{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T15:58:23.799523Z",
     "start_time": "2023-10-18T15:58:22.119570Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import itertools\n",
    "import seaborn as sns\n",
    "from multiprocessing import Pool, Queue\n",
    "import subprocess\n",
    "import re\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "sns.set_style(\"darkgrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T15:58:23.803201Z",
     "start_time": "2023-10-18T15:58:23.801427Z"
    }
   },
   "outputs": [],
   "source": [
    "# if true, will re-run the training of eval\n",
    "force = False\n",
    "CUDA_VISIBLE_DEVICES = [0, 1, 2, 3]\n",
    "N_GPU = len(CUDA_VISIBLE_DEVICES)\n",
    "path_to_model = \"~/../victor/checkpoints/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup the check points / models to eval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T15:58:23.850211Z",
     "start_time": "2023-10-18T15:58:23.804228Z"
    }
   },
   "outputs": [],
   "source": [
    "tony_downstream_path = \"/home/tony/Work/glockenspiel/s3prl/s3prl\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T15:58:23.895829Z",
     "start_time": "2023-10-18T15:58:23.852689Z"
    }
   },
   "outputs": [],
   "source": [
    "# import shutil\n",
    "# log_dir = \"/home/tony/Work/tony/MERT/train_log/\"\n",
    "# for f in os.listdir(log_dir):\n",
    "#     if \"mert_speech_test_valid.log\" in f:\n",
    "#         print(f)\n",
    "#         # shutil.copyfile(os.path.join(log_dir, f), os.path.join(log_dir, f.replace(\".log\", \"_40k.log\")))\n",
    "#         # os.remove(os.path.join(log_dir, f))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T15:58:23.942963Z",
     "start_time": "2023-10-18T15:58:23.896874Z"
    }
   },
   "outputs": [],
   "source": [
    "checkpoints = [\n",
    "    {\"model\": \"wavlm\", \"path\": \"\", \"name\": \"wavlm\"},\n",
    "    {\n",
    "        \"model\": \"hubert_custom\",\n",
    "        \"path\": \"/home/tony/Data/MERT/hubert_d2v2_800k.pt\",\n",
    "        \"name\": \"hubert_d2v2_25hz_800k\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"hubert_custom\",\n",
    "        \"path\": \"/home/tony/Data/MERT/hubert_d2v2_200k.pt\",\n",
    "        \"name\": \"hubert_d2v2_25hz_200k\",\n",
    "    },\n",
    "    {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M\"},\n",
    "    {\"model\": \"mert_330M\", \"path\": \"\", \"name\": \"mert_330M\"},\n",
    "    # {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M_2nd_layer\"},\n",
    "    # {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M_7_layer\", \"layer\": 7},\n",
    "    # {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M_last_2nd_layer\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_15sec_25hz_cp23\",\n",
    "    #         \"path\": \"/home/tony/Data/MERT/mert_test_15sec_25hz_cp23.pt\",\n",
    "    #         \"name\": \"mert_test_15sec_25hz_cp23\",\n",
    "    #     },\n",
    "    # {\"model\": \"mert_25HZ_cp41\", \"path\": \"/home/tony/Data/MERT/mert_test_25hz_cp41.pt\", \"name\": \"mert_test_25hz_cp41\"},\n",
    "    # {\"model\": \"mert_25HZ_cp22\", \"path\": \"/home/tony/Data/MERT/mert_test_25hz_cp22.pt\", \"name\": \"mert_test_25hz_cp22\"},\n",
    "    # {\"model\": \"mert_test_15sec_25hz_cp19\", \"path\": \"/home/tony/Data/MERT/mert_test_15sec_25hz_cp19.pt\", \"name\": \"mert_test_15sec_25hz_cp19\"},\n",
    "    # {\"model\": \"mert_test_8x_100k\", \"path\": \"/home/tony/Data/MERT/mert_test_8x_100k.pt\", \"name\": \"mert_test_8x_100k\"},\n",
    "    # {\"model\": \"mert_25HZ\", \"path\": \"\", \"name\": \"mert_test_25hz_7th_layer\"},\n",
    "    # {\"model\": \"mert_test_8x_100k\", \"path\": \"\", \"name\": \"mert_test_8x_100k_7th_layer\"},\n",
    "    # {\"model\": \"mert_test_8x_100k\", \"path\": \"\", \"name\": \"mert_test_8x_100k\"},\n",
    "    # {\"model\": \"mert_test_8x_200k\", \"path\": \"\", \"name\": \"mert_test_8x_200k\"},\n",
    "    # {\"model\": \"mert_test_8x_200k\", \"path\": \"\", \"name\": \"mert_test_8x_200k_2nd_layer\"},\n",
    "    # {\"model\": \"mert_test_8x_200k\", \"path\": \"\", \"name\": \"mert_test_8x_200k_7th_layer\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_200k\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_200k_last_2nd_layer\",\n",
    "    #     },\n",
    "    # {\"model\": \"mert_test_8x_300k\", \"path\": \"\", \"name\": \"mert_test_8x_300k\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_300k_ly7\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_300k_7th_layer\",\n",
    "    #     },\n",
    "    # {\"model\": \"wav2vec2\", \"path\": \"\", \"name\": \"wav2vec2_public\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": os.path.join(path_to_model, \"hubert25hz600k.pt\"), \"name\": \"hubert_25hz_600k\"},\n",
    "    # {\"model\": \"data2vec2_custom\", \"path\": \"~/checkpoints/d2v2_25hz_1100k.pt\", \"name\": \"d2v2_25hz_1100k\"},\n",
    "    # {\"model\": \"data2vec2_custom\", \"path\": \"~/checkpoints/d2v2_50hz_400k.pt\", \"name\": \"d2v2_50hz_400k\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"~/checkpoints/hubert_d2v2_400k.pt\", \"name\": \"hubert_d2v2_25hz_400k\"},\n",
    "    {\"model\": \"mert_test_8x_400k\", \"path\": \"\", \"name\": \"mert_test_8x_400k\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_5sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_5sec_att_relax\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_5sec_att_relax_addmel\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_5sec_att_relax_addmel\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_12sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_12sec_att_relax\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_12sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_12sec_att_relax_2k\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_12sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_12sec_att_relax_5k\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_12sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_12sec_att_relax_10k\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_test_8x_400k_7_layer\",\n",
    "    #         \"layer\": 7,\n",
    "    #     },\n",
    "    {\n",
    "        \"model\": \"mert_25hz_demuc_6x\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_25hz_demuc_6x\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_25hz_2nd_iter_1x\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_25hz_2nd_iter_1x\",\n",
    "    },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_demuc_6x\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_demuc_6x_7_layer\",\n",
    "    #         \"layer\": 7,\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_demuc_vocal\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_test_demuc_vocal\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_2nd_iter_train_var\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_2nd_iter_train_var\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_test_demuc_label_update4_4and2codebook\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_test_demuc_label_update4_4and2codebook\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_test_demuc_label_update4_4and2codebook_varmask\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_test_demuc_label_update4_4and2codebook_varmask\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_test_demuc_label_update4_4and2codebook_varmask_12sec\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_test_demuc_label_update4_4and2codebook_varmask_12sec\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_2nd_iter\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_2nd_iter\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_2nd_iter_varmask\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_2nd_iter_varmask\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k_hubert\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_test_8x_400k_hubert\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_test_demuc_data\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_test_demuc_data\",\n",
    "    #     },\n",
    "    {\n",
    "        \"model\": \"mert_25hz_test_only_demuc_label2\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_25hz_test_only_demuc_label2\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_25HZ\",\n",
    "        \"path\": \"/home/tony/Data/MERT/mert_test_25hz.pt\",\n",
    "        \"name\": \"mert_test_25hz\",\n",
    "    },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_victor_no_cqt\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_victor_no_cqt\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_2nd_iter_var_12sec\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_2nd_iter_var_12sec\",\n",
    "    #     },\n",
    "    {\n",
    "        \"model\": \"mert_25hz_test_only_2codebook\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_25hz_test_only_2codebook\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_speech_test\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_speech_test\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_speech_test_nocqt\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_speech_test_nocqt\",\n",
    "    },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_speech_test_valid\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_speech_test_valid\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_speech_test_valid_shuffled\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_speech_test_valid_shuffled\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_speech_test_valid_random\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_speech_test_valid_random\",\n",
    "    #     },\n",
    "    {\n",
    "        \"model\": \"mert_mus_speech_test\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_mus_speech_test\",\n",
    "    }\n",
    "    # 8x\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_34_200000.pt\", \"name\": \"hubert_8x_200k\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_67_400000.pt\", \"name\": \"hubert_8x_400k\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_101_600000.pt\", \"name\": \"hubert_8x_600k\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_134_800000.pt\", \"name\": \"hubert_8x_800k\"},\n",
    "    # {\"model\": \"hubert_layer4\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_134_800000.pt\", \"name\": \"hubert_8x_800k_layer4\"},\n",
    "    # {\"model\": \"hubert_layer6\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_134_800000.pt\", \"name\": \"hubert_8x_800k_layer6\"},\n",
    "    # {\"model\": \"hubert_layer8\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_134_800000.pt\", \"name\": \"hubert_8x_800k_layer8\"},\n",
    "    #     {\"model\": \"mert_95M_encode\", \"path\": \"\", \"name\": \"mert_95M_encode\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k_encode\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_400k_encode\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k_encode_norm2\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_400k_encode_norm2\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k_encode_norm\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_400k_encode_norm\",\n",
    "    #     },\n",
    "]\n",
    "# checkpoints = [\n",
    "#     {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M\"},\n",
    "# ]\n",
    "# for i in range(13):\n",
    "#     checkpoints.append(\n",
    "#         {\"model\": \"mert_95M\", \"path\": \"\", \"name\": f\"mert_95M_{i}_layer\", \"layer\": i},\n",
    "#     )\n",
    "# path_to_config = \"/home/tony/Work/glockenspiel/s3prl/s3prl/\"\n",
    "tasks = [\n",
    "    {\n",
    "        \"task\": \"nsynth_p\",\n",
    "        \"config\": os.path.join(tony_downstream_path, \"downstream/nsynth_p/config.yaml\"),\n",
    "        \"metric\": \"acc\",\n",
    "    },\n",
    "    {\n",
    "        \"task\": \"vocalset_s\",\n",
    "        \"config\": os.path.join(\n",
    "            tony_downstream_path, \"downstream/vocalset_s/config.yaml\"\n",
    "        ),\n",
    "        \"metric\": \"acc\",\n",
    "    },\n",
    "    {\n",
    "        \"task\": \"vocalset_t\",\n",
    "        \"config\": os.path.join(\n",
    "            tony_downstream_path, \"downstream/vocalset_t/config.yaml\"\n",
    "        ),\n",
    "        \"metric\": \"acc\",\n",
    "    },\n",
    "    {\n",
    "        \"task\": \"ctc\",\n",
    "        \"config\": os.path.join(tony_downstream_path, \"downstream/ctc/libriphone.yaml\"),\n",
    "        \"metric\": \"per\",\n",
    "    },\n",
    "    {\n",
    "        \"task\": \"nsynth_i\",\n",
    "        \"config\": os.path.join(tony_downstream_path, \"downstream/nsynth_i/config.yaml\"),\n",
    "        \"metric\": \"acc\",\n",
    "    },\n",
    "]\n",
    "task_cp_outer_product = list(itertools.product(tasks, checkpoints))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T15:58:23.994850Z",
     "start_time": "2023-10-18T15:58:23.944463Z"
    }
   },
   "outputs": [],
   "source": [
    "queue = Queue()\n",
    "# initialize the queue with the GPU ids\n",
    "for gpu_ids in CUDA_VISIBLE_DEVICES:\n",
    "    queue.put(gpu_ids)\n",
    "\n",
    "train_log_dir = \"train_log\"\n",
    "if not os.path.exists(train_log_dir):\n",
    "    os.makedirs(train_log_dir)\n",
    "\n",
    "\n",
    "def get_log_path(task, checkpoint):\n",
    "    return f\"{train_log_dir}/{task['task']}_{checkpoint['name']}.log\"\n",
    "\n",
    "\n",
    "def parse_log_file(path, task, checkpoint):\n",
    "    if not os.path.exists(path):\n",
    "        print(f\"{path} does not exist, skipping...\")\n",
    "        return None\n",
    "\n",
    "    # parse the log file\n",
    "    # search for \"Test accuracy\" and \"Test loss\"\n",
    "    log = open(path, \"r\").read()\n",
    "    try:\n",
    "        test_accuracy = float(\n",
    "            re.findall(rf\"(test|dev) {task['metric']}: (\\d+\\.\\d+)\", log)[-1][1]\n",
    "        )\n",
    "        test_loss = float(re.findall(r\"(test|dev) loss: (\\d+\\.\\d+)\", log)[-1][1])\n",
    "        # print(f\"{task['task']} {checkpoint['name']} {test_accuracy} {test_loss}\")\n",
    "        return {\n",
    "            \"task\": task[\"task\"],\n",
    "            \"checkpoint\": checkpoint[\"name\"],\n",
    "            \"test_metric\": test_accuracy,\n",
    "            \"test_loss\": test_loss,\n",
    "        }\n",
    "    except IndexError as e:\n",
    "        print(e)\n",
    "        return None\n",
    "\n",
    "\n",
    "def run_eval(task, checkpoint):\n",
    "    log_path = get_log_path(task, checkpoint)\n",
    "    # print(log_path)\n",
    "    if os.path.exists(log_path) and not force:\n",
    "        if parse_log_file(log_path, task, checkpoint) is None:\n",
    "            print(f\"{log_path} exists but is incomplete, rerunning...\\n\")\n",
    "            # os.remove(log_path)\n",
    "        else:\n",
    "            print(f\"{log_path} already exists, skipping...\\n\")\n",
    "            return None\n",
    "\n",
    "    gpu_id = queue.get()\n",
    "\n",
    "    print(f\"Running {task['task']} on {checkpoint} using GPU {gpu_id}\\n\")\n",
    "\n",
    "    # run the evaluation\n",
    "    # python3 run_downstream.py -n d2v2_49 -m train -u wav2vec2 -d vocalset_s -c downstream/vocalset_s/config.yaml\n",
    "    cmd = f\"\"\"CUDA_VISIBLE_DEVICES={gpu_id} python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u {checkpoint['model']} -d {task['task']} -c {task['config']}\"\"\"\n",
    "    if checkpoint[\"path\"]:\n",
    "        cmd += f\" -k {checkpoint['path']}\"\n",
    "    if checkpoint.get(\"layer\") is not None:\n",
    "        cmd += f\" -l {checkpoint['layer']}\"\n",
    "    print(cmd + \"\\n\")\n",
    "    with open(log_path, \"w\") as f:\n",
    "        subprocess.run(cmd, shell=True, stdout=f, stderr=f)\n",
    "\n",
    "    queue.put(gpu_id)\n",
    "    print(f\"Finished {task['task']} on {checkpoint} using GPU {gpu_id}\\n\")\n",
