3gzqg0q2TypDauk4qh7PtlKQEVltSE/nH8AHwZgwwmRkawGffN9kdPVVMX548oUhhOB7R05XtsOTtDwsnQ/fj32UpIgYblBgeaHk9ADvnTIaRcdCL2mNrhNFPAlQEOGcmKK0s7VK6lB2RYk6oqLU0bItgBrk106uNC348AWiFCtKukjAPCDUT0wa0QQgXUdPkdyOR0nKvkuJE/Ut1UfJLQcr4yFj9NtI0EW2gdJEUdRKmJSU+G5iRU4RmHV8SpRuEbxC4FgktVxQrvQAyozZwXetRRulQkF8pzNGSxVk5Vi1aLII7vNm4hvO7SgS2fQWIArSkvZNKl3hM6tTlDz1fY8ytRcVhVqJQhEnBDIRC5QTgj6fADYiRSkyQQuKkugULvN2XjlzdM7cEImiMkt3itIfIaOv43qMw7bYEH+h9FGKTW8MgvM715/ApysYSxyV6U32P0v0O4U6lEYAfe3B8btX4x7/0KDNIH427o5dzGZWyxAJ3d8wRGkQQlUUN+mjxP0mvJB1+ChlcOYe3lrECXtvH7RJCC79/Ptr7qMCXxDR1mRzVSGKSqMkDp6SJgi/OAKdtDXwtRgayNuWLJ2zsOvCMDDRIyBKAb5+0M6YOjZ+MaluRZnD9Ea5XErXuYfC3ebjYf9TTG+CosROGILpjQKcosS2r9+eT+CDInDSZSkMoklDUpT8GqY3mSjB4hNOpihKl84E2lcA574KDFPEkiugrfW26dXIRylWlEICTavArV8S24kyc6snte3GDsNk0oKpY4eio6+qLWkSHKAxHyWe1AxrLQGcVVpe7esItyOHbCueZYsQbcbxKESfqhWlpOmNpQdQE6WqwvRGabyl7yTL/VCVWVLRV+aLE52LlHBSdubm0wzIiwPRmVtPeGtl5ualfjlxZrwNd+9SfPc2WOMgXP6UqDeX8oRerSjx5xWb3vj+1nh+095h7jwKXfECM6kolfTmRh6lgVeUjOltEEKlKJHEyob3UYq/lQd5WzGIWhJRSq1OHeJbh09HSZFcMi9451FbHshT3j3emTs6XTlrb6GIvcpXYI/y71CMEk5KJJBN1tzLR6gfTQIf2V10nNQSpTyKAbdSvtQ9KlpFpYWQ8/eEHcuCD8oRJVA/UtrY9jV9C9L6CQqfUmHijBLJSdeBdypXoQjZR8nhVo8pBLk9zOD85kOZ+gwkTUwRrjk4cvT2Vaa3l/4hbM4mM53ZoWDb+O+3PoI/nrI3HEvhZM2hYR8l7r0d1lqSf6y5PwB83blD2kyxaEpRxiJzNxX/ZkhMpmzSo+qoN1lROuvmp3DIL/8LyjJzF0Ykd1Ka3pL3hwWVROfCFCVFegAK0XfHS5jeOKKkIbwWEYcr1XsnKkqaZ0V4r/QDYJclBQ4ofJRomZnedIoS75cUb6NSlBpZcPFEqZhKlApvG9ObIUqDEOpq4vKDS5S/ZakD1dMqlh3JkkMpTdHKA2GVmyPXD+FMb9FAmShvYKOMIsooouAE2yT8r8J9nNZ4ULb4VzgxCWnUtjxRb8Pj7PAu7GhiSM2jxPWbrfRaSBWlVXH4tkCUpPQA9YCZ3nin3jhCT9yW1iJKclK5LIoS/70io7kWuueod3NkemOh/cx/w6YqRSw4SZ2iRCwbjm3BsgJ/vXRFKfv7klbrDQBKRfkZzqYo7WUtlbZTKFdEX8Mu6aMkm2WlqDeLN70lUZV8lP7+9Gq8sr4Lfkigeorj8Ji/i7iTcixMtl0Iz81lKRxC8ux4gYnY5dQqSsXIYjFXFCAoL1qiJCqPKlMVH2WmV5S4sTdFpZETvgY+SpLCpzC9ifMGd16Cj1K4cBOcXWv5EdZQlPb4AgDgrfd+Nfo68V5ldeY2RMlABZVzp50xUkgevFR5QF7b4XO4z4tNZ1Gdt1P+pW03TwK9NDjcBKUtL6GAGPUWfJfwUXL4lVTwW8KsGA5ew0aMir+iNCYc0nlqi8HmSLRZHf+e6DM/uaapDhav3nHH2nbROfH3fL+Z4tiIjxJoUJCc+y4OGRevSy1nbtnsQ604PYDWR4mvfq7wV9HB1/i+AHGIfBZnbpatXZtwkpv4NvdUBROHjCxFuBmUpjdhfhOPI2+fVb1SljBJMb3tZS3FHuTVyPQmZ+bWpSIh2qg3jY9SaOZ91/gRuNv7oPCbyjytNL05EskNybPjB4liWTJLAPFCJcSGTtFMnEVRkqFUlHiHcd09Es5PP8YnxiGvCvR1iN8pot6EPnJdLHDjC1PjcmWTT0vxQX3gyPnAKf/G5j3PiL6WnxcrM1EaeB8lQ5QGIVSmN1tTdFBGIupN4YxI7CJOqZ6Lm9yP4LfuJ2Iytd1e+ob7QVGqhyixXDcBxHPlHS+LEVGSUhWEL+a7tpsYf8XFFcmTid70lp04VibH15Vf7UHhqMog+CjpBhPqcYoSM73VD4JAURJ8NNhzJxPIGopSYkFqOfFEqjOV8UksFf4q+mOlvBuS6a0a+Sipot7CIAGdKsddg2Ubu7UEA8jnw6YkMNwFTD6DMkGpnyilFQEGgMuKv+bMaOmKEh/1xt//r9p34AfOdXA55cZX2OZsm+ComduLx1C8IweF4fV84tshRQfv3W5kTBJ8F9j8Jt7VFphwXWcIvvyhHQAA3zlsN6G9sqQoCURJ855TiM+J8hry5V2yOHOnqTjydXB7gc7V4ndhwkl2Dc4/Qi72y6tIDvc5/J6vL1lrJKnlo+QUge1morUUj7/8AsSlVmDJeJsoSsaZexBCuULkQi7TkMwtpCBKBAAI5rqnAgAOzzDpayfrnCjwilJW0xulUbi3MCDJilLBAaIosNDuLitK4aBgc/ljeEVJJkBUpyjlmQhH74j/q54IH1aQDC7KN6lvg8+orjV7Uhr5EJEmKEoWKFwqKgeORv2hXr56TcRyovOwdKtRvqhnDgFTlZmbgUXERYoSZX1Q51Hi/5chE5JqyvCZZ3WuereEsiiJKvMyUco2jKu2IymmNwDYjmzEaqYoUSrcF3k/ngjz7+l5hZsAAPe99RyAwAxdFYrvsufNSvjCqa7jj4+agV0nDsdR799W+P5nx7wPD1/GKUq/em/cV7sV/3fkdJz84WnYbnQNtZJ7Pm1FQl0G/hzVPkocUdI5LQv3Mk1RUtR1q4h550hkeguOdeoBO8oHiz4JEcJRqYA8Y0cKUeLG9RGt8fjJX68qnGDBm+WYOdLI9BcGvgcGCogv3W/dT+Cw4ZOkbdQPajKPUvIWy1XF0waDqEc5a7rpIJhksipK3Ool1UeJI4Xs3U9U3mb7TN4j/gp+NFgnyjw0wZl7zLAibvAOTf6QotI5QmZuzf2hfkA6CK8oNeKjROH7VDCNWVHyPVlRSje9JZ5O24muJdERpSof2hW2sPQe4NHfAp++DBgxWb1fiqLE1CbZ9CZHfgLxIiOLmWSb4SV43SnPQIPO3EKeGvmZzJiZO3mY5HauR9N9rZDmoyT7Q6b7KFkcEa64Ps5xbsVuZEVM9i2SVHQVBGPUkCLO/NjOie+HtThc1Jt4f31nKAghAkkaN6yEjV1SdGZ4ZgyqEk0xahAlviRIluchRaVJqIqVbqBzTfI7AFWqmda5Pjic6S0yLwrXvhFFKf5teCnuS4IoWcjl6zmQMKa3wQjppfqrt7+2TpKMLD5KMlHiB4PPVb6Lhd5MRZeaZXqLJ7XMpjduYk3zUeIj/CIfJbmgJBt4p3wQK3b9MoBA4YiIkjQw6hQli9QYSDgMKzn4+zc+FLfJupISGmtx/daTMt5HyYm+qRcEPiTRgPtRui41TG+J3TlFqa9Swf/9/fnkRpzpzWXPxp+OA177F/DPb2nb1vkoUWJFztxsImMlTBw/2X+2jd70Fl/bm07dW0jsJyOXj5K07a/co8XSFgnyIPsoZXs3i4riqj6l8Gl6X2lIimsRJXYehKqJEq8gV1wf33T+hoPtJzCRbGYtJBcPOcadYaWYKLnS2OIqTLm7T1KXoKHcRK8bdykV60Uqnxkuo7Rfg4yGjep/kkuGlDuBzrUAgJV0HID4/mh9lLjPBc6fU6UopabwSLQm/8QttPgkltzYVIETmDWbNK/0NwxRGoyQXk4Pljb9vwx5EFWZbeR8JrzD4iP+dHy1eo68S75w5xTwJUyowqFWCe7FE3yU5IKZLSWc8uFp+PKHdsC4YcGK3LFtoXgnfx4bpn06+A5+ZG5K+B7pZN+czkDvmzIq8V2a6Y0nfdpJ1/ej1XjszJ2vXwKoj2OufFg0+2jge/kUJVoYAoR9LMDFDYvfSO7EKQ5PvfmW+FvnOv2xNApVuzU64cy9kQYm15HeW4ntPcLKwGhMb9yz867xwzGkJSU7cZ70ERLR+Y37KdGZW3qHsyaclDFiaLIUxPZjhmCbkemmKBo62cvPReI6sUUF9ZU+O/zCSI6AAwJSkjAP5iguHBClYHtXyvPlF5IOwRd/9r344A5jcMUX9hQPWZeilITNl/3JdI9SBhV5HKp0RYrSCn+88JPeJMxH88X9sZSmt1qKUv4f+WeiAic47rs+nn6cQQJjehuMkB1nFYVcdTMiv7JxqaVU9T2prfTBIDxak0xvPOTq5ikbRh993k02QQotfFfKCM7CuFnOJj6BHeEyXrPBUSYlOkWpKfXK0tIDOHx6AN12yTxKjTClUejCsT23wC6ozk1qN6ePEi0OgRVe73dbb+KGwk8ASLXSOJ8LOYmkTyz9qk7j67axWop+Y0SprzQWPiVKRdAnLMWCzvFWVmuL2pRQeXz65HfLgyU6gyd8lGSCku1YLQV1luvLTtgLuE6/HyOb8pOlS25rUReUJt8bypHrSlVxzwhJEKM8meZti0SJV6tVFzwttBSRU5NHteLW0/ZNNsSpKbqot0zO3Jyi1KjpDSofpXKwsFiPUcJPVTj4ydHvQQK8Mzcf9RYRpRymt4w+SsLXvOmNhorSHl8EWkZi5boN2G5RcoGOdx1cox9bBkZRehvAhY1tFKVCVODzKHlChBjXXoqitNfU0cp285gSskIuZqp99TjFYP7n3h+tgJKO68k+OpYlStG8vBw5n9IoE3XS/0NHUhonSmm5qUQfJZ0zd1JR0g3IXq2SBAAKxMP/K9yq/nHK3sKftXyUEtJ9cZiQRPMA+7nEPpRTlIrSKa/pqAJd65V+bTpFqQA3esZGtJZw9Zf2wreOeDfKUJNfZh7R1rmSJvGEWZffNEdmbvnd8mCJIexNUpR0z1GtEkY0IkpJ8iogzP1l+1Xl20E4H7RKNVkChxArqZxkdFRnYO9NVTINbzthXK524j7lc+bebeJwfHCHMfjhZ2bA5mo8pmXhj5GmKEnPWrkL8AKlb5H3XpR5vyTbwec+KEYPAuI7yY8v0fjPnWtN01vGzNw8eAWyCgdjhxUDkj/903CHT0ls/9DUrwMnaMajLQxDlAYpfG5i+9Zh0zFqSDFlax48UbKVK6Kkj1L8GFz/lQ/ixpP3lndpWsJJHrLpTTskcS/e7tuOirdPkBpViQYImYeFfcLz5k0KifPUDHC6yTkX0kqYODxRUl8Z4nuRMhL3W73tcjpe+X1mTN0X+MICrC5MDf7WmN5WtfVi/n1LE4oQKQ5VRmDycHs7o88FaWQa0fkK8POdgesOS+ynK2FSIHE9N9tx8PHpEzCkaKOVqNWw2PSmyVQtEZpEoICwcY6Ek3zxVEpAYQkFZBM+SLUUJh0073Aa4QPiqMJa1I+GCopDy8qJ1HJ7o8/VSvIeEEIS1zivbyTLmyab3nacnOP5z/xuJ4nS8BYHt562L2btMxWk0ERFSSZKlc4o79hqjMOjfpwKwE9JO8LAk3NHQZRqQhdYAWivH5+U07MKGN6STKrLo1wYlStfXX9icPTCIAF+tbL7tmqVRwXebLAZw5TPfpqiNKzk4MM7K1ZfTXpgL3GPjT7LprcsipJF1OoQINrdo02IlEHZSpImMRRbMidofZQaV5TSzJliegD1dnz+IOa0r1NDTqmeizUTDsSbM85Q/p4JO38c64rBSpVqiNIJVz2C+fe9kjBN2sUhNSc9ty925i5Kpzzc7wg+rHwsuaMigg0IFCXmQMxW9KpnhCE2vdV25gYAp6BfvOQxVfPXhZkIhfpjCfIuK0oZyYRmO7uGasOuoeyjJCegtEuBecvx+pRJRS03VpTcSlJRoiAgkqmb5iRK7FrKqUe2HZstvUpWUFo7PYBTiK0A2fKu6ccUIhElWumOiFKFOngLsWO6q1FMdxgX+6Lx6QHqKk115C/1ZjGtosRdA+l81IWhBw89GTw9MRDAv3hZSoxE+3GD+WY6XJkwzfX0REmHZpnefu1+Bs/60wAkTW9aUI3ik0FRAqA1vTGTA5/MM6ui1AjYCi7VQT4DUSIcWalVFPdXZxyPiaf9Hd3j3pevsxKiDMEaH6U3NwWToTypktLwmvl+3L5YUbJA0dunCt1GoBI9+Etg+aMAoM2jVESsKEWlayyC+z31NYgyc2vTA4jfF9JMbzlW5/z9ZURp/HBOjUhct/p8lHTKk8705obHYZGD8hnJSXALpWAidvyyMgUEryi5leS9JVYyCiprRB8DI7uyidbKYQptRFHi+S3hnLmzBEikLb4sKXEuLXdG72AZBbTT2AfL11wzvu4bn0plvMKto6YP5qgpwBf/EpeM4fG5Pwp//u0bH8J7th0pECX5fJRqZz+MvfXCEKVBCv4xVYX46/eLH8a36HClj5LHTSxf2Hv7bESpSVFvAMFyGhSezRL1trqtF5u64tWnQBpkZ25NpW+d6Y2tYvjcTvIE10xF6cyP7Yzpk0ZE/gOpCougfMWfl/hTcI17ePA9d/1YXhSdI/KMbUcG55ZnwlDAj3LlpPsoyWqDVRoqDM4qeJV4IvWpj3UbN6o3fPZW4L55wLWHhBvrfJS8iIz7kaJEcE71NOX2zGShu4by/UpTlOpND+DBwv/O+xhaOSetxHOS4qNEx4lZp8VOqa+/zoTIfErYNZRVIlv6u9gSEiVaVhID24vvr6fyUQJJvm95F2is5mGOOpLJftR+t7M4czvF2EepkKWyQgpBGz5UjEzcvHkzfKYooYA2xNmrvQymN35OGT9C5f+abXxziNTnD50F7Hq48NUeU0bhpq/uI/go2Y54TOX70rQ5p3EMnp4YCOAnGqtORWkTRihXUrzp7cdHKaIjFGhWrTcgXjUT3wWe/IN2u86+Kvb7yb9x8C/uj/vBDfZpeZSE4/ErEys5AdmCYiWv1pvnozTn4F1w11n7Y1iYhC2VKPGEjrv2pYKNncYHMjvhTE5RYtEa9ynvCl1GFAVYw5lbRZSsGoTfq3Iqg+9j46ZN6g03isVedSVMCnDjiMnwvB2LYBNGoo0kTTGMTOlW5LICWEghSrkmeN5HidgYP0IK469R643/3Z/1t0zH4aFTrKNM5b4LKpW2AQBbuu6llkDVKPoVZZkau4aiBEIU/lg5A7MjIh+/G53bHZirCZpxEcSbuVWmN758kpOpBJX+uKOHi1F7PZ3t6O0N1NtAUYqJktZHSYjmi5+FxPOGbGRRCZ15VyoiTCSipMwab0xvBrUglJGQHflSEb+wm+kI5RaZcjJ95Hy4I+LIiWYSJTcagD3gdr3PzMrNvSihgiLiSZknfglnbq0Jga+mbSU+FwhvehPPU5XZPEAzfJTSiBInU/PkEBZGDAkGGcKpOmyyq5WZu9F8WBFR0ihK25N1OM/5IyYSMU+RVRpW00fJEyKVKCo9ndpthT5pnbm9yATDSDVTTyskSXIiopQxPUCxmKIo5SCklsJHiUctRYm/p6lKlubeOzWIEvVZIlKJKEmFj0tDQqKEMlTvh8MpSq4y6o0k3+G8QSTsulMPPWGCgHX7/zhfG5kLkCfzKPF7Og7nMI0MqVBSCJpMlCaStzAUwTWsUAdtnOmt3RpV81BWDdNb3cObZtEi1xSkWXyUBpHpzeRRGqTg87zUqyhtJhqipEj2lsCB38Jbu56A8Ve+O+hDE9m9x6qu18ij5NAKni2dGiWp9CgRTYkZFSVh4hMSrWV4OVPqrDWK+kpPkOi8LZ4oZVWUGryPzF/msdfXY5fuCsYMFcnCrcULuEzLMeyWobDcGk7DHFGivgfiZSNKaSYLKwyhZs7cLGN7RTH0RaY3DaGQB/NURSnHwoK/J0qSlvDb0Ue9pfuBqZ9Z27aVuaUix3LPhU8pHOn3gjT5t7QGk3WJVpT1/Hii5FdVUW9Wov/Zwuo5sGvlu3H9xpwpBrK824HqxJve1KlJGLIVNdcfd8wIkSjxizvZ9LbSSYbaJ9rnnpkJzVSUNO9ioviylGlcbXpr3uK8URhF6W0AR2Gy2OSow135Qb6Ni4TgsevEbNWY+ee0QdeWCI5F4lWztPqQX81S2+sokSpXENdKJUo6MieY3vgK2SqfpoTfUz8qShnVHf68fK6QJOH8MGrlUYqO2WCaB6YoFeDixkfeTPyuIkkAYJeGwaoRXSMSJSoWyU3rU4o/iu2FyoWkKJUVCRFjRUnTT+napipKOa6z6Mytiv6RkzDKipLuj2ywCVEqWZGvlu8rzVGyOYkRpRZSFczC0fZerCIpfZQUmblzE3vO9MbIic53UYesJEHll0SFXEWc87QmMlPaWfvT2BHxmP24v4vwWwUOOmjsw7TKSeZQktsf1hI/u2OUqWfqHN806q48fxCJKKmsAf2Ru69eGEXpbQCVD8GfR34FHe2bscA7ALyXj2B6KaoJ0TEzp6Czz8Xe08amHpfPDtwsonTL1/bFkquuDv6ooSjJE4QPIs5VVjZS4+lMb8pIi2zO3Fn9GFKRteq7OBNGfbTCwdelFpxom+SNWuB9GJ9lvzaNKHlwczwTTstQWG76NeOTWFLqgejqyclkIE1R8kVFiUUcdnt2YplYU1FKECV9Eth60wOolAn5niUVpZQs3gC6nNEY9uGvA5P2UB7fsgiqsACJ+PDO3L5KIZK2bx0SjzcFL0mECj6nKCnuLSEkKnMTdy5negCW4sH3+kVROvK9k/CPZ9fg6wfuBNyYVJQE05uVkyilkBM+cKCXiiSjggJ6ET+LGwopOY5CjGwt4u/f+BBaCrbSj7XZihIhBLtbK+K/E/mykvcot5rYjxg8lM1AC5UPQbc9ArOrZ+AB/73iD9xAqcu/ZFsEp+y/I96zXXpuEcKl/aeKEgD1YObU0XjXxPC4aYNHuROFnrXCVxSi6U2eMLSmN15FEmqoKQbQjCkHmmF6y7piEqqQc6Y3tmoXJ1dx0NtEh2Nu9VRlW/WApQdw4KK1KF4bP8X3jRSHJa63TDaFQrvUh1fDYTzeNDk4s4StUzcuCjsgKkq/cYM6f/xKnJkVtbXepGtXSvVRqi/qTaUIJcltCkNVHPfF0R8FDvp2qtqkUpRYmgRKXa0fGI9iSzxGFGmSKFmcgzV1k7+DkOQzknOKYnmXiO/Bjgpd5yNKLFeYCpd+/v148nsHY793jVP6KPEQTG8NKkq8qYonRUCgKL1Ad8Az252A71a/rI/U5UEI3jdlFHadqLY61K0oDdsm02ZDq2KghmosNIqSQS7UCqvmwQ8sO45X+yhlBSkOwdHleSCguEJRVLJeRCsFOXszP1D87F2YKA2mgemN30EmNbqoN+4x553BlS+irCjpot762ZlbuxMB66MtFXwFkmaZJ/1dUOES0DWa5qHPC9ovwIUTps9+ekUbLv/PqzjrYztjhm5HpwRiiyqCTwHOOiEksaS+XzMFAbdj4itmrm2ttoVfMEUp6PPd/gdxYPkSTCEbcGPxonAbpijpTG/icFkqpShKefIokXRFSc6jJD+3aeZoINvKXEmUuDxKNEsAiO2gChsFeGihfUk+x6kNah+lZHqAvMEHbH8h0CHne3bn2BPx5oZ2/MPbBwsUfWR+eZSQiE8w0nTAzjFREBSlTOkB0mq9xdeFJ0qBCTk4zr+nno0bX30FH9DK/7yPUg1fxnqGt/d9Htj765k2HdqzSvxCqe4bomSQA45iQtc+5twLkCf/krIpAE/SXWpulxuKEN4EFCtOH4QzMUHhT6R+sXwhj5I6p5K2Tc1qtBlFcetRd3hFyVIpSrLKJg3QjZreeryg/SlkA14PgwI+c/lDAICl6zqxSLejVUgQ/vaeCkYPLUakgk8PQKkvVJsXIT79WVI1MLIwaVTsuPomnYjxaOP6mO7nJZeSaSk1KzN3ujO37O9EZDIvNqY6QM0+qI4rmN4y5iWqoIgCetEKhQ8SX9zaVSUTJcnkl3lt/hYjShwRy7HQBIA+MgQ/cE/MsGXct/13GY+9ZrwPn3pfbPaymmh64xWlHsoRJW4KL7vBe6DNi5drsVvH+HbUlZk3bZWIkjKwZhApSoOnJwZa5Eoqy/vgNEiUmuCFowZ7KTShpDoknCcT1dxrK0r8y6dUixI+Spo2rWxFitNQT/08CitBlDxhIhT7f5X3CeHv3IPPtAOEP9lgvL/9PIrty4Tflr/VAy0sJ+FDNvNHCzH7lqcBAD+44wW8uaEj+o1Smihxo8L1Dy1DR48mgzeP8BqNGybeN0FJYaa3jFFvaaa3PEoIb2JQkTTZdNQ+errwt1AHUrV/hj548n5jdoz6Qn1PLNKbApZ2YSgUmbd5RUnlo2RZtf2xaoDtb3FEqVb+LhlZz5Ufj0a2FnHMzO1QdNT9bdz0FqvCfYjvN68Wl91gPFUtrAEA2+wSJIQ85Ee1+9LPWDlDVJ5U2eEbTWXSTAyenhhokUfG501vDTvuCvn4G2pKbJewVV/GWm/R73J6APH8LE2+KV8T9aaU5FMUJQ8WLq5+Dv/w9sH6CR+u0dvaqOf+BPWwGFEKs05DPdF+v3oiFvvvxiXHxSU7shIlDxYw62/A5/4kfL/ei825Q7veEH6b0Ao9LDuhzlmg+PvTqwEA1z30hhhuTj2t6a3qxRPuvDtexKKXAl+2hd5MPOi9Gz+sflF5fBWEaxf6X1FdUVzp2WhJIUp5zAa10wPE3/3d2w99Q7cVfp46llMKFOeZpXwGr7p2W8OBk+6KFSXqZ1eUSEBEhxAVUeLaUChKBASWVOstb/62iCh5fO61fO9ZBncsdjT+wKlbysk51cimKIlEKYeiBAAHXwDs982aPWmGYp6G9XueLR5PmXBy8Bi8DFF6m0L7GPPOzk180GS5v6G2LDVRqgXZRynhzK1LnCcoSpwzdwZFiV+N+rBwhfcpnFE9M0HS6kFdzopcegBb6cwdYy0dg6Pevy2O3nO7+JgZJ3CPOMBOHwFKorPnY0PiLMdetQ991XgCmDY8ZTKwk6Y3eTB2uNww1NcrSs+sahf+ZslZu9GCL1bPxzXeEYl9eD+drx2wY3wO/MKiRooFmdgOKTmoUs1zkEtRyh711kuL6W+iUlHKQpTi/R4c81lgxCTO9OZm81EC4BK90moJpjeNj1KC1OR8R8LFkkXrJ0pZFSWeKNUidOWU6xIfOJuPUpUjtRUuzUW5Gtxnpykhyv1HlP7t7ZEwWyvHwmaFWjcBhihtZeAH+XpMOzyGcFFNQ0vNC9VkfeTlcQA1HQx9OeqNX4lTkjHqTb8KZJFSPHiiJDq8DpAzN0h8/ZDuo1SFrSgLlu2YuhXl+UcFqg0A0GofVrfFId/jC4pIJgbLSSROla92UVaUPLWiVHGlIACwPFtp0WDxef+/Q3eNPoumt1BR0pUwkQbzloItFlwWNs7hzJ1Slif4nVMNUFDWb+Q6mfwqg5qhNkGGxNHzM0W9AUDVTnFw5wgbVfkoEQtEXuzkXEywa2lzRZvzuiBk5ISiiVZzT86ofBMv+9vhilFnK38XkOZrxylKLhWfh+hzaHrLUruzFvqDolxtHYNO2oofuV9EScqpphqXGp2/monBo20ZNAnN81FqLdq49Wv7glIqkKZGwRQlK2tUUwgfREquF5+rCwtFzQBBNaY3+UX0QRIrB5EocRNaM9Io5XQyBYJIG6buKRUl7gJ5sBP9zEqULM3kuvOE4bDHjQY2B0Spo4+rN6cK+Y5+dBLBBbJJiC/zQCnNVDQZiIuzpoaSc+ft2Ba2HdWKVW29SoKQVVFqLaYRpfp8lJSKEvecVFBIzsmCOVrxDmQgOS4pxBFctlQcmLqZaxt2O6MBaf3TPvZ9GLnpGdGZu6owvRGF43reBJpsbOEUpbxBLZlrvXGfdf40//D3xT8q++IDtjpVi75FCZxbAf/M8aY3toDgE13Wj+YrStcWTsBFPZ+GBxsthdpBM8ZHyaDf0ExnbgD44LQx2HvH9MSUeUEVIbyZ9oMlDpzcuaoyGjP43EtoCaY3uVxCuqLkExvv334UHIvgQzuPy9V3FeoZCChItMq2Ix8ljsBBVJQ8aXmcdZUmV4YX+sAKWrpleNwknOrHQqyaxxYqrFMf0LbH36e4WKtH43OfVfmOuIvsiB063QqmN/acaPop368hTSJKaYWe5d8DRSlz02GjtRWlbotLTktEp3bqZ1eU1rXsJPxdGbYtVs74BgCgWnWxbGN32CW1M7fsZ5j3HWHvqx2q1T4lyoSKaciqKAmL0hqELhP3SjW9ic8Ag+jMzXyUGp/W+8NHiRASjdNJRUkVrTl4FCVDlN6myPLqN+rM3V9g/bKpSJQs3wVe+zfQvVG5n2xaIQJR0j/KOmdueQBVFZSVFaUFp+2H539wKEa05ClUrEY9ihJAovNmCowYpcUpStSGl5CUmrDaZOYVr0+oG+h5aUSJJHzI5MGYd+amvq81vfH+co+VTsfR9gMAxOdjOZVK/Pz/9s48Pqry3v+fc85sSUiGhJBMIjsii2ENCgEVLBiwIFV7VYqk4oIrAhWvG7012itYa9VWq1TKRSv6o/ZH8eK1RcCFliubSC6LXKo/qYAS4hIShJBl5vn9MTNnnjNzzpkzy5k5OXzfr1deMGd9nlme53O+2xNdVTsklAJqFljuO8IvdRKdAZnjlOQFnmMbmcDQyh2rZhXjH3jauLo53BH6lzcglFrESCxatEWJBfwKi5La8i9hvs47V/H66MRnwNzBBAAJflz65PvBa2q53qLj2BL9voaEliNUkd0f/XBlgB+MCKb4n1eqv9STYjyKFzZgTCnp7668ETudF2B3IPIeK2KU5Ky3NPzGEzaZx78n/x5EW5QkleWNEl16xkxMbUljYyNqamrg9Xrh9XpRU1ODEydO6J7DGENtbS3Ky8uRk5ODiRMnYv/+/YpjWltbcffdd6O4uBh5eXmYMWMGjh49qjimT58+weBA7u+BB5RPmYcPH8YVV1yBvLw8FBcXY/78+Whr01g2obPADbqJFKrMJBHXm9K1Mqz9f4BXrgKeGqx6XoyQUay6rt1XpgjmjlxDFEX4ubgkNaEkRQVzi6IAjzM972syq2MzgSsPALWst0gfOiDGVMtOTpxF4QjWIhI6WhVCLF5mlKSS9Rbme+JH6C8ek18zFtCvsxWiu9CEAWKwJgv/+cUIZ0HdosRbhAQpHKMUOZd/eo8WPx6npP29S2Ry5o41YlGKvXScSc2A26xFigglvxSsVi4LcKZcwqRVJ2LjRBelUBJESRbIvJVSULMoCUKM1THe2oXRtLu6AgCcLGRRgphwzM6M4eV4467x+POd43WPU7QtTjsNyY544uSKZ9BvwVv42VWj5E0tXAacoaw3gyR8BQMP5Xy2arRF6ax2vc2aNQt1dXVYv3491q9fj7q6OtTU1Oie88QTT+Cpp57Cc889h507d8Ln8+Gyyy7DyZMn5WMWLlyItWvXYvXq1diyZQu+++47TJ8+PeaJ9tFHH8WxY8fkv5/+9KfyPr/fj2nTpuHUqVPYsmULVq9ejTVr1mDRokXpfRMyjOLHK6Zu9TCF0KQlatUWURlEgdj4Dd5cq2dR6uBqHvGZgGLUYqBqwcBClOstnSRa3wVQFpx0hF1vvLtVIZT0XW9nkGQtKGfwPKGjFf4Aw0XiXvyX6yH0b/9E97To/vIWpf9wPak8mAW0syI1RAj/+bHowPyogfyxq4Yi1yWhqj9neRJVLEpQd9sCQbGl6XpLEvWCk5xFCQ70LMyNOUYPwYBQanVGhNJpd7C6dMSiFFDEOfHunmja8sqU9xZF+WFDEoLXCASYcrma8LGCkLLr7Yxb6RL3R1fzN4AgCBjRsyu6uPV/nwprZJx26rrzCvsE/x1QHbdt3bq4MaKvT37dyC18ns6st4RdbwbGxnbO+uyMiqNSy3qzUsFJ04K5Dxw4gPXr12Pbtm0YM2YMAGD58uWoqqrCwYMHMXDgwJhzGGN45plnsHjxYlx99dUAgJdffhmlpaV47bXXcNttt6GpqQkrVqzAK6+8gsmTJwMAVq1ahZ49e2LTpk2YMmWKfL38/Hz4fL6Y+wDAhg0b8PHHH+PIkSMoLw+aWn/1q19hzpw5eOyxx1BQkNryH1mDz3qzqEUJUXEERomx+Ai8yNH+UfnFyFMX/+MThWBNEhdaQtePvYakEcydDqIrPRs8S+63pJL1xvehA1KMyZ8vD3BcLEHvS28EXPlo/8sDcArGauUIIYuSGGhFR4DJS4BUdCzXPzFKaKxx1eL3/u8DmBZ7rEGLEk+v4nz8wFeOi84txq/+73vKNkcN5BXneLHn4Wr878EDwOuhY8IuJ66dvCiILYYoKOLD0oFaxh1/X6c7F4PLotfnivM9MiCU2pyR8a4lJJTkB4NAhyLAuU1v2sgpQhuT4Ap9l0RRghhqXzh4v7VD/bMVIMYuYZJofJErX3F/P0Q40+FuVoEfj+JO6nrWohvXAwfeBEb8yNiNuQy4b1nku9DmT59FyXAw94Bq4JMNwIVz4x7awVmUot2h6nWUrDN/mSbZtm7dCq/XK4skABg7diy8Xi8++OAD1XMOHTqE+vp6VFdHlLXb7caECRPkc3bt2oX29nbFMeXl5aioqIi57i9+8Qt069YNI0aMwGOPPaZwq23duhUVFRWySAKAKVOmoLW1Fbt27VJtX2trK5qbmxV/ZtPKEtSyCtebNZMaw4Phd6d1KjmrEGNR4mOUdJ5oeKEkRllf+HWT1IYG0Wkti1KwjlJwkAkHP5/piNofIiiUok7nxDODAFy8CBhzq35qfXS7nSGh5G+F35/Ak2fU4DhIPIInnb9TPTShtd7C7RIl/HrmSFwzumeshVFl0HVIouIzCLvetGKU1GpQ+YX0/sbUEgr4SaS0sCDxIowGhJLfEYnHOeMOJm+ERXf9idNyjFKACejQqh0FwONyoAGRDC9BlOBwBN/DsOutpV299IMgxi5hEpuHqo9DEvENIot9R5cUSSdMw5KreqzezoIyYMytMTXLNHFEluFpZJHPLa0xSka55iXg+jXApIfjHnqqTedBTK08gIVcb6bNpPX19SgpKYnZXlJSgvr6epUzIG8vLS1VbC8tLcXnn38uH+NyuVBYWBhzDH/dBQsWYNSoUSgsLMSOHTvw4IMP4tChQ/j9738vXyf6PoWFhXC5XJrtW7p0KR555BG9bqedDkiqDhKdddoj/7OQIucJt8thZKFIjmiLUtyKxuF9fG0X7j2RRCG4bpIQvr6KRYl/0knz+5nsEiZhgdhVCGYQKWI/uG9GBySc01VZLtvBCQOmsEQlJ5Q6jKcIJQQD085602qqXlC0ViabIgsyOKELWjFKKlYDvyClNZNazUKlEA8OlWrgbv2gYyMWJY8UOabdXRRsS+h92LDvSxQObEIpgsKjXdB2vXmcEhpYV/QQvg43Xq5vphBKGiI4+uEuUdebJAr4hhWgTPgWQHKuN6Mov2NpyHoziiMynjUjUpU97HrLaNabKw8YMDnl+6nW/7KQ6y3hltTW1sYESUf/ffjhhwDUVTZjLK76jt5v5JzoY37yk59gwoQJGDZsGG655RYsW7YMK1aswDfffKN5n3j3evDBB9HU1CT/HTlyRLdN6aBD44l1TN8i1e2KgpMWtSiFJwPFkhUG8EQvi2CwPIDCosRNOqIAtCDydKZqUeJjJtJcUj+pgUBAzIQdDmYGgL4nP5L/39alF+6tVrq4HVwQJW9F0hOa0YjOoPgSA20xMVDJcHL1LbEbAzoxShqTElN8H6JjlNT7Jzk4i1Eoy0bL9aYmbNPvelOJUeKFkqQilHqPB0bOBi77ueo1jWS9uQWukrWcnRhOGgjgvz8NCh8GAf8euBEA8OuOq2Kuk+OU0MCUFiU5RikklM60+9VrqImxMUqJqhynJOIbFnEjBoWSOUpJ8ZuJ81s2lvVmEE4onWKR8avhZHB8zHVZ8wE5TL5a7JeqJdU6/Uh45J83bx5mzpype0yfPn2wZ88eHD9+PGbfV199FWPJCROOJ6qvr0dZWSQosKGhQT7H5/Ohra0NjY2NCqtSQ0MDxo0bp9mmsWPHAgA+/fRTdOvWDT6fD9u3b1cc09jYiPb2ds32ud1uuN2pL4aaCH6Nj2juxf3QNdeJi86NqufTCYTSsebgIOlKUCiVolHxmo870c164yxK/BOqKAg4pXC9qcUoqZcWSAfJuEZ5i5Ia+7pVw3f0E/zdX4Enai6AN1c58Uhcyq1SKCViUQq+Z07WhlPGF8bSJP9//xSzTWABCBrB/pot1SsXofHZ8SJECp8v8EJJffkbxT3TaS2Ik/Wm+psWBOAHv9W+pgGLUn3RWODLl9HKnLLrJlIBPiC77xgEfCgOx+Az/4EWeLAg6jo5LgnHWVf5tSRKkdpGIaF0qrVDNZFDgEqtrSQsSt9yAc7hTFUz4N2kaamjZBRuPDvNPegBQV159ahzos9IGCGtDVZS3lVvUUiuDRYSSgk/0hYXF2PQoEG6fx6PB1VVVWhqasKOHTvkc7dv346mpiZNQdO3b1/4fD5s3LhR3tbW1obNmzfL51RWVsLpdCqOOXbsGPbt26crlHbv3g0AsgCrqqrCvn37cOxYJCV5w4YNcLvdqKysTPRtMQ0ti5LLIeL6Mb2VC2JC+URq1RilwX2Da4+VC9/EOTIO3CSnteI7AAgOPuuNSwcXgBbGC1+V8gAOvo5Oet/PZNZ6C36+2ud9VHoNbm5bhBvb71Ot0OtUBKfrl0bQIux6c7L0WJTUYCwAweBCrDI6rjetQVeRBRkWkdyx7VBPBIjcJ72TcLysN0Fj4Wc9jMQofVsyFte3PYgJrU/JrptwTF5Q4AQ/ZwYBDklQWGJ5oi1KEEU4nKH110JC6dtTbapud1EIFofsYMqHmURwSgLaGf8dN899o1iAPM5DVFotStxv+FTU51CU50a/7nFcsYYwTyhVnOONfxCSGx/NwrSWDB48GFOnTsXcuXOxbds2bNu2DXPnzsX06dMVGW+DBg3C2rVrAQRV+cKFC7FkyRKsXbsW+/btw5w5c5Cbm4tZs2YBALxeL26++WYsWrQI77zzDnbv3o3Zs2dj6NChchbc1q1b8fTTT6Ourg6HDh3C66+/jttuuw0zZsxAr169AADV1dUYMmQIampqsHv3brzzzju49957MXfuXEtlvHXoxAOowg0sVs16GzT6ewhAQI6QYs0qrvyBnkVJcHKDiagchPknskA882+6XW9JCi89l51f8uCdQCU64FDNfhE54cen0OtV4o65hiv4njlYu2kxSmABeRmK75hyMtC2KPEWxmihpP5eO7jfiCMklPjPvEPUd70lWucnHmpZb6LCPZj4d0ZrORqeHJeE/w4MRT26xViUCoTTivX0HDqFAN1OEQ3oqmhvtOut8bS6UBLEYM0jfwIurWgkUVQUAU3EpZwoSouSabdRp+8lOOEqw86A0rWe40pPf82ozP3crJGYOLA7/m26ep28mDZYSCiZanJ49dVXMX/+fDlDbcaMGXjuuecUxxw8eBBNTU3y6/vuuw8tLS2488470djYiDFjxmDDhg3Iz4+YU59++mk4HA5ce+21aGlpwaRJk/DSSy/JbhK3240//vGPeOSRR9Da2orevXtj7ty5uO++++RrSJKEt956C3feeSfGjx+PnJwczJo1C08+GVXPJcsknFXDu5YcFq2jlFuEL1190aPts5hdfGpvPBgXr6GXkSa5IqZeKUYo6VuUEM/tkQJJPTFxBSfVyOP8/6rZL5xFQuQmq4SEUihGyZUhi9IpeNAFkXXkBK22ct2NcSVqWJQUIkR2vXElFgSX/HCdCYuSesFJ3p2e+G96d+44nB/nGD6upXe3XEVbap1/wPK20aFtgm5WVYef4ThvURJEruBk8PP89lQ7CtWEEoRQyQXj2WTROEQBLdxDk6lCSXHtDMYoAUDNf2LFhgNoff+fis0elQrXyWCG7ps+rBzTh5XHPzCEaKElTEwVSkVFRVi1apXuMdELEAqCgNraWtTW1mqe4/F48Oyzz+LZZ59V3T9q1Chs27Ytbvt69eqF//qv/4p7XDYJJJx+zA2qFvLxRtPsKAJUhBJf1ygunJVAb0CUnFoFJ5WuN1WrlMI1k96fixT1+ewd/m8YenoHMPZ2zXNYaDLR4rzSyAOFaj0VTlzyQklTfKggca43vjZKIiI3LozJQch8ZqJeWx3ckjixpSS0YpQin2lYRCssSpxQyppFiS9hkODDz01t90LochlmxzmOF7xDQ64RPlB9ROPbwfaFXG9a9Ouep3C9lXpz0RJQWpQams9gkEp8YrhmkqKIZ4KTpUOKLiJrpkWJE3RxHnp8XmNxOYYRRUVYQJictAVym+d6M8pZs4QJkTqJCiV+WQirut4A5bIiPK1QyeoJ8bx0veI1/3Stl33kcEUqGfMDWnQdJVWrFLfNmWOwzolBouNmzuSWA9e/DvT/nt5ZMRalw2MiNUxiixFGwQkliYtdScSiJIVcb26047H/5LLsdCo2JwznemsRjLne3Cxidbpr0nnKczQGXV6sSioxSgHO9aYe52S+RUlSKWFglHcDoxQxP1rw4qdbl9Bvgo/5Cv0/AAFOHVHQozAXv557eWRDwC/HKEkCA8BwrOkMHKqCOnwP/jcat+nKfoiC4oHH3Bil+MHcr94yBpMHl+Dxq4em/f5Ole902pZXsoBQStTtaibWaQmhSiDhZUgiX3CrBnMD2k/iZ3SE0irHD5XX4CZ9vYKTDndkoo1+8uMnYVWhxFmUvAXGghCN4ohZADT+z5FFud6O+S5Fr8vvkV/zy1u41MQBN+k6uKf64CRmDMkdcr2hHXmcSyydy3nwrrfWKKHka96reo7TH2nLj8b0Ue7UEOYiJxAkOUaJs0goYpRUXG9pDk5Rtyhx93UmbpkY2atr3GO+P7QMs8b0wrLZkUQW9d+ogOvH9gYAjO2nXqJkYN/ekRfOXEXtLhEM9c1n1EuDhCxK/gSCpKNxxMQomfewqAjm1nBHjj+3GL+/4QLDmV6JoOYCzUmTULKERclCHhHrzqQEgFSFkkVjlKAdU9QqaJdfiHlq40SMWmp/GCcXoxTt9+bXO1M10/M/1iQmKT1iTOdGJl1BUE7kLqUFSRQFvHTjBTjy7WkMKNW3LklaBT/H3gn0naB5niP0frqFduQKEXGSiFVKi72BPhgq/jNkUQpOpu1iDvhL92j6UPVciRNK0W7N6FXp5eP4SuZdQmnVvKhSZJypuN7S/ayp8h0QBQG/7ZiBUuEEmgtil37S46fTBmP22N5xj3M7JCy5Smn1UC62HLH23DiuD0b09GJwmUbSiyAAc/4CtDQCBWUQWk7Iu551/ga/aHpIPZg71PdE1lCLRpKUFiW9bNhUSWRRXDNQc62nSygl8NyUPq76HbD2NvmllbLeSChZnESFEl//QkxTYJ8ZaLne2gS35sNMzBxiMJjb5YkInOjspzYxsk/dosRXRVZPiU6WGFeOoYFB6XoLOGNTgScOjK2Ir4aklTY+dan+eaHq0C50IA+RIqCJFhBVIxjf8s+gUApNpu1SLoxoMIc/siSOJArwM0G2lGk9nUqigO+3LkEXtGBBXrCOG/+5MMXyN/pCqZ1JhtfL00TlHpIg4Jcdwdp1P0vwN33Lxf2SborSbRXKhENQjFf2VrcmyfQZH/k/935Ok3bgJ01n4JTUgrmDBAxYarRwZjTrjWunKeHP+qiVTkhXjFJRXhYesofPRNMb98LLTgJI3JpoJiSULA4/UBs7gYs7sbLrTWPiatcRStEDg+Dg+qdjjVEKJeVx7aJHvp/qoCqYJ5QgKCdzY0+l+halRNC0KMU7LxSj5EI7PIiUeEh0SRo15AKPLAApVJm7w5ELGFj2zeGPJAGIoTRzuY86Qulj1gdAZKJWCFg+kFpNyPIWKcEhr7+XLExtCRPuti5H5p6ylYsth/9N4v5RDycBfxucklowd/DaCndmgq5NSVRmzZkplJSCLvOTupqG9DjT01/V6tkZgStvYyGLknVaQqhSVpTYRMh415vDwkJJ42mhXdR2vcUMDJxFSW84dbkjcTsxAe6cxS5ejBKcaRZKUGbaGSmuxwRB8aQlpNCmZIWSEHrfuwqn8Ib7Z/J2h5C66y0cEC5wFqUOyZjLk49RkqLTzDXqKPHui7DrR6t2lmrWG/fNa0/DcydTmRz4NqrGnZkFV38p3M9EKrjLRP2u8nFa3fWmco9ErQouh3LRXjOFEgwEc5uJmust5WDuLqFVKQZU6x9nEvznZaVkJOvOpAQAwJuXYFwM53qLjtOwFBoDYIeoPfH/85vTitcC7xbRCT50cxalmMlOciA8Zqu6A010vQFR7g0jFiVBVAzKotoiqQZJOqbIYd4yPmGxwVikUKLfkat3iowzELEoRVsWtNK3eXEa/q/S9cYXe1QrD8BZlNIxnKqt9cbdw+nI3ITMF6qMFCdN4v5Rv7l8oUU16y1sQTASJK1FvseZlRilbAgltaVZUo5RuvV94JMNwLDrUrtOkjBB0C3HkS3IomR11BbB1IFP61Sto2MRtFxvHToWpRgUxRO1J31PDmdRiqpSzC8JoTqomul6i76ngcrfXfPcCneEkIJoSdaixK81lW4K8kJL8rAApFAwd8CgUNrYZYb8/+gKz1quEf43IgsSfpkbiS8PoJ4FFqY90Sr6KqhmvfFCKYMWJX4xXT+LVOZO/ELKNufjtGo8WySYm/9MEuuvN8eZuaw3/neYhUldUotRSlUoFZQDlXPSnrhiFIVItpBFiYSS1UlQKPExStl4yjGKVjB3QDIuRvgnDr2uejiLUsCvDHbhXTKq7kB+cjRDKPFxIAaEUt/iLspFUlOwKCUdU2RiNmVubuiz4lxvAWd8obQ9MAh/zblCfi0JgsItJmq53njrnKyT1IVSvIKTiReHVUG1jlKkjXpVsdON4qFCtlQnI5SU5xQI6q638HGKOKgEx7ACj1M1W88MFPFk2bAomRjMnS1YCiLZTKzTEkKdRNcXM3HV53SiFaMUSMBC4uAygPQsSjm5kYn2jLOrYh+/3ppWm2RMjlHSiqPhEQVRkTItOpO37iQtlEx0vcnfdxaAFJqomQGh9FFgAFr9XMZn9JphGk+nomqMEvc5cEJJilMeQGsB60RQLTjJTYhSBgNceYvS0a+Dy0wlZVGKIp5FSbmGWmITv8cpGq7YnyoBRTszP5Wqud7SVXAye1gzmJtilKxOF2Op3mEsUVHVCBqm6oDBwF0guFK4fDmdfrscDvxbj//AmZYW/MLnUzaDC3jXKzEAwHSLktZ7oiCqjpKYgmhJOvg64dpexpHFKgtEXIOu+Kuhd0BCa4dS+BkJ5uZRi1ESOItdvKw3v5C8dS9yvdjvAD8HZzKWm7cohcsepB6uD+SjRTU7MCw2UolREgQhWAk81FAzY5QUy0VlJZg7dlv6Ck5mh2y7M7UgoWRVrlwG7F8LjF+Q2HlatXGshsbEFXAkIpS4gUpHKAmCgJ/f8kPVffySEHEtSiZYUvxGJ/MhVwIfvwGMvQP49B/y5lQsSkkjimiHIy11k6KR3cVhi5IACO74FqUABLS2B2K2hdELDL3kvO748kSLvMaZwrXJu95UJkN+Uk94AWs14liUMjkhhwt+ApEq7gGWBouShutNtighNUuNy+lCuLxXpipzZ6PgpNp3IbeTu94UMbYWilEioWRVRvwo+GdTNEWJhnvrjrYFGBJVCdioUNIjIaFU2Cepe+gRECQ5y0MrwB0AcM1LQOtJwFMAfPapvNmRDaGEYIaXGUJJnnAYgxS6vmDAogQI6OKJqtdjMDD05RsvCGbZhawXiuy2OEJJYVFKg6WtW6/BMduUMUqZm5Al3qIUFkppcGXl47RqYU5BJUYpmThLt8spC6W0V07nUFo/rBGjJK/TZwOslPVGQsl2dA6LkmbgsopF6cPAefhrYAw+vqNKsZ13vSXrchSNxChdvwZoOgyUj0zqHnrwE49ugVBBCIok8KnaWbIoIZjhlcMtQmuYK5cBb9yuuTsSoxOQyxdI7vhCiQF48prhim2Kmiw6g64gCIpYXEXJAD5GSdWilB7XW+O//F+cPvguBky5Q6V9kf9nMpNVBC+UQvFiaYhRGiweVt0eth4FuBTxZKozu1x8xX4zhRKfTGKNJUyKu6TB/ZtF+B5lQ3xqQULJbnSSECUt15vginWzhF0ouS7lOQqLUpKLE4kOAxalAZOTurYRFELJYIFQ3qXkcGVHKPkFR3LftRE/wjdv3IduaNY4IPR+BAKyu0fy5MW97Og+3dC/u1JQ8ZOkVtabagv48VlRHiD2WEXWWwoWpcKKy1BYcZnqPmUwd3ay3iIWpdTvP1ncpbpd1aKURH/dnFAy06KkKNORhcDjft1jfxfF+Z3boiQqHgqsY1GyTlg5kR46TYyS+o9AUKnfofUUywslIUlLGm/F0XV9mQQfQC4aTLv3cxYlyYRMPCN0pGA90bVKhCdLFoAj9Jk63fHj1tTW2jLqeotG4q1L8VxvivIO5gS58+IoW8HcDtmilDoujfXwVGOUkhAgvJXYTItSIEUXYaoM8hVg2exKXHJed3lb9pYeSQ+KYroklAiz6DRZbxrWG9EVO/EzCPjJ5PNititdb8nB1yGKG6NkAslYlHihlO4YJaMWg44UiisyvYDgcOZTICBPzi4jVrM4bjEjWW9heKH0VfEYnGZu7A30UXW98fdNxaKkh6CwKGVuyOZdby4hfTFKWkTWektRgHC/41QEffz7ZFcoAcDUCh96FXFrWVq4dp4RRMVDinXkSeeWn0QsnaSOkpbrTVJxvbkcDiyYPCBmu4O3KCVpSVNYcbIhlLh7SoYtSpH/pztGKQDR0FSYUIbXiNmKl0YsSoFApDwA70rRPk3fopSIGZ8frJm7C0a0voh2SDig0myWYTdoedfMWRAdXNZbPoLLw2RieFFmvSX+m+TjH1MR9HGxSCr7idMGVozuJCgsShZa1N06LSHSRGcRSuoDi0MlFdyh8WThUrjekuu3w8m73jL/c+BjKCSnsUG9g7fIJFq5PQ5GLQZ+0eB9Z/4foP+lUfcwYFFiEYuS252cRYm3MwqOBCYy7lIO0SEv1KtaHoCzKgwoKwK+Nn6bRPjL/Itxqq0DJfmZE0p8Edch4ucx20xD4X5J3ELCWw/bTbUo8cHc2bPk3P29Adjw8XHUjO2dtTakCz572UoxSiSU7EYnsShprr2lE8wdjYP3kSRpUZIcvEUpC6ZergtOg09Qfr6raRdKxgZ8v9En9UHfV9kYXygh0AEpFKBvxPWmNlEJAiILbCYQoyRwvyGnk7dKqd0jss2p4jZOF0PKC+IflGai10UEgK7Cd2m7fsDtxT8qFmHQrp8ptqdcn0jiXW/mWZSUSyhlz0000JePPQ9X26Aqd/Qi1dZxI1rHCUikic4hlLSqOztUMpy01mvi171K2qLEZ71lwaLEDwV8Bp4e5/H1pNIslIzGaaUSj6P7SYU+ayEQcSc4nU6MPvOC7jXVBlUHV+dJTKSqOieU+LpFasYNxaR+/pXBf/PLjd/Lwkgq1iN/GqcMf7fz0J5THLM95fpEnFu4w6jlMwkUFfKznMpuB5EEKA3D2cgk1MI6LSHSgtBJLEpaa2+53GoTmvogxE+OyfZb4heVTUdl5QThe+YwGMxdlMe9R0lUC9errux2GRNAqQkl9ft/yYpkoST62+TtDqcLX8OLelaoec0untj28NWfhSSzAxUJA6quN25bv4nArZuBu7YldS+r8bLzmphtyRZ2VSNQOlS56HQIRXmAZKYoMTMWJX4iz6ZFyU5kYykYI9Cnazs6iVDSECUuj/HyAEqSc705+LigLD8VOgxalBRuRoMB4DzPi9cBAF7ruDRmn9F6Q0xKf+Dy1NbHI0KJRSxK4fdFzy04pLxrzDZeKCWSahzg3oO4lbCjJ8jyEYDHa/heVuZNaTL+1HGJYlvSCymrwEorVIO1FSvIJ2FV4Be67hDMC7BXuN4sFE/TmeEfTKwExSjZjU5SR0nQiMdxqa3rZeApI9msN14oqdXiySSSUaHk57JckhAsF9/4OG59fRxmTauO3Wl0wE9CoEVQF/PN6CJ/1iLvegvFKOkJZrF8RMw23vWmmtqvwbclVdjiPx8HWG+cG0c8f+PqYfi6nY2iPBc+bT5HsU3NHZcsYl4x0Bq7DI6y4GQSAiRjFiVOKGV57LALQtvpbDdBFRJKtqNzWJS0BkA115uR6rqfO/vBl0Q7nM6I6y0bBiU+tsppNDMrwE0uScQoDe9ViBfvvUGjQcbakIpFSe9tDru3pJBQCkCAI/S+aFkzjnuHo7R/rHXMwXiLkvH2MdGB2e2LAQAr43wnthRfg+Nffo5NgVF41fgtOgVPXzcCrz3zmmJbOi1KktMNQYwdrxTuzCRcMXzWm5kxSspgbhJKaaFVq2J/diHXm834zHN+tptgDA2LklMlTkdP+l3euhQvdVTjxYK7k2pGnicizJJdBiUV+Ds6jGZmBXiLUpqfdQw+wQtJxEZF0H6fw8HkUqiGTwckuQyEljXjkG+q6naJm9TNWvpjVP9yPNJxA/47MNSU62eT/t27YOpQEy1KTg/O7VkWs51/MErK9cYJJcNlLJKAb5uVAo87N9Z80CeLks042Os6PPRlC7YFBuPdbDdGB81KySoTtVbWGwAcYL1R2zEHF4jJxYV0yYkIpWybzx1GJ3N/rLsibRgt8JfC0im6vQxblEIxSn5IcIbeFye0+q2xxA0igjIR1xufF9A9zmrsV488B5IIjOipHWjeqYn6naZTKAlOD9w9L4R/1A0QuvaR5REfi5ZMcC/v1jdcxiIJ+JITJJTsDQklm3H35MF4qHk2Hhhh8RRlbgDe6K/EhkAlJo46H1UqFhIjrjd/ILknkYLcyEQoZMGixLveDKcYB0ysxGt0wHfGX6hWC61SDv2658nB0Q5OKHlC74um20dDSPOTeiLp2xcNKEavolwMLstHxTle/HTaYJR51debE0UBV420b5xS9ANN0lbX2/4GfLIR//PBegw/szO4TXIBggBpxm8UhyoejJIRIFlwvSVj+SI6DySUbIY3x4nfXj8q282IC59d5YeIP/kn4pc/nIam71piDzYwxyWpk5CfE2/RUwvSe3zw38K+6b+2UYuSKxWhpM6b8y7C7jVbAXAWJUGS4z8cWtYMA59bIp+txynhvXsnyjFrt1zcz/C5tiNdrt2y4UDZcLRufT+yTcN9q8h6SybtnhtbApmKUaJg7vTiiL8QdiYhoURkBd48rjC1q8bpxB8sA0nWUcrn6+9koQZVUrfMLQIeOAI4TRhMDMYoiWrZiYZR73Se2xERRaEYJT8i7XFoud4MzFGJxiiZFdPU2UhkMWEjKNYI1CwCqqg6mPA9+DGkQzSxPIDC9Ubfl7Tizs92CxSQvZDIClpCSVJZ181IHaUOf7JCiTPT+zNfWiHZiuLwFKSYoh/F5Nrgv9OfMXS46OqS9K30+hwO5g6LIn5ilbTcPgasYHkuqnOTFGlOFlAIJa2MTcVabykGc5u6hEmKZQwIbSwmlMiiRGQFfjBjcYI39YK5wyRrUXJywqwj0DlqUJnCRT8Bxt4FOIy5KiSVpWbSQdii5GTtgAAEYGACMvAwr7WwMqGP0QKkRvHzotaI6y3FgpN+EwqjhuEXbe00bvvOgsWEEo0eRFZQDGbc11DN5WHEopSsUOLJhkXJUsmwBkUSADjc5liU5GDukEUpYChmip7mTSPNQklhFDRQYiKZpUGUWW8mrvXGu95oCZP0kB8qFxFeN9Ei0KdLZAX+STXACyXVJzMjQin1NiWbOZcKnfU51OGJCKWT589O6FzdgpMhC4IL4WDu4PfksasqtM+hp3nT0Kqgn/T1+IB8TWsPb1FK/LPlxxb1mMf0IFAdpfQz9z3ghyuAquTq4pkFfbpEVuCfxlicgdGQ6y0NIsebQ55oo7hyI0LpzMAr03fh0GftjLIoXT+md/ruQRhGTLtQ4jBQVT5Vi5KQzji+6PtQZe70U1AGDP2X9BfSTRFThVJjYyNqamrg9Xrh9XpRU1ODEydO6J7DGENtbS3Ky8uRk5ODiRMnYv/+/YpjWltbcffdd6O4uBh5eXmYMWMGjh49Ku9///33IQiC6t/OnTvl49T2L1u2LK3vAaGOyA1gfpb619CfBtdb/2Jz4m70sZTzzTDOnIhQYglX6Y7venMJwZpJASNhlBRIax5pdr2JvEVJywrDa45khBL3fZCMLguUBHzpAqqjZG9M/XRnzZqFuro6rF+/HuvXr0ddXR1qamp0z3niiSfw1FNP4bnnnsPOnTvh8/lw2WWX4eTJk/IxCxcuxNq1a7F69Wps2bIF3333HaZPnw6/Pzi4jhs3DseOHVP83XLLLejTpw9Gjx6tuN/KlSsVx91wg8YaWERa4Z/09FaFB/QtSleNDC6xMO/Sc1NuU1YyfDunToKbE0qJ1qrRi1GKfjI3FKMU53PzM3raT5b0W5SMfOFTW+tN5NZvbHeZVzGdXG9nD6bZtw4cOID169dj27ZtGDNmDABg+fLlqKqqwsGDBzFw4MCYcxhjeOaZZ7B48WJcffXVAICXX34ZpaWleO2113DbbbehqakJK1aswCuvvILJkycDAFatWoWePXti06ZNmDJlClwuF3y+yBKp7e3tWLduHebNmxczEHft2lVxLJEZRC4LKQABK2+8QPNYvcrcT14zHAsnD0DvbumwBnVS1ZIFXDmRrJTSwoKEzhUNWJTCBAxZNPQnqQ44KNw7SdLtuhINLYGSWh0lQXLjitZ/h4QARjnNy55SVOamYG5bY9qnu3XrVni9XlkkAcDYsWPh9XrxwQcfqJ5z6NAh1NfXo7q6Wt7mdrsxYcIE+Zxdu3ahvb1dcUx5eTkqKio0r7tu3Tp8/fXXmDNnTsy+efPmobi4GBdccAGWLVuGgE6KeGtrK5qbmxV/RHLwA3CPoi64dGCJzsHauyRRSJNIQpZ0UicVZ1xl7rTWkIkWSoYsSvrDWBtVQUkasSB20dpUkBI2ECVuUZJEAXtZP9Sxc+FM/IYJ3ScMWZTsjWmfbn19PUpKYie/kpIS1NfXa54DAKWlpYrtpaWl8r76+nq4XC4UFhZqHhPNihUrMGXKFPTs2VOx/ec//zn+9Kc/YdOmTZg5cyYWLVqEJUuWaPZp6dKlcryV1+uNuR5hHMEZqewsaq3hFcLIWm/poZOKlmzAfX5G0rx5dF1vUaKLGRJK6pPhgUDw9/kX/xjV/UR8ckv7p/V6Q3wJlpVIwlLDCxinifWz+NpJFMxtbxJ+1KqtrcUjjzyie0w4YFrty8MYi/ulit5v5BytY44ePYq3334br7/+esy+n/70p/L/R4wYAQB49NFHFdt5HnzwQdxzzz3y6+bmZhJLScLyI0+q3duPxTnavoNQ0pW5s43kBC7/JdDaDBQktiis7qcZE6MU3/WjNTbUtD2ESdJHeFsYj+sSaB8RwZuntcxIcuQ6DfyWhdRilPgSIw4TLUq8FUmkhAJbk7BQmjdvHmbOnKl7TJ8+fbBnzx4cP348Zt9XX30VYzEKE44Vqq+vR1lZZCJtaGiQz/H5fGhra0NjY6PCqtTQ0IBx48bFXHPlypXo1q0bZsyYEbdvY8eORXNzM44fP67aRrfbDbfbvEqvZxN8pWRf2+f6B5vt/+8/Cfh/7wCjbzb3PnZjzK3Bf1PIOPyCdcM5wjdoZrkoAODyKxdFZgYmIK0U8tLynvjjl15cOzoxIdfpuep3wNrbgCt+k/Kl8j1OrPFfjB9Kf09Dw4CErbZWtigphJJ9H+aIJIRScXExiouL4x5XVVWFpqYm7NixAxdeeCEAYPv27WhqalIVNADQt29f+Hw+bNy4ESNHjgQAtLW1YfPmzfjFL34BAKisrITT6cTGjRtx7bXXAgCOHTuGffv24YknnlBcjzGGlStX4sc//jGczvhPprt374bH40HXrl3jHkukRo4zMgEGhDhfQ7PN2tf/CTj9LdClu7n3sSuCgABEOVD3k8F3YYDjK2CkViHKyGS5ZeyLyPvgl2i6YCGuB5DTorQuMiPB3Brfj5duvBDvHDiOGSPKjfTCPgyfCQz5QVoWTZZEAfe3z02fUEpYVCcXoxQmUzFKtISJvTEtynHw4MGYOnUq5s6di9/97ncAgFtvvRXTp09XZLwNGjQIS5cuxVVXXQVBELBw4UIsWbIEAwYMwIABA7BkyRLk5uZi1qxZAACv14ubb74ZixYtQrdu3VBUVIR7770XQ4cOlbPgwrz77rs4dOgQbr451lLw5ptvor6+HlVVVcjJycF7772HxYsX49ZbbyWrUQYoyHHiqtZH8LDzD3i7ZD7u1zk2XvmAlBGlLIqkTup6i8IvOCCyNgBAm6cb8APtWD/+07zu8sk4Pv4ilOQHf3Pt7iLFsaVd48e0aC1x0z3fjZkX9op7vi1Jg0gK0wEHvmVdUCR8l/rFusb/PFiK5QF4AeMwMciad/nSorj2xtR0kFdffRXz58+XM9RmzJiB5557TnHMwYMH0dTUJL++77770NLSgjvvvBONjY0YM2YMNmzYgPz8SJrn008/DYfDgWuvvRYtLS2YNGkSXnrpJUhR5epXrFiBcePGYfDgwTFtczqdeP7553HPPfcgEAigX79+ePTRR3HXXXel8y0gNPA4JexmA3Bl288xTuimfzCl3loev+CEMySUEq2mXFoQiYP5os8PUVr3G5QKJwAAxfm5GmdFoHW2zMefrgILEx8AzjQBQ68xdnwydZSETFmU+O8dWZTsjKlCqaioCKtWrdI9hkWZYgVBQG1tLWprazXP8Xg8ePbZZ/Hss8/qXvu1117T3Dd16lRMnTpV93wiM3zX2hHnCPsOQm6HCLRluxWp4xedCJfIiZcqrRfAHpDc+Fn7jfid6+ngBgN1fCjjyHw60iWUPF7gyuf1j0nx88xGjBI9zNkb+nSJrPPdGX2hxGw8ERbnmbe6eSbhs9M8ceIB9QpOfnOqFc3grEhGXBo0SZmOP4NTRaq/doXrzUShVN6Vc2/aeIwiSCgRFuDkWWxRkmySLcNX0M716Is/PYvSF40t+I5xE5BooDI0CSVTeXPeRdjb/QoAQEdZZZZbE59MBXPne/jvpj1+x4Q6NMIQWSe+RcnGX9PLQ5mal/xrdtuRIn7OotQljlDS49oLeuIkOKFU1DfuOTRFmcvQHl5cfseTwPVr4LhhbQbumKLrTciM6y3VpVaIzgPV9ieyTku7fmVuWw9C504CHvpSsSRIZ4SPYclx61uB9CxK/bt3wbqHrgV7YWkwk2j0TfFvThlH5iM5gAGT4x+XDlJUvsqstwzJaHK92Robz0CEfbD5INTJRRKgXE8tXpXieJ9mQX4BhLt3AfN2Au5Ituu/tt+KL5hKhiRNUgRHpoK5lQ9w9B20MySUiKxRM7Y3AGD2WP3aKnYO5rYLbYwzTqfDApjTNZghxfEn/0SMb42tNk3fDoKH10bmCiVyvZ0tkOuNyBr/Nn0IrhhejhE9u8Y5kqZCq9PKOCtSXGGbSpFNlWuT681mpPZ7FzO01psCepizNSSDiazhcoi4sG8RXI54dXcIq+MrLIi8iPN0nf6FgOkbQkTgq3GbmfWGFCuIE50HEkqE5Un/xEqkm8J8Ls5KSC1GKVEEm5RYIEKkKDrETLneiLMG+hYRlie82CphYSSuJECGLUoCDWMER6bWeqO4pLMH+qQJy0NCqRPALzWSYaHEzJwMiSyQziVMTLQ2Oj3xjyFsAQVzE5aHhFInICGhlF4EilEiOPiCk6ZWvi+tAEZcD+SXmXcPwhKQUCIsj8TiLXFCZB3e9ZbpulAUSGsv0rgorqlCSRDiL/BL2AKyWROWR28RVcIi8BYlrkikGqKQ5hglcr0RHCInjsjaSKQDGmEIyyMizhInRPbhLUpxhFKyLJtdqVpzi4K57UZq4oY/m4yNRDqgEYawPCKjGCXLw5cEiKqonS6mVvjwxl3jY3dQeQCCgy8JUODRX3eQIIxAMUqE5aFg7k6AvzXyf5MsStqQULIVKZqBPE4Jv6uphD/A4M0loUSkDgklwvIIJJSsTwcnlBzuzN6b/CtEFFPO92W7CYSNINcbYXnI9dYJaG/J2q0FWuvNZpDwJawFCSXC8kgUzG19Os5k7FZfswLFa5pWCYIwExJKhOURyKJkfTIolC5ufQYrO6ZENpBFyWaQ9CWsBQklwvJQMHcnoD1zQqkFHhxl3eXXAsUo2Qv6OAmLQUKJsDwiI9eb5Rn0/eC/3p4ZuZ1fMXTRMGYn+PR+grAClPVGWB6yKHUCxtwOdO0F9KrKyO14oSRQHSVbMchXAHyT7VYQRAQSSoTlIaHUCZCcwJAfZOx2AV4okevNVrgcFHNGWAuycRKWRyDXGxFFB7jJVKBhjCAI86ARhrAcnwbKFa+pjhIRTYCL+BVIKNkLshASFoNGGMJy3NT+r/hP/zj5NbneiGj8jBu6aGIlCMJESCgRluMwK8WC9nnws+AEeDR/RHYbRFiK/5gzGjlul/xaJIuSzSDhS1gLCuYmLMulbU9hkvgRuvS4CWOy3RjCMnxvUClcw84B/ie0gSxKBEGYCD2KEZblMCvFSv/laEOGF1klrI/IPeORRclekO4lLAaNMITlCTCW7SYQFoNfCJfKAxAEYSYklAjL8dtZoxSv/RTLTUTBBCoPYF9I+BLWgkYYwnJMG1aG//35VPk1WZSIaEQpIpREqsxNEISJkFAiLInHGZkI/QESSkQUvEWJhjF7IVKOEWEtaIQhLA9ZlIhoBM6iJIg0jNmKCfcDBT2ASxdnuyUEAcBkodTY2Iiamhp4vV54vV7U1NTgxIkTuucwxlBbW4vy8nLk5ORg4sSJ2L9/v+KYF198ERMnTkRBQQEEQVC9ppF7Hz58GFdccQXy8vJQXFyM+fPno62tLcVeE+mGhBIRA2d1oGBum1FQBvxkHzDhvmy3hCAAmCyUZs2ahbq6Oqxfvx7r169HXV0dampqdM954okn8NRTT+G5557Dzp074fP5cNlll+HkyZPyMadPn8bUqVPx0EMPJX1vv9+PadOm4dSpU9iyZQtWr16NNWvWYNGiRal3nEgr5HojohEUwdwklGwHfaaEhTDNGXzgwAGsX78e27Ztw5gxwXKBy5cvR1VVFQ4ePIiBAwfGnMMYwzPPPIPFixfj6quvBgC8/PLLKC0txWuvvYbbbrsNALBw4UIAwPvvv5/0vTds2ICPP/4YR44cQXl5cG2xX/3qV5gzZw4ee+wxFBQUpPPtIFKAst6IGERyvREEkRlMG2G2bt0Kr9crCxUAGDt2LLxeLz744APVcw4dOoT6+npUV1fL29xuNyZMmKB5TrL33rp1KyoqKmSRBABTpkxBa2srdu3apXrd1tZWNDc3K/4I82HkeiOiUNRRolBLgiBMxLQRpr6+HiUlJTHbS0pKUF9fr3kOAJSWliq2l5aWap6T7L3r6+tj7lNYWAiXy6V5r6VLl8oxT16vFz179jTcJiJ5/CSUiCh4oQSyKBEEYSIJjzC1tbUQBEH378MPPwSgHmTJGIsbfBm938g58a6hdp1E2/fggw+iqalJ/jty5EhCbSKSg2KUbMYl/xr89+J7k76EwAdzU4FCgiBMJOEYpXnz5mHmzJm6x/Tp0wd79uzB8ePHY/Z99dVXMZacMD6fD0DQ2lNWViZvb2ho0DxH6zrx7u3z+bB9+3bF/sbGRrS3t2vey+12w+2mdccyDWW92YxLFwPDfwQU9Uv6EoIUecYTqOAkQRAmkrBFqbi4GIMGDdL983g8qKqqQlNTE3bs2CGfu337djQ1NWHcuHGq1+7bty98Ph82btwob2tra8PmzZs1z1HDyL2rqqqwb98+HDt2TD5mw4YNcLvdqKysNHwvwnwCFMxtLwQB6NY/pcwmgVu2RKQlTAiCMBHTRpjBgwdj6tSpmDt3LrZt24Zt27Zh7ty5mD59uiLjbdCgQVi7di2AoCts4cKFWLJkCdauXYt9+/Zhzpw5yM3NxaxZs+Rz6uvrUVdXh08//RQAsHfvXtTV1eHbb781fO/q6moMGTIENTU12L17N9555x3ce++9mDt3LmW8WQyKUSKikThxxEgoEQRhIqaOMK+++iqGDh2K6upqVFdXY9iwYXjllVcUxxw8eBBNTU3y6/vuuw8LFy7EnXfeidGjR