    "    return None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train / Gather outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T15:58:24.603837Z",
     "start_time": "2023-10-18T15:58:23.996525Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n"
     ]
    }
   ],
   "source": [
    "needed_task_cp_outer_product = []\n",
    "for task, checkpoint in task_cp_outer_product:\n",
    "    log_path = get_log_path(task, checkpoint)\n",
    "    # print(log_path)\n",
    "    if os.path.exists(log_path) and not force:\n",
    "        if parse_log_file(log_path, task, checkpoint) is None:\n",
    "            print(f\"{log_path} exists but is incomplete, rerunning...\\n\")\n",
    "            needed_task_cp_outer_product.append((task, checkpoint))\n",
    "            # os.remove(log_path)\n",
    "        else:\n",
    "            # print(f\"{log_path} already exists, skipping...\\n\")\n",
    "            pass\n",
    "    if not os.path.exists(log_path):\n",
    "        needed_task_cp_outer_product.append((task, checkpoint))\n",
    "print(len(needed_task_cp_outer_product))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:47.754536Z",
     "start_time": "2023-10-18T15:58:24.604861Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running nsynth_p on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 0\n",
      "Running vocalset_t on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 2\n",
      "Running vocalset_s on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 1\n",
      "Running ctc on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 3\n",
      "\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=2 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_mus_speech_test -d vocalset_t -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/vocalset_t/config.yaml\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=0 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_mus_speech_test -d nsynth_p -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/nsynth_p/config.yaml\n",
      "\n",
      "\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=1 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_mus_speech_test -d vocalset_s -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/vocalset_s/config.yaml\n",
      "CUDA_VISIBLE_DEVICES=3 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_mus_speech_test -d ctc -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/ctc/libriphone.yaml\n",
      "\n",
      "\n",
      "Finished nsynth_p on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 0\n",
      "\n",
      "Running nsynth_i on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 0\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=0 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_mus_speech_test -d nsynth_i -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/nsynth_i/config.yaml\n",
      "\n",
      "Finished ctc on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 3\n",
      "\n",
      "Finished nsynth_i on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 0\n",
      "\n",
      "Finished vocalset_t on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 2\n",
      "\n",
      "Finished vocalset_s on {'model': 'mert_mus_speech_test', 'path': '', 'name': 'mert_mus_speech_test'} using GPU 1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with Pool(N_GPU) as p:\n",
    "    p.starmap(run_eval, needed_task_cp_outer_product, chunksize=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:48.362965Z",
     "start_time": "2023-10-18T16:45:47.755994Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_log/nsynth_p_wavlm.log\n",
      "train_log/nsynth_p_hubert_d2v2_25hz_800k.log\n",
      "train_log/nsynth_p_hubert_d2v2_25hz_200k.log\n",
      "train_log/nsynth_p_mert_95M.log\n",
      "train_log/nsynth_p_mert_330M.log\n",
      "train_log/nsynth_p_mert_test_8x_400k.log\n",
      "train_log/nsynth_p_mert_25hz_demuc_6x.log\n",
      "train_log/nsynth_p_mert_25hz_2nd_iter_1x.log\n",
      "train_log/nsynth_p_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/nsynth_p_mert_test_25hz.log\n",
      "train_log/nsynth_p_mert_25hz_test_only_2codebook.log\n",
      "train_log/nsynth_p_mert_speech_test.log\n",
      "train_log/nsynth_p_mert_speech_test_nocqt.log\n",
      "train_log/nsynth_p_mert_mus_speech_test.log\n",
      "train_log/vocalset_s_wavlm.log\n",
      "train_log/vocalset_s_hubert_d2v2_25hz_800k.log\n",
      "train_log/vocalset_s_hubert_d2v2_25hz_200k.log\n",
      "train_log/vocalset_s_mert_95M.log\n",
      "train_log/vocalset_s_mert_330M.log\n",
      "train_log/vocalset_s_mert_test_8x_400k.log\n",
      "train_log/vocalset_s_mert_25hz_demuc_6x.log\n",
      "train_log/vocalset_s_mert_25hz_2nd_iter_1x.log\n",
      "train_log/vocalset_s_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/vocalset_s_mert_test_25hz.log\n",
      "train_log/vocalset_s_mert_25hz_test_only_2codebook.log\n",
      "train_log/vocalset_s_mert_speech_test.log\n",
      "train_log/vocalset_s_mert_speech_test_nocqt.log\n",
      "train_log/vocalset_s_mert_mus_speech_test.log\n",
      "train_log/vocalset_t_wavlm.log\n",
      "train_log/vocalset_t_hubert_d2v2_25hz_800k.log\n",
      "train_log/vocalset_t_hubert_d2v2_25hz_200k.log\n",
      "train_log/vocalset_t_mert_95M.log\n",
      "train_log/vocalset_t_mert_330M.log\n",
      "train_log/vocalset_t_mert_test_8x_400k.log\n",
      "train_log/vocalset_t_mert_25hz_demuc_6x.log\n",
      "train_log/vocalset_t_mert_25hz_2nd_iter_1x.log\n",
      "train_log/vocalset_t_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/vocalset_t_mert_test_25hz.log\n",
      "train_log/vocalset_t_mert_25hz_test_only_2codebook.log\n",
      "train_log/vocalset_t_mert_speech_test.log\n",
      "train_log/vocalset_t_mert_speech_test_nocqt.log\n",
      "train_log/vocalset_t_mert_mus_speech_test.log\n",
      "train_log/ctc_wavlm.log\n",
      "train_log/ctc_hubert_d2v2_25hz_800k.log\n",
      "train_log/ctc_hubert_d2v2_25hz_200k.log\n",
      "train_log/ctc_mert_95M.log\n",
      "train_log/ctc_mert_330M.log\n",
      "train_log/ctc_mert_test_8x_400k.log\n",
      "train_log/ctc_mert_25hz_demuc_6x.log\n",
      "train_log/ctc_mert_25hz_2nd_iter_1x.log\n",
      "train_log/ctc_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/ctc_mert_test_25hz.log\n",
      "train_log/ctc_mert_25hz_test_only_2codebook.log\n",
      "train_log/ctc_mert_speech_test.log\n",
      "train_log/ctc_mert_speech_test_nocqt.log\n",
      "train_log/ctc_mert_mus_speech_test.log\n",
      "train_log/nsynth_i_wavlm.log\n",
      "train_log/nsynth_i_hubert_d2v2_25hz_800k.log\n",
      "train_log/nsynth_i_hubert_d2v2_25hz_200k.log\n",
      "train_log/nsynth_i_mert_95M.log\n",
      "train_log/nsynth_i_mert_330M.log\n",
      "train_log/nsynth_i_mert_test_8x_400k.log\n",
      "train_log/nsynth_i_mert_25hz_demuc_6x.log\n",
      "train_log/nsynth_i_mert_25hz_2nd_iter_1x.log\n",
      "train_log/nsynth_i_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/nsynth_i_mert_test_25hz.log\n",
      "train_log/nsynth_i_mert_25hz_test_only_2codebook.log\n",
      "train_log/nsynth_i_mert_speech_test.log\n",
      "train_log/nsynth_i_mert_speech_test_nocqt.log\n",
      "train_log/nsynth_i_mert_mus_speech_test.log\n"
     ]
    }
   ],
   "source": [
    "results = []\n",
    "for task, checkpoint in task_cp_outer_product:\n",
    "    log_path = get_log_path(task, checkpoint)\n",
    "    if not os.path.exists(log_path):\n",
    "        print(f\"{log_path} does not exist, skipping...\")\n",
    "        continue\n",
    "    print(log_path)\n",
    "\n",
    "    result = parse_log_file(log_path, task, checkpoint)\n",
    "    if result is not None:\n",
    "        results.append(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:48.375315Z",
     "start_time": "2023-10-18T16:45:48.365139Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test_loss</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>checkpoint</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>hubert_d2v2_25hz_200k</th>\n",
       "      <td>1.366620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hubert_d2v2_25hz_800k</th>\n",
       "      <td>1.085880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_25hz_2nd_iter_1x</th>\n",
       "      <td>1.142314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_25hz_demuc_6x</th>\n",
       "      <td>1.184917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_25hz_test_only_2codebook</th>\n",
       "      <td>1.206595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_25hz_test_only_demuc_label2</th>\n",
       "      <td>1.253134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_330M</th>\n",
       "      <td>1.080410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_95M</th>\n",
       "      <td>1.142038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_mus_speech_test</th>\n",
       "      <td>1.157855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_speech_test</th>\n",
       "      <td>1.143025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_speech_test_nocqt</th>\n",
       "      <td>1.109386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_test_25hz</th>\n",
       "      <td>1.699874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_test_8x_400k</th>\n",
       "      <td>1.149506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wavlm</th>\n",
       "      <td>1.066621</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  test_loss\n",
       "checkpoint                                 \n",
       "hubert_d2v2_25hz_200k              1.366620\n",
       "hubert_d2v2_25hz_800k              1.085880\n",
       "mert_25hz_2nd_iter_1x              1.142314\n",
       "mert_25hz_demuc_6x                 1.184917\n",
       "mert_25hz_test_only_2codebook      1.206595\n",
       "mert_25hz_test_only_demuc_label2   1.253134\n",
       "mert_330M                          1.080410\n",
       "mert_95M                           1.142038\n",
       "mert_mus_speech_test               1.157855\n",
       "mert_speech_test                   1.143025\n",
       "mert_speech_test_nocqt             1.109386\n",
       "mert_test_25hz                     1.699874\n",
       "mert_test_8x_400k                  1.149506\n",
       "wavlm                              1.066621"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(results)\n",
    "# groupby checkpoint\n",
    "df.groupby('checkpoint').agg({'test_loss': 'mean'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:49.834558Z",
     "start_time": "2023-10-18T16:45:48.376804Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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e3BO9uCdv6kXyrn7oxT3Ri3vypl4KIl8TKPj5+SkiIkLx8fGOZTabTfHx8WrQoMFV9920aZMyMjLUoUMHp+UVKlRQSEiI0zEvXLigH3/88ZrHBAAAAICCyvdtcv369dPYsWMVGRmpunXratGiRUpPT1fnzp0lSWPGjFGZMmX03HPPOe23cuVKtWrVSgEBAU7LTSaT+vTpo/fff1+VK1dWhQoVFB0drdDQULVq1eo6WgMAAACA3OU7DLVt21bJycmaMWOGEhMTVbt2bc2fP99xm9yJEydkNjtfcDp48KB27typBQsW5HjMAQMGKD09XS+//LJSU1N1xx13aP78+brlllsK0BIAAAAAXJvJbveeuwTPnPG+AWDSlUFgwcElvKI/enFP9OKe6MU9eVMvknf1Qy/uiV7ckzf18k9ZveVFvh+6CgAAAADegDAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMycfVBQDAtcTFxWr58iVKTk5StWo1NGLEaIWHR+a6fWpqqqZPf0Nbt36h1NRUlSlTVsOHj1STJs0d2yQmntb777+rb7/9RpcuXVKFChU0fvwrCgsLpxcAAAyCMATArW3Z8plmznxbo0aNU3h4pGJjl2vkyGFavjxOAQGB2bbPzMzUoEEDVKJEKU2cOFUhIaE6efKEihcv4dgmNTVVgwf31+23N9S0adEqXTpAR48mqESJkvQCAICBEIYAuLUVK5aqfftOateugyRp9Ohxio/fpvXrP1Hv3n2zbb9+/VqlpKRo1qz5sliu/IorW7ac0zZLly5SaGgZjR//imNZuXLlC6+J//GmXgAA8AaMGQLgtjIzM7V//z41bHinY5nZbFbDho21d++eHPfZtu0r1a9fX9OnT1X79g+od+/uWrx4gaxWq2Ob7du/UlhYbb344lg99ND96tfvMX3yyWp6AQDAYAhDANxWSso5Wa1WBQY630IWGBiopKSkHPc5fvyYNm/eLJvNqjffjFbfvk9qxYqlWrQoxmmbNWviVLFiJb311rvq1Kmr3nlnmj79dD29AABgINwmB8Cr2O12BQUFacyYF2Q2WxQWVluJiae1fPkSPfHEQEmSzWZTWFi4Bg0aIkmqWTNMf/75h9asiVObNg+5snwn3tQLAADuiCtDANxWqVKlZbFYlJyc7LQ8OTlZQUFBOe4TFBSs2267TRaLxbGscuUqSkpKUmZm5t+2qeK0X+XKVXTq1Mkb3MH/86ZevFFcXKy6dm2vli2basCAx/XLLz9fdfsrs/xNVceOrXXvvU3Uo0dnxcdvc9omMfG0Jkx4SW3b3qeWLZupT59HtG/fL4XZBgAgnwhDANyWr6+vatYM086dOxzLbDabdu78ThERdXPcp06dejpy5IhsNptjWULCEQUFBcvX1/dv2xx22i8h4bBuvbVsIXRxhTf14m2yZvnr12+AYmI+VPXqNTVy5DCdPZuc4/aZmZnq16+fTpw4rokTp2rZsjiNHfuCgoNDHdtkzfLn4+OjadOi9eGHsRo6dASz/AGAmyEMAXBrPXr01Lp1a/Tpp+t16NCfmjZtitLT09WuXXtJ0sSJL2v27JmO7R9+uIvOnTund96ZpiNHDuubb7ZpyZKF6ty5m2ObRx55THv3/qTFixfo6NEEffbZJn3yyWqnbejFOP4+y1+VKlU1evQ4+fv7a/36T3LcPmuWv9dfn666deurbNlyatDgDtWoUdOxzd9n+QsPj1S5cuXVuPFdKl++ws1qCwCQB4wZAuByZrNJZrMpx3WtWz+o1NRziomZraSkJNWoUUvvvDNToaEhkqTTp0/JYrHIx+fKuZ1y5copJiZGEye+pr59H1VISKgeeeRR9e7dVxbLlW3q1KmjqVOn6/33Z+qDD+arbNlyevbZUWrbtl2uNdpsdtlsdkP1YgRZs/z17t3PsSw/s/x9/fVWlS5dWvff/6B69nzccUvj9u1fqXHju/Tii2P1ww+7FBISoocf7qYOHR6+KX0BAPLGZLfbveYv4pkz5+U93fw/k0kKDi7hFf3Ri3tyZS9ms0mlSheVj8W9L1RfttqUci7tqiHCm3q50dz15+XMmUR16tRGs2cvUGTk/9+u+N570dq9e5fmzVuUbZ/HHuuikydP6IEHHlSnTt107FiCpk+fqq5dH3FMbNGyZVNJ0iOP9NS9996nX3/9RdHR0zV69Di3m9jCXb82BUEv7ole3JM39fJPWb3lBVeGALiU2WySj8Ws4St268DpC64uJ0fVQ4srukcDmc2ma4Yhb+kFuWOWPwDwHoQhAG7hwOkL2ns81dVl3BDe1Iu3K+gsf0WK3CKLxeI4m/r3Wf58fX1zneXvyy+/KJQ+AAAF4973cgAAUIiY5Q8AjI0wBAAwNGb5AwDj4jY5AIDXY5Y/AEBOCEMAAK+Wl1n+Bg7sr4ED++e4bsWKZdmWBQQ00KpVcVf9uO3bt1H79m3yXKcrZvnDzRMXF6vly5coOTlJ1arV0IgRoxUeHpnr9ufPn9esWW9p8+bNSk1NVZkyZTV8+Eg1adJckhQTM0cLF85z2qdSpcpatuzq35cAnBGGAABejVn+4GpbtnymmTPf1qhR4xQeHqnY2OUaOXKYli+PU0BAYLbtMzMz9eyzQ1SmTIhee22qgoNDdfLkCRUv7jxVcJUqVfXOO+85XlssvK0zMgJ3wfBTAwAwBGb5g6usWLFU7dt3Urt2HSRJo0ePU3z8Nq1f/4l69+6bbfsNG9YqNTVFK1fGKiXlkux2qWzZctm2s1h8FBQUXNjlwwMQuAvO+zoCAABwE5mZmdq/f5969+7nWGY2m9WwYWPt3bsnx322bftKkZF1NWHCBP3735+rdOnSuv/+B9Wz5+OyWCyO7Y4ePaKOHR+Un98tioyso0GDhurWW28t9J7gfgjcBUcYAgAAKCQpKedktVoVGOh8dj4wMFCHDx/KcZ/jx49p167v1b59e02bFq2jRxM0ffpUXb582fFg3/DwSI0f/6oqVaqspKQzWrhwnoYMeVJLlnykokWLFXZbcCME7utDGAIAAHAjNptdAQEBmjhxos6eTVOtWrWVmHhay5cvcYShJk2aObavXr2GwsMj1bXrQ/rii3/roYc6uahyuAKB+/oU6DlDS5cuVcuWLVWnTh1169ZNe/bknDqzpKamKioqSs2bN1dkZKRat26trVu3Ota/++67qlWrltO/Bx98sCClAQAAuI1SpUrLYrEoOTnZaXlycrKCgoJy3Cc4OFgVK1Z2OkNfuXIVJSUlKTMzM8d9SpQooYoVK+vo0aM3rnh4rb8H7rCw2rrvvgfUp08/rV37/5MjNGnSTC1btlL16jV0551N9Oab0bpw4by++OLfLqz8xsv3laGNGzdqypQpioqKUr169bRo0SL1799fmzZtyvGHOiMjQ/369VNQUJCio6NVpkwZHT9+XCVLlnTarkaNGlq4cKHj9d9/AQAAAHgiX19f1awZpp07d+juu/8lSbLZbNq58zt17tw9x33q1Kmnf/97k2w2m2NZQsIRBQUFy9fXN8d90tLSdOzYUbVu3faG9wD3VtDA7ePjk2vgzun7zFsDd76vDC1cuFDdu3dXly5dVL16dUVFRcnf319xcTlPsxcXF6eUlBTNmjVLd9xxhypUqKDGjRsrLCzMaTuLxaKQkBDHv39e6gMAAHBXZrNJPj7mHP899lgvrVu3Rps3b1BCwiG99dbrunQpXR06dJSPj1mTJr2iuXNnObbv2rWbUlNTNWnSJB07lqD//ne7lixZqK5duzu2ee+9aO3Zs1unT5/UL7/8pBdeGC2LxawHH2yTax25PXgYnu3vgTtLVuCOiKib4z516tTT0aMJBQrc3jahQr6uDGVkZGjv3r0aNGiQY5nZbFbTpk21e/fuHPf54osvVL9+fU2YMEFbtmxRYGCgHnroIQ0YMMApjR4+fFjNmzfXLbfcovr16+u5555TuXLZZ7W4GpOX/oxn9eUN/dGLe/KmXgqbN32ObmYvfI/l3c3+HHnT18ZVvZjNJpUslfuDfbt376yMjDTFxMxRYmKiateurZiYGFWvXkmSlJSUKH9/PwUEXBmHERBQTQsWxGjKlCmKjY1VmTJl1Lfv407vnc6dS9Irr4zXuXPnFBgYqDvuuEOTJ3+sSpUq5FrnZatNqSk3/8G+fI/dGGazSaZcPvBjj/XSxImvKDw8QuHhEfroo2VOgTsq6iWFhITq6aeHSZK6du2muLhYTZo0SR07dtGRI0e0ZMlCde/eQz4+V76PZ8x4W82b361bby2rM2cSNW/ebKfAnRO73e4Wz0rLz9cnX2Ho7Nmzslqt2S65BQUF6eDBgznuk5CQoG+//Vbt27fX3LlzdeTIEUVFReny5csaOnSoJKlu3bqaMmWKqlSposTERM2aNUs9e/bUunXrVLx48TzXFxRU4tobeTBv6o9e3JM39VIYst6oeANX9cL32NW58nvMm742rurl6g/2rayiD09QZUlpksZvTZW2fn1lVaOBSpbUbsbXzrs0H6ZKV55/qXUZ0rpZ3/z/uiqdVapKZ5X638v9kgavOSzpcI4fPevBvoGBeX9fdaPxPXZ9rDa7LLlc3XOXwH21Gt1Voc8mZ7fbFRQUpIkTJ8pisSgyMlKnTp1STEyMIwzdc889ju3DwsJUr1493Xvvvfr000/VrVu3PH+spKTzsrs+jN5wJtOVHzpv6I9e3JMre7FYzB4TMs6evSir1Zbrem/q5UbjeyxvbvbXReJ32Y2Q9T3mCQ/25Xvs+rj6e8wTArcrvsf+KevrlBf5CkMBAQGyWCxKSkpyWp6UlKTg4JzvHwwJCck2QKtq1apKTExURkaG/Pz8su1TsmRJ3XbbbTpy5Eh+ypPdLo//Ibsab+qPXtyTN/VSWLzp8+OKXvgeuzZXfX686WvjTb0UBr7Hrp+revGEwC151tc5XxMo+Pn5KSIiQvHx8Y5lNptN8fHxatCgQY773H777Tpy5IjTAK1Dhw4pJCQkxyAkSRcvXlRCQoJCQkLyUx4AAAAA5Fm+Z5Pr16+fYmNjtXr1av3xxx969dVXlZ6ers6dO0uSxowZo+nTpzu2f/TRR3Xu3DlNmjRJf/75p7788kvNmTNHPXv2dGwzdepU7dixQ0ePHtWuXbs0dOhQmc1mPfTQQzegRQAAAADILt9jhtq2bavk5GTNmDHDMUBr/vz5jtvkTpw4IbP5/zNW2bJlFRNzZYBWhw4dVKZMGfXp00cDBgxwbHPy5EmNHDnSaYBWbGws02sDAAAAKDQFmkChV69e6tWrV47rlixZkm1ZgwYNFBsbm+vx3n777YKUAQBwobi4WC1fvkTJyUmqVq2GRowYrfDwyFy3T01N1fTpb2jr1i+UmpqqMmXKavjwkWrSpHm2bZcs+UBz5sxUt26Pavjw5wqzDQCAgRX6bHIAAO+zZctnmjnzbY0aNU7h4ZGKjV2ukSOHafnyOAUEZL+qn5mZqUGDBqhEiVKaOHGqQkJCdfLkCRUvnn22n19/3atPPlmlatVq3IxWAAAGlu8xQwAArFixVO3bd1K7dh1UpUpVjR49Tv7+/lq//pMct1+/fq1SUlL0+uvTVbdufZUtW04NGtyhGjVqOm2XlpamqKiXNGbMCypRwnueSQIAcE+EIQBAvmRmZmr//n1q2PBOxzKz2ayGDRtr7949Oe6zbdtXql+/vqZPn6r27R9Q797dtXjxAlmtVqft3nprqpo2baZGje7M8TgAANxIhCEAQL6kpJyT1WrNNslNYGBgtufQZTl+/Jg2b94sm82qN9+MVt++T2rFiqVatCjGsc3nn2/W/v37NGjQ0EKtHwCALIwZAgAUOrvdrqCgII0Z84LMZovCwmorMfG0li9foieeGKhTp04qOnq63n57lm655RZXlwsAMAjCEAAgX0qVKi2LxaLk5GSn5cnJyQoKCspxn6CgYBUpcossFovjyeSVK1dRUlKSMjMz9dtv+3T2bLL69///mUqtVqt+/HG3Vq2K1RdffCOLxVJoPQEAjIkwBADIF19fX9WsGaadO3fo7rv/JUmy2WzaufM7de7cPcd96tSppy+++Ew2m00m05U7tBMSjigoKFi+vr5q2LCRFi9e4bTP5MkTVLlyZfXs+ThBCABQKAhDAIAcmc0mmc2mHNc99lgvTZz4isLDIxQeHqGPPlqmS5fS1aFDR/n4mBUV9ZJCQkL19NPDJEldu3bTqlWxio6eru7deygh4YiWLFmo7t17yMfHrJIlS6hkSefZ44oUKaLSpUurZs2aOZUgSbLZ7LLZ7DeuaQCAoRCGAC91ox+IuXr1Sq1Zs1InTpyQJFWpUlV9+z6pJk2a3ZR+cHOZzSaVKl1UPpac59np3r2zMjLSFBMzR4mJiapdu7ZiYmJUvXolSVJSUqL8/f0UEFBMkhQQUE0xMTGaMmWKevV6RGXKlFHfvo9rwIABuV718fW16JZbfB3HyMllq00p59IIRACAAiEMAV6oMB6IGRISqqeeGqoKFSrJbrfr00/Xa9y457RgwVJVrVrtZraHm8BsNsnHYtbwFbt14PSFXLaqrKIPT1BlSWmSxm9NlbZ+fWVVo4FKltRuxtfOuzQfpkpX8rXWZUjrZn2TexGNBuqbnI7xP9VDiyu6RwOZzSbCEACgQAhDgBf6+wMxJWn06HGKj9+m9es/Ue/efbNtn/VAzFmz5stiufJroWzZck7bNG9+t9PrQYOGaM2aOP3yy0+EIS924PQF7T2e6uoyAAAoFDxnCPAyhflAzCxWq1Wff75Zly6lKyKibqH0AQAAUNi4MgR4mas9EPPw4UM57nP8+DHt2vW9HnjgQb35ZrSOHUvQ9OlTdfnyZT3xxEDHdn/8cUBPPdVPGRkZKlKkiCZPflNVqlQtzHYAAAAKDWEIwDUfiJmlUqXKWrhwmS5cuKAvv9yiSZNe1bvvziUQAQAAj8RtcoCXKegDMW+77TanWb3+/kDMLL6+vqpQoaLCwmrrqaeGqlq1mvr44+WF0wgAAEAhIwwBXubvD8TMkvVAzNzG99SpU09HjhyRzWZzLPv7AzFzY7fbnMISAACAJyEMAV6oR4+eWrdujT79dL0OHfpT06ZNUXp6utq1ay9JmjjxZc2ePdOx/cMPd9G5c+f0zjvTdOTIYX3zzTYtWbJQnTt3c2wze/ZM/fDDLp04cVx//HFAs2fP1O7dO/XAAw/e9P4AAABuBMYMAR7KbDbJbDbluK516weVmnpOMTGzlZSUpBo1aumdd2YqNDREknT69ClZLBb5+Fw5H1KuXDnFxMRo4sTX1LfvowoJCdUjjzyq3r37yvK/h26mpJzVa6+9oqSkMypevLiqVauhd96ZpTvvvCvXGm02O89/AQAAboswBHggs9mkUqWLyseS+8XdgQP7a+DA/jmuW7FiWbZlAQENtGpVXK7HmzbtjXzXedlqU8q5NAIRAABwS4QhwAOZzSb5WMwavmK3Dpy+4OpyclQ9tLiiezSQ2WwiDAEAALdEGAI82IHTF7T3eKqrywAAAPBITKAAAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAQ4qLi1XXru3VsmVTDRjwuH755eerbn/+/HlFRUWpQ4fWuvfeJurRo7Pi47c51v/wwy6NGTNCHTs+qObNG+qrr74s5A5wvQhDAAAAMJwtWz7TzJlvq1+/AYqJ+VDVq9fUyJHDdPZsco7bZ2Zm6tlnh+jYsWN67bWpWrYsTmPHvqDg4FDHNunp6apevYZGjhx7s9rAdfJxdQEAAADAzbZixVK1b99J7dp1kCSNHj1O8fHbtH79J+rdu2+27TdsWKvU1BStXBmrlJRLstulsmXLOW3TpEkzNWnS7GaUjxuEK0MAAAAwlMzMTO3fv08NG97pWGY2m9WwYWPt3bsnx322bftKkZF1NWHCBD300APq3bu7Fi9eIKvVerPKRiEgDAEAAMBQUlLOyWq1KjAw0Gl5YGCgkpKSctzn+PFj+vLLLbJarZo2LVp9+z6pFSuWatGimJtRMgoJt8kBAAAA12Cz2RUQEKCJEyfq7Nk01apVW4mJp7V8+RI98cRAV5eHAiIMAQAAwFBKlSoti8Wi5GTnyRKSk5MVFBSU4z7BwcHy8fGRxWJxLKtcuYqSkpKUmZkpX1/fQq0ZhYPb5AAAAGAovr6+qlkzTDt37nAss9ls2rnzO0VE1M1xnzp16uno0QTZbDbHsoSEIwoKCiYIeTDCEAAAALyS2WySj485x3+PPdZL69at0ebNG5SQcEhvvfW6Ll1KV4cOHeXjY9akSa9o7txZju27du2m1NRUTZo0SceOJei//92uJUsWqmvX7o5tMjIu6eDB33Xw4O+SpFOnjuvgwd915sypXOswm00u/iwZG7fJAQAAwOuYzSaVKl1UPpacz/13795ZGRlpiomZo8TERNWuXVsxMTGqXr2SJCkpKVH+/n4KCCgmSQoIqKYFC2I0ZcoUxcbGqkyZMurb93ENGDDAcevc/v0/q0+fPo6PER39liTp4Ycf1uuvv55jHZetNqWcS5PNZr9hvSPvCEMAAADwOmazST4Ws4av2K0Dpy/kslVlFX14gipLSpM0fmuqtPXrK6saDVSypHYzvnbepfkwVWp+5b/rMqR1s75xWl19yPxsH+WnnI4jqXpocUX3aCCz2UQYchHCEAAAALzWgdMXtPd4qqvLgJtizBAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQ2I2OQAAAFyXuLhYLV++RMnJSapWrYZGjBit8PDIXLc/f/685s59T1999YVSU1NVpkxZDR8+Uk2aNL+JVQOEIQAAAFyHLVs+08yZb2vUqHEKD49UbOxyjRw5TMuXxykgIDDb9pmZmRoxYogCAgI0ceJUhYSE6uTJEypevIQLqofREYYAAABQYCtWLFX79p3Url0HSdLo0eMUH79N69d/ot69+2bbfsOGtUpNTdHs2Qvk43PlrWjZsuVuZsmAA2OGAAAAUCCZmZnav3+fGja807HMbDarYcPG2rt3T477bNv2lSIj62r69Klq3/4B9e7dXYsXL5DVar1ZZQMOhCEAAAAUSErKOVmtVgUGOt8OFxgYqKSkpBz3OX78mL78cotsNqvefDNaffs+qRUrlmrRopibUTLghNvkAAAAcNPYbHaVLh2gMWNekMViUVhYbSUmntby5Uv0xBMDXV0eDIYwBAAAgAIpVaq0LBaLkpOTnZYnJycrKCgox32Cg4NlsfjIYrE4llWuXEVJSUnKzMyUr69vodYM/B23yQEAAKBAfH19VbNmmHbu3OFYZrPZtHPnd4qIqJvjPnXq1NOxYwmy2WyOZQkJRxQUFEwQwk1HGAIAAECB9ejRU+vWrdGnn67XoUN/atq0KUpPT1e7du0lSRMnvqzp06c7tu/UqYtSU1MVHT1NR44c1jffbNOSJQvVuXM3V7UAA+M2OQAAADiYzSaZzaY8b9+69YNKTT2nmJjZSkpKUo0atfTOOzMVGhoiSTp16pSKFLlFFsuVc/Dly5dTdPRMvfPOdPXt+6hCQkL1yCOPqnfvvo5trsVms8tms+e/OeAfCEMAAACQdCUIlSpdVD55DCVZBg7sr4ED++e4bsWKZdmW3X13U919d9MC1ShJl602pZxLIxDhuhGGAAAAIOlKGPKxmDV8xW4dOH3B1eXkqHpocUX3aCCz2UQYwnUjDAEAAMDJgdMXtPd4qqvLAApdgSZQWLp0qVq2bKk6deqoW7du2rMn5ycMZ0lNTVVUVJSaN2+uyMhItW7dWlu3br2uYwIAAADA9ch3GNq4caOmTJmiIUOGaPXq1QoLC1P//v1zfcpwRkaG+vXrp2PHjik6OlqbNm3SxIkTVaZMmQIfEwAAAACuV77D0MKFC9W9e3d16dJF1atXV1RUlPz9/RUXF5fj9nFxcUpJSdGsWbN0xx13qEKFCmrcuLHCwsIKfEwAAAAAuF75GjOUkZGhvXv3atCgQY5lZrNZTZs21e7du3Pc54svvlD9+vU1YcIEbdmyRYGBgXrooYc0YMAAWSyWAh0zN6a8zwLpUbL68ob+6MWYvOlzRC/uiV6u/+N5w+fQm3opTN70+aEX9+TqXvLz8fMVhs6ePSur1aqgoCCn5UFBQTp48GCO+yQkJOjbb79V+/btNXfuXB05ckRRUVG6fPmyhg4dWqBj5iYoqES+tvc03tQfvRhHQEAxV5dww9CLe6KXG8Obfpd5Uy83Gj8v7oleXKfQZ5Oz2+0KCgrSxIkTZbFYFBkZqVOnTikmJkZDhw69oR8rKem87F44w6LJdOUXuzf0Ry83hsVi9phfNmfPXpTVast1Pb24Br24p2v1Uhj4vXz9vOl7jF5cw0i93AxZvwvyIl9hKCAgQBaLJdvEBklJSQoODs5xn5CQEPn4+MhisTiWVa1aVYmJicrIyCjQMXNjt8vjf5FfjTf1Ry/G4k2fH3pxT/RyYz6ut3wevamXwuBNnxt6cU+e1Eu+JlDw8/NTRESE4uPjHctsNpvi4+PVoEGDHPe5/fbbdeTIEdls/58QDx06pJCQEPn5+RXomAAAIGdxcbHq2rW9WrZsqgEDHtcvv/yc67YbN65Ts2YNVatWLTVr1lDNmzdUy5ZNnbZJTk7SpEmvqmPHB3Xffc00cuQwJSQcKew2AOCmyPdscv369VNsbKxWr16tP/74Q6+++qrS09PVuXNnSdKYMWM0ffp0x/aPPvqozp07p0mTJunPP//Ul19+qTlz5qhnz555PiYAALi2LVs+08yZb6tfvwGKiflQ1avX1MiRw3T2bHKu+xQrVkzbtm3TJ59s0tq1m7Ry5TrHOrvdrnHjRun48WN6/fXpWrhwqW699VY9++zTSk9PvxktAUChyveYobZt2yo5OVkzZsxQYmKiateurfnz5ztuaTtx4oTM5v/PWGXLllVMTIymTJmiDh06qEyZMurTp48GDBiQ52MCAIBrW7Fiqdq376R27TpIkkaPHqf4+G1av/4T9e7dN8d9TCaTQkJCZDL5Z7u1JSHhiPbu/UmLF3+kqlWrSZJGjRqnDh1a6/PPN6t9+06F2A0AFL4CTaDQq1cv9erVK8d1S5YsybasQYMGio2NLfAxAQDA1WVmZmr//n3q3bufY5nZbFbDho21d++eXPdLT0/Xvffeq8uXrapZs5YGDhziCD6ZmZmSpFtuucXpmH5+ftqz5wfCEACPl+/b5AAAgPtJSTknq9WqwMBAp+WBgYHZJinKUqlSZY0b95Lee+89vfzyBNlsdg0e/IROnz4lSapc+TaVKXOrZs+eqdTUVGVmZurDDz/Q6dOnlJR0ptB7AoDCRhgCAMCgIiPrqk2bh1S7dm01aHCHJk9+U6VLB2jt2lWSJB8fH02a9KYSEo6obduWatWquXbt2qm77moqk4m3EAA8X6E/ZwgAABS+UqVKy2KxKDnZebKE5OTkbA82z42Pj49q1Kilo0cTHMvCwmrrgw+W6cKFC8rMzFRAQIAGDHhcYWHhN7R+AHAFTusAAOAFfH19VbNmmHbu3OFYZrPZtHPnd4qIqJunY1itVh08eCDHCYyKFy+ugIAAJSQc0W+//aoWLe65YbUDgKtwZQgAAC/Ro0dPTZr0qsLCwlW7doRiY5cpPT1d7dq1lyRNnPiyQkJC9dRTQyVJCxfOU0REHdWtG6YjR05q6dLFOnnypB56qJPjmF988blKly6tMmVu1cGDBxQdPV0tWtyjxo3vckWLAHBDEYYAAPAgZrNJZrMpx3WtWz+o1NRziomZraSkJNWoUUvvvDNToaEhkqTTp0/JYrHIx+fKjSEXL57XG2+8pqSkJJUoUVJhYbU1b95C1ahR3XHMs2eTNHPm20pOTlJwcLDatHlITzwxwHGMnNhsdtlsHvQIegCGRRgCAMBDmM0mlSpdVD6W3IPIwIH9NXBg/xzXrVixzOl1VNQrkl656sd86qkn9dRTT+arzstWm1LOpRGIALg9whAAAB7CbDbJx2LW8BW7deD0BVeXk6PqocUV3aOBzGYTYQiA2yMMAQDgYQ6cvqC9x1NdXQYAeDxmkwMAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSMwmh+sWFxer5cuXKDk5SdWq1dCIEaMVHh6Z47YbNqzT5MlRTsv8/Pz0xRffOF6npaVp9ux39fXXW5WSkqJy5cqpa9dH1KlT10LtAwAAAMZCGMJ12bLlM82c+bZGjRqn8PBIxcYu18iRw7R8eZwCAgJz3Kd48eJatmyl7P97/ITJ5Pwk9XfffVu7dn2nl16aoLJly2nHjm/11ltTFRwcoubN7ynslgAAAGAQ3CaH67JixVK1b99J7dp1UJUqVTV69Dj5+/tr/fpPct3HZDIpKCjY8S8wMMhp/c8//6g2bR7S7bc3VNmy5dSxY2dVq1ZDv/yyt7DbAQAAgIEQhlBgmZmZ2r9/nxo2vNOxzGw2q2HDxtq7d0+u+6Wlpalz54fUuXM7Pf/8SB08+IfT+sjIetq27SslJp6W3W7Xrl3fKyHhiBo3vqvQegEAAIDxcJscCiwl5ZysVqsCA51vhwsMDNThw4dy3Kdy5cqaPHmyQkMr6MKFC1q+/EMNHvyEliyJVWhoGUnSiBGj9cYbk/Tww21lsVhkNps1ZswLql//9sJuCQAAAAZCGMJNFRlZV8HBJXTmzHnZ7VKdOvXUs2dXrV27SgMGDJYkrVz5kfbu/Umvv/6Wbr21rH78cZfeeusNBQeHqFGjO6/xEQAAAIC8IQyhwEqVKi2LxaLk5GSn5cnJyQoKCsplL2c+Pj6qUaOWjh5NkCT99dclzZ07S5MnT1PTps0lSdWr19Dvv+/X8uUfEoYAAABwwzBmCAXm6+urmjXDtHPnDscym82mnTu/U0RE3Twdw2q16uDBAwoODpYkXb58WZcvX842w5zZbJbdbrtxxQMAAMDwuDKEazKbTTKbTTmue+yxXpo48RWFh0coPDxCH320TJcupatDh47y8TErKuolhYSE6umnh0mSYmLm6q67Gql06RCdP39eS5cu1qlTJ9WpU2f5+JhVqlRJNWhwh95/f4aKFi2ismXLateundq8eaOeeWakfHxyzu82m102m73QPgcAAADwPoQhXJXZbFKp0kXlY8k5hHTv3lkZGWmKiZmjxMRE1a5dWzExMapevZIkKSkpUf7+fgoIKCZJyshI10svvaTExESVKlVKERERWrFihcLDwx3HfPfdaL311luKinrR8dDVESNGqG/fx7NdMcpy2WpTyrk0AhEAAADyjDCEqzKbTfKxmDV8xW4dOH0hl60qq+jDE1RZUpqk8VtTpa1fX1nVaKCSJbWb8b/XxVuo6MMtVPl/ex6TNPrzJOnzr50PWbatSnZrq5L/e7nyvLTy3W05fvTqocUV3aOBzGYTYQgAAAB5RhhCnhw4fUF7j6e6ugwAAADghmECBQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGVKAwtHTpUrVs2VJ16tRRt27dtGfPnly3XbVqlWrVquX0r06dOk7bPP/889m26d+/f0FKAwAAAIA88cnvDhs3btSUKVMUFRWlevXqadGiRerfv782bdqkoKCgHPcpXry4Nm3a5HhtMpmybdOiRQtNmTLF8drPzy+/pQEAAABAnuX7ytDChQvVvXt3denSRdWrV1dUVJT8/f0VFxeX6z4mk0khISGOf8HBwdm28fPzc9qmVKlS+S0NAAAAAPIsX1eGMjIytHfvXg0aNMixzGw2q2nTptq9e3eu+6Wlpenee++VzWZTeHi4Ro4cqRo1ajhts2PHDjVp0kQlS5bUXXfdpWeffVYBAQH5aiaHC05eIasvb+3vRrqZnyO+LnnnTZ8jenFP9OKebnYv/F7OG2/6/NCLe3J1L/n5+PkKQ2fPnpXVas12O1xQUJAOHjyY4z5VqlTR5MmTVatWLZ0/f14LFixQjx49tGHDBt16662Srtwid//996tChQpKSEjQW2+9pQEDBuijjz6SxWLJc31BQSXy047H8fb+rldAQDGXfFy+Llfnqq9LYaAX90Qv7smVvfB7OXd8j7knenGdfI8Zyq8GDRqoQYMGTq/btm2rFStW6Nlnn5UktWvXzrE+awKFVq1aOa4W5VVS0nnZ7TesdLdhMl35xe6K/iwWs8d8U589e1FWq+2mfTy+Lnlzra8LvbgGvbgnI/VSGFz1e9mbvi704hpG6uVmyPpdkBf5CkMBAQGyWCxKSkpyWp6UlJTjOKCc+Pr6qnbt2jpy5Eiu21SsWFEBAQE6fPhwvsKQ3S6vDENZvL2/G8EVnx++LtfmTZ8fenFP9OKeXNULv5evzps+N/Tinjypl3xNoODn56eIiAjFx8c7ltlsNsXHxztd/bkaq9Wq/fv3KyQkJNdtTp48qXPnzl11GwAAAAC4Hvm+Ta5fv34aO3asIiMjVbduXS1atEjp6enq3LmzJGnMmDEqU6aMnnvuOUnSzJkzVb9+fVWuXFmpqamKiYnR8ePH1a1bN0nSxYsXNXPmTLVu3VrBwcFKSEjQm2++qcqVK6tFixY3sFUAAAAA+H/5DkNt27ZVcnKyZsyYocTERNWuXVvz58933CZ34sQJmc3/f8EpNTVVL730khITE1WqVClFRERoxYoVql69uiTJYrFo//79WrNmjc6fP6/Q0FA1a9ZMw4cP51lDAAAAAApNgSZQ6NWrl3r16pXjuiVLlji9Hj9+vMaPH5/rsfz9/RUTE1OQMoAbLi4uVsuXL1FycpKqVauhESNGKzw8MsdtN2xYp8mTo5yW+fn56Ysvvslx+zffnKy1a1fpmWdGqnv3x2547QAAAMifQp9NDvAUW7Z8ppkz39aoUeMUHh6p2NjlGjlymJYvj1NAQGCO+xQvXlzLlq10DBQ05TKx/dat/9HevT8rOJhxcAAAAO4iXxMoAN5sxYqlat++k9q166AqVapq9Ohx8vf31/r1n+S6j8lkUlBQsONfYGBQtm0SE0/rnXfe1MsvT5SPD+cfAAAA3AXvzABJmZmZ2r9/n3r37udYZjab1bBhY+3duyfX/dLS0tS580Oy2+2qWbOWBg4coqpVqznW22w2TZz4sh59tLfTcgAAALgeYQiQlJJyTlarVYGBzrfDBQYG6vDhQznuU7lyZU2ePFmhoRV04cIFLV/+oQYPfkJLlsQqNLSMJGnp0kWyWCzq1q1HYbcAAACAfCIMAQUUGVlXwcEldObMlSed16lTTz17dtXatas0YMBg7dv3qz7+eIUWLPgw17FEAAAAcB3CECCpVKnSslgsSk5OdlqenJysoKDs44By4uPjoxo1auno0QRJ0p49u3X2bLK6dHnIsY3VatXMme8oNna5Vq5cd+MaAAAAQL4RhgBJvr6+qlkzTDt37tDdd/9L0pXxPjt3fqfOnbvn6RhWq1UHDx5QkybNJEmtW7dVw4aNnbYZOXKYWrduq3bt2t/Q+gEAAJB/hCHgf3r06KlJk15VWFi4ateOUGzsMqWnpzuCy8SJLyskJFRPPTVUkrRgwTw1bdpYJUoE6fz5C1q2bLFOnjyphx7qJOnK1aZSpUo7fQwfHx8FBQWpUqXbbmJnAAAAyAlhCIZiNptkNuc8fqd16weVmnpOMTGzlZSUpBo1aumdd2YqNPTKs4FOnz4li8UiH58rM9JfvHheL730khITE1WiREmFhdXWvHkLVaNG9WvWkHWMnNhsdtls9gJ2CAAAgLwiDMEwzGaTSpUuKh9L7kFk4MD+Gjiwf47rVqxY5vQ6KuoVSa/kq4atW7+85jaXrTalnEsjEAEwvLi4WC1fvkTJyUmqVq2GRowYrfDwyBy33bhxnSZPjnJa5ufnpy+++MbxOiZmjrZs+UynT5+Sj4+vatWqrYEDn1ZERM7HBOD9CEMwDLPZJB+LWcNX7NaB0xdcXU6OqocWV3SPBjKbTYQhAIa2ZctnmjnzbY0aNU7h4ZGKjV2ukSOHafnyOAUEBOa4T7FixbR582YlJ1+Q3a5sM3lWrFhZI0aMUbly5fXXX38pNnaZRo4cohUr1iggIOBmtAXAzRCGYDgHTl/Q3uOpri4DAHAVK1YsVfv2ndSuXQdJ0ujR4xQfv03r13+i3r375riPyWRSSEiITCZ/2XM4n/TAAw86vR42bITWr1+rP/74PduENwCMgTAEAADcSmZmpvbv36fevfs5lpnNZjVs2Fh79+7Jdb/09HTde++9unzZqpo1a2ngwCGqWrVarh9j7drVKl68uKpXr3nDewDgGQhDAADAraSknJPValVgoPPtcIGBgTp8+FCO+1SqVFnjxr2khg3r6+jRU1q27EMNHvyEliyJVWhoGcd227d/rVdfHa9Lly4pKChYb789S6VLly7EbgC4s9xHkgMAAHiIyMi6atPmIdWuXVsNGtyhyZPfVOnSAVq7dpXTdrff3lALFy7T++8v0J13NtHLL4/T2bPJuRwVgLcjDAEAALdSqlRpWSwWJSc7h5Tk5GQFBQXl6Rg+Pj6qUaOWjh5NcFpepEgRVahQUZGRdTRu3MuyWCxav37tDasdgGchDAEAALfi6+urmjXDtHPnDscym82mnTu/U0RE3Twdw2q16uDBAwoODr7qdjabTRkZGddVLwDPxZghAADgEld7EPZjj/XSxImvKDw8QuHhEfroo2W6dCldHTp0lI+PWVFRLykkJFRPPz1MkhQTM1eRkXUUEVFLR4+e0tKli3Xq1El16tRZPj5mpaen64MP5qtFi3sUFBSslJRzWrkyVmfOJOr++x/I9WHYPAgb8G6EIQAAcNNd60HY3bt3VkZGmmJi5igxMVG1a9dWTEyMqlevJElKSkqUv7+fAgKKSZIyMtI1deokJSYmqlSpUoqIiNCKFSsUHh4uSSpa1EfHjx/V+PFjdPbsWZUuXVp16tTR0qVLVbdu7lebeBA24N0IQwAA4KbL24OwK6vowxNUWVKapPFbU6WtX19Z1WigkiW1m/G/18VbqOjDLVT5f3sekzT68yTp86///3A1H1HJmo+o5P9eHpE07ssU6cu/bfM3PAgb8H6EIQAA4DI8CBuAKzGBAgAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMKQChaGlS5eqZcuWqlOnjrp166Y9e/bkuu2qVatUq1Ytp3916tRx2sZutys6OlrNmzdX3bp11bdvXx06dKggpQEAAABAnvjkd4eNGzdqypQpioqKUr169bRo0SL1799fmzZtUlBQUI77FC9eXJs2bXK8NplMTuvnzZunJUuW6PXXX1eFChUUHR2t/v37a+PGjbrlllvyW6JHiouL1fLlS5ScnKRq1WpoxIjRCg+PzHHbjRvXafLkKKdlfn5++uKLb25GqQAAAIBXyPeVoYULF6p79+7q0qWLqlevrqioKPn7+ysuLi7XfUwmk0JCQhz/goODHevsdrsWL16swYMHq1WrVgoLC9Mbb7yh06dP6/PPPy9YVx5my5bPNHPm2+rXb4BiYj5U9eo1NXLkMJ09m5zrPsWKFdPatZsc/1auXHcTKwYAAAA8X77CUEZGhvbu3aumTZv+/wHMZjVt2lS7d+/Odb+0tDTde++9uueeezR48GD9/vvvjnVHjx5VYmKi0zFLlCihevXqXfWYOTGZPPPfRx8tVfv2nfTQQx1UtWpVjRkzTv7+/tqw4RPHNn/v78r/TQoODnb8CwoKKpTaPA29uCd6cU/04p7oxT3Ri3uiF/dUGO9JC+s9bL5ukzt79qysVmu22+GCgoJ08ODBHPepUqWKJk+erFq1aun8+fNasGCBevTooQ0bNujWW29VYmKi4xj/POaZM2fyU56Cgkrka3t3kJGRod9+26chQ55WcPD/19+8eTPt3/+L07Ks/kqU8Fd6erq6desgm82m8PBwjRw5UjVq1Ljp9buTgIBiri7hhqEX90Qv7ole3BO9uCd6cU/04jr5HjOUXw0aNFCDBg2cXrdt21YrVqzQs88+e0M/VlLSedntN/SQhS4xMVFWq1U+PkV05sx5x/KiRUto//7fdebMeZlMV4JQVn+BgWU0btxLqlathi5evKDlyz/UI488og8/jFVoaJkbWp/FYvaYb+qzZy/KarXlup5eXINe3BO9uCd6cU/04p7oxT1dq5ebIeu9c17kKwwFBATIYrEoKSnJaXlSUpLTOKCr8fX1Ve3atXXkyBFJUkhIiOMYoaGhTscMCwvLT3my2+VxYShLTrX/c1nW64iIuoqIqOtYHhlZTz17dtWaNas0YMDgm1Sxe/LUr39O6MU90Yt7ohf3RC/uiV7cE724Rr7GDPn5+SkiIkLx8fGOZTabTfHx8U5Xf67GarVq//79jhBUoUIFhYSEOB3zwoUL+vHHH/N8TE9WqlRpWSwWJSc7T5aQnJyc6+x8/+Tj46MaNWrp6NGEwigRAAAA8Er5nk2uX79+io2N1erVq/XHH3/o1VdfVXp6ujp37ixJGjNmjKZPn+7YfubMmdq2bZsSEhK0d+9ejR49WsePH1e3bt0kSSaTSX369NH777+vLVu26LffftOYMWMUGhqqVq1a3aA23Zevr69q1gzTzp07HMtsNpt27vzO6erP1VitVh08eCDPV+cAAAAAFGDMUNu2bZWcnKwZM2YoMTFRtWvX1vz58x1vxE+cOCGz+f8zVmpqql566SUlJiaqVKlSioiI0IoVK1S9enXHNgMGDFB6erpefvllpaam6o477tD8+fM9+hlDZrNJZnPeprJ47LFemjjxFYWHRyg8PEIffbRMly6lq0OHjvLxMSsq6iVVrFheTzzxlCQpJmauIiPrqEKFijp//ryWLl2sU6dOqlOnzvLxyXu+tdnsstk86DomAAAAcAMVaAKFXr16qVevXjmuW7JkidPr8ePHa/z48Vc9nslk0vDhwzV8+PCClON2zGaTSpUuKh9L3oJJ9+6dlZGRppiYOY6AGRMTo+rVK0mSkpIS5e/v5xg4l5GRrqlTJ2ULmOHh4fmq87LVppRzaQQiAAAAGFKhzyZnRGazST4Ws4av2K0Dpy/kca/KKvrwBFWWlCZp/NZUaevXV1Y1GqhkSe1m/O918RYq+nALVf7fnsckjf48Sfr86zzXWD20uKJ7NJDZbCIMAQAAwJAIQ4XowOkL2ns81dVlAAAAAMhBvidQAAAAAABvQBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGVKAwtHTpUrVs2VJ16tRRt27dtGfPnjztt2HDBtWqVUtPP/200/Lnn39etWrVcvrXv3//gpQGAAAAAHnik98dNm7cqClTpigqKkr16tXTokWL1L9/f23atElBQUG57nf06FFNnTpVDRs2zHF9ixYtNGXKFMdrPz+//JYGAAAAAHmW7ytDCxcuVPfu3dWlSxdVr15dUVFR8vf3V1xcXK77WK1WjRo1SsOGDVPFihVz3MbPz08hISGOf6VKlcpvaQAAAACQZ/m6MpSRkaG9e/dq0KBBjmVms1lNmzbV7t27c91v1qxZCgoKUrdu3bRz584ct9mxY4eaNGmikiVL6q677tKzzz6rgICA/JQnkylfm+N/vOnzRi/uiV7cE724J3pxT/TinujFPbm6l/x8/HyFobNnz8pqtWa7HS4oKEgHDx7McZ/vv/9eK1eu1Jo1a3I9bosWLXT//ferQoUKSkhI0FtvvaUBAwboo48+ksViyXN9QUEl8rwtrggIKObqEm4YenFP9OKe6MU90Yt7ohf3RC/uydN6yfeYofy4cOGCxowZo4kTJyowMDDX7dq1a+f4f9YECq1atXJcLcqrpKTzstuvq+QbwmIxe8w3wtmzF2W12nJdTy+uQS/uiV7cE724J3pxT/TinozUy81gMuX9Ikm+wlBAQIAsFouSkpKcliclJSk4ODjb9gkJCTp27JgGDx7sWGazXfnkhIeHa9OmTapUqVK2/SpWrKiAgAAdPnw4X2HIbpdbhCFP402fM3pxT/TinujFPdGLe6IX90Qv7smTeslXGPLz81NERITi4+PVqlUrSVfCTXx8vHr16pVt+6pVq2rdunVOy9555x1dvHhRL7zwgm699dYcP87Jkyd17tw5hYSE5Kc8AAAAAMizfN8m169fP40dO1aRkZGqW7euFi1apPT0dHXu3FmSNGbMGJUpU0bPPfecbrnlFtWsWdNp/5IlS0qSY/nFixc1c+ZMtW7dWsHBwUpISNCbb76pypUrq0WLFtfbHwAAAADkKN9hqG3btkpOTtaMGTOUmJio2rVra/78+Y7b5E6cOCGzOe8zdlssFu3fv19r1qzR+fPnFRoaqmbNmmn48OE8awgAAABAoSnQBAq9evXK8bY4SVqyZMlV93399dedXvv7+ysmJqYgZQAAAABAgeX7oasAAAAA4A0IQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAKFIaWLl2qli1bqk6dOurWrZv27NmTp/02bNigWrVq6emnn3ZabrfbFR0drebNm6tu3brq27evDh06VJDSAAAAACBP8h2GNm7cqClTpmjIkCFavXq1wsLC1L9/fyUlJV11v6NHj2rq1Klq2LBhtnXz5s3TkiVL9Oqrryo2NlZFihRR//799ddff+W3PAAAAADIk3yHoYULF6p79+7q0qWLqlevrqioKPn7+ysuLi7XfaxWq0aNGqVhw4apYsWKTuvsdrsWL16swYMHq1WrVgoLC9Mbb7yh06dP6/PPP89/RwAAAACQB/kKQxkZGdq7d6+aNm36/wcwm9W0aVPt3r071/1mzZqloKAgdevWLdu6o0ePKjEx0emYJUqUUL169a56zJyYTO7xz9PQi3uiF/dEL+6JXtwTvbgnenFPRunF3d6P++SnsbNnz8pqtSooKMhpeVBQkA4ePJjjPt9//71WrlypNWvW5Lg+MTHRcYx/HvPMmTP5KU9BQSXytT2kgIBiri7hhqEX90Qv7ole3BO9uCd6cU/04p48rZd8haH8unDhgsaMGaOJEycqMDCwMD+UJCkp6bzs9kL/MNdksZg95hvh7NmLslptua6nF9egF/dEL+6JXtwTvbgnenFPRurlZjCZ8n6RJF9hKCAgQBaLJdtkCUlJSQoODs62fUJCgo4dO6bBgwc7ltlsVz454eHh2rRpk0JCQhzHCA0NdTpmWFhYfsqT3S63CEOexps+Z/TinujFPdGLe6IX90Qv7ole3JMn9ZKvMOTn56eIiAjFx8erVatWkq6Em/j4ePXq1Svb9lWrVtW6deuclr3zzju6ePGiXnjhBd16663y9fVVSEiI4uPjVbt2bUlXrij9+OOPevTRRwvaFwAAAABcVb5vk+vXr5/Gjh2ryMhI1a1bV4sWLVJ6ero6d+4sSRozZozKlCmj5557Trfccotq1qzptH/JkiUlyWl5nz599P7776ty5cqqUKGCoqOjFRoa6ghceeVuA8yK+FlU/JZCvROxwIr4WRz/z8vnjV5uDnqhl8JGL/RS2OiFXgobvXhHL4UpPx