+OLL77Ahg0bkJ+fLx+zbNkyjBw5EnPnzgUAXHLJJRg5ciTWrVtn+N6SJOGtt96Cx+PB+PHjce211+LKK6/Ek08+adbbQSRJgGKUiGhEcr0RBJEZBEa510nT3NwMr9eLpqYmskKZQJ8H3gIATBzYHS/deGGWW0NYif/5aDuGrwuWEfnyjn+gPIEYRoIgiETmb7JZE5aHst6IaEQ+mJtcbwRBmAiNMITloaw3Ihp+CRMK5iYIwkxohCEsD1mUiGh4ixIoRokgCBMhoURYHioPQETDW5FIJhEEYSYklAjLQ643Ihp+IVwBpKQJgjCPhCtzE0Sm6VmUm+0mEBbDn98DuwPnog0O9HN2yXZzCIKwMSSUCMvyx1vH4o87j2DxtMHZbgphMQRRxFVtjwAAdlGMEkEQJkJCibAsY/p1w5h+3bLdDMKCBFc/EUL/J6FEEIR5UIwSQRCdDpETRySTCIIwExJKBEF0OnhxRAYlgiDMhIQSQRCdDl4cCWRTIgjCREgoEQTRCeFcbzSKEQRhIjTEEATR6VBalAiCIMyDhBJBEJ0ORTA3BSkRBGEiJJQIguh0CBr/JwiCSDcklAiC6HQoXG+klAiCMBESSgRBdDoo040giExBQokgiE4Hb0WiNZMJgjATEkoEQXQ6CnKc8v8dElmXCIIwD1rrjSCIToc3x4mVcy6AJApwO6RsN4cgCBtDQokgiE7JpYNKst0EgiDOAsj1RhAEQRAEoQEJJYIgCIIgCA1IKBEEQRAEQWhAQokgCIIgCEIDEkoEQRAEQRAakFAiCIIgCILQgIQSQRAEQRCEBiSUCIIgCIIgNCChRBAEQRAEoQEJJYIgCIIgCA1IKBEEQRAEQWhAQokgCIIgCEIDEkoEQRAEQRAaOLLdgM4MYwwA0NzcnOWWEARBEARhlPC8HZ7H9SChlAInT54EAPTs2TPLLSEIgiAIIlFOnjwJr9ere4zAjMgpQpVAIIAvv/wS+fn5EAQhrddubm5Gz549ceTIERQUFKT12laE+mtvzrb+Amdfn6m/9sdOfWaM4eTJkygvL4co6kchkUUpBURRRI8ePUy9R0FBQaf/QiYC9dfenG39Bc6+PlN/7Y9d+hzPkhSGgrkJgiAIgiA0IKFEEARBEAShAQkli+J2u/Hwww/D7XZnuykZgfprb862/gJnX5+pv/bnbOwzQMHcBEEQBEEQmpBFiSAIgiAIQgMSSgRBEARBEBqQUCIIgiAIgtCAhBJBEARBEIQGJJQsyPPPP4++ffvC4/GgsrISf//737PdpKT429/+hiuuuALl5eUQBAFvvPGGYj9jDLW1tSgvL0dOTg4mTpyI/fv3K45pbW3F3XffjeLiYuTl5WHGjBk4evRoBnthnKVLl+KCCy5Afn4+SkpKcOWVV+LgwYOKY+zU5xdeeAHDhg2Ti89VVVXhr3/9q7zfTn1VY+nSpRAEAQsXLpS32a3PtbW1EARB8efz+eT9dusvAHzxxReYPXs2unXrhtzcXIwYMQK7du2S99upz3369In5fAVBwF133QXAXn1NCUZYitWrVzOn08mWL1/OPv74Y7ZgwQKWl5fHPv/882w3LWH+8pe/sMWLF7M1a9YwAGzt2rWK/Y8//jjLz89na9asYXv37mXXXXcdKysrY83NzfIxt99+OzvnnHPYxo0b2UcffcQuvfRSNnz4cNbR0ZHh3sRnypQpbOXKlWzfvn2srq6OTZs2jfXq1Yt999138jF26vO6devYW2+9xQ4ePMgOHjzIHnroIeZ0Otm+ffsYY/bqazQ7duxgffr0YcOGDWMLFiyQt9utzw8//DA7//zz2bFjx+S/hoYGeb/d+vvtt9+y3r17WdIokQAABm5JREFUszlz5rDt27ezQ4cOsU2bNrFPP/1UPsZOfW5oaFB8ths3bmQA2HvvvccYs1dfU4GEksW48MIL2e23367YNmjQIPbAAw9kqUXpIVooBQIB5vP52OOPPy5vO3PmDPN6vWzZsmWMMcZOnDjBnE4nW716tXzMF198wURRZOvXr89Y25OloaGBAWCbN29mjJ0dfS4sLGS///3vbd3XkydPsgEDBrCNGzeyCRMmyELJjn1++OGH2fDhw1X32bG/999/P7vooos099uxzzwLFixg/fv3Z4FAwPZ9TQRyvVmItrY27Nq1C9XV1Yrt1dXV+OCDD7LUKnM4dOgQ6uvrFX11u92YMGGC3Nddu3ahvb1dcUx5eTkqKio6xfvR1NQEACgqKgJg7z77/X6sXr0ap06dQlVVla37etddd2HatGmYPHmyYrtd+/zJJ5+gvLwcffv2xcyZM/HZZ58BsGd/161bh9GjR+Oaa65BSUkJRo4cieXLl8v77djnMG1tbVi1ahVuuukmCIJg674mCgklC/H111/D7/ejtLRUsb20tBT19fVZapU5hPuj19f6+nq4XC4UFhZqHmNVGGO45557cNFFF6GiogKAPfu8d+9edOnSBW63G7fffjvWrl2LIUOG2LKvALB69Wp89NFHWLp0acw+O/Z5zJgx+MMf/oC3334by5cvR319PcaNG4dvvvnGlv397LPP8MILL2DAgAF4++23cfvtt2P+/Pn4wx/+AMCen3GYN954AydOnMCcOXMA2LuvieLIdgOIWARBULxmjMVsswvJ9LUzvB/z5s3Dnj17sGXLlph9durzwIEDUVdXhxMnTmDNmjW44YYbsHnzZnm/nfp65MgRLFiwABs2bIDH49E8zk59vvzyy+X/Dx06FFVVVejfvz9efvlljB07FoC9+hsIBDB69GgsWbIEADBy5Ejs378fL7zwAn784x/Lx9mpz2FWrFiByy+/HOXl5YrtduxropBFyUIUFxdDkqQYJd7Q0BCj6js74cwZvb76fD60tbWhsbFR8xgrcvfdd2PdunV477330KNHD3m7Hfvscrlw7rnnYvTo0Vi6dCmGDx+OX//617bs665du9DQ0IDKyko4HA44HA5s3rwZv/nNb+BwOOQ226nP0eTl5WHo0KH45JNPbPkZl5WVYciQIYptgwcPxuHDhwHY8zcMAJ9//jk2bdqEW265Rd5m174mAwklC+FyuVBZWYmNGzcqtm/cuBHjxo3LUqvMoW/fvvD5fIq+trW1YfPmzXJfKysr4XQ6FcccO3YM+/bts+T7wRjDvHnz8Oc//xnvvvsu+vbtq9hvxz5HwxhDa2urLfs6adIk7N27F3V1dfLf6NGjcf3116Ourg79+vWzXZ+jaW1txYEDB1BWVmbLz3j8+PExJT3+8Y9/oHfv3gDs+xteuXIlSkpKMG3aNHmbXfuaFJmOHif0CZcHWLFiBfv444/ZwoULWV5eHvvnP/+Z7aYlzMmTJ9nu3bvZ7t27GQD21FNPsd27d8ulDh5//HHm9XrZn//8Z7Z37172ox/9SDX1tEePHmzTpk3so48+Yt/73vcsm3p6xx13MK/Xy95//31Fyu3p06flY+zU5wcffJD97W9/Y4cOHWJ79uxhDz30EBNFkW3YsIExZq++asFnvTFmvz4vWrSIvf/+++yzzz5j27ZtY9OnT2f5+fnyeGS3/u7YsYM5HA722GOPsU8++YS9+uqrLDc3l61atUo+xm599vv9rFevXuz++++P2We3viYLCSUL8tvf/pb17t2buVwuNmrUKDm9vLPx3nvvMQAxfzfccANjLJhq+/DDDzOfz8fcbje75JJL2N69exXXaGlpYfPmzWNFRUUsJyeHTZ8+nR0+fDgLvYmPWl8BsJUrV8rH2KnPN910k/w97d69O5s0aZIskhizV1+1iBZKdutzuG6O0+lk5eXl7Oqrr2b79++X99utv4wx9uabb7KKigrmdrvZoEGD2IsvvqjYb7c+v/322wwAO3jwYMw+u/U1WQTGGMuKKYsgCIIgCMLiUIwSQRAEQRCEBiSUCIIgCIIgNCChRBAEQRAEoQEJJYIgCIIgCA1IKBEEQRAEQWhAQokgCIIgCEIDEkoEQRAEQRAakFAiCIIgCILQgIQSQRAEQRCEBiSUCIIgCIIgNCChRBAEQRAEoQEJJYIgCIIgCA3+P81xDwJQJTViAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# d2v\n",
    "enc1 = encode(audio, do_clustering=False)\n",
    "enc2p1 = encode(audio.get_segment(from_s=0, to_s=8.005), do_clustering=False)\n",
    "enc2p2 = encode(audio.get_segment(from_s=8, to_s=16), do_clustering=False)\n",
    "enc2 = np.concatenate([enc2p1, enc2p2], axis=0)\n",
    "print(np.corrcoef(enc1.mean(-1), enc2.mean(-1))[0,1])\n",
    "plt.plot(enc1.mean(-1))\n",
    "plt.plot(enc2.mean(-1))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c29ddec",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "89751b5b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d28ca8d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b85ee183",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "341845fc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dd50b0ae",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "54f5006d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.65738464856323\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mert\n",
    "enc1 = mert_encode(audio, do_clustering=False)\n",
    "enc2p1 = mert_encode(audio.get_segment(from_s=0, to_s=8.005), do_clustering=False)\n",
    "enc2p2 = mert_encode(audio.get_segment(from_s=8, to_s=16), do_clustering=False)\n",
    "enc2 = np.concatenate([enc2p1, enc2p2], axis=0)\n",
    "print(np.corrcoef(enc1.mean(-1), enc2.mean(-1))[0,1])\n",
    "plt.plot(enc1.mean(-1))\n",
    "plt.plot(enc2.mean(-1))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "e88973a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio_cycle = codec_decode(codec_encode(audio))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "e4ab1b32",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6671827281252295\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# d2v\n",
    "enc1 = encode(audio, do_clustering=False)\n",
    "enc2 = encode(audio_cycle, do_clustering=False)\n",
    "print(np.corrcoef(enc1.mean(-1), enc2.mean(-1))[0,1])\n",
    "plt.plot(enc1.mean(-1))\n",
    "plt.plot(enc2.mean(-1))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "b0fba879",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8726489339204165\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mert small\n",
    "enc1 = pred_audio(audio)\n",
    "enc2 = pred_audio(audio_cycle)\n",
    "print(np.corrcoef(enc1.mean(-1), enc2.mean(-1))[0,1])\n",
    "plt.plot(enc1.mean(-1))\n",
    "plt.plot(enc2.mean(-1))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "3920fc01",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9691981595433687\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mert\n",
    "enc1 = mert_encode(audio, do_clustering=False)\n",
    "enc2 = mert_encode(audio_cycle, do_clustering=False)\n",
    "print(np.corrcoef(enc1.mean(-1), enc2.mean(-1))[0,1])\n",
    "plt.plot(enc1.mean(-1))\n",
    "plt.plot(enc2.mean(-1))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "34412b72",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "86d1326f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f3f0f6d5",
   "metadata": {},
   "source": [
    "### check how bad encodec is for the above"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "e0a7c9e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<audio controls=\"controls\" autobuffer=\"autobuffer\" style=\"\">\n",
       "  <source src=\"data:audio/mpeg;base64,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\"/>\n",
       "  Your browser does not support the audio element.\n",
       "</audio>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "audio_orig = Audio.from_file(\"../gpt/samples/halo_hq.mp3\").get_segment(from_s=50, to_s=66)\n",
    "audio_orig.play()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "7a2671de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<audio controls=\"controls\" autobuffer=\"autobuffer\" style=\"\">\n",
       "  <source src=\"data:audio/mpeg;base64,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\"/>\n",
       "  Your browser does not support the audio element.\n",
       "</audio>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp_out = demucs_decode(audio_orig)\n",
    "vocals_audio = Audio.from_array_float(tmp_out[-1], sample_rate=DEMUCS_SAMPLE_RATE)\n",
    "vocals_audio.play()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "b5395b35",
   "metadata": {},
   "outputs": [],
   "source": [
    "arr1 = encode(audio_orig.convert(16_000,2,1), do_clustering=False)\n",
    "arr2 = encode(vocals_audio.convert(16_000,2,1), do_clustering=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "ce24be41",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 799)\n",
      "(799, 1536)\n"
     ]
    }
   ],
   "source": [
    "in_arr = torch.from_numpy(np.concatenate([arr1, arr2], axis=-1))[None].to(device)\n",
    "enc_arr1 = cluster_model.encode(in_arr)[0].detach().cpu().numpy()\n",
    "print(enc_arr1.shape)\n",
    "out1 = decode(enc_arr1)\n",
    "print(out1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "dd521c4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio_orig = codec_decode(codec_encode(audio_orig))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "1b64c952",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<audio controls=\"controls\" autobuffer=\"autobuffer\" style=\"\">\n",
       "  <source src=\"data:audio/mpeg;base64,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\"/>\n",
       "  Your browser does not support the audio element.\n",
       "</audio>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp_out = demucs_decode(audio_orig)\n",
    "vocals_audio = Audio.from_array_float(tmp_out[-1], sample_rate=DEMUCS_SAMPLE_RATE)\n",
    "vocals_audio.play()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "21e88992",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 799)\n",
      "(799, 1536)\n"
     ]
    }
   ],
   "source": [
    "in_arr = torch.from_numpy(np.concatenate([arr1, arr2], axis=-1))[None].to(device)\n",
    "enc_arr2 = cluster_model.encode(in_arr)[0].detach().cpu().numpy()\n",
    "print(enc_arr2.shape)\n",
    "out2 = decode(enc_arr2)\n",
    "print(out2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "1cc611d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.60795669],\n",
       "       [0.60795669, 1.        ]])"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(out1.mean(-1), out2.mean(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "74a1b966",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fd7b6cf2640>]"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(out1.mean(-1))\n",
    "plt.plot(out2.mean(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1ff00b45",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf273a87",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d113b88",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca490f11",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e4b18aa",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "3aadaa7c",
   "metadata": {},
   "source": [
    "## Playground"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5f89a50",
   "metadata": {},
   "outputs": [],
   "source": [
    "# modal run test_modal.py \\\n",
    "#     --embed-type 'mert' \\\n",
    "#     --data-type 'youtube_music' \\\n",
    "#     --output-name 'mert_4x1k'\n",
    "\n",
    "# modal run test_modal.py \\\n",
    "#     --embed-type 'mert' \\\n",
    "#     --data-type 'genius_hq' \\\n",
    "#     --output-name 'mert_4x1k'\n",
    "\n",
    "modal run test_modal.py \\\n",
    "    --embed-type 'mert' \\\n",
    "    --data-type 'jamendo' \\\n",
    "    --relax-len-check True \\\n",
    "    --output-name 'mert_4x1k'\n",
    "\n",
    "modal run test_modal.py \\\n",
    "    --embed-type 'mert' \\\n",
    "    --data-type 'fma' \\\n",
    "    --relax-len-check True \\\n",
    "    --output-name 'mert_4x1k'\n",
    "\n",
    "modal run test_modal.py \\\n",
    "    --embed-type 'mert' \\\n",
    "    --data-type 'imslp' \\\n",
    "    --relax-len-check True \\\n",
    "    --output-name 'mert_4x1k'\n",
    "\n",
    "modal run test_modal.py \\\n",
    "    --embed-type 'mert' \\\n",
    "    --data-type 'audioset' \\\n",
    "    --relax-len-check True \\\n",
    "    --output-name 'mert_4x1k'\n",
    "\n",
    "# TODO (maybe): below\n",
    "\n",
    "modal run test_modal.py \\\n",
    "    --embed-type 'mert' \\\n",
    "    --data-type 'freesound' \\\n",
    "    --relax-len-check True \\\n",
    "    --output-name 'mert_4x1k'\n",
    "\n",
    "# --force-overwrite True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "53d77812",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2103\r\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls s3://suno-data/datasets/bundles/v1/youtube_music/mert_4x1k/ | wc -l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "285c58fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2152\r\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls s3://suno-data/datasets/bundles/v1/genius_hq/mert_4x1k/ | wc -l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "4711a2ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           PRE audio/\r\n",