/fZLfn/0LWhx9+qJiYGCUmJqp27dp68cUXVa9ePUlS7969Vb58eb3++us57vv8888rNTVV7733nmOZ3W7XjBkzFBsbq9TUVN1xxx165ZVXVKVKlfyWBgAAAAB5UqAwBAAAAACeLt8PXQUAAAAAb0AYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEA8CCXLl1ydQkAAHgNwpAbO3XqlDZu3KgPP/xQixcvdvrnSfbv35/rus8///wmVnJjnDx5Mtd1P/zww80rBF7rtddey3F5WlqaBgwYcJOruT7ffvttrutWrFhxEyu5fsnJybmu++23325iJfBW69evz3Xd1KlTb2Il1+++++7T2bNnsy1PTU3Vfffd54KKCu748eOy2+3Zltvtdh0/ftwFFRXcd999p8uXL2dbfvnyZX333XcuqMj1TPacvrpwuVWrVunll1+Wr6+vAgICnNaZTCZt2bLFRZXlX4sWLbRs2TJVrFjRafnmzZs1duxYjwsQbdu21bJly1S6dGmn5Tt37tSgQYP0/fffu6awfJg5c2aeths6dGghV3L98vqHqFy5coVcyY3TqlUrdejQQc8884xjWVpamp588klJ0rJly1xVWr5FRkaqd+/eGjlypHx9fSVdCRXjx4/Xzp07PeqPb7NmzTRp0iT961//cloeExOj6Oho7dmzxzWFFcDJkydVokQJFStWzGl5ZmamfvjhBzVq1MhFleXffffdp8aNGysqKkp+fn6O5cnJyerWrZtH/b1s2LChpk+frnvuucdp+eTJk7Vx40Zt27bNRZXlX1hYmLZv366goCCn5WfOnNG//vUv/fzzzy6qLP9q166tbdu2Zevl7Nmzatq0qX799VcXVZZ/3tTLjeLj6gKQs+joaA0ZMkSDBg2S2ezZF/C6deumfv36afny5QoJCZEkbdy4UePHj9eUKVNcXF3+1atXT0888YQWL16s4sWLS7pypuWpp57SsGHDXFxd3sycOVOhoaEKCgrK8WyXdCV0e0IY+vsZxqxeTCaT0zKTyeRRv+AXLFigxx57TCVLllTfvn114cIFPfnkk7JYLJo3b56ry8uXxYsXa+zYsfrmm280ffp0HT16VC+88IKqVKmiNWvWuLq8fOnbt6+GDRumzp07a9y4cUpJSdGYMWO0f/9+TZ8+3dXl5cnp06f19NNPa+/evTKZTHrooYf0yiuvOEJRSkqK+vTp41E/L8eOHdOuXbv02GOP6f3333f8nbHZbB531n7atGl67rnnNHv2bDVs2FCSNHHiRH322WdatGiRi6vLm7+Hz6+//lolSpRwvLbZbIqPj1f58uVdUVqBZf0d+ae0tDTdcsstLqio4HLr5dy5cypSpIgLKnI9rgy5qTvvvFMff/yxKlWq5OpSboiJEyfqv//9rz788EN9/fXXevHFF/XGG2+odevWri4t32w2m5555hmlpKQoJiZGu3bt0uDBg/Xss8/q8ccfd3V5eTJw4EB9++23at68ubp06aJ7773XY0N3eHi4br31Vj388MO699575eOT8zmesLCwm1zZ9dm3b58ef/xxDRkyRBs2bJCfn5/mzJmjokWLurq0fLt48aJeeeUVbd68WXa7Xc8884wGDBiQ4x9kd/fLL79ozJgxysjIUEpKiurWravJkyc73oC7u7Fjx+rPP//USy+9pPPnz2vatGkymUxasGCBSpUqpTNnzqh58+bat2+fq0vNs9q1a+uzzz7T1KlT9eOPP2rWrFmqW7euzpw5oxYtWnhUsJOkdevWaeLEiVqwYIFWrlypLVu2aPHixapSpYqrS8uTrN+1JpMp28k2Hx8flS9fXs8//7zuvfdeV5SXL1knbBcvXqxu3bo5hQWr1ao9e/bIbDZ7xC2/WSc3t2zZohYtWjhdRbVarfrtt99UpUoVxcTEuKpElyEMuak33nhDpUuX1sCBA11dyg3z3HPP6eeff9apU6c0bdo0tWrVytUlFVhGRoYGDRqk9PR0/fbbb3ruuefUq1cvV5eVL6dOndKaNWu0atUqXbx4UR07dlSXLl1UtWpVV5eWL4mJiVq9erVWrVql8+fPq0OHDuratauqVavm6tKu2+7du/XEE0+obt26mjNnjvz9/V1dUoHs3btXzz33nKxWq06fPq22bdvqpZde8shgd+HCBb300kv67LPPJF0Z3/Xwww+7uKq8a9GihSMsSFd+lz3zzDM6efKkPvjgA12+fNnjAsTfb8eaPn26Fi9erAkTJqhZs2Ye10uWpUuX6vXXX1dgYKAWL16sypUru7qkfGvZsqVWrlypwMBAV5dSYL1795Z05e6P+vXrO271lSQ/Pz+VL19eTzzxhG677TYXVZh348aNkyStXr1abdq0cfp74uvrq/Lly6tbt24e/fUqKMKQm7JarRo0aJD++usv1axZM9vZ7qxvaneV0z3aly9f1pQpU9SsWTO1bNnSsdwTBlLmdJb04sWLeu6553TPPffo0UcfdSz3tCsQ0pVf9KtWrdLmzZtVs2ZNffDBBx75xvv777/XqlWrtGnTJlWvXl1du3ZV165dPeKqV6dOnXK8UnL8+HEFBgY6fT1Wr159M0u7LnPnztWMGTP0yCOPaMyYMTp8+LDGjBmjCxcu6M0331SDBg1cXWKe7dy5U6NHj1bp0qX15ptvateuXZoyZYruvvtuRUVFqVSpUq4u8ZoaNGig1atXO715u3z5soYPH66EhAS9+eab6tSpk0cFiH+OgVi7dq1eeukltWvXTmvWrHH7XnK7XXzTpk0KDw93ukPE3f/2X0tqaqpKlizp6jLybdy4cXrhhRcct8Z7spkzZ+qJJ57wyJNRhYUw5Kbee+89zZgxQ1WqVFFwcLDTOpPJ5PYzyuU1EHjKWI6wsLBsl/z//jrr/57Szz9dunRJmzZt0tKlS7V//35t377do3/pnzlzRiNHjtR3332n+Pj4bJNduKO8TmohecbEFlmaN2+uSZMmOQ0Iz8zM1FtvvaUlS5Z41CDqyMhI9e3bV8OHD3ecIT5y5IhGjx6tEydO6KuvvnJxhdfWvn17DR06NNstylmB6JdfftHJkyc96vdYTgP1d+/eraFDhyo5Odnte8m6+nAtnvC3/+/mzp2rChUqqG3btpKkZ555Rp999plCQkI0b948jzxx6A0uXboku93uuOXv2LFj+ve//63q1aurefPmLq7ONQhDbqpRo0YaN26cOnfu7OpSoCu/LPLKkwaG7t69W3Fxcfr000912223qXPnzmrfvr1HnrmTpF27dikuLk6bNm1SlSpV1KVLFz3yyCMecWXIWyUnJ+d628WOHTvUuHHjm1xRweVWr81m0/vvv68hQ4a4oKr8efPNN7Vv374cxwVcvnxZw4YN05dffun2ASIvzpw5o4MHD3rU95g3admypaZNm6bbb79d27dv17PPPqu3335bn376qU6cOKEFCxa4usQ8y88JqPyc2HKFJ554Qvfff78effRRpaam6sEHH5Svr6/Onj2r559/Xo899pirS7zpmE3OTfn5+en22293dRn4H08KOHkxb948rV69WmfPnlX79u21dOlSjz1Ld/r0acfYp9TUVLVv317Lly9XzZo1XV1agV2+fFkHDhxQYmKiJCkkJETVqlVzul/dU/wzCF2+fNlx26+nvUnNrV6z2ewRQUiSRowYkeuDe318fPTuu+/q1KlTN7mqwhEcHJztzgpPkvVMu1tvvdXFlRTMmTNnVLZsWUnSf/7zH7Vp00bNmzdX+fLl1b17dxdXlz/FixfXv//9b5UoUUKRkZGSroyFPH/+vFq1auVRk8Hs3bvXcbvl5s2bFRwcrDVr1mjz5s2aMWMGYQjuo0+fPvrwww/14osvurqU65KcnKy4uDj98MMPOnPmjKQrf6Dq16+vLl26eNxAvYyMDH3++efZ+mnQoIHuu+8+p9lZ3Nn06dNVrlw5tWnTRiaTKdcxKJ5wf/q9996rMmXKqFOnTmrZsqV8fHxks9myjfPyhLBns9kUHR2tZcuW6fz5807rSpQooZ49e+qZZ57xiCtdX331lcqUKaNatWo5rpysWLFCZ86cUUhIiHr16uWxM8r905kzZ7RixQqPuH3Rx8fnqrfAZs325UnOnDmjqVOnKj4+XsnJydlmMPOkq1w2m03vvfeeFi5cqLS0NElSsWLF1K9fPw0ePNgjfvazlCxZUidOnFDZsmX19ddf69lnn5V0ZWpnq9Xq2uLyKSgoSG3atFFUVJQsFoukK2O7o6KiVKxYMY0dO9bFFebdpUuXHFPpb9u2TQ888IDMZrPq16/vcVPR3yiEITe1Z88effvtt/rPf/6jGjVqZJtAwd0vw0pXenjyySfl7++vpk2bOgbsJiUl6cMPP9T8+fM1f/581alTx7WF5tHhw4fVv39/nT59WvXq1XPcn/7rr79qxYoVuvXWWzVv3jyPmPUn64GKv//+e67beMqbVKvVquPHj+u9997T+++/L0nZ3gx5yliuadOmafXq1XruuefUvHlzx1ntM2fOaPv27YqOjlZmZqZGjx7t4kqvbfLkyXrttdckXbkSuXjxYg0ePFhVq1bVn3/+qblz50qSV8yYeebMGc2aNcvtw1B+nuvmCSdCsjz//PM6ceKEnn76aYWGhrq6nOvy9ttva+XKlXruueccd4fs3LlTM2fOVEZGhkaMGOHiCvPugQce0KhRo1S5cmWdO3dOd999t6QrfzM94e/k38XFxWnZsmWOICRJFotFffv21aOPPupRYahSpUr6/PPPdf/992vbtm3q27evpCvvzTx5rPD1IAy5qZIlS+qBBx5wdRnX5bXXXtODDz6oqKiobG+s7Xa7XnnlFb322mv66KOPXFRh/rz66quqWbOm1qxZk+0XxoULFzRmzBhNmDDBI+boX7JkiatLuGE86eny17J27Vq98cYbatGihdPyChUq6JFHHlG5cuU0duxYjwhDx44dU7ly5SRJ69ev16uvvqo2bdpIku6++25VrlxZkydP9ogwdK1n7hw8ePAmVXJ9fvnllzxt5yknQrLs3LlTy5YtU+3atV1dynVbvXq1XnvtNadZVsPCwlSmTBlFRUV5VBgaN26cypcvrxMnTmj06NGOqxGJiYkedyuW1WrVwYMHsz164uDBg7LZbC6qqmCGDBmiUaNGacqUKbrrrrscM3pu377dK36GCoIw5KbycwbPXe3bt09TpkzJ8Q+ryWTS448/7lHP59i1a5c+/vjjHM+cFC9eXMOHD/e4+6C9gafd0nM1Fy9evOqZ7ZCQEKWnp9/EigquVKlSOn36tMqVK6fk5ORsZ4Jvu+02jxmbkjXteU7zDf19Jkl3500nQf6ubNmyOX5tPFFKSkqOz3qrWrWqUlJSXFBRwfn6+qp///7ZlmddifAknTt31gsvvKCEhATH3Sx79uzR3LlzPW6iqwcffFB33HGHEhMTnW4fb9KkiUc///F6EIZQaIKDg/XTTz/l+vDLn376yaMGt5YoUULHjh3LdWD+sWPHVKJEiZtc1Y1x6tQpffTRRzp8+LBCQ0M98qGle/bs0e7du7ON5cp6uKQnaNy4sd544w29+eab2cbTJScna9q0aR4z6cD999+v2bNna9asWbrvvvu0bNkyTZw40REaPvzwQ485C1mqVCmNHj1aTZo0yXH9gQMH9NRTT93kqm6Mw4cP68iRI2rUqJH8/f09Jtj93fjx4zV9+nRFRUWpQoUKri7nuoSFhWnp0qXZxgt76iQ3a9as0UcffaSEhAR99NFHKl++vD744ANVqFDBo954jx07VsHBwVqwYIHTxDb9+/fXE0884eLq8i8kJERpaWnavn2742e/Tp06Hvezf6MwtbYbye2hiznxhIcuZj1B+5FHHlGTJk2cxj/Ex8fr448/1pgxY9SzZ08XV5o30dHRWrp0qZ5++mndddddTv18++23ev/999WrVy8NGzbMxZVeW7169fSf//xHgYGBOnDggHr06KHAwEDVrl1b+/fv14kTJ7RixQqP+OOblJSkYcOGadeuXSpXrpxjLFdSUpKOHz+u22+/Xe+++67TM0jc1YkTJzRw4EAdPHhQNWvWdOpl//79qlatmubMmeOYocmdnT9/Xn379tX58+dVv359bdq0ScHBwbrtttt0+PBhpaSkKCYmRvXq1XN1qdfUv39/3XHHHXr66adzXL9v3z516tTpmrfTuZOzZ8/q2Wef1X//+1+ZTCZ99tlnqlixosaNG6dSpUrp+eefd3WJV9WoUSOnv5dpaWmyWq3y9/fPNuvijh07bnZ5BbZjxw4NGjRIZcuWVf369SVJP/zwg06cOKF58+apYcOGri0wH5YtW6YZM2bo8ccf1+zZs7V+/XpVrFhRq1at0urVqz32SuWFCxckyWPH13j6z35hIAy5EW986OLGjRv1wQcfaO/evY7ZYywWiyIiItS3b1/Hw9g8xdy5c7V48WKdOXPG8YfYbrcrODhYjz/+uAYMGODiCvPm7w8pfPrpp2Wz2TRz5kzHTGyjRo1SWlqaZs+e7epSr+mZZ57R6dOnNXny5Bzv5x4/frxCQ0M1Y8YMF1WYPzabTV9//bV+/PHHbDMwNm/e3KNmk8rMzNTKlSv1n//8RwkJCbLZbAoNDdXtt9+uRx991GOmDP73v/+ttLQ0dezYMcf1KSkp+uKLLzzqtt8xY8YoKSlJkyZNUps2bfTJJ5+oYsWK+vrrr/X6669rw4YNri7xqvJzQtCTvi7SlSv1y5Ytc4xFq1q1qh577DGVKVPGxZXlT9u2bTVy5Ei1atVKDRo0cHyP7d+/X71799Z///tfV5eYZwkJCbJarY6JoLIcOnRIPj4+HnVF0tN/9guFHbgJMjIy7KdOnbKfOnXKnpGR4epyrtuRI0fsu3btsu/atct+5MgRV5eTb7Vq1bKfOXPGbrfb7ffcc4/9u+++c1q/d+9ee7NmzVxRWr7Vr1/fvnfv3lzX//TTT/b69evfxIpQEN9//739r7/+cnUZhtG0aVP7r7/+arfbr/wMZf0eO3LkCD8vuCHq1KljP3r0qN1ud/4e+/PPP+116tRxZWn51rNnT/uqVauyLV+zZo29V69eLqio4PjZz44xQ27qhRdeUIcOHXTnnXe6upQbwtfXV6VLl3b839NVrFhRFStWdHUZBWYymRxXtsxmc7bL/SVKlFBqaqorSss3Pz8/x20LObl48aLHPP8pizeMf8qvAQMGaO3atR79c5Xl9ttvd/te0tLS5O/vn235uXPnPO7n5e8yMzN17NgxBQUFeewYztTUVK1cuVJ//PGHJKlGjRrq0qWLx/VToUIF/frrr9kmufn66689bkzqL7/8okmTJmVbXr9+fU2cONEFFRWct/7sXw/CkJtKTk7Wk08+qcDAQLVt21YdO3b0iPEb/7R9+3Z98MEH+uGHH5zus61fv7769eunpk2burjC/Dlw4IA+/PDDHB8i26tXL1WvXt3FFeaN3W5X69atZTKZlJaWpt9++83p++vIkSMeM7lF27Zt9fzzz2vcuHFq0qSJI9hduHBB8fHxmjJlih566CEXV5k3Vxv/NGXKFI8a/5Rfdi+6Y9sTemnYsKHWrFnjeBCmdOUWzfnz53vMSbh58+apd+/e8vf3l9Vq1bRp07RkyRJZrVaZzWZ16NBBEyZM8KgTcD/99JOefPJJ3XLLLY6THwsXLtT777+vBQsWKCIiwsUV5l2/fv00YcIEZWRkSLpykmf9+vWaO3eu4xlknsJkMunixYvZlp8/f97jHiDrDT/7NxpjhtxYSkqKNm3apPXr1+v7779X1apV1b59ez300EMecX/q6tWr9eKLL6p169Zq3ry50xu77du3a/PmzXrttdfUqVMn1xaaR1u3btWQIUMUERGRYz979+7Ve++9l+0ZMe7on/fbV6lSxTFYV5JmzZql1NRUj3jwYkZGhiZNmqS4uDhZrVbHG5/MzExZLBZ17dpV48eP94gzXt42/ik//j6mwNN5Qi/79+9X3759FR4erm+//VYtW7bUgQMHlJKSouXLl6tSpUquLvGaateurW3btikoKEgxMTGaM2eOxo4dq3r16umXX37R66+/rn79+nnMWE5Jeuyxx1S5cmVNnDjR8bD1y5cv68UXX1RCQoKWLl3q4grz55NPPtHMmTN15MgRSVJoaKiGDRumbt26ubiy/Hnqqad0yy236K233nI8eNVqtWrEiBFKS0vT/PnzXVxh3nnDz/6NRhjyECdPntT69esVFxenw4cP5/nhea7UunVr9enTJ9fZ4pYuXapFixbps88+u8mVFUyHDh103333afjw4Tmuf/fdd/XZZ59p3bp1N7kySFeuBP38889OV+wiIyM9asafBg0aaOnSpQoPD89x/c8//6zevXtr9+7dN7mywucJASKvPKWX8+fP68MPP9S+ffuUlpam8PBw9ezZ86rPunInf58I5uGHH1aPHj30yCOPONZ/8sknmjt3rtavX+/CKvOnbt26Wr16dbbbyA4cOKAuXbroxx9/dFFl1yc9PV1paWkee1X7wIED6tmzp0qWLOmY0e/777/XhQsXtGjRolwfueGuPP1n/0bjNjkPkJmZqZ9//ll79uxx3AvtCY4fP57rczmkKw/4mjp16k2s6PocOnRI7du3z3V9u3btNG/evJtY0Y1htVp19uxZmc3mbM+28STFixfXXXfd5eoyros3jn+C+ypRooQGDx7s6jKuS9bYx+PHj6tBgwZO6xo0aKCjR4+6oqwCK168uE6cOJEtDJ04cULFihVzUVUF06dPH82cOVMlS5ZUkSJFVKRIEUlXTlw9/fTTWrx4sYsrzLvq1avrk08+0dKlS7Vv3z75+/urY8eO6tWrl2M8tKc4fvy4ypYtm+PP/vHjx1WuXDkXVOVahCE39u2332r9+vX67LPPZLPZdP/992vOnDke84avRo0aWrlypcaMGZPj+ri4OI8ZYyNJ5cuX19atW3N8Orh05TY6T/ol8uWXX2revHnas2ePLl++LEkqVqyY7r33Xo0YMcKjevnjjz/0ww8/qH79+qpWrZr++OMPLV68WBkZGerQocNVQ7k78abxT/nlTQ/785ReUlJSnAbqV69eXZ07d/aoN3exsbEqWrSofH19lZKS4rTOE08etG3bVi+88ILGjh3rCHe7du3SG2+8oXbt2rm4uvzZsWOHMjMzsy3/66+/tHPnThdUdH3KlCmjkSNHurqM63bfffc5bi/9u7Nnz+q+++7Tr7/+6qLKXIcw5KZatGihlJQUtWjRQhMmTFDLli097pf62LFj9dRTT+nrr79W06ZNncbYxMfHKyEhQXPnznVxlXn3zDPPaNSoUfrvf/+rpk2bZnuI7Ndff63p06e7uMq8WbNmjSZMmKBHHnlEDRs2VFxcnB5++GGVK1dOGzduVOfOnbVixYpsz1RwR1999ZWefvppFStWTOnp6Zo5c6bGjh2rsLAw2Ww29e/fXzExMR4RiMaNGyebzaYRI0bkOv5p7NixLq6ycHjTHdue0Mt3332np556SiVKlFBkZKQkacmSJZo1a5Zmz56tRo0aubjCaytXrpxiY2MlXbmqunfvXqe6//vf/6pKlSquKq9Ask4ejhkzxjEw38fHR48++qhGjRrlytLy7O8PHz5w4IASExMdr7Oeo+Zpz0ySvGeWP7vdnuMJm7S0NN1yyy0uqMj1GDPkpmJjY/Xggw+qZMmSri7luhw9elTLly/Xjz/+6PiFGBISovr166tHjx4eMRHE3+3atUtLlizRDz/8kK2fPn36ZLtNw121adNGw4YNczz09qefftLQoUP15ZdfymQyacSIEcrMzMzXg4BdpUePHrrzzjs1YsQIbdiwQVFRUXr00Uc1YsQISdL06dO1d+9eLViwwMWV5p03jH/K4i0PK8zMzFSbNm00Z86ca04L/P3336tu3bpufQKrffv2ql+/vl599VWnAeFRUVHavXu3V4x9/OGHH+Tn55frGDx3lp6e7ph0oFKlSo5bzDxBWFiY00PJ/8nf318vvviiunbterNLK7CcZvn76aefdOnSJY+Z5W/KlCmSpMWLF6tbt25O31NWq1V79uyR2WzWihUrXFWiyxCGAAOqV6+eNmzY4PRGNCIiQl988YXKlCmjPXv2qH///vruu+9cWGXe3HHHHVq1apUqV64sm82mOnXq6OOPP3a8Adq/f7/69eun7du3u7jSgsvtTJ4n6NWrl7p06aKHH37YafnatWu1cuVKLVmyxEWV5V+LFi30wQcfeNwzUnJSt25drVmzJsdZCzt16qQ9e/a4qDJkOXHihCSpbNmyLq4kf44dOya73a5WrVrp448/dhqL6uvrq6CgIEcA9xTeMMtf7969JV25Kly/fn2nKef9/PxUvnx5PfHEEx5xR8iNxm1ybuynn37Sp59+qhMnTmS779YTzthnsVqtTr/49uzZI5vNpvDwcLc+c+rNypcvr59//tkRhvbu3SuTyeS49a9UqVKOcUSe4O8PkPXz83O6baFYsWI6f/68q0q7IerUqaO1a9d65Jtwb3pYYc+ePTVv3jy99tprjjdEnio8PFwHDx7MMQx52jPtTp48qRIlSmSbYCAzM1M//PCDR9zyl+Xy5cuaOXOmlixZorS0NElS0aJF1atXLw0dOtQjnpmU9ZDVv98udzUDBw7Ua6+95tYzmf38889OQUi6cvvik08+qS5duriwsrzLOvE0btw4vfDCC9e80+DkyZMKDQ2V2Wy+GeW5lGf/NvdiGzZs0NixY9W8eXNt27ZNzZs3159//qmkpCTdf//9ri4vT44dO6Zhw4Zp3759atq0qd555x0NGzZM8fHxkq48nXrevHkedU/31q1b9dlnn6lUqVLq0qWL05vTlJQUDRs2zCNmyOnZs6defPFF/fTTT7rlllv08ccfq2PHjo7Q+uOPP3rM2aHy5cvr0KFDjmcjfPTRR05nUk+cOKGQkBBXlZcvWbcx/JPVatXcuXMdA9s94flPWbzpYYU//fST4uPjtW3bNtWqVSvbrUvufpLq729O+/Tpo0mTJunw4cOqV6+epCs/90uXLvWYsSmnT5/W008/7TiZ89BDD+mVV15xhKKUlBT16dPHowaET5w4Uf/+9781evRox7PffvjhB82cOVPnzp1TVFSUawssBN99953++usvV5dxVd40y19uf2f+qW3btlq7dq3bPyLgRiAMuanZs2dr3Lhx6tmzpxo0aKAXXnhBFSpU0Msvv+wxb+ymTp2qYsWKadasWVq7dq0GDBggHx8fbd26VSaTSePGjdO0adM0a9YsV5eaJ+vWrdPYsWPVokUL/fnnn/rwww/12muvqUOHDpKunIX0hNvKpCthyGQy6ZNPPlFGRoY6d+6sp59+2rG+bt26mjZtmgsrzLtHH31UNpvN8fqfz3v46quvPGYGxkWLFiksLCzbgFy73a4//vhDRYoU8bjb5Ro1aqQ5c+Zke1jh3Llzdccdd7i4uvwpWbKkWrdu7eoyCqxTp04ymUxO4zjefPPNbNs999xzjvGE7mz69Okym82KjY3V+fPnNW3aNPXp00cLFixQqVKlJHnGZBZ/t379er311lu65557HMvCwsJUtmxZjRw50ivDkCfwpln+8srTfnauix1uqV69evaEhAS73W63N27c2L5v3z673W63HzhwwN6sWTNXlpZnd911l/2XX36x2+12e2pqqr1WrVr27777zrH+559/tjdt2tRV5eVbx44d7YsWLXK83rBhg71+/fr22NhYu91utycmJtrDwsJcVV6hWrdunf3ixYuuLsPrzZkzx96yZUv7N99847Q8PDzc/vvvv7uoquvz+++/2xs3bmxv1aqV/fnnn7c///zz9latWtnvuusu+2+//ebq8gzl6NGjef7nCZo3b27/8ccfHa//+usv+6BBg+wdO3a0nz171iN/J9911132AwcOZFt+4MAB+5133umCigpf/fr17UeOHHF1GVf1119/2SdOnGiPiIiwh4WF2cPCwuyRkZH2SZMm2f/66y9Xl1coPOHrcqNwZchNlSxZ0nFrSWhoqH7//XfVqlVLqampSk9Pd3F1efPXX3857kktVqyYLBaL0z2qxYsX95heJOnw4cO69957Ha/btm2rwMBADR48WJcvX/aY2xcL4uWXX1a9evVUtGhRV5fi1QYOHKi77rpLo0ePVsuWLTVy5EiPGCNwNd70sELpypiOHTt26MiRI3rooYdUvHhxnTp1SsWLF3f722WyxnJ4iwsXLjjNuOrn56eZM2dq+PDh6tOnT45Xvdxdz5499d5772nKlCmOMbUZGRl6//331atXLxdXZ1x+fn568cUX9dxzz3nsLH/IHWHITTVq1EjffPONatWqpQcffFCTJk3St99+q2+++cYjnpciXZmDPy4uTs8++6xWr16t0qVLa8OGDY7BuevXr/eYcSnSlUCXlJTkdP/sXXfdpTlz5mjQoEE6efKkC6srXHY3v1z+8ccf6/vvv1fjxo3VpUsXbdy4Ue+++64yMjLUsWNHPfPMM64uMc/q1q2rVatWacKECerSpYumTZvmcbfG/ZO3PKzw2LFjevLJJ3XixAllZGSoWbNmKl68uObNm6eMjAxNmDDB1SXm24EDB3T8+PFsk/Tcd999Lqoo7ypUqKDffvvN6e+Ij4+PoqOjNXz4cD311FOuKy4fhg4d6vT6m2++0d133+34W7lv3z5lZmZ6zN9+b1akSBHVqlXL1WXgBiMMuamXXnrJMaBw8ODB8vX11a5du/TAAw9o8ODBLq4ub4YOHaohQ4Zo/vz5MpvNiomJ0Ysvvqhvv/1WZrNZP/30k8eMS5GuvEn96quvHINaszRu3FizZ8/2mD+83uaDDz5QdHS0mjdvrrffflunT5/WBx98oL59+8pqtWrhwoUqU6aMHnnkEVeXmmfFihXT1KlTtWHDBvXr18/jJhr4u2uNo/Okmb4mTZqkyMhIrV27Vnfeeadj+f3336+XXnrJhZXlX0JCgoYMGaL9+/c7jSPKCt6eMOnA3XffrdjY2GzjuLIC0bBhwzziJNU/xwj+sx9Pm1rbG6WlpWnu3Ln69ttvlZSU5DROVZK2bNniosoKj6efhMsPwpCbmjx5su688041atRIlSpV0sCBA11dUr61aNFCGzdu1N69exUREaEKFSpo6dKlWrp0qS5duqQRI0Z4zMB2Serbt692796d47o777xT77//vtauXXuTq8JHH32kCRMmqH379vrll1/UrVs3vfrqq+rWrZukK1clli9f7lFhKEu7du10xx136Oeff1a5cuWyrfeEqU+znm3xd3//I+sJb7qz7Ny5U8uXL8/2SIDy5cvr1KlTLqqqYCZNmqQKFSrogw8+0H333aeVK1fq7Nmzmjp1qsaOHevq8vJkxIgRunTpUo7rfHx89O6773rE1yWvs3t5q6eeesox4YW7evHFF7Vjxw517NhRISEhhggK7n5HyI1EGHJTvr6+mjt3rl544QWVKVNGjRo1coQjT7q1rEKFCk4P9gwODtbw4cNz3Hbu3Lnq0aOH0z3g7qRx48Zq3Lhxruvvuusup3Dn7v14i+PHjztmJQsPD5fZbHa6ete4cWO98cYbLqru+t1666269dZbc1znCVOf/vPKUGZmpn799VdFR0drxIgRLqqqYGw2W7YzwtKVUOru44X+affu3Vq0aJECAwNlNptlMpnUsGFDjRw5Uq+99prWrFnj6hKvycfH56rPSvHx8XEaJ3X77be7/c+L5Nnj0v7p0KFD+u9//5vj1ZSs2wMHDRrkitLy5auvvtKcOXM8bgbM67Fx40a3fvbTjUQYclNZDyk8deqUvvvuO+3YsUMLFixwTK391VdfubjCG2/27Nlq06aN14QHb+vHXfn7+ztNxBEYGJhtogdPeoBsfnjCmbt/3gIkSc2aNZOvr69ef/11rVq1ygVVFUyzZs20aNEip4fFXrx4Ue+++67TVMiewGazOd5YBwQE6PTp06patarKly+vP//808XVFQ5P+HnxpnFpsbGxevXVVxUQEKDg4GCnqykmkynbWCl3VrJkSY+c8CUneb3lz0i3ZxKG3FzWD2CpUqVUsmRJWSwWBQYGurqsQuEJf6jyw5v6KV++vNOTt91J1apV9dtvvzkehrd161an9QcPHnS6Ogn3EBQU5HFvup9//nn1799fbdu2VUZGhkaNGqVDhw4pICBAb731lqvLy5caNWrot99+U8WKFVWvXj3Nnz9fvr6+io2NdfsrJ97Mm8alvf/++3r22Wc98jb/fxo+fLiio6M1depUj59Bzoi3/F2Le767gd566y3t2LFDv/zyi6pVq6ZGjRppwIABatSokdvfWwvPkTVWICAgwGl5amqqHn74YccZovXr17uivDwZNWrUVaf8Pn78uEeOF/IW+/bty7bs9OnTmjdvnmO2LE9x6623au3atdq4caP27duntLQ0de3aVe3bt5e/v7+ry8uXwYMHO66oPvPMMxo0aJB69uyp0qVL6+2333ZxdcblTePSUlJS1KZNG1eXcUMsXLhQR44cUdOmTVWhQoVsJwdXr17tosryz4i3/F0LYchNzZ07V4GBgRo6dKjuv/9+ValSxdUlwQsdO3YsxzEQGRkZHvOH91q/0Hv27On0ev369WrZsiXPTLpJOnXq5DRbWZb69es7bgf2FN99950aNGigDh06qEOHDo7lly9f1nfffedRM+O1aNHC8f/KlStr06ZNOnfunEqVKsWZYhfypnFpDz74oLZt26ZHH33U1aVct1atWrm6hBvGm275u1EIQ25qzZo12rFjh2OskK+vr2MAf+PGjQlHuC5/nwb066+/dhrXYbPZFB8f73UPaMziTQ+Q9YQ3rf+cctZsNiswMFC33HKLiyoquD59+mjbtm0KCgpyWn7+/Hn16dPHo2bGy4m3v0HyhJ8XTx+XtnjxYsf/K1eurOjoaP3444+qWbNmtqspffr0udnlFVhexzd5wsk2b7rl70YhDLmpsLAwhYWFOX5Z7Nu3Tx988IEmTJggm83m8X904VpDhgxx/P/55593Wpc1A9M/l3sLbxrL5Qm9eFOottvtOb6hPnfunEe8qcjPgPWZM2cWYiWu4Qk/L54+Lu2DDz5wel20aFHHid2/M5lMHhWG8spdT7ZlXaHP8n/t3X1czff/P/DHaV1QUiIXSyTWlRiWq4ptpXzUssLsY0gWzSTJhGJNRLkOhSlsiEYILRej7auSpM3kohqiKE2h5CTpnN8f/TqfjpOt0ul13u/zvN9un9vHeb/74/FadTrP9+viee/ePV4s+WspVAwpKLFYjBs3buDSpUtIT0/H77//joqKCpiamnJqKUZTWFlZcfJp8Zso8njq9nHY2dnh8OHDMnuGCFuPHz9+40EpOTk5kg7oXDn69OrVq0hPT8fjx49llgAFBAQwStV4dUWEQCDA4sWLpfZz1NTUICcnBwMHDmQVr9EaOtmPDyIiIuDp6SlTkL548QLR0dGS719UVBS6dOnCImKj1e1L+/nnn5GTk8O5fWlJSUmsIzClqAU3n5b5yQMVQwpqyJAhEAqFMDU1xZAhQzBx4kRYWVlx8phmd3d3DBkyROapZFlZGXx8fCTT6lFRUSziNRlfxlNdXQ1DQ0OUlZVRMaRgXFxcsHLlSnz00UdS13fu3IlNmzbh6tWrALhx9On27dsRHh6OXr16oVOnTlL3uLBsCfhfESEWi6GlpSX1oVRNTQ0DBgyQNPlVZM1p7pmZmYl+/frJbOhXJJGRkZg0aZJMMVRZWYnIyEjJe7WVlRWLeE2mqqqKTz/9lHUMwiNcOsacBSqGFNTatWthZWX1jw3luOLSpUvIzc3FjRs3sG7dOsn0cXV1tUxDRi7gy3jU1NSQk5PDOgZpgIeHB3x8fDBu3DgEBASgrKwMCxcuRG5uLtavX886XpPs2bMHq1atwrhx41hHaba6IsLAwABffvmlwi2BkaeZM2cqfKPSNy1fzM7O5sTpq6/vq/sn9vb2ckzSsnx8fNCvXz+Zo7WjoqKQlZWFzZs3M0qm3K5evQqxWIz3339f6vqff/4JFRUV9OvXj1EydqgYUlCvPxHmuh9++AFBQUH4/PPPsW3bNs73feHLeMaOHYu4uDgsWLCAdRRSz8yZM2FjY4OFCxdi7NixKCsrQ//+/XH8+HHo6+uzjtckKioqGDRoEOsYLUIZn64q6rIfABg8eDAEAgEEAgFGjx4tVRDV1NRAKBTiv//9L8OEjVN/DyeABk9frBsbl/YLZ2RkNPg7M3LkSOzevZtBIgIAy5cvx4wZM2SKoeLiYkRFReHQoUOMkrFDxRBpFfr6+ti3bx8CAgIwYcIEbNq0SdIkk4v4Mp6amhocOHAAFy5cgKWlpcwyEy7s52gqRW4gW1+PHj3w3nvv4cyZMwAAJycnzhVCADBt2jTExMRgyZIlrKM0i5ubG3744Qfo6OjIbEJ+nTJuPGYpMDAQYrEYgYGB8PHxkdoTpaamBgMDA07s5arfi+vChQtYt24d/Pz8JNn/+OMPhIeHY/78+awiNotQKISamprMdVVVVVRUVDBIRADg9u3b6Nu3r8x1c3Nz3Lp1i0Ei9hT/EwHhvLoPD+rq6li/fj22bt2KGTNmYObMmYyTNQ+fxpObmwsLCwsAQF5entQ9ruznqMOHBrJ1MjMz4e/vD11dXRw/fhy///47VqxYgf/7v/9DcHAwJ5b+1PH09ISXlxdGjRqFPn36yBSiin5qmb29vWS/DG1CVixubm4AgO7du2PQoEGceMjxb1atWoVly5ZJ7W8aMWIE2rZti2+//RYnT55kmK5pTExMkJiYKDM7lJiYiD59+jBKJV9ceNimrq6OkpISmaWvjx49Uvjs8qKcoyat6vXp/tmzZ6N3796cPbqZT+PZu3cv6wgthg8NZOtMmzYNHh4e8PX1hZqaGnr37o2hQ4fC398fLi4uOH/+POuIjRYSEoL09HQMHToUurq6nCuy63+Q41OvET7R0tLC7du3Jacsnj17FkeOHEGfPn0wZ84chT784XX5+fkNHpTUrl07PHjwgEGi5ps9ezZ8fHxQUFCAYcOGAQDS0tLw888/Y9OmTYzTNQ2fHrbZ2Nhgw4YN2Lp1q2Q2tby8HBs3boS1tTXjdGxQMUTk7ty5czJvIKNHj0avXr1w/fp1Rqmaj2/jAWp7DuTn52Pw4MFo06bNGzckKyI+NpDdtWsXhgwZInWtR48eOHDgALZt28YoVfMcPXoUW7Zs4d0+yH+iqL1GmoML7wNBQUHw8vKCqakpCgoK4OfnB0dHR5w6dQqVlZWcWqLZr18/hIWFYc2aNZLTF0tKSrB27Vr079+fcbqmsbOzQ2RkJLZv347Tp09DQ0MDpqam2L17t8z7m6Lj08O2RYsWYfLkyfj4449hbm4OoHapZseOHbFmzRrG6dgQiBV5dyQhRK6ePHmCefPmIT09HQKBAGfOnIGhoSECAgKgo6PDidkuMzOzN96r30D2448/bsVUpM7HH3+M6OhoTu6pa66BAwfi+PHjCn0CW2NxYSwffPABjh49ih49emDHjh1IT0/Hzp07kZmZifnz5+P//u//WEdstHv37mHOnDnIy8uTHJ1fVFQEIyMjREZGomfPnowTKpe6h23e3t4ICwtr8GFbamoqTp8+zSpiswiFQpw4cQLZ2dlo06YNTE1N4ezs3OAeL2VAM0NE7oRCIXbs2IGLFy+itLRU5ulKU44VVQR8Gk9oaChUVVXx22+/YcyYMZLrTk5OCAsL40QxxLcGsr/++iuuXr0KW1tbfPDBB0hLS8OuXbsgEong6OiIzz//nHXEJpkzZw62bNmC0NBQmQM6CDsFBQWoqamBkZGR1PW7d+9CVVVVckLmH3/8wSBd04jFYsn7cFpammQWslu3bnjy5AnDZE3Xs2dPHD9+HKmpqbhz5w4AoHfv3rC2tubELN3rysvLcfr0aRQUFODLL7+Erq4url+/jk6dOil8A1zgfyf91TVcrq/+wzau0dTU5NzfEnmiYojI3dKlS3Hp0iV8+umn0NfX5+Qben18Gk9qaip27tyJrl27Sl03MjJCYWEho1RNx5cGsrGxsVixYgVMTU2xZ88eBAUFITg4GE5OTlBRUcGqVavw4sULTJs2jXXURtu7dy/y8/NhbW2N7t27y2zQpRPY2AgICMD48eNliqE///wTcXFxnNpPaGlpiW3btmH48OHIyMjAsmXLAAD379+XafTLBQKBALa2trC1tWUd5a1kZ2dj+vTp0NbWxoMHD/DZZ59BV1cXZ86cQVFRESeWZNV/2BYXFwc9PT3GiVpGfHw8fvrpJxQUFOCnn36CgYEBfvjhB3Tv3l0pD4qhYojI3fnz5/H999/jgw8+YB2lRfBpPEKhEG3atJG5/vTpU05tOuZLA9m9e/fiu+++w8SJE3Hx4kV4eXlJ1ncDwIABAxAdHc2pYkgZ/7BywY0bN7By5UqZ6wMGDMCKFSsYJGq+wMBA+Pv74+zZs5g1a5ZkKdnp06c5cbT26y5duoRdu3bh9u3bAGpnhmbMmCF1whwXhIWFwc3NDQsXLpT6Pnz44Yec622XlJQkc628vLzBwy4U3f79+7F582ZMmzYN27Ztk8yqtm/fHj/++KNSvmdTMUTkrn379tDV1WUdo8XwaTxWVlaIj4/HvHnzJNdEIhGio6MxdOhQdsGagQ8NZO/fvy95Gjxs2DCIRCIMHjxYcn/IkCFYvnw5q3jNooyNSrlAIBDg+fPnMtefPXuGmpoaBomaz8zMDCdOnJC5vnDhQqioqDBI1HzHjh1DYGAgHBwcMHXqVAC1R+17eHggNDQULi4ujBM2XlZWVoPvV126dMGjR48YJGq+HTt2oHv37nBycgIAzJ07F2fOnIG+vj6ioqL+ce+qotm3bx9CQkIwatQo7NixQ3Ld0tISq1evZpiMHSqGiNz5+vpi06ZNWL16NS/2DPBpPP7+/vDw8MC1a9dQXV2NtWvX4tatWygrK8OBAwdYx2sSPjSQ1dXVRWFhId59910UFxfj1atXKCoqgomJCQCgsLCQUz2G6tTtG8jPz4enpyfn9g00FRd6jQwePBjff/89NmzYgHfeeQdA7e/Qjh07ODnr3dDP2K1btzj3M7Z9+3bJ+3Idd3d37N69G1u3buVUMaSurt5gc9W7d+9ybrlZbGws1q1bB6B2eXlaWhqio6Nx8uRJrFmzBrt27WKcsPHu378vOUWuPnV1dVRWVjJIxJ5iv1sTznq9U/u9e/c4vWeAb+OpY2JiglOnTiEmJgZaWloQCoVwcHDA5MmT0blzZ9bxmoQPDWTt7e2xZMkSuLq6IikpCa6urggLC4NAIIBAIMCaNWtgY2PDOmaTvL5vYOLEiZzbN9BUXOg1smDBAkyePBn/+c9/JMuvLl++jIqKCvz444+M0zVNdnY2PDw80L59e87/jBUUFDR48qWdnR02bNjAIFHz1R2tHR4eLrlWWFiIdevWwdHRkV2wZigpKZGc7vfrr79izJgxsLW1hYGBASZOnMg4XdN0794dN2/elGk5kZycrFSnftZHxRCRC76tOeXbeOrT0NCAjY0NzMzMJGuHs7KyANR+OOcKLm34fpMFCxaguroaiYmJGDhwIJYuXYq9e/di9uzZePXqFQYPHoxvvvmGdcwm4fq+gcGDBze6mL506ZKc07ScPn364Pjx44iJiZEcr/vpp59iypQpnFsGHBYWhnHjxnH2Z6y+bt26IS0tTeYI7QsXLkg+jHPF4sWLMXfuXFhbW6OqqgpTp05FSUkJBgwYAD8/P9bxmqR9+/YoKipCt27dkJycLFlaLhaLObesdPr06Vi+fDlevnwJALh69SoSEhKwY8cOhISEME7HBhVDRC74tk+Ab+Opc/78eSxcuBBlZWV4veWYQCDAzZs3GSVrPi43kNXU1JTZvO7p6YkpU6aguroa7dq1Y5Ss+bi+byAwMFDy76dPn2Lbtm2wtbXFgAEDAABXrlxBSkoKZs+ezShh83Xp0gXz589nHeOtcf1nrL7p06cjJCQEN2/elBR2v//+O44ePcqp5rEAoK2tjd27d+Py5cvIycmBUChE3759YW1tzTpakzk6OmLBggXo2bMnnj59ipEjRwIAbt68ybneT5999hk0NDQQHh6OyspKfPPNN+jcuTMCAwPh7OzMOh4TVAyRVlddXc2rxl5cHk9ISAjGjBkDb29vTh5BW9+bGsgGBgZypoHsm2hoaEBDQ0Pm+qBBg3Ds2DGFbojJ9X0Dbm5ukn/7+Phg7ty5mDJliuSau7s79u3bhwsXLkjt81B0GRkZ/3i//sEdio7rP2P1ffHFF9DX18euXbtw6tQpAICxsTE2btzI2RUKVlZW6NevH9TV1TnzYOp1AQEBMDAwQFFREfz9/aGlpQUAePToEb744gvG6Zpu7NixGDt2LCorKyEUCtGxY0fWkZiiYojITWJiIkaNGiU5onnfvn3YuXMnHj58iPbt22Pq1KmcmnHh23iA2nXQ06dP53whBPCjgWxTvT6bp4j4tG8gJSWlwWVXI0aMwPr16xkkar66k8rqq/9BlUuzwnz6GQMABwcHODg4sI7x1kQiEbZt24bY2FiUlpbi9OnTMDQ0RHh4OAwMDPDZZ5+xjthoampq8PT0lLnOpQcg9b169QqXLl1Cfn4+PvnkEwBAcXEx2rVrJyn0lAm3zpwknPLNN9/g2bNnAIDDhw9jzZo1cHNzw/bt2+Hh4YGdO3fi0KFDjFM2Ht/GAwCjR49Geno66xgtIjU1Ff7+/pxvIMs3ixcvhlAolNo34OjoCC0tLc7tG9DV1cW5c+dkrp87d45z+2wyMjKk/nfhwgVER0ejX79+nDoZC+DXz9jVq1fx559/ylz/888/JXs5uWLr1q04evQo/P39pVZPmJiYIC4ujmGy5omPj8ekSZNga2uLBw8eAAB++OEHnD17lnGypnnw4AFcXFwwe/ZsLF++HE+ePAEAREVF0dHahLS0+k+tY2NjMXfuXMyYMQNA7cZWHR0d7N+/nzNPh/g2HgAICgqCr68vMjMzYWJiInMynru7O6NkTceXBrJ8w6d9Az4+Pli6dCkuXbqE/v37A6j98JqcnMy5RqXa2toy12xsbKCmpoawsDAcOXKEQarmqfsZy8zMRHZ2Nqd/xpYvX44ZM2bg/fffl7peXFyMqKgoTj1wO3bsGFasWIHhw4fju+++k1w3NTXFnTt3GCZruvqNSrdv387pRqUrV66EpaUljh07JtVP0MHBAd9++y3DZOxQMUTkqm7ZRUFBgaSZZB1bW1vJuf1cwbfxJCQkIDU1Ferq6jInYQkEAk4VQ3xqIMtHVlZWkiOcuWrcuHHo3bs39uzZg19++QVA7X6O/fv3y3x45aqOHTvKHE2v6OLj4+Hk5IQPPvhAqkfSy5cvkZiYCFdXV3bhmuj27dvo27evzHVzc3PcunWLQaLmKy4uRo8ePWSui8VivHr1ikGi5uNTo9LMzEwcOHBA5iGhgYEBiouLGaVii4ohIlfnz5+HtrY2NDQ0ZJp5VVVVcW4zJd/GEx4eDh8fH3h5eXGuU/vr+NRAtrEU9edtz549jf5aLhXcAPD+++9zbn9QQ7Kzs2Wu/f3334iKioKZmRmDRM0XEBCAESNGyGwCf/78OQICAjhVDKmrq6OkpETmUJRHjx4pfCPf1/Xp0weXL1+W6Wdz6tSpBpt+KjI+NSoViUSSma36Hj58qJT7hQAqhoic1d+0fvHiRakeEFeuXGnwqZEi49t4qqur4eTkxPlCCOBXA9nGUtQDFH744Qep10+ePEFlZSXat28PACgvL0fbtm2hp6fHuWJIJBLh3r17KC0tlfnvz6UT2OoaSb8+hgEDBmDlypWMUjXPm47PLy4ubnA5oCKzsbHBhg0bsHXrVkn28vJybNy4kXPL/mbPno3FixejuLgYYrEYZ86cQV5eHuLj4/H999+zjtckfGpUamNjgx9//FFqae/z58+xZcsWfPjhhwyTsSMQK+pfU8J7v/76K1RVVTFixAjWUVoEF8ezatUq6OnpYdasWayjtIiqqirk5OSgtLRU5skXlxrIRkREwNPTE23btpW6/uLFC0RHR0tOLbx8+TL69++v0HuiTpw4gf3792PlypUwNjYGANy5cwfffvstPv/8c4wdO5Zxwsa7cuUKvvnmGxQWFnK+L1fdBvA6Kioq0NPTa/AId0VVV9BlZ2ejT58+UjMnNTU1uH//PkaMGIFNmzYxTNk0xcXFmDx5Mp4+fSqZicjOzkbHjh2xe/duzjVevXz5MiIjIyV7uSwsLODt7S2zzFzRHTp0CFu2bMHixYuxZMkShISEID8/X9KolEv9eR4+fAhPT0+IxWLcu3cPlpaWuHv3Ljp06ICYmBilPGabiiFClFhISAji4+NhZmYGU1NTmWUYAQEBjJI1HZ8ayJqbmyMlJUXmj9KTJ09gbW3NqbGMGjUKmzdvhoWFhdT1a9euYe7cuUhKSmKUrOk+/fRTGBkZYe7cudDX15eZjeDaLATXRURESP5/+vTpUkt81NTUYGBgAEdHR4V+WNAQoVCIEydOIDs7G23atIGpqSmcnZ0528+OL44fP46IiAjk5+cDADp37gwfHx9OHZpU59WrV/j555+lDrVxcXFp8BAiZUDL5IjciUSiBpdhicViFBUV4d1332WQqvn4NJ6cnBzJ08fc3Fype4q6H+VN+NRA9k3LfrKzs6Gjo8MgUfM9evSowc3SIpEIpaWlDBI1371797B582bOdZx/k6tXryI9PR2PHz+WmUnlwoOQuhlSAwMDODk5/eusVkJCAuzs7KCpqdka8ZpNU1MTn3/+OesYLSYrKwu3b98GULuPyNLSknGi5uFTo1JVVVV8+umnrGMoDCqGiNxUVFRgyZIl+PXXX9GuXTt8/vnnmDNnDt555x0AQGlpKezt7TnzlJtv4wGAvXv3so7QYvjQQHbw4MEQCAQQCAQYPXq0VEFUU1MDoVCI//73vwwTNl3dsbohISGSU7KuXbuGZcuWYfjw4YzTNU3//v1x7949XhRD27dvR3h4OHr16iXzO8O1ByFubm6N+rqgoCC8//77Cl0MPXz4ENra2jIb2aurq3HlyhVO7Ut7+PAh5s+fj99//11qv+DAgQOxceNGmZ5wiszd3R0RERFo37492rZtK1nCXFFRgdmzZzfp0BhFcOfOHezbt09SpPbu3RuTJ0/m3P6nlkLFEJGb8PBwZGdnY82aNXj27Bm2bduGGzduYMuWLZJlC1xapcm38fBNXQNZrh1iUV9gYCDEYjECAwPh4+MjteyqbtlP/UM7uGDVqlVYtGgRxo8fL1mGWVNTA1tbW85t1J86dSpWr16NkpKSBvtycekUtj179mDVqlUYN24c6yitRpHfn//++2/Mnj0b169fh0AgwCeffILvvvtOUhSVlZXB3d2dUw/blixZglevXiExMVFqv2BgYCCWLFmCnTt3Mk7YeJcuXUJ1dbXM9aqqKmRmZjJI1HynT5/G/PnzYWlpiQEDBgCobeo7duxYbNiwAaNHj2YbkAHaM0Tk5uOPP0ZYWJikx8vjx4/x1VdfoX379ti2bRvKy8sxYsQIzry58208fFNZWQlfX1/o6elxvoHspUuXMGjQIM4dpftP7t69K3kKaWxsjF69ejFO1HQNFTt1J7JxbV+ara0t9u3bByMjI9ZRWs3AgQNx/PhxmWOrFcGiRYuQl5eHb7/9Fs+ePcO6desgEAiwa9cu6OjooKSkBLa2tg0eia6o+vfvj9jY2Ab3C06ePBl//vkno2SNV/ff29XVFT/++KPUMmWRSITk5GT89NNPnNr7OGrUKLi4uMDX11fq+ubNm3H8+HGcPXuWUTJ2+POXliicx48fS+2f0dPTw+7duzFjxgzMnDkTISEhDNM1Hd/Gwzd8aiCrpaWF27dvw9TUFABw9uxZHDlyBH369MGcOXM4tyEcAIyMjP7xg/egQYNw7NgxhfygWufcuXOsI7SYadOmISYmBkuWLGEdhQC4cOECIiMj0a9fPwBAbGws5s6di2nTpkmOqufa8sVu3bq9cb8gV9od1J1YKBAIMG3aNJn7bdq0wdKlSxkka75Hjx412Htr7NixnJqta0lUDBG56datG+7cuSP14aZdu3bYuXMnPD09JZtfuYJv4+EbPjWQDQoKgpeXF0xNTVFQUAA/Pz84Ojri1KlTqKys5OUHWC4sUni9xwiXeXp6wsvLC6NGjZI5lhr430ltpHVUVFRI9tUAtc08IyIi4OvrC3d3d6xdu5Zhuubx9/fHihUrEBQUJCnysrKysHLlSixatIhxusY5d+4cxGIxRo0ahUOHDkFPT09yT01NDR07dpTsG+aKIUOG4PLlyzJ7HzMzM2FlZcUoFVtUDBG5sbW1xeHDh2WaeGlpaSE6Ohpffvklo2TNw7fx8A2fGsjevXtXcsrfyZMnMWTIEKxfvx6ZmZmYP38+L4shLuDT5vaQkBCkp6dj6NCh0NXV5dysA990794dOTk5UrOnqqqq2LRpE3x9fTnZCy4gIACVlZWYOHGipGCoqanBO++8g8DAQAQGBkq+9vXZfEVR9wCkscsTvby8EBISotAzX3Z2dli3bh2uX7+O999/H0DtnqFTp07Bx8dHagacS/353gYVQ0RufHx88Pfffzd4r127dti1axdu3LjRyqmaj2/j4RtXV1ckJiZy8kPD68RiseSo47S0NHz00UcAamcnnzx5wjCZcuLj5vajR49iy5Ytkp8tZWBgYKCw+/BGjhyJgwcPymxeryuIfHx88PDhQ0bpmqd+saMsMjIyUFVVxTrGPwoODgYA7N+/H/v372/wHsC9/nxvQzHfFQgv6Ojo/GNPlHbt2mHIkCGS1y4uLtixY4fCdtjm23j4RiQSITo6GikpKZxvIGtpaYlt27Zh+PDhyMjIwLJlywAA9+/f5/TR4Vy1fv16qKio4ODBg5LN7e7u7pLN7QA3lvnVp6urq9D7s5rC3t4ecXFx6NChg9T18vJyuLm5SZ50JyQksIjXKH5+fnjx4kWD91RVVbFlyxYUFxe3cqq309gjz0nr4tIhHK2F++tJCG/cv3+/wc2WXMW38Si6ugayAoEAubm5uHHjhuR/XHu6FRgYiBs3bmDFihWYNWuWZG336dOnOXe0dmMp8jKtCxcuYOnSpejXrx+sra0RGxsLfX19TJs2DU+fPgWg2PkbMmfOHGzZsgWVlZWso7y1Bw8eyDSNBYCXL19ypoBQVVVFu3bt/vF+/T1rgwYNQkFBQWtEa7br168jJydH8vrs2bOYPXs2NmzYgJcvXzJMRl5XXl7OOgJTNDNECOEFPjWQNTMzw4kTJ2SuL1y4kBd7ohqiyDMrfNzcvnfvXuTn58Pa2hrdu3eXmUk9evQoo2SNV39vQ3JyslRfLpFIhLS0NF4delGfIv++1FHGg2C4YMeOHejevTucnJwAAHPnzsWZM2egr6+PqKgoTvVLaylUDBFCiAIqLy/H6dOnkZ+fD09PT+jq6uLWrVvo1KkTunTpwjpeo2VkZMDY2BgdO3aUuv76oQNRUVEKOy4+bm4fNWoU6whvzdvbW/LvxYsXS92rm0l5/TppPXQQjGKKjY3FunXrAACpqalIS0tDdHQ0Tp48iTVr1mDXrl2ME7Y+KoYIIUTBZGdnw8PDA+3bt8eDBw8wceJE6Orq4syZMygqKsKaNWtYR2y0qVOnolOnToiIiJB0OwdkDx1Q5CNd+bi5nQ+tAOr2PtjZ2eHw4cMye4YIW3QQjGIqKSmR7GX+9ddfMWbMGNja2sLAwAATJ05knI4Nfq63IIQQDgsLC8O4ceNw5swZqQarH374IS5fvswwWfM4OTnBw8MDR44ckbrOhaU+QO3m9k2bNjV4r25zOxe7tpeXl+PQoUNYv369ZO/T9evXObPPBqidYTQ0NERZWRnrKOQ1dQfBxMfHIyMjQ1IM8fkgmFmzZv3jQUuKoH379igqKgJQu7x0+PDhAGrfj2tqalhGY4ZmhgghRMFkZWVh+fLlMte7dOmCR48eMUjUfAKBAF999RWsrKywaNEi5OTkSJYuceXQgeZsbj927JhCn9aWnZ2N6dOnQ1tbm9Ozj2pqalKb9JUFF353AgMD4e/vj7Nnz/LiIJi7d+8iPT0dpaWlMgd21M20fvXVVyyiNYmjoyMWLFiAnj174unTpxg5ciQA4ObNmzKNWJUFFUNEYSxfvlxmXwGX8W08pPWoq6ujoqJC5vrdu3elOqBzQd3sj6OjI7p3747Zs2fj1q1bvN4vwIUZr7CwMLi5uWHhwoVSH0w//PBDLFiwgGGyphs7dizi4uI4l/ttcOFnrLEHwSQkJMDOzg6ampqtGa9JDh48iGXLlqFDhw7o1KmTVDEqEAg4tew0ICAABgYGKCoqgr+/v6Rf2qNHj/DFF18wTscGFUNErl68eIFr165BV1cXffr0kbpXVVWFkydPwtXVFUBtXx5Fx7fxEMVkZ2eHyMhIhIeHS64VFhZi3bp1cHR0ZBfsLVlYWODQoUPw9vaGh4cH6zhKjU+zjzU1NThw4AAuXLgAS0tLtG3bVuo+l3qMXbx4EcOGDfvXr1PkA0f+jYaGhtTroKAgvP/++wpdDG3btg3z5s2Dl5cX6yhvTU1NDZ6enjLXX39P9vLyQkhICDp37txKydihPUNEbvLy8uDk5IQpU6bAxcUFU6ZMwd9//y25/+zZM079keLbeIjiWrx4MYRCIaytrVFVVYWpU6fC0dERWlpa8PPzYx2vSdzc3KQ+/Ojr62Pfvn0YPnw4NSRmiE+zj7m5ubCwsICWlhby8vI43WNsxowZGDVqFLZu3SrZ19EQKysrqf2EXMaFWa6ysjKMGTOGdYxWlZGRgaqqKtYxWgXNDBG5WbduHd577z3ExcXh2bNnWLVqFSZNmoS9e/fi3XffZR2vyfg2HqK4tLW1sXv3bmRmZiI7OxtCoRB9+/aFtbU162hNFhoaKnNNXV0dq1evZpCG1OHT7COfeoydP38ex48fx9GjRxEZGYlhw4Zh/PjxGDVqFG+KHy76z3/+g5SUFEyaNIl1FCIHAjEXSnLCSdbW1ti9ezdMTU0B1D79WbZsGc6fP489e/agbdu2GDFiBGee3PFtPERxxcfHw8nJSebDz8uXL5GYmChZiskV5eXluHr1KkpLS2WeAnNtLI3BhQMUnj17hrlz5+LatWt4/vw5OnfujJKSEgwYMAA7duxQ6CVLb3Lv3j3k5+dj8ODBaNOmDcRiMScOGniT69ev48iRI0hISABQu/R6woQJvGuKOXDgQBw/flzhfl/27Nkj+XdlZSV2796Njz76CCYmJjJNit3d3Vs7ntwp6vdFHmhmiMjNixcvpN4wBAIBgoODsXz5ckyZMgXr169nmK7p+DYeorgCAgIwYsQImQM4nj9/joCAAE4VEElJSViwYAGEQiHatWsns/GYS2NpLC48Y6ybfbx8+TJycnI4Pfv45MkTzJs3D+np6RAIBDhz5gwMDQ0RGBgIHR0dzjZe7du3Lzp16gRdXV3s2LEDhw8fxv79+zFgwAAEBwfjvffeYx2R13744Qep15qamrh06RIuXbokdV0gEPCyGFImVAwRuTE2NkZWVhZ69+4tdT0oKAgA8PXXX7OI1Wx8Gw9RXG96ol1cXAxtbW0GiZpv9erVGD9+PObPny+zsZ1rMjIyYGxsLFOkVldX48qVKxg8eDAAbm1ut7KyUuiGt40RGhoKVVVV/Pbbb1L7OpycnBAWFsa5Yqi6uhrnzp3D4cOHJYdCBAUFwdnZGY8fP0Z4eDh8fX2RmJjIOiqvJSUlsY5AWgkVQ0RuHBwc8PPPPzf45DcoKAgikQixsbGtH6yZ+DYeonhcXV0hEAggEAgwbdo0qZnImpoa3L9/HyNGjGCYsOmKi4vh7u7O+UIIAKZOnYpOnTohIiICAwYMkFwvKyuDu7u7ZImsohYX9Zf9/BsuPelOTU3Fzp070bVrV6nrRkZGKCwsZJSqeVasWCFZFjd27Fj4+/vDxMREcl9TUxOLFi3i3PvAPzEwMJBZdkZIa6I9Q4QQoiAiIiIk/z99+nRJ/weg9jhUAwMDODo6cmoj9Zw5c+Dk5AQnJyfWUd6amZkZ3N3dcfDgQQQFBWHcuHEAgJKSEtja2iI7O5txwn9mZ2cn9frJkyeorKxE+/btAdTu7Wrbti309PRw7tw5FhGbZeDAgTh69CiMjIyk9jlkZWVhxowZSE9PZx2x0aZNm4bPPvvsH3/PX716hd9//x1Dhgxp5XRNY29vj7i4OHTo0EHqenl5Odzc3Dj1M+bj44N+/frJHK0dFRWFrKwsbN68mVEy+fn+++8xadIkyfsDn1EpTuTu2LFjcHBw4OSG3IbwbTxEcdQ17jMwMICTk5NMP47XKWqzwvofcj788EOsXbsWt2/fbnDjsb29fWvHazaBQICvvvoKVlZWWLRoEXJyciRLsLiwUb/+sp8TJ05g//79WLlyJYyNjQEAd+7cwbfffovPP/+cVcRmsbKyQnx8PObNmye5JhKJEB0djaFDh7IL1gw//vjjv36NqqqqwhdCAPDgwQOIRCKZ6y9fvkRxcTGDRM2XkZHRYGPVkSNHYvfu3QwSNd/Ro0fRoUMHfPTRRwCANWvW4ODBg+jTpw/Wr18PAwMDAMBXX33FMGXropkhInfDhg1DVVUV7OzsMHbsWNja2uKdd95hHavZ+DYewl2KempZY0+7EggEnDp90czMDKmpqejYsSNu3LiB2bNno3fv3liyZAmcnZ05NZZRo0Zh8+bNsLCwkLp+7do1zJ07l1P7JXJzc+Hh4QELCwtcvHgRdnZ2uHXrFsrKynDgwAH06NGDdcR/1JQZEi48PKgbj7e3N8LCwqT2OYpEIqSlpSE1NRWnT59mFbHJ+vfvj/j4eMmDgzq3b9+Gm5sbrl69yihZ040ePRrLli3D8OHD8ccff2D69OkICAjAr7/+ClVVVckKBWVCM0NE7lJSUpCcnIyEhATMmzcPbdq0wX/+8x+4uLhg0KBBrOM1Gd/GQ7hLUZ9lKfpysZZgYWGBQ4cOwdvbW6ZzOxc8evQIr169krkuEolQWlrKIFHzmZiY4NSpU4iJiYGWlhaEQiEcHBwwefJkdO7cmXW8f+Xt7d2or+PKw4P643n98ApVVVUYGBhw7lALExMTJCYmyswOJSYmok+fPoxSNc/Dhw/Rs2dPAMDZs2fh6OiIzz//HIMGDcLUqVMZp2ODiiEid6qqqvj444/x8ccfo7KyEr/88gsSEhLg7u6Orl274uzZs6wjNgnfxkMIaRw3NzeppYv6+vrYt28fvv32W2RkZDBM1nTDhw/Hd999h5CQEPTt2xdA7axQ3RNjrtHQ0ICNjQ3MzMwkS7OysrIAKP5sCt8eHtSNx87ODocPH5bZM8RFs2fPho+PDwoKCjBs2DAAQFpaGn7++Wds2rSJcbqm0dTUxNOnT/Huu+8iNTVV8jBHQ0MDVVVVbMMxQsUQaVVt27aFra0tysvLUVhYiNu3b7OO9Fb4Nh5C5EUoFOLkyZPIz8+Hvr4+nJ2dOfchKTQ0VOaauro6Vq9ezSDN21m1ahUWLVqE8ePHS/Zx1dTUwNbWFitXrmScrmnOnz+PhQsXoqysTGa2lCuzKXxTXV0NQ0NDlJWVce73vCF2dnaIjIzE9u3bcfr0aWhoaMDU1BS7d+/mxP6t+qytrbF06VKYm5vj7t27+PDDDwEAf/31l2S/kLKhPUOkVdTNoJw4cQJpaWno1q0bnJ2d4eLiItO3hwv4Nh7CTYrcIdzJyQn79++Hrq4uioqKMHnyZJSXl8PIyAgFBQV455138NNPPylk9n9SXl6Oq1evorS0VOaDNxcbyN69e1fyEMfY2Bi9evVinKjpHB0dYWNjA29vb3Tq1Il1nLeWlpaGtLQ0lJaWyhxA0FBBrqiGDRuG2NhYGBkZsY5C6ikvL0d4eDiKioowadIkjBw5EgCwefNmqKmpKWXPRCqGiNz5+fnht99+Q5s2bTBmzBi4uLhg4MCBrGM1G9/GQ7hLkYuh+ocNLFiwAPfv30dUVBS0tbXx/PlzzJkzB3p6eli/fj3rqI2WlJSEBQsWQCgUol27dlInyAkEApnO9HygqId01Ddo0CDEx8cr/EEJjREREYHIyEhYWlpCX19f5pTCyMhIRsmabtWqVVBXV8eCBQtYR2kR5eXlOH36NAoKCvDll19CV1cX169fR6dOnTjTZJk0jJbJEblTUVFBeHg4b05d49t4CHdxpVnhlStXEBwcLDlVSktLCz4+Ppg/fz7jZE2zevVqjB8/HvPnz+dFE9nG4MLz0tGjRyM9PZ0XxVBsbCxCQ0M5Ocv4upqaGhw4cAAXLlyApaWlzO9MQEAAo2RNl52djenTp0NbWxsPHjzAZ599Bl1dXZw5cwZFRUVYs2YN64iN9m/7GwcPHtxKSRSH4v8VJZzHpSe/jcG38RDF09hmhXWd6hVV3VPtqqoq6OvrS93r0qULHj9+zCJWsxUXF8Pd3V1pCiGuCAoKgq+vLzIzMxvsZeXu7s4oWdNVV1fz5lTS3NxcydHteXl5Uve40JervrCwMLi5uWHhwoVSK0E+/PBDzs18NXRiXP3vhzLusaNiiMjVixcvcO3aNejq6socP1lVVYWTJ09y6gkY38ZDFBNfmhVOmzYNqqqqqKioQF5eHkxMTCT3CgsLoauryy5cM9ja2iIrK0uhl4wpo4SEBKSmpkJdXV1mqaJAIOBUMTRhwgScOHGi0cdtK7K9e/eyjtBisrKysHz5cpnrXbp0waNHjxgkar7XZ4aqq6tx8+ZNbNq0CX5+foxSsUXFEJGbvLw8eHp6orCwEAKBAB988AE2bNgg6fvw7NkzBAQEcKZ44Nt4iOKp33wxOTm5wWaFXDnt5/V+HJqamlKvk5KSYGVl1ZqRmqX+9+TDDz/E2rVrcfv27QZnIBT9CGe+Cg8Ph4+PD7y8vKCiosI6zlupqqrCwYMHkZaWBlNTU5mfMS4tLatz79495OfnY/DgwWjTpg3EYjHnZobU1dVRUVEhc/3u3bvQ09NjkKj56v9dqWNjYwM1NTWEhYXhyJEjDFKxRcUQkZt169bhvffeQ1xcHJ49e4ZVq1Zh0qRJ2Lt3L959913W8ZqMb+MhiodPzQpfL4Zet2jRolZK8nYaekLf0CZ2vh7hzIUPrdXV1XBycuJ8IQQAOTk5MDMzA1C7zKw+Lnwv6nvy5AnmzZuH9PR0CAQCnDlzBoaGhggMDISOjg5n3suA/x2tHR4eLrlWWFiIdevWwdHRkV2wFtSxY0eZ5YzKgk6TI3JjbW2N3bt3w9TUFEDtRtxly5bh/Pnz2LNnD9q2bYsRI0Zw5gME38ZDFBefmhUSblPkEwvrrFq1Cnp6epg1axbrKKSehQsXorS0FCtXrsSYMWMkP0fJyckICwvDzz//zDpioz179gxz587FtWvX8Pz5c3Tu3BklJSUYMGAAduzYITPzrcgaavL7999/IyoqCq9evcKBAwcYpGKLZoaI3Lx48UJqil8gECA4OBjLly/HlClTOHcQAd/GQxQTn5oVZmdnIykpCTo6OhgzZozUcpKKigqsXLmSU31T+OTixYsYNmzYv35dVFSUwh8bLBKJEB0djZSUFN4sLQOAhw8fAgC6du3KOEnzpKamYufOnTL5jYyMUFhYyChV82hra2P37t24fPkycnJyIBQK0bdvX1hbW7OO1mSurq4QCAQyJ0UOGDCAcw2XWwoVQ0RujI2NkZWVJdOENCgoCAA419iLb+MhiklNTQ05OTmsY7y1lJQUzJo1C0ZGRnj+/Dk2b96MTZs2ST6Av3jxAvHx8ZwshoRCIU6ePIn8/Hzo6+vD2dmZc4XrjBkz0LVrV4wbNw5ubm7o1q1bg1/HhX1dOTk5MDc3B8D9pWUikQhbt27F7t27IRQKAdQeRT99+nR8/fXXnFoKKBQK0aZNG5nrT58+hbq6OoNEb8/Kygr9+vWDuro653626tTfBwnUtgvR09ODhoYGo0TsUTFE5MbBwQE///xzgwcKBAUFQSQSITY2tvWDNRPfxkMU19ixYxEXF8e5I1vri4iIgKenJ/z8/CAWixEdHY2vv/4amzZtknQ85wonJyfs378furq6KCoqwuTJk1FeXg4jIyMUFBRg69at+OmnnxR6Kdnrzp8/j+PHj+Po0aOIjIzEsGHDMH78eIwaNYpzH1T5dGrZxo0bERcXh2+++UZyxHZmZiYiIiLw8uVLTp32ZWVlhfj4eMybN09yrW4Wb+jQoeyCNYNIJMK2bdsQGxuL0tJSnD59GoaGhggPD4eBgQE+++wz1hEbjSuH8LQm2jNECCEKZsWKFYiPj0fPnj0526zwgw8+wNGjR6UaYZ44cQJBQUHYsGED+vXrx5k9dmZmZkhNTUXHjh2xYMEC3L9/H1FRUdDW1sbz588xZ84c6OnpcXap7PXr13HkyBFJ3yoXFxdMmDBBspGftB5bW1sEBwfLnEx49uxZBAcHIzk5mVGypsvNzYWHhwcsLCxw8eJF2NnZ4datWygrK8OBAwc41SQ3IiIC8fHxmDt3Lr799lskJCTA0NAQiYmJ+PHHH/HTTz+xjtgkV69eRXp6Oh4/fizTxoELf19aGs0MEUKIguFDs0J1dXWUl5dLXXNxcYGKigr8/Pw4c5rc665cuYLg4GDJ8bRaWlrw8fHB/PnzGSdrvr59+6JTp07Q1dXFjh07cPjwYezfvx8DBgxAcHAw3nvvPdYRlUZZWRmMjY1lrhsbG6OsrIxBouYzMTHBqVOnEBMTAy0tLQiFQjg4OGDy5MmSlhRccezYMaxYsQLDhw/Hd999J7luamqKO3fuMEzWdNu3b0d4eDh69eqFTp06Sd3jyt+XlkbFEJGLfztWt76IiAg5JmkZfBsPUWx8WPZjbm6O9PR0WFpaSl13dnaGWCzm1LG6wP8+JFRVVUFfX1/qXpcuXfD48WMWsd5KdXU1zp07h8OHD+PChQuwtLREUFAQnJ2d8fjxY4SHh8PX1xeJiYmsoyoNMzMzxMTEYOnSpVLXY2JiODlTp6GhARsbG5iZmUlmILKysgBwqy9XcXFxgzNZYrEYr169YpCo+fbs2YNVq1Zh3LhxrKMoDCqGiFzUb+olFovxyy+/QFtbW/LB6Pr16ygvL+fM+fx8Gw/hBi43K5w0aZJMp/M6n3zyCcRiMQ4ePNjKqZpv2rRpUFVVRUVFBfLy8mBiYiK5V1hYCF1dXXbhmmHFihWSZXFjx46Fv7+/1Jg0NTWxaNEijBgxglVEpeTv74+vvvoKFy5cwIABAwDUzkYWFRUhKiqKbbgmOn/+PBYuXIiysjKZk8u41perT58+uHz5ssx+m1OnTkkO7+AKFRUVyX40Uov2DBG5W7t2LcrKyhAcHIx33nkHAFBTU4Pg4GBoaWlxbrkM38ZDFM+bmhUGBARwrllhYyUkJMDOzk4h+3W8Ptv7/vvvSxUJq1evRnFxMTZs2NDa0Zpt2rRp+Oyzz+Do6PjGAxNevXqF33//HUOGDGnldMqtuLgY+/fvlyy/MjY2xhdffKHwR5y/ztHRETY2NvD29pZZjsU1Z8+exeLFi+Hl5YWtW7fCx8cHeXl5iI+Px/fffw8bGxvWERstKioKf//9N5YsWcI6isKgYojI3bBhw7B//36ZddB37tzBpEmTkJ6ezihZ8/BtPETx8KlZYWMNGjQIx44d49SJbISwsmzZMsydO1eqd5eiGTRoEOLj4zl1UMI/uXz5MiIjI5GdnQ2hUAgLCwt4e3vD1taWdbQmEYlE8PLywt27d9GnTx+ZvlzKuNSflskRuaupqcGdO3caLB5eP8WEC/g2HqJ4+NSssLHouZz8vd5f5J9waT+HMjp+/Dg8PT0VuhgaPXo00tPTeVMMWVlZYffu3axjvLWQkBCkp6dj6NCh0NXV5czSa3miYojI3bhx47BkyRIUFBSgX79+AGqPddyxYwcnN/DxbTxE8fCxWSHXZWdnIykpCTo6OhgzZozUh9CKigqsXLlS4RvIent7N+rruLafQxlx4eFBUFAQfH19kZmZCRMTE5kZCHd3d0bJmi8rKwu3b98GULuP6PUDYrjg6NGj2LJlCz766CPWURQGFUNE7hYtWoROnTph165dePToEQBAX18fnp6e+PLLLxmnazq+jYcoHj41K+SDlJQUzJo1C0ZGRnj+/Dk2b96MTZs2YdiwYQCAFy9eID4+XuGLoezsbNYRiBJJSEhAamoq1NXVcenSJal7AoGAU8XQw4cPMX/+fPz+++9o3749AKC8vBwDBw7Exo0bZWbxFZmuri4tR34N7RkiraqiogIA0K5dO5l7mZmZ6NevH6eefPNtPEQx8KlZYWMNHDhQsjdK0fz3v//F0KFD4efnB7FYjOjoaGzduhWbNm3CyJEjUVJSwpkGsoQfFPn3pY6NjQ2mTp0KLy8vqKiosI7zVjw9PfHs2TOEhYVJlsjfuXMHgYGB0NLSws6dOxknbLzDhw8jOTkZoaGhMg29lRXNDJFW1VDRUGfmzJmc20DNt/EQxcCnZoV88Ndff2HNmjUAap9oz5w5E127doWvry82bNggWS7LNWlpaUhLS0NpaanMfkdFn+Uiiq+6uhpOTk6cL4QAICMjA7GxsVJ7hY2NjbF06VJMnjyZYbKm27t3L/Lz82FtbY3u3bvLLF88evQoo2TsUDFEFAbfJin5Nh7SuvjSrLCxDAwMZP4oKwp1dXWUl5dLXXNxcYGKigr8/Pw4eZx+REQEIiMjYWlpCX19fdpETVqcq6srEhMTMWvWLNZR3lq3bt0abK4qEok494Bq1KhRrCMoHMX8y0MIIUqMT80K7e3tERcXhw4dOkhdLy8vh5ubm+SEs7oGoIrI3Nwc6enpMpulnZ2dIRaLOdn3KTY2FqGhoXB1dWUdhdRTWFiIbt26yRSnYrEYRUVFePfddwHUNsrV0tJiEbHR6vY5pqSkwNTUVOZhR0BAAKNkTefv748VK1YgKChIMhOclZWFlStXcu5hyJw5cxr1dYrc+62lUTFECCEKJiQkBGPGjOFFs8IHDx40eOT8y5cvUVxczCBR002aNAkZGRkN3vvkk08gFotx8ODBVk71dqqrq6kLvQKyt7dHSkoKOnbsKHX96dOnsLe3lzwICQ4OZhGvSXJycmBubg6gdh9kfVybiQwICEBlZSUmTpwo1Wz9nXfeQWBgIAIDAyVf+/phEVwVFBSE999/n4ohQgghra+kpATTp0/ndCFUv6dNcnIytLW1Ja9FIhHS0tJgYGDAIlqTOTg4wMHB4Y33XVxc4OLiInnNhSeqEyZMwIkTJxp93DZpHWKxuMFCQSgUQkNDg0Gi5tu7dy/rCC2mfrGjLJRpqT8VQ0RhcO1J0b/h23hI6+FDs8L6H7JfX0amqqoKAwMDTi4vawwuPFGtqqrCwYMHkZaWxvklTHxQd2CFQCBAeHi41ClfNTU1uHr1KszMzFjFU3pubm6sIxA5omKIKAy+PYXg23hI6+FDs8K6njZ2dnY4fPiwzJ4hPuPC735OTo7kwzXXlzDxwY0bNwDU/uzk5uZCTU1Nck9dXR1mZmbUx46h69evQ1VVFaampgCAs2fP4siRI+jTpw/mzJlDLTQ4joohInfu7u6IiIiQNCqrU1FRgdmzZ2PPnj0AgD/++INFvCbj23iI4uFLs8Lq6moYGhqirKxMqYohLuDTEiY+qPt+BAQEYMmSJf/YtoG0vqCgIHh5ecHU1BQFBQXw8/ODo6MjTp06hcrKSixZsoR1RPIWqBgicnfp0iVUV1fLXK+qqkJmZiaDRG+Hb+Mhiic8PBw+Pj6cb1aopqaGnJwc1jHIv3j48CEAoGvXroyTkNf7O1VUVODixYvo1asXevfuzSgVuXv3ruQwiJMnT2LIkCFYv349MjMzMX/+fCqGOI6KISI3dctkAODWrVt49OiR5LVIJEJycjK6dOnCIlqz8G08RHHxqVnh2LFjERcXhwULFrCOQuoRiUTYunUrdu/eDaFQCADQ0tLC9OnT8fXXX/PiZ4+LfH19MXjwYEyZMgUvXrzA+PHj8eDBA4jFYmzYsAGjR49mHVEpicViyamYaWlp+OijjwDU9h968uQJw2Tyo8i931qacoySMOHq6gqBQACBQIBp06bJ3G/Tpg2WLl3KIFnz8G08RHHxqVlhTU0NDhw4gAsXLsDS0lJqYzhAG/VZ2bhxI+Li4vDNN99IjtjOzMxEREQEXr58CT8/P8YJldPly5fx9ddfAwB++eUXiMViZGRk4OjRo9i2bRsVQ4xYWlpi27ZtGD58ODIyMrBs2TIAwP379zl36icfer+1NCqGiNycO3cOYrEYo0aNwqFDh6Cnpye5p6amho4dO0rO6+cCvo2HKC4+NSvMzc2FhYUFACAvL0/qHl836nPhierRo0cREhICe3t7yTUzMzN06dIFwcHBVAwx8uzZM+jo6ACoPZLe0dERbdu2xUcffYS1a9cyTqe8AgMD4e/vj7Nnz2LWrFno2bMnAOD06dMYOHAg43RNw4feby1Nsd+tCacZGBiguroabm5u0NXV5UxPkTfh23iI4uJTs0I+bdTn0xPVsrIyGBsby1w3NjZGWVkZg0QEqF129ccff0BHRwfJycnYsGEDgNqfMTqxjB0zMzOcOHFC5vrChQullpQqco8xPvV+a2lUDBG5UlNTwy+//ILZs2ezjtIi+DYeopj4VEDUuXfvHvLz8zF48GC0adPmjc0lFRmfnqiamZkhJiZGZmlvTEwM9bNhyN3dHf7+/tDU1ES3bt0wdOhQAEBGRgZMTEwYpyOve70RriL3GFPm3m//hoohInf29vY4d+4cPDw8WEdpEXwbDyHy9OTJE8ybNw/p6ekQCAQ4c+YMDA0NERgYCB0dHU788eXjE1V/f3989dVXuHDhAgYMGAAAuHLlCoqKihAVFcU2nBKbPHky+vfvj4cPH8La2loy62BoaIh58+axDUf+lSL3GFPm3m//hoohInc9e/ZEZGQkfv/9d/Tt21dmAzVXeqbU4dt4CJGn0NBQqKqq4rfffsOYMWMk152cnBAWFsaJYoiPT1SHDBmCU6dOYf/+/bhz5w4AwMHBAV988QWdislYv379YGpqivv376NHjx5QVVWVnF5GyNug3m8No2KIyF1cXBy0tbVx7do1XLt2TeoelxpI1uHbeAiRp9TUVOzcuVOmh42RkREKCwsZpWoavj5R7dKly78elLBs2TLMnTtX6sAYIj+VlZVYsWIF4uPjAdRu0Dc0NMSKFSvQpUsXeHl5sQ1IOI16vzWMiiEid0lJSawjtCi+jYcQeRIKhWjTpo3M9adPn3JqQ7iyPlE9fvw4PD09qRhqJevXr0d2djb27NmDmTNnSq4PHz4cERERVAyRt0a932RRMURazcuXL6Wm/bmOb+MhRB6srKwQHx8vtd+h7ujwus3hXKCsT1QVeQ8EH507dw4bN26U7OOq89577yE/P59NKMIr1PtNFn2CI3LHt2l/vo2HEHny9/eHh4cHrl27hurqaqxduxa3bt1CWVkZDhw4wDpek9ATVSJvjx8/RseOHWWuV1ZWcu70RWXEhR5jytj77d8o9neM8ALfpv35Nh5C5MnExASnTp1CTEwMtLS0IBQK4eDggMmTJ6Nz586s4zUJPVEl8mZpaYnffvsNU6dOlbp+6NAhmdki0nr41GOMj60b3hYVQ0Tu+Dbtz7fxECJvGhoasLGxgZmZmaRPT1ZWFoDaDxlcQU9Uibz5+flh5syZuHXrFmpqarBnzx7cvn0bf/zxB32IZYhPPcbq8KH3W0uhYojIHd+m/fk2HkLk6fz581i4cCHKyspk9p8IBALcvHmTUbKmow+jRN6srKxw7Ngx7NixAyYmJkhNTYWFhQViY2NhamrKOp7S4WOPMT70fmtpVAwRuePbtD/fxkOIPIWEhGDMmDHw9vZGp06dWMdpEXx4olpYWIhu3brJ5BaLxSgqKsK7774LoHaflJaWFouISqtHjx4ICQlhHYOAnz3G+ND7raVRMUTkjm/T/nwbDyHyVFJSgunTp/OiEOLTE1V7e3ukpKTIzHI/ffoU9vb2khm74OBgFvGUlrm5eYPflydPnsDa2ppTM6l8wMceY3zo/dbSVFgHIPxXN+1fU1MjmfbX09NDbGwsLC0tWcdrMr6NhxB5Gj16NNLT01nHaBH1n6jW753k5OSE5ORkhsma7k2zWUKhEBoaGgwSEeDNR5m/fPkSampqrZyGANI9xviAL73fWhLNDJFWwbdpf76NhxB5CQoKgq+vLzIzM2FiYiJz7Ky7uzujZE3HhyeqoaGhAGr3a4WHh0udiFdTU4OrV6/CzMyMVTyltWfPHgC135dDhw5BU1NTck8kEiEjIwPGxsas4ik1vvUY40vvt5ZExRBpFTU1Nfjll19w+/ZtAECfPn1gb2+v8OfxvwnfxkOIvCQkJCA1NRXq6uq4dOmS1D2BQMCpYogPT1Rv3LgBoHYGIjc3V2q2QV1dHWZmZvjyyy9ZxVNaP/zwA4Da70tsbCxUVP63cEdNTQ3du3enJYsM8anHGJ96v7UUgZjaSxM5++uvv/D111+jpKQEvXr1AgDcvXsXHTp0wPbt22FiYsI4YdPwbTyEyJONjQ2mTp0KLy8vqQ94XDRz5kz07dsX8+bNw8CBA3H8+HEYGBjAz88PYrEYmzdvZh2x0QICArBkyRK0a9eOdRRSz9SpUxEREQEdHR3WUUg9dY3We/bsyYseY+Xl5YiJiUF2djaEQiEsLCw42futpVAxROTu888/R4cOHbB69WrJG3xZWRkWL16MJ0+eIDY2lnHCpuHbeAiRpyFDhiAuLg49evRgHeWt5ebmwsPDAxYWFrh48SLs7OyknqhyeYwVFRW4ePEievXqhd69e7OOQ/7FoEGDcOzYMRgaGrKOohRePz22PoFAIFnmyBVVVVXIyclBaWmpTP8kLvV+aylUDBG569+/Pw4fPoz33ntP6npubi4mTJiAq1evMkrWPHwbDyHytGrVKujp6WHWrFmso7QIvjxR9fX1xeDBgzFlyhS8ePECn376KR48eACxWIwNGzZg9OjRrCOSf1A3M0nFEGkqPvV+aym0wYHInZGREUpKSmSKh9LSUvTs2ZNRqubj23gIkae6jbkpKSkwNTWV2VfHteUlGhoasLGxgZmZmeSJalZWFgBuPVG9fPkyvv76awDAL7/8ArFYjIyMDBw9ehTbtm2jYoiQBvChxxgfe7+9LSqGiFxUVFRI/v3NN99g5cqVmDNnjqQp6ZUrVxAZGcmZzYh8Gw8hrSUnJwfm5uYAamdP6+Pahwg+PVF99uyZZJlvcnIyHB0d0bZtW3z00UdYu3Yt43SEKBY+9RjjU++3lkLFEJELKysrqQ86YrEY8+bNk1yr+yAxa9YsTnyA4Nt4CGktfGpEzKcnqt26dcMff/wBHR0dJCcnY8OGDQBqlwFy5WQ8QlpL/R5jY8aMkVx3cnJCWFgYp4qhut5vXN7j2NKoGCJywbXNhP+Gb+MhhDQdn56ouru7w9/fH5qamujWrZukv0hGRgadiMkBXJtV5To+9Birw6feby2FiiEiF0OGDGEdoUXxbTyEkKbj0xPVyZMno3///nj48CGsra0lx54bGhpKNWMkionOvmpdfOgxVodPvd9aCp0mR+QuIyPjH+8PHjy4lZK0DL6NhxDSOJWVlfD19YWenh5vnqi+fPkS9+/fR48ePahptALIyMiAsbExOnbsKHW9uroaV65ckfx9uXz5Mvr378+5D+JcxaceY3zq/dZSqBgicmdmZiZzrf4UP9f22PBtPISQxjl06BCWLVsGdXV1dOjQQeqeQCDAuXPnGCVrusrKSkkjSQA4ffo0DA0NsWLFCnTp0gVeXl5sAyopMzMzdOrUCREREZIDeoDaJZojRoygvy+M8KnHGJ96v7UUegxE5O71mZTq6mrcvHkTmzZtgp+fH6NUzce38RBCGic8PBw+Pj68eKK6fv16ZGdnY8+ePZg5c6bk+vDhwxEREUHFEENOTk7w8PBAUFAQxo0bJ7lOz67ZMTExwalTpxATEwMtLS0IhUI4ODhwsseYq6srEhMTedP7rSVQMUTkTltbW+aajY0N1NTUEBYWhiNHjjBI1Xx8Gw8hpHGqq6vh5OTE+UIIAM6dO4eNGzdKzT4AwHvvvYf8/Hw2oQgEAgG++uorWFlZYdGiRcjJyZGcVEaHJrDFlx5jfOv91hKoGCLMdOzYEXl5eaxjtBi+jYcQIo1PT1QfP34ssy8FqF0+Rx+62amb/XF0dET37t0xe/Zs3Lp1C0uWLGGcTLnxqccYn3q/tRQqhojcZWdny1z7+++/ERUV1eD+G0XHt/EQQhqHT09ULS0t8dtvv2Hq1KlS1w8dOiQzW0TYsLCwwKFDh+Dt7Q0PDw/WcZQan3qM8an3W0uhYojInaurKwQCgczTlAEDBmDlypWMUjUf38ZDCGkcPj1R9fPzw8yZM3Hr1i3U1NRgz549uH37Nv744w/6sMSQm5sbNDQ0JK/19fWxb98+fPvtt/96kimRHz71GCOy6DQ5IncPHjyQeq2iogI9PT2pN3wu4dt4CCHKKT8/Hzt27EB2djaEQiEsLCwwc+ZMmJqaso5GiEIJCAjAoEGD8Nlnn7GOQuSAiiHSKtLS0pCWlobS0lLJxsM6oaGhjFI1H9/GQwghRDGUl5fj6tWrKC0tlVmB4OrqyiaUkuNjjzHyP7RMjshdREQEIiMjYWlpCX19fc4tJ3kd38ZDCFE+5ubmSElJkTlE4cmTJ7C2tubUhnA+SUpKwoIFCyAUCtGuXTupvy8CgYCKIUYSEhKQmpoKdXV1XLp0SeqeQCCgYojjqBgichcbG4vQ0FDevInzbTyEEOXzpkUhL1++hJqaWiunIXVWr16N8ePHY/78+Wjbti3rOOT/41OPMSKLiiEid9XV1Rg0aBDrGC2Gb+MhhCiPPXv2AKh9mn3o0CFoampK7olEImRkZMDY2JhVPKVXXFwMd3d3KoQUDJ96jBFZVAwRuZswYQJOnDgBb29v1lFaBN/GQwhRHj/88AOA2pmh2NhYqQ93ampq6N69O4KDgxmlI7a2tsjKyoKhoSHrKKQePvUYI7LoAAUiF/UPERCJRIiPj4epqSlne3PwbTyEEOU2depUREREQEdHh3UUpXfu3DnJvx8/foytW7di3LhxDW7Ut7e3b+14BLV9huLj42FmZkZ/93mIiiEiF6838nsTgUAgWbahyPg2HkIIaYxBgwbh2LFjNFMhR41t1i0QCOhgC0b+6TMA/d3nPiqGCCGEENKggQMH4vjx41QMEUJ4i3aCEUIIIYQQQpQSHaBACCGEEKJAhEIhTp48ifz8fOjr68PZ2RkdOnRgHYsQXqKZIUIIIYQQhpycnPD06VMAQFFRET755BOEhoYiNTUVW7ZsgbOzMwoKCtiGJISnqBgihBBCSIMEAgHrCErhzp07qKmpAQCsX78enTt3xq+//oq4uDgkJSXB1NQU4eHhbEMSwlNUDBFCCCGkQXTGUuu7cuUKfHx8oK2tDQDQ0tKCj48PMjMzGScjhJ+oGCKEEEKUTEZGBkpLS2WuV1dXIyMjQ/I6KioKXbp0ac1oSqtuFq6qqgr6+vpS97p06YLHjx+ziEUI71ExRAghhCiZqVOn4tNPP8WVK1ekrpeVlcHd3V3y2srKCurq6q2cTjlNmzYNbm5uqKioQF5entS9wsJC6OrqsglGCM/RaXKEEEKIEnJycoKHhweCgoIwbtw4yXVaGtf65syZI/VaU1NT6nVSUhKsrKxaMxIhSoOarhJCCCFKxtzcHCkpKcjMzMSiRYswceJELF68GKWlpRgxYgRu3rzJOiIhhLQKWiZHCCGEKJm656COjo6IiYnB6dOnMWPGDJSXlzNORgghrYuKIUIIIUSJWVhY4NChQ3j27Bk8PDxYx1Fa2dnZ2Lp1K2JiYmQOS6ioqEBAQACjZITwGxVDhBBCiJJxc3ODhoaG5LW+vj727duH4cOHo1u3bgyTKaeUlBRMmDABiYmJiI6OxpgxY3Dx4kXJ/RcvXiA+Pp5dQEJ4jPYMEUIIIYQw9N///hdDhw6Fn58fxGIxoqOjsXXrVmzatAkjR45ESUkJ7eUiRE7oNDlCCCFECZWXl+Pq1asoLS2VOUHO1dWVTSgl9ddff2HNmjUAavsNzZw5E127doWvry82bNiAfv36MU5ICH9RMUQIIYQomaSkJCxYsABCoRDt2rWTNPwEaj+MUzHUutTV1WUOr3BxcYGKigr8/PywaNEiRskI4T8qhgghhBAls3r1aowfPx7z589H27ZtWcdReubm5khPT4elpaXUdWdnZ4jFYixevJhRMkL4j4ohQgghRMkUFxfD3d2dCiEFMWnSJGRkZDR475NPPoFYLMbBgwdbORUhyoEOUCCEEEKUzJw5c+Dk5AQnJyfWUUgzJCQkwM7ODpqamqyjEMJ5VAwRQgghSuDcuXOSfz9+/Bhbt27FuHHjYGJiAlVV6YUi9vb2rR2PNMGgQYNw7NgxGBoaso5CCOdRMUQIIYQoATMzs0Z9nUAgoCOcFdzAgQNx/PhxKoYIaQG0Z4gQQghRAtnZ2awjEEKIwlFhHYAQQgghhBBCWKCZIUIIIURJCYVCnDx5Evn5+dDX14ezszM6dOjAOhYhhLQamhkihBBClISTkxOePn0KACgqKsInn3yC0NBQpKamYsuWLXB2dkZBQQHbkIQQ0oqoGCKEEEKUxJ07d1BTUwMAWL9+PTp37oxff/0VcXFxSEpKgqmpKcLDw9mGJP/KwMBA5gRAQkjzUDFECCGEKKErV67Ax8cH2traAAAtLS34+PggMzOTcTLlZW9vjydPnshcLy8vlzruPCEhAd26dWvNaITwFhVDhBBCiBIRCAQAgKqqKujr60vd69KlCx4/fswiFgHw4MEDiEQimesvX75EcXExg0SE8B/NsRJCCCFKZNq0aVBVVUVFRQXy8vJgYmIiuVdYWAhdXV124ZRU/Ya4ycnJktk6ABCJREhLS4OBgQGLaITwHhVDhBBCiJKYM2eO1GtNTU2p10lJSbCysmrNSASAt7e35N+LFy+WuqeqqgoDAwOZ64SQliEQi8Vi1iEIIYQQQpSdnZ0dDh8+TMebE9KKaM8QIYQQQghj1dXVMDQ0RFlZGesohCgVKoYIIYQQJZKdnY2tW7ciJiZG5rCEiooKBAQEMEqm3NTU1JCTk8M6BiFKh4ohQgghREmkpKRgwoQJSExMRHR0NMaMGYOLFy9K7r948QLx8fHsAiq5sWPHIi4ujnUMQpQKHaBACCGEKImIiAh4enrCz88PYrEY0dHR+Prrr7Fp0yaMHDmSdTylV1NTgwMHDuDChQuwtLRE27Ztpe7TrB0hLY+KIUIIIURJ/PXXX1izZg2A2n5DM2fORNeuXeHr64sNGzagX79+jBMqt9zcXFhYWAAA8vLypO7V9YcihLQsKoYIIYQQJaGuro7y8nKpay4uLlBRUYGfnx8WLVrEKBkBgL1797KOQIjSoWKIEEIIURLm5uZIT0+HpaWl1HVnZ2eIxWLqZaMg7t27h/z8fAwePBht2rSBWCymmSFC5ISKIUIIIURJTJo0CRkZGQ3e++STTyAWi3Hw4MFWTkXqPHnyBPPmzUN6ejoEAgHOnDkDQ0NDBAYGQkdHh4pVQuSATpMjhBBClISDgwMCAwPfeN/FxUVqqVZCQgKEQmFrRCMAQkNDoaqqit9++w1t2rSRXHdyckJycjLDZITwFxVDhBBCCGlQUFAQSktLWcdQGqmpqfD390fXrl2lrhsZGaGwsJBRKkL4jYohQgghhDRILBazjqBUhEKh1IxQnadPn0JdXZ1BIkL4j4ohQgghhBAFYGVlJdP0ViQSITo6GkOHDmUTihCeowMUCCGEEEIUgL+/Pzw8PHDt2jVUV1dj7dq1uHXrFsrKynDgwAHW8QjhJSqGCCGEEEIUgImJCU6dOoWYmBhoaWlBKBTCwcEBkydPRufOnVnHI4SXqBgihBBCCFEQGhoasLGxgZmZGUQiEQAgKysLAGBvb88yGiG8RMUQIYQQQhpkYGAAVVX6qNBazp8/j4ULF6KsrEzm8AqBQICbN28ySkYIfwnEdFQMIYQQolTs7e0RFxeHDh06SF0vLy+Hm5sbzp07xyiZcnN0dISNjQ28vb3RqVMn1nEIUQp0mhwhhBCiZB48eCBZglXfy5cvUVxczCARAYCSkhJMnz6dCiFCWhHNfRNCCCFKov6MT3JyMrS1tSWvRSIR0tLSYGBgwCIaATB69Gikp6ejR48erKMQojRomRwhhBCiJMzMzN54T1VVFQYGBli8eDE+/vjjVkxF6lRWVsLX1xd6enowMTGR2a/l7u7OKBkh/EXFECGEEKJk7OzscPjwYZk9Q4StQ4cOYdmyZVBXV5f53ggEAtrLRYgc0DI5QgghRIlUV1fD0NAQZWVlVAwpmPDwcPj4+MDLywsqKrStm5DWQL9phBBCiBJRU1NDTk4O6xikAdXV1XBycqJCiJBWRL9thBBCiJIZO3Ys4uLiWMcgr3F1dUViYiLrGIQoFVomRwghhCiZmpoaHDhwABcuXIClpSXatm0rdT8gIIBRMuUmEokQHR2NlJQUmJqayhygQN8XQloeFUOEEEKIksnNzYWFhQUAIC8vT+qeQCBgEYkAyMnJgbm5OYDa71F99H0hRD7oNDlCCCGEEEKIUqI9Q4QQQoiSunfvHpKTk/HixQsAAD0fJYQoG1omRwghhCiZJ0+eYN68eUhPT4dAIMCZM2dgaGiIwMBA6OjoYPHixawjEkJIq6CZIUIIIUTJhIaGQlVVFb/99hvatGkjue7k5ITk5GSGyQghpHXRzBAhhBCiZFJTU7Fz50507dpV6rqRkREKCwsZpSKEkNZHM0OEEEKIkhEKhVIzQnWePn0KdXV1BokIIYQNKoYIIYQQJWNlZYX4+Hipa3U9boYOHcomFCGEMEBHaxNCCCFKJjc3Fx4eHrCwsMDFixdhZ2eHW7duoaysDAcOHECPHj1YRySEkFZBxRAhhBCihMrLyxETE4Ps7GwIhUJYWFhg8uTJ6Ny5M+tohBDSaqgYIoQQQpRQVVUVcnJyUFpaCpFIJHXP3t6eUSpCCGlddJocIYQQomTOnz+PhQsXoqysTKbRqkAgwM2bNxklI4SQ1kUzQ4QQQoiScXR0hI2NDby9vdGpUyfWcQghhBk6TY4QQghRMiUlJZg+fToVQoQQpUfFECGEEKJkRo8ejfT0dNYxCCGEOVomRwghhCiZyspK+Pr6Qk9PDyYmJlBVld5C7O7uzigZIYS0LjpAgRBCCFEyCQkJSE1Nhbq6Oi5duiR1TyAQUDFECFEaNDNECCGEKBkbGxtMnToVXl5eUFGhFfOEEOVF74CEEEKIkqmuroaTkxMVQoQQpUfvgoQQQoiScXV1RWJiIusYhBDCHO0ZIoQQQpSMSCRCdHQ0UlJSYGpqKnOAQkBAAKNkhBDSuqgYIoQQQpRMTk4OzM3NAQC5ublS9wQCAYtIhBDCBB2gQAghhBBCCFFKtGeIEEIIIYQQopSoGCKEEEIIIYQoJSqGCCGEEEIIIUqJiiFCCCGEEEKIUqJiiBBCCCGEEKKUqBgihBBCCCGEKCUqhgghhBBCCCFK6f8BExLKOimjFlYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1alq4cKFSUlLUpk0bSdLQoUNVvHhxDRo0yO64lStXqnHjxvL397fbbjKZ1KVLF82YMUPlypVT6dKlNWXKFBUrVkyNGze+jdYAAAAAIGsOh6GmTZsqISFBU6dOVVxcnKpUqaK5c+fahsmdOXNGZrP9Badjx45p7969mjdvXqbn7NGjh1JSUvT6668rKSlJ999/v+bOnat8+fLloCUAAAAA+Hcmq9VzRgleuOB5E8CkG5PAgoIKeUR/9OKa6MU10Ytr8qReJM/qh15cE724Jk/q5Z/Se8sOh2+6CgAAAACegDAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQwAAAAAMydvZBQDAv4mJWaGlSxcrISFe995bSQMGDFFYWESW+yclJWny5He0deuXSkpKUvHid6t//4F68MEGtn3i4s5rxowPtHPnd/rzzz9VunRpjRz5hkJDw+5ESwAAwAUQhgC4tC++2KJp097T4MEjFBYWoRUrlmrgwH5aujRG/v4BGfa/du2aevXqoUKFimjMmLcVHFxMZ8+eUcGChWz7JCUlqXfv7rrvvlqaNGmKihb118mTsSpUqPCdbA0AADgZYQiAS1u2LFotWrRWs2YtJUlDhozQjh3btGHDOnXu3DXD/hs2rFViYqKmT58rL68bv+Luvruk3T7R0QtVrFhxjRz5hm1byZKl8q4JAADgkpgzBMBlXbt2TUeOHFKtWg/YtpnNZtWqVUcHDx7I9Jht275RjRo1NHny22rR4v/UuXN7LVo0T2lpabZ9tm//RqGhVfTaa8PUvPlj6tbtWa1btzrP+wEAAK6FMATAZSUmXlJaWpoCAuyHwwUEBCg+Pj7TY06fPqVPP/1UFkuaJk6coq5dX9CyZdFauDDKbp81a2JUpkxZvfvuB2rd+im9//4kffLJhjztBwAAuBaGyQHwKFarVYGBgRo69FWZzV4KDa2iuLjzWrp0sZ5/vqckyWKxKDQ0TL169ZUkVa4cqt9//01r1sToiSeaO7N8AABwB3FlCIDLKlKkqLy8vJSQkGC3PSEhQYGBgZkeExgYpHvuuUdeXl62beXKlVd8fLyuXbt20z7l7Y4rV668zp07m8sdAAAAV0YYAuCyfHx8VLlyqPbu3W3bZrFYtHfvHoWHV8v0mKpVq+vEiROyWCy2bbGxJxQYGCQfH5+b9jlud1xs7HGVKHF3HnQBAABcFWEIgEt75pmOWr9+jT75ZIP++ON3TZo0QSkpKWrWrIUkacyY1zVz5jTb/k8+2VaXLl3S++9P0okTx/Xdd9u0ePF8tWnTzrbP008/q4MHf9KiRfN08mSstmzZrHXrVtvtAwAAPB9zhgA4ndlsktlsyvSxJk0eV1LSJUVFzVR8fLwqVQrR++9PU7FiwZKk8+fPycvLS97eN97bKVmypKKiojRmzFh17dpBwcHF9PTTHdS5c1d5ed3Yp2rVqnr77cmaMWOaFiyYq7vvLqlXXhmspk2bZVmjxWKVxWLN5c4BAIAzmaxWq8f8db9w4bI8p5u/mUxSUFAhj+iPXlyTM3sxm00qUjS/vL1c+0L19TSLEi8l39FAxPeYa/KkXiTP6odeXBO9uCZP6uWf0nvLDq4MAXAqs9kkby+z+i/br6Pnrzi7nExVLFZQU56pKbPZxNUhAAA8CGEIgEs4ev6KDp5OcnYZAADAQFx7XAoAAAAA5BHCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDylEYio6OVqNGjVS1alW1a9dOBw4cuOX+SUlJioyMVIMGDRQREaEmTZpo69attsc/+OADhYSE2P17/PHHc1IaAAAAAGSLw/cZ2rRpkyZMmKDIyEhVr15dCxcuVPfu3bV582YFBgZm2D81NVXdunVTYGCgpkyZouLFi+v06dMqXLiw3X6VKlXS/PnzbR97eXnloB0AAAAAyB6Hw9D8+fPVvn17tW3bVpIUGRmpr7/+WjExMerZs2eG/WNiYpSYmKhly5bJx8dHklS6dOkM+3l5eSk4ONjRcgAAAAAgRxwKQ6mpqTp48KB69epl22Y2m1WvXj3t378/02O+/PJL1ahRQ6NHj9YXX3yhgIAANW/eXD169LC7+nP8+HE1aNBA+fLlU40aNTRo0CCVLFnSoWZMJod2dxvpfXlCf/Timjypl7x2J79GnvS80Ivr8qR+6MU10Ytr8qRe/smRnhwKQxcvXlRaWlqG4XCBgYE6duxYpsfExsZq586datGihWbPnq0TJ04oMjJS169f10svvSRJqlatmiZMmKDy5csrLi5O06dPV8eOHbV+/XoVLFgw2/UFBhZypB2340n90Ytr8qRe8oK/fwGnfF5Pel7oxXV5Uj/04proxTV5Ui854fAwOUdZrVYFBgZqzJgx8vLyUkREhM6dO6eoqChbGHr44Ydt+4eGhqp69ep65JFH9Mknn6hdu3bZ/lzx8ZdlteZ6C05nMt34RvWE/ujFNTmzFy8vs9NChqMuXryqtDTLHft8fI+5Jk/qRfKsfujFNdGLa/KkXv4pvbfscCgM+fv7y8vLS/Hx8Xbb4+PjFRQUlOkxwcHB8vb2thsSV6FCBcXFxSk1NVW+vr4ZjilcuLDuuecenThxwpHyZLXK457Mm3lSf/Timjypl7zijK+PJz0v9OK6PKkfenFN9OKaPKmXnHBoaW1fX1+Fh4drx44dtm0Wi0U7duxQzZo1Mz3mvvvu04kTJ2Sx/P1u6h9//KHg4OBMg5AkXb16VbGxsSyoAAAAACDPOHyfoW7dumnFihVavXq1fvvtN7355ptKSUlRmzZtJElDhw7V5MmTbft36NBBly5d0rhx4/T777/r66+/1qxZs9SxY0fbPm+//bZ2796tkydPat++fXrppZdkNpvVvHnzXGgRAAAAADJyeM5Q06ZNlZCQoKlTpyouLk5VqlTR3LlzbcPkzpw5I7P574x19913KyoqShMmTFDLli1VvHhxdenSRT169LDtc/bsWQ0cOFCXLl1SQECA7r//fq1YsUIBAQG50CIAAAAAZJSjBRQ6deqkTp06ZfrY4sWLM2yrWbOmVqxYkeX53nvvvZyUAQAAAAA55vAwOQAAAADwBIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIbk7ewCAABwNTExK7R06WIlJMTr3nsracCAIQoLi8hy/8uXL2v27A/1zTdfKikpScWL363+/QfqwQcb3MGqAQCOIgwBAHCTL77YomnT3tPgwSMUFhahFSuWauDAflq6NEb+/gEZ9r927ZoGDOgrf39/jRnztoKDi+ns2TMqWLCQE6oHADiCMAQAwE2WLYtWixat1axZS0nSkCEjtGPHNm3YsE6dO3fNsP/GjWuVlJSomTPnydv7xp/Vu+8ueSdLBoBMcZX73xGGAAD4n2vXrunIkUPq3LmbbZvZbFatWnV08OCBTI/Ztu0bRURU0+TJb2vbtq0qWrSoHnvscXXs+Jy8vLzuVOkAYIer3NlDGAIA4H8SEy8pLS1NAQH2LxQCAgJ0/PgfmR5z+vQp7dv3vR577HFNnDhFp07FavLkt3X9+nU9/3zPO1A1AGTEVe7sIQwBAHAbLBarihb119Chr8rLy0uhoVUUF3deS5cuJgwBcAqucmdfjpbWjo6OVqNGjVS1alW1a9dOBw5k/kVNl5SUpMjISDVo0EARERFq0qSJtm7delvnBAAgtxUpUlReXl5KSEiw256QkKDAwMBMjwkKClKZMuXsXiyUK1de8fHxunbtWp7WCwCZudVV7vj4+EyPOX36lL7++gtZLGmaOHGKunZ9QcuWRWvhwqg7UbLTOByGNm3apAkTJqhv375avXq1QkND1b179yy/sKmpqerWrZtOnTqlKVOmaPPmzRozZoyKFy+e43MCAJAXfHx8VLlyqPbu3W3bZrFYtHfvHoWHV8v0mKpVq+vUqVhZLBbbttjYEwoMDJKPj0+e1wwAueHmq9yhoVX06KP/py5dumnt2hhnl5anHA5D8+fPV/v27dW2bVtVrFhRkZGR8vPzU0xM5l+omJgYJSYmavr06br//vtVunRp1alTR6GhoTk+JwC4q5iYFXrqqRZq1KieevR4Tr/88nOW+27cuF4hISGqX7+WGjS48a9Ro3p2+yQkxGvcuDfVqtXjevTR+ho4sJ9iY0/kdRtux2w2ydvbnK1/zz7bSevXr9Gnn25UbOwfevfdt/Tnnylq2bKVvL3NGjv2DU2ePFleXjf2f+qpdkpKStLUqZN1+nSsdu3arsWL5+upp9pn+3N6e5tlNpuc/WUC4CG4yp19Ds0ZSk1N1cGDB9WrVy/bNrPZrHr16mn//v2ZHvPll1+qRo0aGj16tL744gsFBASoefPm6tGjh7y8vHJ0zqyYPPTvSHpfntAfvbgmT+olr93O1+jzz2+s7DNkyN8r+wwalPXKPiaTVLBgQS1dulJWa/o2k60Gq9WqESMGy9vbW2+/PVn58xfQ8uXReuWVPoqO/lh33XVXzovNZc78HjObTSpcJL+8vbL3/l/79m2UmpqsqKhZiouLU5UqVRQVFaWKFctKkuLj4+Tn5yt//wKSJH//ezVvXpQmTJigTp2eVvHixdW163O2v3PZdT3NoqTEZFksVsebvA2e9PNPL66JXu48X18fhYTcuMr98MP/kfT3Ve62bdvLZMrYS9Wq1fXZZ5tltVpkNt/4fXny5I2r3L6+7nWV25Hnx6EwdPHiRaWlpWVIlIGBgTp27Fimx8TGxmrnzp1q0aKFZs+erRMnTigyMlLXr1/XSy+9lKNzZiUw0LOX/vOk/ujFNXlSL3kh/cVvTsXELFP79u313HMdJUn3319VDz+8XV999al69sw40b5gQT+ZTCZVrlw+0/P9/vvvOnjwJ23YsEGVKlWSJNWsOV7169fXzp1b1a5du9uqNy8483us/7L9Onr+Sjb3Lqf8T45WOUnJkkZuTZK2fnvjodo9lSCp2dRv7Q9p0E9l/3crjvWp0vrp32W7torFCmrKMzUVEFAw28fkNk/6+acX10Qvd1aPHi9o2LBhql37PlWrVk0LFy7UX3/9qc6dOygoqJCGDh2q4sWLa9CgQZKk7t2f06pVKzRr1lR16tRJx48f10cfLVDnzp0VFOT6/eZUnq8mZ7VaFRgYqDFjxsjLy0sRERE6d+6coqKi9NJLL+Xq54qPv2x799STmEw3fug8oT96cU3O7MXLy3zbIeNOuXjxqtLSLP++YyauXbumgwcPqkOHLrpw4bJt+3331dauXXvUpk2HDMdcufKnkpOT9dBDD8tqtapy5RD16tVXFSrcK0k6f/6SJOnq1et25/T29tH27Tv1yCOP56jWvOAK32NHz1/RwdNJd/aTO+h2vsdyit9lroleXJMzezGbTTI5cMnjwQcfVr9+r+j9999XfHy8KlUK0bvvfiAvr7t08eJVxcaelNls1qVLV2W1Sn5+hfX++9P0/vuTtWLFCgUHF1O7ds+oXbuOunjxarY+p9VqveNXtzOT/jxlh0NhyN/fX15eXhkWNoiPj1dQUFCmxwQHB8vb29tuqECFChUUFxen1NTUHJ0zK1ar3P6H7FY8qT96cU2e1EteyenX59KlGyv7+PsH2J0j/f41mZ23bNlyGj9+vIoVK60rV65o6dKP9OKLz2vx4hUqVqy4ypa9R8WLl9DMmdM0ZMhI3XXXXVq+PFrnz59TfPwFl3wu+R77d876+njSc0Mvrolecs7R4b7pevbsrp49u2f62NKlSzJse+ihenrooXqZ7J0919MsSrx054f73g6HwpCvr6/Cw8O1Y8cONW7cWNKN8Yc7duxQp06dMj3mvvvu04YNG2Sx/D3+8I8//lBwcLB8fX0lyeFzwrXExKzQ0qWLlZAQr3vvraQBA4YoLCwi0303blyv8eMj7bb5+vrqyy//Hk6SkBCvGTM+0O7dO3XlymVVr36fBgwYojJlyuZpH4CriYiopqCgQrpw4cY7kFWrVlfHjk9p7dpV6tGjt7y9vTVu3ES99dYYNW3aSF5eXrr//jqqW7eex7zgAAD8bxEYL7ODw33vrPThvmazyXPDkCR169ZNw4YNU0REhG38YUpKitq0aSNJGcYfdujQQR999JHGjRtnG384a9Ysde7cOdvnhOv64osbE8IHD/57QvjAgVlPCJduTAhfssR+Qni6myeEv/XWZBUoUEDLlt2YEP7RR641IRxwRE5W9vknb29vVaoUopMnY23bQkOraMGCJbpy5YquXbsmf39/9ejxnEJDw3K1fgCA87nDcF9343AYatq0qRISEjR16lTbKjtz5861DWk7c+aM7QqQJN19992Kirqxyk7Lli1VvHhxdenSRT169Mj2OeG6li2LVosWrdWsWUtJ0pAhI7RjxzZt2LBOnTt3zfQYk8mkwMCgTN+5jo09oYMHf9KiRctt8yIGDx6hli2b6PPPP1WLFq3zqBMgb918/5qHHvqPpL9X9mnTpn22zpGWlqZjx47qwQfrZ3isYMEbE+9jY0/o8OH/qkeP3rlWOwAAnipHCyh06tQpyyFsixcvzrCtZs2aWrFiRY7PCdd07do1HTlySJ07d7NtM5vNqlWrjg4ePJDlccnJyWrTprltQnjPnn9PCE9fxz5fvnx25/T19dWBAz8QhuDyzGZTlveLefbZThoz5g2FhYUrLCxcy5cvsbt/TWTkKAUHF1OfPv0kSVFRs1W3bm0VLRqsy5cvKzp6kc6dO6vWrdvI2/vGm05ffPGZihb1V4kSJfTbb0f17rsT9dBD/1G9elmP+bZYXGOCKwAAzpbnq8nBcyUm3pgQHhBgPxwufUJ4ZsqVyzghvHfvvyeElyt36wnhgCszm00qUjTrCa6O3r8mNTVFo0aNUlxcnIoUKaLw8HAtW7ZMYWF/D4FLTk7SBx+8p/j4eAUHB+vJJ1urT58+tjmZmXHHCa4AAOQFwhDuKCaEw5Nlb4KrA/evKdhQ+Z9sqHL/O/KUpCGfx0uf33x/m/Iq2Has0u9O85mkz2buyrJGd53gCgBAXiAMIceYEA5kjgmuAP7JkZVXN21i5VXgTnFssXLgJjdPCE+XPiE8PLxats6RPiE8s8UyChYsKH9/f9uE8IYNH8612gEAuFPSV17t1q2HoqI+UsWKlTVwYD9dvJiQ5TEFChTQtm3btG7dZq1du1krV663PZa+8urp06f01luTNX9+tEqUKKFXXumjlJSUO9ES4DEIQ/hXZrNJ3t7mTP89+2wnrV+/Rp9+ulGxsX/o3XffspsQPm7cG5o9e7pt/wUL5mrbtm06e/a0jh49rLFjX7ebEO7tbdbWrV/oxx/36dy50/ruu280YEBf24TwrOrIasI6AADOdvPKq+XLV9CQISPk5+enDRvWZXmMyWRScHCwAgODFBgYpICAv0dcpK+8OmjQcFWpEq6yZe/R4MEj9Ndff+nzzz+9Ey0BHoNhcrglJoQDAJBzOV15NSUlRY888oiuX09j5VUgDxGGcEtMCAcAIOdysvJq2bLlNGLEKNWqVUMnT57TkiWsvArkFcIQsoUJ4QAA3BkREdVUteqN1VeDg0srIoKVV4G8QhgCAADII6y8Crg2FlAAAADII6y8Crg2rgwBAADkoWee6ahx495UaGiYqlQJ14oVS5SSkqJmzVpIksaMeV3BwcX04osvSZLmz5+j8PCqqlYtVCdOnFV09CKdPXtWzZu3tp3zyy8/V9GiRVW8eAkdO3ZUU6ZMVsOGD6tOnbrOaBFwW4QhAACA22Q2m7K8zUOTJo8rKemSoqJmKj4+XpUqhej996epWLFgSdL58+fk5eUlb+8bA3auXr2sd94Zq/j4eBUqVFihoVU0Z858VapU0XbOixfjNW3ae0pIiFdQUJCeeKK5nn++h+0cmbFYrCw0BPwDYQgAAOA2/NttKCSpZ8/u6tmze6aPLVu2xO7jyMg3JL1xy8/54osv6MUXX3CoTm5DAWREGAIAALgN2bsNhXNxGwogc4QhAACAXMBtKAD3w2pyAAAAAAyJMAQAAADAkAhDAAAAAAyJMAQAAADAkAhDAAAAAAyJMAQAAADAkFhaGwAAAIYUE7NCS5cuVkJCvO69t5IGDBiisLCITPfdtGm9xo+PtNvm6+urL7/8zvZxgwa1Mj22T5+X9eyzXXKvcOQawhAAAAAM54svtmjatPc0ePAIhYVFaMWKpRo4sJ+WLo2Rv39ApscUKFBAn376qRISrshqlUwmk93ja9dutvt4587v9NZbY/Tww43yrA/cHsIQAAAADGfZsmi1aNFazZq1lCQNGTJCO3Zs04YN69S5c9dMjzGZTAoODpbJ5CerNePjgYFBdh9v27ZV991XS6VKlc7t8pFLmDMEAAAAQ7l27ZqOHDmkWrUesG0zm82qVauODh48kOVxKSkpeuSRR/Tkk800fPhAHTv2W5b7JiTE67vvtqlZs1a5WjtyF2EIAAAAhpKYeElpaWkKCLAfDhcQEKD4+PhMjylbtpxGjBilDz/8UK+/PloWi1W9ez+v8+fPZbr/J59sUP78BfTww4/kev3IPYQhAAAA4F9ERFTTE080V5UqVVSz5v0aP36iihb119q1qzLdf+PGdfq//3tc+fLlu8OVwhGEIQAAABhKkSJF5eXlpYSEBLvtCQkJCgwMzNY5vL29ValSiE6ejM3w2I8/7teJE8fVvHnr3CgXeYgwBAAAAEPx8fFR5cqh2rt3t22bxWLR3r17FB5eLVvnSEtL07FjRxUUFJThsQ0b1iokpIoqVaqcazUjbxCGAAAAYDjPPNNR69ev0SefbNAff/yuSZMmKCUlRc2atZAkjRnzumbOnGbbf/78Odq1a6diY2N1+PAhjR49SmfPns1w9efq1Sv66qvP1aIFCye4A5bWBgAAgEcym00ym02ZPtakyeNKSrqkqKiZio+PV6VKIXr//WkqVixYknT+/Dl5eXnJ2/vGtYOrVy/rnXfGKj4+XoUKFVZoaBXNmTNflSpVtDvvV199JqtVevzxJ2zH3orFYpXFksk63bgjCEMAAADwOGazSUWK5pe3V9aBpGfP7urZs3umjy1btsTu48jINyS98a+ft1u3LurWrUu267yeZlHipWQCkZMQhgAAAOBxzGaTvL3M6r9sv46ev+LscjJVsVhBTXmmpsxmE2HISQhDAAAA8FhHz1/RwdNJzi4DLoowBHiomJgVWrp0sRIS4nXvvZU0YMAQhYVFZLrvxo3rNX58pN02X19fffnld3bb/vjjd82YMVU//LBPaWlpuueeCho79h2VKFEiz/oAAADIK4QhwAN98cUWTZv2ngYPHqGwsAitWLFUAwf209KlMfL3D8j0mIIFC2rJkpWy/u8qvclkP+H01KmT6tPnBTVv3lLdu/dSgQIF9fvvvylfPt+8bgcAACBPEIYAD7RsWbRatGitZs1aSpKGDBmhHTu2acOGdercuWumx5hMJgUGBtnC0D/Nnj1dDz5YT3369LdtK1WqdG6XDgAAcMdwnyHAw1y7dk1HjhxSrVoP2LaZzWbVqlVHBw8eyPK45ORktWnTXG3aNNPw4QN17NhvtscsFou++267ypQpp4EDX1Lz5o+pR4/n9M03X+dlKwAAAHmKMAR4mMTES0pLS1NAgP1wuICAAMXHx2d6TLly5TR+/Hi99dZkjRo1WhaLVb17P6/z589Jki5eTFBKSrI++miBHnjgQb333jQ99NAjevXVIdq/f2+e9wQAAJAXGCYHQBER1RQUVEgXLlyW1SpVrVpdHTs+pbVrV6lHj96y/m/sXIMGD+vppztKkipVCtHPP/+oNWtiVLPm/c4sHwBwBzmyQM+mTSzQA9dGGAI8TJEiReXl5aWEhAS77QkJCQoMDMzWOby9vVWpUohOnoy1O+c995S3269cufL66acfcqVuAIDry8kCPQUKFNCnn36qhIQrslpZoAeuhWFygIfx8fFR5cqh2rt3t22bxWLR3r17FB5eLVvnSEtL07FjRxUUFGQ7Z5Uq4YqNPW63X2zsCRUvfnfuFQ8AcGk3L9BTvnwFDRkyQn5+ftqwYV2Wx5hMJgUHByswMEiBgUEKCLB/Y+7mBXoqVw5VqVKl1aDBw1mGKyA3EYYAD/TMMx21fv0affLJBv3xx++aNGmCUlJS1KxZC0nSmDGva+bMabb9582bo23btunUqZM6fPiQRo8epbNnz6p589a2fTp06KwvvvhM69at1smTsYqJWa7vvvtWTz7Z7k63BwBwgpwu0JOSkqJHHnlETz7JAj1wPQyTA9yU2WyS2WzK9LEmTR5XUtIlRUXNVHx8vCpVCtH7709TsWLBkqTz58/Jy8tL3t433g+5evWyRo0apbi4OBUqVFihoVU0Z858VapU0XbORx99VMnJI7Vw4XxNmTJJZcuW04QJE3X//fdlWaPFYpXFksVa3QAAt3KrBXqOH/8j02PKli2nESNGqVatGjp58pyWLPlIvXs/r8WLV6hYseJ2C/T06NFbvXv3086dO/Tqq0M0depM5qQizxGGADdkNptUpGh+eXtlfXG3Z8/u6tmze6aPLVu2xO7jyMg3JL3xr5+3S5eO6tKlY7brvJ5mUeKlZAIRABhUREQ1Va16Y5Ge4ODSiohggR64FsIQ4IbMZpO8vczqv2y/jp6/4uxyMlWxWEFNeaamzGYTYQgAPAAL9MATEYYAN3b0/BUdPJ3k7DIAAAZw8wI9Dz30H0l/L9DTpk37bJ0jfYGeBx+sbzsnC/TAmVhAAQAAANni6AI98+fP0a5dOxUbG8sCPXBJXBkCAACATW4v0PPOO2MVHx/PAj1wSYQhAAAASGKBHhgPYQgAAACSWKAHxkMYAgAAgB0W6IFRsIACAAAAAEMiDAEAAAAwJMIQAAAAAEMiDAEAAAAwpByFoejoaDVq1EhVq1ZVu3btdODAgSz3XbVqlUJCQuz+Va1a1W6f4cOHZ9ine/fMl2wEAAAAgNzg8GpymzZt0oQJExQZGanq1atr4cKF6t69uzZv3qzAwMBMjylYsKA2b95s+9hkyngjr4YNG2rChAm2j319fR0tDQAAAACyzeErQ/Pnz1f79u3Vtm1bVaxYUZGRkfLz81NMTEyWx5hMJgUHB9v+BQUFZdjH19fXbp8iRYo4WhoAAAAAZJtDV4ZSU1N18OBB9erVy7bNbDarXr162r9/f5bHJScn65FHHpHFYlFYWJgGDhyoSpUq2e2ze/duPfjggypcuLDq1q2rV155Rf7+/g41k8kFJ4+Q3pen9peb7uTXiOcl+zzpa0Qvt/e5POnrl1fu9NfIk54bT+olL3nS14deXJOze3Hk8zsUhi5evKi0tLQMw+ECAwN17NixTI8pX768xo8fr5CQEF2+fFnz5s3TM888o40bN6pEiRKSbgyRe+yxx1S6dGnFxsbq3XffVY8ePbR8+XJ5eXllu77AwEKOtON2PL2/2+XvX8Apn5fn5dac9bzkBXq5ffy83Jozv8c86bnxpF5yG7/HXBO9OI/Dc4YcVbNmTdWsWdPu46ZNm2rZsmV65ZVXJEnNmjWzPZ6+gELjxo1tV4uyKz7+sqzWXCvdZZhMN36xO6M/Ly+z23xTX7x4VWlpljv2+Xhesuffnhd6cQ5+XlzTnX5eJOc+N7nNWb140vcYvTiHkXq5E9J/F2SHQ2HI399fXl5eio+Pt9seHx+f6TygzPj4+KhKlSo6ceJElvuUKVNG/v7+On78uENhyGqV2/8ivxVP7y83OOPrw/Py7zzp60Mvt/85PelrmBec9fXxpOfGk3rJC570taEX1+ROvTi0gIKvr6/Cw8O1Y8cO2zaLxaIdO3bYXf25lbS0NB05ckTBwcFZ7nP27FldunTplvsAAAAAwO1weJhct27dNGzYMEVERKhatWpauHChUlJS1KZNG0nS0KFDVbx4cQ0aNEiSNG3aNNWoUUPlypVTUlKSoqKidPr0abVr106SdPXqVU2bNk1NmjRRUFCQYmNjNXHiRJUrV04NGzbMxVYBAAAA4G8Oh6GmTZsqISFBU6dOVVxcnKpUqaK5c+fahsmdOXNGZvPfF5ySkpI0atQoxcXFqUiRIgoPD9eyZctUsWJFSZKXl5eOHDmiNWvW6PLlyypWrJjq16+v/v37c68hAAAAAHkmRwsodOrUSZ06dcr0scWLF9t9PHLkSI0cOTLLc/n5+SkqKionZQAAnCgmZoWWLl2shIR43XtvJQ0YMERhYRGZ7rtx43qNHx9pt83X11dffvldpvtPnDhea9eu0ssvD1T79s/meu2ezJHnZdMmnhcAxpbnq8kBADzPF19s0bRp72nw4BEKC4vQihVLNXBgPy1dGiN//4BMjylYsKCWLFlpm1hryuJGEFu3fqWDB39WUBDzRh2Vk+elQIEC+vTTT5WQcEVWK88LAGNxaAEFAAAkadmyaLVo0VrNmrVU+fIVNGTICPn5+WnDhnVZHmMymRQYGGT7FxAQmGGfuLjzev/9iXr99THy9ub9Okfl9HkJDg7meQFgSPxGAwA45Nq1azpy5JA6d+5m22Y2m1WrVh0dPHggy+OSk5PVpk1zWa1WVa4cop49+6pChXttj1ssFo0Z87o6dOhstx3Zk9PnJSUlRY888oiuX0/jeQFgOFwZAgA4JDHxktLS0hQQYD/sKiAgIMN96NKVK1dO48eP11tvTdaoUaNlsVjVu/fzOn/+nG2f6OiF8vLyUrt2z+Rp/Z4qJ89L2bLlNGLEKH344Yd6/XWeFwDGw5UhAECei4iopqCgQrpw4bKsVqlq1erq2PEprV27Sj169NahQ//Vxx8v07x5H2U5ZwW5LyKimqpWvfHcBAeXVkQEzwsAYyEMAQAcUqRIUXl5eSkhIcFue0JCggIDM843yYy3t7cqVQrRyZOxkqQDB/br4sUEtW3b3LZPWlqapk17XytWLNXKletzrwEPxfMCAI4jDAEAHOLj46PKlUO1d+9uPfTQfyTdmFeyd+8etWnTPlvnSEtL07FjR/Xgg/UlSU2aNFWtWnXs9hk4sJ+aNGmqZs1a5Gr9nornBQAcRxgCAGTKbDbJbM58aNSzz3bSmDFvKCwsXGFh4Vq+fIn+/DNFLVu2kre3WZGRoxQcXEx9+vSTJEVFzVbdurVVtGiwLl++rOjoRTp37qxat24jb2+zAgMDFBhoP9fF29tbwcFBqlChQpY1WixWWSzW3GvaDeT28xIRUVXh4SE6efIczwsAwyEMAQAyMJtNKlI0v7y9Ml9np337NkpNTVZU1CzFxcWpSpUqioqKUsWKZSVJ8fFx8vPzlb9/AUlSamqKRo0apbi4OBUpUkTh4eFatmyZwsLCsqzBy8usu+76+xyZuZ5mUeKlZMO88M6L5+Xtt8fxvAAwLMIQACADs9kkby+z+i/br6Pnr2SxVznlf3K0yklKljRya5K09dsbD9XuqQRJzab+7+OCDZX/yYYq978jT0ka8nm89Pm3WdZwV+tIfZwkfTw1830qFiuoKc/UlNlsMsyLbp4XAMhdhCEAQJaOnr+ig6eTnF0G/oHnBQByB/cZAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhuTt7AIAVxITs0JLly5WQkK87r23kgYMGKKwsIhM9924cb3Gj4+02+br66svv/xOknT9+nXNnv2hdu7crtOnT6lAgYKqVauOevfup6Cg4DzvBQAAALdGGAL+54svtmjatPc0ePAIhYVFaMWKpRo4sJ+WLo2Rv39ApscULFhQS5aslNV642OTyWR77M8//9SRI4f03HMvqFKlSkpKuqwpUyZp2LCBiopafCdaAgAAwC0QhoD/WbYsWi1atFazZi0lSUOGjNCOHdu0YcM6de7cNdNjTCaTAgODbGHoZgULFtT7739ot23gwKHq0eM5nT17ViVKlMjtFgAAAOAAwhAg6dq1azpy5JA6d+5m22Y2m1WrVh0dPHggy+OSk5PVpk1zWa1WVa4cop49+6pChXuz3P/KlSsymUwqVKhgrtYPAAAAxxGGAEmJiZeUlpamgAD74XABAQE6fvyPTI8pV66cxo8fr2LFSuvKlStauvQj9e79vBYvXqFixYpn2P+vv/7SjBkfqHHjJipQgDAEAADgbIQhIIciIqopKKiQLly4LKtVqlq1ujp2fEpr165Sjx697fa9fv26Xn99uCSrBg8e7pyCAQAAYIcwBEgqUqSovLy8lJCQYLc9ISFBgYGB2TqHt7e3KlUK0cmTsXbbr1+/rlGjhuvs2bOaOnUGV4UAAABcBPcZcpKYmBV66qkWatSonnr0eE6//PJzlvtu3LheISEhql+/lho0uPGvUaN6dvts3fqlBgzoq6ZNH1WDBrX066+H87oFj+Lj46PKlUO1d+9u2zaLxaK9e/coPLxats6RlpamY8eOKigoyLYtPQidPHlC77//oYoUKZrbpQMAACCHuDLkBLm9hLMkpaSkqFq1GmrU6DG9/fbYvG7BbZnNJpnNpkwfe/bZThoz5g2FhYUrLCxcy5cv0Z9/pqhly1by9jYrMnKUgoOLqU+ffpKkqKjZqlu3tooWDdbly5cVHb1I586dVevWbeTtbdb169c0atQwHT58SJMnT5HZbFVi4o0rT4ULF5GPj0+mdVgsVlksmSxPBwAAgFxFGHKC3F7CWZIef7yZJOnMmdN5UbJHMJtNKlI0v7y9Mr8g2r59G6WmJisqapbi4uJUpUoVRUVFqWLFspKk+Pg4+fn5yt+/gCQpNTVFo0aNUlxcnIoUKaLw8HAtW7ZMYWFhkqSTJ0/q22+3SpI6d37G7nMtWrRIDzzwQKZ1XE+zKPFSMoEIAAAgjxGG7rA7tYQzMjKbTfL2Mqv/sv06ev5KFnuVU/4nR6ucpGRJI7cmSVu/vfFQ7Z5KkNRs6v8+LthQ+Z9sqHL/O/KUpCGfx0uff2s7W8W+czP9LKN3pUq7vs2wvWKxgpryTE2ZzSbCEAAAQB4jDN1hd2IJZ9za0fNXdPB0krPLAAAAgJMRhtyAI0s4AwAAAMgeVpO7w/JyCWcAAAAA2UcYusPyaglnAAAAAI5hmFweuZNLOEtSYmKizp07qwsX4iRJJ0+ekJeXWYGBgQoMzDw0sYQzAAAAjIwwlAfu9BLOkvTVV59qxIgRto9Hjbrx/5deekn9+vXLtA6WcAYAAICREYbygDOWcJaCM13GebNV2jyVJZwBAACAfyIM5SGWcAYAAABcFwsoAAAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQ8pRGIqOjlajRo1UtWpVtWvXTgcOHMhy31WrVikkJMTuX9WqVe32sVqtmjJliho0aKBq1aqpa9eu+uOPP3JSGgAAAABki8NhaNOmTZowYYL69u2r1atXKzQ0VN27d1d8fHyWxxQsWFDbtm2z/fvqq6/sHp8zZ44WL16sN998UytWrNBdd92l7t2766+//nK8IwAAAADIBofD0Pz589W+fXu1bdtWFStWVGRkpPz8/BQTE5PlMSaTScHBwbZ/QUFBtsesVqsWLVqk3r17q3HjxgoNDdU777yj8+fP6/PPP3eoNpPJNf65G3pxTfTimujFNdGLa3LW32D+7t8avbgmo/Tiaj+X3o40lpqaqoMHD6pXr162bWazWfXq1dP+/fuzPC45OVmPPPKILBaLwsLCNHDgQFWqVEmSdPLkScXFxalevXq2/QsVKqTq1atr//79atasWbbrCwws5Eg7kOTvX8DZJeQaenFN9OKa6MU10Uvu4PVA1vgec0304jwOhaGLFy8qLS1NgYGBdtsDAwN17NixTI8pX768xo8fr5CQEF2+fFnz5s3TM888o40bN6pEiRKKi4uzneOf57xw4YIj5Sk+/rKsVocOyRNeXma3+Ua4ePGq0tIsWT5OL85BL66JXlwTvbimf+slL5hMN4LQnX494EnPC704h5F6uRPSfxdkh0NhKCdq1qypmjVr2n3ctGlTLVu2TK+88kqufi6rVS4RhtyNJ33N6MU10YtrohfXRC+583k96euY2zzpa0MvrsmdenFozpC/v7+8vLwyLJYQHx9vNw/oVnx8fFSlShWdOHFCkhQcHGw7R07PCQAAAACOcigM+fr6Kjw8XDt27LBts1gs2rFjh93Vn1tJS0vTkSNHbCGodOnSCg4OtjvnlStX9OOPP2b7nAAAAADgKIeHyXXr1k3Dhg1TRESEqlWrpoULFyolJUVt2rSRJA0dOlTFixfXoEGDJEnTpk1TjRo1VK5cOSUlJSkqKkqnT59Wu3btJEkmk0ldunTRjBkzVK5cOZUuXVpTpkxRsWLF1Lhx41xsFQAAAAD+5nAYatq0qRISEjR16lTFxcWpSpUqmjt3rm1I25kzZ2Q2/33BKSkpSaNGjVJcXJyKFCmi8PBwLVu2TBUrVrTt06NHD6WkpOj1119XUlKS7r//fs2dO1f58uXLhRYBAAAAIKMcLaDQqVMnderUKdPHFi9ebPfxyJEjNXLkyFuez2QyqX///urfv39OygEAAAAAhzl801UAAAAA8ASEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEiEIQAAAACGRBgCAAAAYEg5CkPR0dFq1KiRqlatqnbt2unAgQPZOm7jxo0KCQlRnz597LYPHz5cISEhdv+6d++ek9IAAAAAIFu8HT1g06ZNmjBhgiIjI1W9enUtXLhQ3bt31+bNmxUYGJjlcSdPntTbb7+tWrVqZfp4w4YNNWHCBNvHvr6+jpYGAAAAANnm8JWh+fPnq3379mrbtq0qVqyoyMhI+fn5KSYmJstj0tLSNHjwYPXr109lypTJdB9fX18FBwfb/hUpUsTR0gAAAAAg2xy6MpSamqqDBw+qV69etm1ms1n16tXT/v37szxu+vTpCgwMVLt27bR3795M99m9e7cefPBBFS5cWHXr1tUrr7wif39/R8qTyeTQ7vgfT/q60YtrohfXRC+uiV5u//N50tcwL3jS14deXJOze3Hk8zsUhi5evKi0tLQMw+ECAwN17NixTI/5/vvvtXLlSq1ZsybL8zZs2FCPPfaYSpcurdjYWL377rvq0aOHli9fLi8vr2zXFxhYKNv74gZ//wLOLiHX0ItrohfXRC+uiV5yB68Hssb3mGuiF+dxeM6QI65cuaKhQ4dqzJgxCggIyHK/Zs2a2f6fvoBC48aNbVeLsis+/rKs1tsqOVd4eZnd5hvh4sWrSkuzZPk4vTgHvbgmenFN9OKa/q2XvGAy3QhCd/r1gCc9L/TiHEbq5U5I/12QHQ6FIX9/f3l5eSk+Pt5ue3x8vIKCgjLsHxsbq1OnTql37962bRbLjS9OWFiYNm/erLJly2Y4rkyZMvL399fx48cdCkNWq1wiDLkbT/qa0YtrohfXRC+uiV5y5/N60tcxt3nS14ZeXJM79eJQGPL19VV4eLh27Nihxo0bS7oRbnbs2KFOnTpl2L9ChQpav3693bb3339fV69e1auvvqoSJUpk+nnOnj2rS5cuKTg42JHyAAAAACDbHB4m161bNw0bNkwRERGqVq2aFi5cqJSUFLVp00aSNHToUBUvXlyDBg1Svnz5VLlyZbvjCxcuLEm27VevXtW0adPUpEkTBQUFKTY2VhMnTlS5cuXUsGHD2+0PAAAAADLlcBhq2rSpEhISNHXqVMXFxalKlSqaO3eubZjcmTNnZDZnf8VuLy8vHTlyRGvWrNHly5dVrFgx1a9fX/379+deQwAAAADyTI4WUOjUqVOmw+IkafHixbc89q233rL72M/PT1FRUTkpAwAAAAByzOGbrgIAAACAJyAMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAADAkwhAAAAAAQyIMAQAAtxETs0JPPdVCjRrVU48ez+mXX37O1nGff/6pGjSopREjBuVxhQDcCWEIAAC4hS++2KJp095Tt249FBX1kSpWrKyBA/vp4sWEWx535sxpTZ8+RdWr17xDlQJwF4QhAADgFpYti1aLFq3VrFlLlS9fQUOGjJCfn582bFiX5TFpaWkaPfo1de/eUyVLlrqD1QJwB4QhAADg8q5du6YjRw6pVq0HbNvMZrNq1aqjgwcPZHncggVzVbRogJo3b30HqgTgbrydXQAAAMC/SUy8pLS0NAUEBNhtDwgI0PHjf2R6zI8//qANG9Zq/vwld6BCAO6IK0MAAMDjJCdf1dixr2vo0FdVtGhRZ5cDwEVxZQgAALi8IkWKysvLSwkJ9oslJCQkKDAwMMP+p06d1JkzpzV8+EDbNovFIkl6+OEHtGRJjEqVKp23RQNweYQhAADg8nx8fFS5cqj27t2thx76j6Qb4Wbv3j1q06Z9hv3Llr1HixYts9s2Z84MJScnq3//QSpWrPidKBuAiyMMAQAApzCbTTKbTdne/9lnO2nMmDcUFhausLBwLV++RH/+maKWLVvJ29usyMhRKlOmlJ5//kUVKHCXKleubHd8oUKFZTKZMmy/FYvFKovFmu39AbiXHIWh6OhoRUVFKS4uTqGhoRo1apSqVav2r8dt3LhRAwcO1KOPPqoPP/zQtt1qtWrq1Kn6+OOPlZSUpPvuu09vvvmm7rnnnpyUBwAAXJzZbFKRovnl7ZX96cvt27dRamqyoqJmKS4uTlWqVFFUVJQqViwrSYqPj5Ofn6/8/Qtkeny+fN766y+vLB/PzPU0ixIvJROIAA/lcBjatGmTJkyYoMjISFWvXl0LFy5U9+7dtXnz5kzH7KY7efKk3n77bdWqVSvDY3PmzNHixYv11ltvqXTp0poyZYq6d++uTZs2KV++fI6WCAAAXJzZbJK3l1n9l+3X0