      "                           PRE encodec/\r\n",
      "                           PRE mert_4x1k/\r\n",
      "                           PRE wavlm_8x10k/\r\n",
      "2023-05-29 12:02:51   13701634 metas.jsonl\r\n",
      "2023-05-29 15:58:48    1387278 metas_encodec.jsonl\r\n",
      "2023-05-29 15:19:51    1374522 metas_wavlm_8x10k.jsonl\r\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls s3://suno-data/datasets/bundles/v1/jamendo/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "494f541f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           PRE audio/\r\n",
      "                           PRE encodec/\r\n",
      "                           PRE mert_4x1k/\r\n",
      "                           PRE wavlm_8x10k/\r\n",
      "2023-05-31 12:50:31   33305700 metas.jsonl\r\n",
      "2023-06-06 13:36:23    2261603 metas_encodec.jsonl\r\n",
      "2023-06-06 04:39:09    2234960 metas_wavlm_8x10k.jsonl\r\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls s3://suno-data/datasets/bundles/v1/fma/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "3e2ea61c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           PRE mert_4x1k/\r\n",
      "                           PRE wavlm_8x10k/\r\n",
      "2023-06-02 08:03:37  163216267 metas.jsonl\r\n",
      "2023-06-07 12:57:16   11202862 metas_wavlm_8x10k.jsonl\r\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls s3://suno-data/datasets/bundles/v1/imslp/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "b0215202",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           PRE encodec/\r\n",
      "                           PRE mert_4x1k/\r\n",
      "                           PRE wavlm_8x10k/\r\n",
      "2023-05-29 21:23:22  442655430 metas.jsonl\r\n",
      "2023-06-01 09:43:30   46075970 metas_encodec.jsonl\r\n",
      "2023-05-31 13:06:14   46077005 metas_wavlm_8x10k.jsonl\r\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls s3://suno-data/datasets/bundles/v1/audioset/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "7c4647fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           PRE encodec/\r\n",
      "                           PRE wavlm_8x10k/\r\n",
      "2023-05-30 20:41:20  179136793 metas.jsonl\r\n",
      "2023-06-03 09:06:53    9517689 metas_encodec.jsonl\r\n",
      "2023-06-01 20:19:02    9430643 metas_wavlm_8x10k.jsonl\r\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls s3://suno-data/datasets/bundles/v1/freesound/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82f2b9a7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b6d85ed",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2891ee7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd376fb1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "339a0f92",
   "metadata": {},
   "source": [
    "## Playground"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71fda5ef",
   "metadata": {},
   "source": [
    "### Make dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97fcf3b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import random\n",
    "import tqdm\n",
    "from scipy.io import wavfile\n",
    "from joblib import Parallel, delayed\n",
    "max_samples = 320000\n",
    "min_samples = 32000\n",
    "mm = np.memmap(\"/app/suno/data/audio_v0/audio_16khz_tr.bin\", dtype=np.int16, mode=\"r\")\n",
    "wav_dir = \"/app/suno/data/audio_v0/wavs_tr\"\n",
    "with open(\"/app/suno/data/audio_v0/train.tsv\", \"w\") as fw:\n",
    "    fw.write(f\"{wav_dir}\\n\")\n",
    "    offs = 0\n",
    "    for n in tqdm.tqdm(range(int(len(mm)/((max_samples-min_samples)/2)))):\n",
    "        n_samples = random.randint(min_samples, max_samples)\n",
    "        if offs+n_samples >= len(mm):\n",
    "            break\n",
    "        fn = f\"{n}.wav\"\n",
    "        wavfile.write(os.path.join(wav_dir, fn), 16000, mm[offs:offs+n_samples])\n",
    "        fw.write(f\"{fn}\\t{n_samples}\\n\")\n",
    "        offs += n_samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f993813",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import random\n",
    "import tqdm\n",
    "from scipy.io import wavfile\n",
    "from joblib import Parallel, delayed\n",
    "max_samples = 320000\n",
    "min_samples = 32000\n",
    "mm = np.memmap(\"/app/suno/data/audio_v0/audio_16khz_tr.bin\", dtype=np.int16, mode=\"r\")\n",
    "dur_samples = np.random.randint(min_samples, max_samples+1, size=int(len(mm)/((max_samples-min_samples)/2)))\n",
    "wav_dir = \"/app/suno/data/audio_v0/wavs_tr\"\n",
    "offs = 0\n",
    "work_items = []\n",
    "with open(\"/app/suno/data/audio_v0/train.tsv\", \"w\") as fw:\n",
    "    fw.write(f\"{wav_dir}\\n\")\n",
    "    for n, dur_sample in tqdm.tqdm(enumerate(dur_samples)):\n",
    "        if offs+dur_sample >= len(mm):\n",
    "            break\n",
    "        fn = f\"{n}.wav\"\n",
    "        fw.write(f\"{fn}\\t{dur_sample}\\n\")\n",
    "        work_items.append((offs, offs+dur_sample, fn))\n",
    "        offs += dur_sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9dc8ad64",
   "metadata": {},
   "outputs": [],
   "source": [
    "def foo(from_sample, to_sample, out_fp):\n",
    "    mm = np.memmap(\"/app/suno/data/audio_v0/audio_16khz_tr.bin\", dtype=np.int16, mode=\"r\")\n",
    "    wavfile.write(os.path.join(wav_dir, out_fp), 16000, mm[from_sample:to_sample])\n",
    "    del mm\n",
    "\n",
    "_ = Parallel(n_jobs=10, prefer=\"processes\", batch_size=1)(\n",
    "    delayed(foo)(from_sample, to_sample, out_fp)\n",
    "    for from_sample, to_sample, out_fp in work_items\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61a122a7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7507f779",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c81b20e4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "49c9aed4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import sys\n",
    "# sys.path.insert(0, \"/home/georg/code/fairseq/fairseq/models/wav2vec\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ecd145c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9bd42b33",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