fNXHDiynPI/OVrlJCVLGrk1Sdr67Y2HavdUgqRmU7/N/NCSzaSSt3j8HyoWK6gpz9SU2WwiDAEeyuEwNH/+fLVv315t27aVJEVGRurrr79WTEyMevbsmekxaWlpGjx4sPr166e9e/cqKSnJ9pjVatWiRYvUu3dvNW7cWJL0zjvvqF69evr888/VrFmznPQFAADcwNHzV3TwdNK/7wgAecChpbVTU1N18OBB1atX7+8TmM2qV6+e9u/fn+Vx06dPV2BgoNq1a5fhsZMnTyouLs7unIUKFVL16tVvec7MmEyu8c/d0ItrohfXRC+uiV5cE724JnpxTUbpxdVejzt0ZejixYtKS0vLMBwuMDBQx44dy/SY77//XitXrtSaNWsyfTwuLs52jn+e88KFC46Up8DAQg7tDzk0btrV0YtrohfXRC+uiV5cE724JnpxTe7WS56uJnflyhUNHTpUY8aMyXDH6LwQH39ZVhcY0uvlZXabb4SLF68qLc2S5eP04hz04proxTXRi2uiF9dEL67JSL3cCSZT9i+SOBSG/P395eXlpfj4eLvt8fHxCgoKyrB/bGysTp06pd69e9u2pd/wLCwsTJs3b1ZwcLDtHMWKFbM7Z2hoqCPlyWqVS4Qhd+NJXzN6cU304proxTXRi2uiF9dEL67JnXpxKAz5+voqPDxcO3bssC12YLFYtGPHDnXq1CnD/hUqVND69evttr3//vu6evWqXn31VZUoUUI+Pj4KDg7Wjh07VKVKFUk3rij9+OOP6tChQ077AgAAAIBbcniYXLdu3TRs2DBFRESoWrVqWrhwoVJSUtSmTRtJ0tChQ1W8eHENGjRI+fLly3Bjs8KFC0uS3fYuXbpoxowZKleunG1p7WLFitkCFwAAAADkNofDUNOmTZWQkKCpU6fabng2d+5c2zC5M2fOyGx2aJE69ejRQykpKXr99deVlJSk+++/X3PnzuUeQwAAAADyTI4WUOjUqVOmw+IkafHixbc89q233sqwzWQyqX///urfv39OygEAAAAAhzl2CQcAAAAAPARhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAhEYYAAAAAGBJhCAAAAIAh5SgMRUdHq1GjRqpataratWunAwcOZLnvli1b1KZNG9WqVUs1atRQq1attGbNGrt9hg8frpCQELt/3bt3z0lpAAAAAJAt3o4esGnTJk2YMEGRkZGqXr26Fi5cqO7du2vz5s0KDAzMsH+RIkXUu3dvVahQQT4+Pvrqq680cuRIBQYGqmHDhrb9GjZsqAkTJtg+9vX1zWFLAAAAAPDvHL4yNH/+fLVv315t27ZVxYoVFRkZKT8/P8XExGS6/wMPPKDHHntM9957r8qWLavnnntOISEh2rt3r91+vr6+Cg4Otv0rUqRIzjoCAAAAgGxw6MpQamqqDh48qF69etm2mc1m1atXT/v37//X461Wq3bu3Knff/9dgwcPtnts9+7devDBB1W4cGHVrVtXr7zyivz9/R0pTyaTQ7vjfzzp60YvroleXBO9uCZ6cU304proxTU5uxdHPr9DYejixYtKS0vLMBwuMDBQx44dy/K4y5cv66GHHlJqaqrMZrPeeOMN1a9f3/Z4w4YN9dhjj6l06dKKjY3Vu+++qx49emj58uXy8vLKdn2BgYUcaQeS/P0LOLuEXEMvroleXBO9uCZ6cU304proxTW5Wy8OzxnKiQIFCmjNmjVKTk7Wjh079NZbb6lMmTJ64IEHJEnNmjWz7Zu+gELjxo1tV4uyKz7+sqzWXC/fYV5eZrf5Rrh48arS0ixZPk4vzkEvroleXBO9uCZ6cU304pqM1MudYDJl/yKJQ2HI399fXl5eio+Pt9seHx+voKCgLI8zm80qV66cJKlKlSr67bffNHv2bFsY+qcyZcrI399fx48fdygMWa1yiTDkbjzpa0YvroleXBO9uCZ6cU304proxTW5Uy8OLaDg6+ur8PBw7dixw7bNYrFox44dqlmzZrbPY7FYlJqamuXjZ8+e1aVLlxQcHOxIeQAAAACQbQ4Pk+vWrZuGDRumiIgIVatWTQsXLlRKSoratGkjSRo6dKiKFy+uQYMGSZJmzZqliIgIlS1bVqmpqdq6davWrVunN998U5J09epVTZs2TU2aNFFQUJBiY2M1ceJElStXzm7pbQAAAADITQ6HoaZNmyohIUFTp05VXFycqlSporlz59qGyZ05c0Zm898XnJKTkxUZGamzZ8/Kz89PFSpU0MSJE9W0aVNJkpeXl44cOaI1a9bo8uXLKlasmOrXr6/+/ftzryEAAAAAeSZHCyh06tRJnTp1yvSxxYsX2308YMAADRgwIMtz+fn5KSoqKidlAAAAAECOOXzTVQAAAADwBIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSIQhAAAAAIZEGAIAAABgSN7OLiA3mUzOrsDeXb5eKpjPNb/Ed/l62f6fna8bvdwZ9EIveY1e6CWv0Qu95DV68Yxe8pIjn99ktVqteVcKAAAAALgmhskBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAAAAABDIgwBAAAAMCTCEAC4kT///NPZJQAA4DEIQy7s3Llz2rRpkz766CMtWrTI7p87OXLkSJaPff7553ewktxx9uzZLB/74Ycf7lwh8Fhjx47NdHtycrJ69Ohxh6u5PTt37szysWXLlt3BSm5fQkJClo8dPnz4DlYCT7Vhw4YsH3v77bfvYCW379FHH9XFixczbE9KStKjjz7qhIpy7vTp07JarRm2W61WnT592gkV5dyePXt0/fr1DNuvX7+uPXv2OKEi5zNZM3t24XSrVq3S66+/Lh8fH/n7+9s9ZjKZ9MUXXzipMsc1bNhQS5YsUZkyZey2f/rppxo2bJjbBYimTZtqyZIlKlq0qN32vXv3qlevXvr++++dU5gDpk2blq39XnrppTyu5PZl9w9RyZIl87iS3NO4cWO1bNlSL7/8sm1bcnKyXnjhBUnSkiVLnFWawyIiItS5c2cNHDhQPj4+km6EipEjR2rv3r1u9ce3fv36GjdunP7zn//YbY+KitKUKVN04MAB5xSWA2fPnlWhQoVUoEABu+3Xrl3TDz/8oNq1azupMsc9+uijqlOnjiIjI+Xr62vbnpCQoHbt2rnV38tatWpp8uTJevjhh+22jx8/Xps2bdK2bducVJnjQkNDtX37dgUGBtptv3Dhgv7zn//o559/dlJljqtSpYq2bduWoZeLFy+qXr16+u9//+ukyhznSb3kFm9nF4DMTZkyRX379lWvXr1kNrv3Bbx27dqpW7duWrp0qYKDgyVJmzZt0siRIzVhwgQnV+e46tWr6/nnn9eiRYtUsGBBSTfeaXnxxRfVr18/J1eXPdOmTVOxYsUUGBiY6btd0o3Q7Q5h6OZ3GNN7MZlMdttMJpNb/YKfN2+enn32WRUuXFhdu3bVlStX9MILL8jLy0tz5sxxdnkOWbRokYYNG6bvvvtOkydP1smTJ/Xqq6+qfPnyWrNmjbPLc0jXrl3Vr18/tWnTRiNGjFBiYqKGDh2qI0eOaPLkyc4uL1vOnz+vPn366ODBgzKZTGrevLneeOMNWyhKTExUly5d3Orn5dSpU9q3b5+effZZzZgxw/Z3xmKxuN279pMmTdKgQYM0c+ZM1apVS5I0ZswYbdmyRQsXLnRyddlzc/j89ttvVahQIdvHFotFO3bsUKlSpZxRWo6l/x35p+TkZOXLl88JFeVcVr1cunRJd911lxMqcj6uDLmoBx54QB9//LHKli3r7FJyxZgxY7Rr1y599NFH+vbbb/Xaa6/pnXfeUZMmTZxdmsMsFotefvllJSYmKioqSvv27VPv3r31yiuv6LnnnnN2ednSs2dP7dy5Uw0aNFDbtm31yCOPuG3oDgsLU4kSJfTkk0/qkUcekbd35u/xhIaG3uHKbs+hQ4f03HPPqW/fvtq4caN8fX01a9Ys5c+f39mlOezq1at644039Omnn8pqterll19Wjx49Mv2D7Op++eUXDR06VKmpqUpMTFS1atU0fvx42wtwVzds2DD9/vvvGjVqlC5fvqxJkybJZDJp3rx5KlKkiC5cuKAGDRro0KFDzi4126pUqaItW7bo7bff1o8//qjp06erWrVqunDhgho2bOhWwU6S1q9frzFjxmjevHlauXKlvvjiCy1atEjly5d3dmnZkv671mQyZXizzdvbW6VKldLw4cP1yCOPOKM8h6S/Ybto0SK1a9fOLiykpaXpwIEDMpvNbjHkN/3NzS+++EINGza0u4qalpamw4cPq3z58oqKinJWiU5DGHJR77zzjooWLaqePXs6u5RcM2jQIP388886d+6cJk2apMaNGzu7pBxLTU1Vr169lJKSosOHD2vQoEHq1KmTs8tyyLlz57RmzRqtWrVKV69eVatWrdS2bVtVqFDB2aU5JC4uTqtXr9aqVat0+fJltWzZUk899ZTuvfdeZ5d22/bv36/nn39e1apV06xZs+Tn5+fsknLk4MGDGjRokNLS0nT+/Hk1bdpUo0aNcstgd+XKFY0aNUpbtmyRdGN+15NPPunkqrKvYcOGtrAg3fhd9vLLL+vs2bNasGCBrl+/7nYB4ubhWJMnT9aiRYs0evRo1a9f3+16SRcdHa233npLAQEBWrRokcqVK+fskhzWqFEjrVy5UgEBAc4uJcc6d+4s6cbojxo1atiG+kqSr6+vSpUqpeeff1733HOPkyrMvhEjRkiSVq9erSeeeMLu74mPj49KlSqldu3aufXzlVOEIReVlpamXr166a+//lLlypUzvNud/k3tqjIbo339+nVNmDBB9evXV6NGjWzb3WEiZWbvkl69elWDBg3Sww8/rA4dOti2u9sVCOnGL/pVq1bp008/VeXKlbVgwQK3fOH9/fffa9WqVdq8ebMqVqyop556Sk899ZRbXPVq3bp1pldKTp8+rYCAALvnY/Xq1XeytNsye/ZsTZ06VU8//bSGDh2q48ePa+jQobpy5YomTpyomjVrOrvEbNu7d6+GDBmiokWLauLEidq3b58mTJighx56SJGRkSpSpIizS/xXNWvW1OrVq+1evF2/fl39+/dXbGysJk6cqNatW7tVgPjnHIi1a9dq1KhRatasmdasWePyvWQ1XHzz5s0KCwuzGyHi6n/7/01SUpIKFy7s7DIcNmLECL366qu2ofHubNq0aXr++efd8s2ovEIYclEffvihpk6dqvLlyysoKMjuMZPJ5PIrymU3ELjLXI7Q0NAMl/xv/jj9/+7Szz/9+eef2rx5s6Kjo3XkyBFt377drX/pX7hwQQMHDtSePXu0Y8eODItduKLsLmohucfCFukaNGigcePG2U0Iv3btmt59910tXrzYrSZRR0REqGvXrurfv7/tHeITJ05oyJAhOnPmjL755hsnV/jvWrRooZdeeinDEOX0QPTLL7/o7NmzbvV7LLOJ+vv379dLL72khIQEl+8l/erDv3GHv/03mz17tkqXLq2mTZtKkl5++WVt2bJFwcHBmjNnjlu+cegJ/vzzT1mtVtuQv1OnTumzzz5TxYoV1aBBAydX5xyEIRdVu3ZtjRgxQm3atHF2KdCNXxbZ5U4TQ/fv36+YmBh98sknuueee9SmTRu1aNHCLd+5k6R9+/YpJiZGmzdvVvny5dW2bVs9/fTTbnFlyFMlJCRkOexi9+7dqlOnzh2uKOeyqtdisWjGjBnq27evE6pyzMSJE3Xo0KFM5wVcv35d/fr109dff+3yASI7Lly4oGPHjrnV95gnadSokSZNmqT77rtP27dv1yuvvKL33ntPn3zyic6cOaN58+Y5u8Rsc+QNKEfe2HKG559/Xo899pg6dOigpKQkPf744/Lx8dHFixc1fPhwPfvss84u8Y5jNTkX5evrq/vuu8/ZZeB/3CngZMecOXO0evVqXbx4US1atFB0dLTbvkt3/vx529ynpKQktWjRQkuXLlXlypWdXVqOXb9+XUePHlVcXJwkKTg4WPfee6/deHV38c8gdP36dduwX3d7kZpVvWaz2S2CkCQNGDAgyxv3ent764MPPtC5c+fucFV5IygoKMPICneSfk+7EiVKOLmSnLlw4YLuvvtuSdJXX32lJ554Qg0aNFCpUqXUvn17J1fnmIIFC+qzzz5ToUKFFBERIenGXMjLly+rcePGbrUYzMGDB23DLT/99FMFBQVpzZo1+vTTTzV16lTCEFxHly5d9NFHH+m1115zdim3JSEhQTExMfrhhx904cIFSTf+QNWoUUNt27Z1u4l6qamp+vzzzzP0U7NmTT366KN2q7O4ssmTJ6tkyZJ64oknZDKZspyD4g7j0x955BEVL15crVu3VqNGjeTt7S2LxZJhnpc7hD2LxaIpU6ZoyZIlunz5st1jhQoVUseOHfXyyy+7xZWub775RsWLF1dISIjtysmyZct04cIFBQcHq1OnTm67otw/XbhwQcuWLXOL4Yve3t63HAKbvtqXO7lw4YLefvtt7dixQwkJCRlWMHOnq1wWi0Uffvih5s+fr+TkZElSgQIF1K1bN/Xu3dstfvbTFS5cWGfOnNHdd9+tb7/9Vq+88oqkG0s7p6WlObc4BwUGBuqJJ55QZGSkvLy8JN2Y2x0ZGakCBQpo2LBhTq4w+/7880/bUvrbtm3T//3f/8lsNqtGjRputxR9biEMuagDBw5o586d+uqrr1SpUqUMCyi4+mVY6UYPL7zwgvz8/FSvXj3bhN34+Hh99NFHmjt3rubOnauqVas6t9BsOn78uLp3767z58+revXqtvHp//3vf7Vs2TKVKFFCc+bMcYtVf9JvqPjrr79muY+7vEhNS0vT6dOn9eGHH2rGjBmSlOHFkLvM5Zo0aZJWr16tQYMGqUGDBrZ3tS9cuKDt27drypQpunbtmoYMGeLkSv/d+PHjNXbsWEk3rkQuWrRIvXv3VoUKFfT7779r9uzZkuQRK2ZeuHBB06dPd/kw5Mh93dzhjZB0w4cP15kzZ9SnTx8VK1bM2eXclvfee08rV67UoEGDbKND9u7dq2nTpik1NVUDBgxwcoXZ93//938aPHiwypUrp0uXLumhhx6SdONvpjv8nbxZTEyMlixZYgtCkuTl5aWuXbuqQ4cObhWGypYtq88//1yPPfaYtm3bpq5du0q68drMnecK3w7CkIsqXLiw/u///s/ZZdyWsWPH6vHHH1dkZGSGF9ZWq1VvvPGGxo4dq+XLlzupQse8+eabqly5stasWZPhF8aVK1c0dOhQjR492i3W6F+8eLGzS8g17nR3+X+zdu1avfPOO2rYsKHd9tKlS+vpp59WyZIlNWzYMLcIQ6dOnVLJkiUlSRs2bNCbb76pJ554QpL00EMPqVy5cho/frxbhKF/u+fOsWPH7lAlt+eXX37J1n7u8kZIur1792rJkiWqUqWKs0u5batXr9bYsWPtVlkNDQ1V8eLFFRkZ6VZhaMSIESpVqpTOnDmjIUOG2K5GxMXFud1QrLS0NB07dizDrSeOHTsmi8XipKpypm/fvho8eLAmTJigunXr2lb03L59u0f8DOUEYchFOfIOnqs6dOiQJkyYkOkfVpPJpOeee86t7s+xb98+ffzxx5m+c1KwYEH179/f7cZBewJ3G9JzK1evXr3lO9vBwcFKSUm5gxXlXJEiRXT+/HmVLFlSCQkJGd4Jvueee9xmbkr6sueZrTd080qSrs6T3gS52d13353pc+OOEhMTM73XW4UKFZSYmOiEinLOx8dH3bt3z7A9/UqEO2nTpo1effVVxcbG2kazHDhwQLNnz3a7ha4ef/xx3X///YqLi7MbPv7ggw+69f0fbwdhCHkmKChIP/30U5Y3v/zpp5/canJroUKFdOrUqSwn5p86dUqFChW6w1XljnPnzmn58uU6fvy4ihUr5pY3LT1w4ID279+fYS5X+s0l3UGdOnX0zjvvaOLEiRnm0yUkJGjSpElus+jAY489ppkzZ2r69Ol69NFHtWTJEo0ZM8YWGj766CO3eReySJEiGjJkiB588MFMHz969KhefPHFO1xV7jh+/LhOnDih2rVry8/Pz22C3c1GjhypyZMnKzIyUqVLl3Z2ObclNDRU0dHRGeYLu+siN2vWrNHy5csVGxur5cuXq1SpUlqwYIFKly7tVi+8hw0bpqCgIM2bN89uYZvu3bvr+eefd3J1jgsODlZycrK2b99u+9mvWrWq2/3s5xaW1nYhWd10MTPucNPF9DtoP/3003rwwQft5j/s2LFDH3/8sYYOHaqOHTs6udLsmTJliqKjo9WnTx/VrVvXrp+dO3dqxowZ6tSpk/r16+fkSv9d9erV9dVXXykgIEBHjx7VM888o4CAAFWpUkVHjhzRmTNntGzZMrf44xsfH69+/fpp3759KlmypG0uV3x8vE6fPq377rtPH3zwgd09SFzVmTNn1LNnTx07dkyVK1e26+XIkSO69957NWvWLNsKTa7s8uXL6tq1qy5fvqwaNWpo8+bNCgoK0j333KPjx48rMTFRUVFRql69urNL/Vfdu3fX/fffrz59+mT6+KFDh9S6det/HU7nSi5evKhXXnlFu3btkslk0pYtW1SmTBmNGDFCRYoU0fDhw51d4i3Vrl3b7u9lcnKy0tLS5Ofnl2HVxd27d9/p8nJs9+7d6tWrl+6++27VqFFDkvTDDz/ozJkzmjNnjmrVquXcAh2wZMkSTZ06Vc8995xmzpypDRs2qEyZMlq1apVWr17ttlcqr1y5IkluO7/G3X/28wJhyIV44k0XN23apAULFujgwYO21WO8vLwUHh6url272m7G5i5mz56tRYsW6cKFC7Y/xFarVUFBQXruuefUo0cPJ1eYPTffpLBPnz6yWCyaNm2abSW2wYMHKzk5WTNnznR2qf/q5Zdf1vnz5zV+/PhMx3OPHDlSxYoV09SpU51UoWMsFou+/fZb/fjjjxlWYGzQoIFbrSZ17do1rVy5Ul999ZViY2NlsVhUrFgx3XffferQoYPbLBn82WefKTk5Wa1atcr08cTERH355ZduNex36NChio+P17hx4/TEE09o3bp1KlOmjL799lu99dZb2rhxo7NLvCVH3hB0p+dFunGlfsmSJba5aBUqVNCzzz6r4sWLO7kyxzRt2lQDBw5U48aNVbNmTdv32JEjR9S5c2ft2rXL2SVmW2xsrNLS0mwLQaX7448/5O3t7VZXJN39Zz9PWIE7IDU11Xru3DnruXPnrKmpqc4u57adOHHCum/fPuu+ffusJ06ccHY5DgsJCbFeuHDBarVarQ8//LB1z549do8fPHjQWr9+fWeU5rAaNWpYDx48mOXjP/30k7VGjRp3sCLkxPfff2/966+/nF2GYdSrV8/63//+12q13vgZSv89duLECX5ekCuqVq1qPXnypNVqtf8e+/33361Vq1Z1ZmkO69ixo3XVqlUZtq9Zs8baqVMnJ1SUc/zsZ8ScIRf16quvqmXLlnrggQecXUqu8PHxUdGiRW3/d3dlypRRmTJlnF1GjplMJtuVLbPZnOFyf6FChZSUlOSM0hzm6+trG7aQmatXr7rN/Z/SecL8J0f16NFDa9eudeufq3T33Xefy/eSnJwsPz+/DNsvXbrkdj8vN7t27ZpOnTqlwMBAt53DmZSUpJUrV+q3336TJFWqVElt27Z1u35Kly6t//73vxkWufn222/dbk7qL7/8onHjxmXYXqNGDY0ZM8YJFeWcp/7s3w7CkItKSEjQCy+8oICAADVt2lStWrVyi/kb/7R9+3YtWLBAP/zwg9042xo1aqhbt26qV6+ekyt0zNGjR/XRRx9lehPZTp06qWLFik6uMHusVquaNGkik8mk5ORkHT582O7768SJE26zuEXTpk01fPhwjRgxQg8++KAt2F25ckU7duzQhAkT1Lx5cydXmT23mv80YcIEt5r/5CirB43YdodeatWqpTVr1thuhCndGKI5d+5ct3kTbs6cOercubP8/PyUlpamSZMmafHixUpLS5PZbFbLli01evRot3oD7qefftILL7ygfPny2d78mD9/vmbMmKF58+YpPDzcyRVmX7du3TR69GilpqZKuvEmz4YNGzR79mzbPcjchclk0tWrVzNsv3z5stvdQNYTfvZzG3OGXFhiYqI2b96sDRs26Pvvv1eFChXUokULNW/e3C3Gp65evVqvvfaamjRpogYNGti9sNu+fbs+/fRTjR07Vq1bt3Zuodm0detW9e3bV+Hh4Zn2c/DgQX344YcZ7hHjiv453r58+fK2ybqSNH36dCUlJbnFjRdTU1M1btw4xcTEKC0tzfbC59q1a/Ly8tJTTz2lkSNHusU7Xp42/8kRN88pcHfu0MuRI0fUtWtXhYWFaefOnWrUqJGOHj2qxMRELV26VGXLlnV2if+qSpUq2rZtmwIDAxUVFaVZs2Zp2LBhql69un755Re99dZb6tatm9vM5ZSkZ599VuXKldOYMWNsN1u/fv26XnvtNcXGxio6OtrJFTpm3bp1mjZtmk6cOCFJKlasmPr166d27do5uTLHvPjii8qXL5/effdd241X09LSNGDAACUnJ2vu3LlOrjD7POFnP7cRhtzE2bNntWHDBsXExOj48ePZvnmeMzVp0kRdunTJcrW46OhoLVy4UFu2bLnDleVMy5Yt9eijj6p///6ZPv7BBx9oy5YtWr9+/R2uDNKNK0E///yz3RW7iIgIt1rxp2bNmoqOjlZYWFimj//888/q3Lmz9u/ff4cry3vuECCyy116uXz5sj766CMdOnRIycnJCgsLU8eOHW95rytXcvNCME8++aSeeeYZPf3007bH161bp9mzZ2vDhg1OrNIx1apV0+rVqzMMIzt69Kjatm2rH3/80UmV3Z6UlBQlJye77VXto0ePqmPHjipcuLBtRb/vv/9eV65c0cKFC7O85Yarcvef/dzGMDk3cO3aNf388886cOCAbSy0Ozh9+nSW9+WQbtzg6+23376DFd2eP/74Qy1atMjy8WbNmmnOnDl3sKLckZaWposXL8psNme4t407KViwoOrWrevsMm6LJ85/gusqVKiQevfu7ewybkv63MfTp0+rZs2ado/VrFlTJ0+edEZZOVawYEGdOXMmQxg6c+aMChQo4KSqcqZLly6aNm2aChcurLvuukt33XWXpBtvXPXp00eLFi1ycoXZV7FiRa1bt07R0dE6dOiQ/Pz81KpVK3Xq1Mk2H9pdnD59WnfffXemP/unT59WyZIlnVCVcxGGXNjOnTu1YcMGbdmyRRaLRY899phmzZrlNi/4KlWqpJUrV2ro0KGZPh4TE+M2c2wkqVSpUtq6dWumdweXbgyjc6dfIl9//bXmzJmjAwcO6Pr165KkAgUK6JFHHtGAAQPcqpfffvtNP/zwg2rUqKF7771Xv/32mxYtWqTU1FS1bNnylqHclXjS/CdHedLN/tyll8TERLuJ+hUrVlSbNm3c6sXdihUrlD9/fvn4+CgxMdHuMXd886Bp06Z69dVXNWzYMFu427dvn9555x01a9bMydU5Zvfu3bp27VqG7X/99Zf27t3rhIpuT/HixTVw4EBnl3HbHn30Udvw0ptdvHhRjz76qP773/86qTLnIQy5qIYNGyoxMVENGzbU6NGj1ahRI7f7pT5s2DC9+OKL+vbbb1WvXj27OTY7duxQbGysZs+e7eQqs+/ll1/W4MGDtWvXLtWrVy/DTWS//fZbTZ482clVZs+aNWs0evRoPf3006pVq5ZiYmL05JNPqmTJktq0aZPatGmjZcuWZbingiv65ptv1KdPHxUoUEApKSmaNm2ahg0bptDQUFksFnXv3l1RUVFuEYhGjBghi8WiAQMGZDn/adiwYU6uMm940ohtd+hlz549evHFF1WoUCFFRERIkhYvXqzp06dr5syZql27tpMr/HclS5bUihUrJN24qnrw4EG7unft2qXy5cs7q7wcSX/zcOjQobaJ+d7e3urQoYMGDx7szNKy7eabDx89elRxcXG2j9Pvo+Zu90ySPGeVP6vVmukbNsnJycqXL58TKnI+5gy5qBUrVujxxx9X4cKFnV3KbTl58qSWLl2qH3/80fYLMTg4WDVq1NAzzzzjFgtB3Gzfvn1avHixfvjhhwz9dOnSJcMwDVf1xBNPqF+/frab3v7000966aWX9PXXX8tkMmnAgAG6du2aQzcCdpZnnnlGDzzwgAYMGKCNGzcqMjJSHTp00IABAyRJkydP1sGDBzVv3jwnV5p9njD/KZ2n3Kzw2rVreuKJJzRr1qx/XRb4+++/V7Vq1Vz6DawWLVqoRo0aevPNN+0mhEdGRmr//v0eMffxhx9+kK+vb5Zz8FxZSkqKbdGBsmXL2oaYuYPQ0FC7m5L/k5+fn1577TU99dRTd7q0HMtslb+ffvpJf/75p9us8jdhwgRJ0qJFi9SuXTu776m0tDQdOHBAZrNZy5Ytc1aJTkMYAgyoevXq2rhxo90L0fDwcH355ZcqXry4Dhw4oO7du2vPnj1OrDJ77r//fq1atUrlypWTxWJR1apV9fHHH9teAB05ckTdunXT9u3bnVxpzmX1Tp476NSpk9q2basnn3zSbvvatWu1cuVKLV682EmVOa5hw4ZasGCB290jJTPVqlXTmjVrMl21sHXr1jpw4ICTKkO6M2fOSJLuvvtuJ1fimFOnTslqtapx48b6+OOP7eai+vj4KDAw0BbA3YUnrPLXuXNnSTeuCteoUcNuyXlfX1+VKlVKzz//vFuMCMltDJNzYT/99JM++eQTnTlzJsO4W3d4xz5dWlqa3S++AwcOyGKxKCwszKXfOfVkpUqV0s8//2wLQwcPHpTJZLIN/StSpIhtHpE7uPkGsr6+vnbDFgoUKKDLly87q7RcUbVqVa1du9YtX4R70s0KO3bsqDlz5mjs2LG2F0TuKiwsTMeOHcs0DLnbPe3Onj2rQoUKZVhg4Nq1a/rhhx/cYshfuuvXr2vatGlavHixkpOTJUn58+dXp06d9NJLL7nFPZPSb7J683C5W+nZs6fGjh3r0iuZ/fzzz3ZBSLoxfPGFF15Q27ZtnVhZ9qW/8TRixAi9+uqr/zrS4OzZsypWrJjMZvOdKM+p3Pu3uQfbuHGjhg0bpgYNGmjbtm1q0KCBfv/9d8XHx+uxxx5zdnnZcurUKfXr10+HDh1SvXr19P7776tfv37asWOHpBt3p54zZ45bjeneunWrtmzZoiJFiqht27Z2L04TExPVr18/t1ghp2PHjnrttdf0008/KV++fPr444/VqlUrW2j98ccf3ebdoVKlSumPP/6w3Rth+fLldu+knjlzRsHBwc4qzyHpwxj+KS0tTbNnz7ZNbHeH+z+l86SbFf7000/asWOHtm3bppCQkAxDl1z9TaqbX5x26dJF48aN0/Hjx1W9enVJN37uo6Oj3WZuyvnz59WnTx/bmznNmzfXG2+8YQtFiYmJ6tKli1tNCB8zZow+++wzDRkyxHbvtx9++EHTpk3TpUuXFBkZ6dwC88CePXv0119/ObuMW/KkVf6y+jvzT02bNtXatWtd/hYBuYEw5KJmzpypESNGqGPHjqpZs6ZeffVVlS5dWq+//rrbvLB7++23VaBAAU2fPl1r165Vjx495O3tra1bt8pkMmnEiBGaNGmSpk+f7uxSs2X9+vUaNmyYGjZsqN9//10fffSRxo4dq5YtW0q68S6kOwwrk26EIZPJpHXr1ik1NVVt2rRRnz59bI9Xq1ZNkyZNcmKF2dehQwdZLBbbx/+838M333zjNiswLly4UKGhoRkm5FqtVv3222+666673G64XO3atTVr1qwMNyucPXu27r//fidX55jChQurSZMmzi4jx1q3bi2TyWQ3j2PixIkZ9hs0aJBtPqErmzx5ssxms1asWKHLly9r0qRJ6tKli+bNm6ciRYpIco/FLG62YcMGvfvuu3r44Ydt20JDQ3X33Xdr4MCBHhmG3IEnrfKXXe72s3NbrHBJ1atXt8bGxlqtVqu1Tp061kOHDlmtVqv16NGj1vr16zuztGyrW7eu9ZdffrFarVZrUlKSNSQkxLpnzx7b4z///LO1Xr16zirPYa1atbIuXLjQ9vHGjRutNWrUsK5YscJqtVqtcXFx1tDQUGeVl6fWr19vvXr1qrPL8HizZs2yNmrUyPrdd9/ZbQ8LC7P++uuvTqrq9vz666/WOnXqWBs3bmwdPny4dfjw4dbGjRtb69ataz18+LCzyzOUkydPZvufO2jQoIH1xx9/tH38119/WXv16mVt1aqV9eLFi275O7lu3brWo0ePZth+9OhR6wMPPOCEivJejRo1rCdOnHB2Gbf0119/WceMGWMNDw+3hoaGWkNDQ60RERHWcePGWf/66y9nl5cn3OF5yS1cGXJRhQsXtg0tKVasmH799VeFhIQoKSlJKSkpTq4ue/766y/bmNQCBQrIy8vLboxqwYIF3aYXSTp+/LgeeeQR28dNmzZVQECAevfurevXr7vN8MWceP3111W9enXlz5/f2aV4tJ49e6pu3boaMmSIGjVqpIEDB7rFHIFb8aSbFUo35nTs3r1bJ06cUPPmzVWwYEGdO3dOBQsWdPnhMulzOTzFlStX7FZc9fX11bRp09S/f3916dIl06terq5jx4768MMPNWHCBNuc2tTUVM2YMUOdOnVycnXG5evrq9dee02DBg1y21X+kDXCkIuqXbu2vvvuO4WEhOjxxx/XuHHjtHPnTn333Xducb8U6cYa/DExMXrllVe0evVqFS1aVBs3brRNzt2wYYPbzEuRbgS6+Ph4u/GzdevW1axZs9SrVy+dPXvWidXlLauLXy7/+OOP9f3336tOnTpq27atNm3apA8++ECpqalq1aqVXn75ZWeXmG3VqlXTqlWrNHr0aLVt21aTJk1yu6Fx/+QpNys8deqUXnjhBZ05c0apqamqX7++ChYsqDlz5ig1NVWjR492dokOO3r0qE6fPp1hkZ5HH33USRVlX+nSpXX48GG7vyPe3t6aMmWK+vfvrxdffNF5xTngpZdesvv4u+++00MPPWT7W3no0CFdu3bNbf72e7K77rpLISEhzi4DuYww5KJGjRplm1DYu3dv+fj4aN++ffq///s/9e7d28nVZc9LL72kvn37au7cuTKbzYqKitJrr72mnTt3ymw266effnKbeSnSjRep33zzjW1Sa7o6depo5syZbvOH19MsWLBAU6ZMUYMGDfTee+/p/PnzWrBggbp27aq0tDTNnz9fxYsX19NPP+3sUrOtQIECevvtt7Vx40Z169bN7RYauNm/zaNzp5W+xo0bp4iICK1du1YPPPCAbftjjz2mUaNGObEyx8XGxqpv3746cuSI3Tyi9ODtDosOPPTQQ1qxYkWGeVzpgahfv35u8SbVP+cI/rMfd1ta2xMlJydr9uzZ2rlzp+Lj4+3mqUrSF1984aTK8o67vwnnCMKQixo/frweeOAB1a5dW2XLllXPnj2dXZLDGjZsqE2bNungwYMKDw9X6dKlFR0drejoaP35558aMGCA20xsl6SuXbtq//79mT72wAMPaMaMGVq7du0drgrLly/X6NGj1aJFC/3yyy9q166d3nzzTbVr107SjasSS5cudaswlK5Zs2a6//779fPPP6tkyZIZHneHpU/T721xs5v/yLrDi+50e/fu1dKlSzPcEqBUqVI6d+6ck6rKmXHjxql06dJasGCBHn30Ua1cuVIXL17U22+/rWHDhjm7vGwZMGCA/vzzz0wf8/b21gcffOAWz0t2V/fyVC+++KJtwQtX9dprr2n37t1q1aqVgoODDREUXH1ESG4iDLkoHx8fzZ49W6+++qqKFy+u2rVr28KROw0tK126tN2NPYOCgtS/f/9M9509e7aeeeYZuzHgrqROnTqqU6dOlo/XrVvXLty5ej+e4vTp07ZVycLCwmQ2m+2u3tWpU0fvvPOOk6q7fSVKlFCJEiUyfcwdlj7955Wha9eu6b///a+mTJmiAQMGOKmqnLFYLBneEZZuhFJXny/0T/v379fChQsVEBAgs9ksk8mkWrVqaeDAgRo7dqzWrFnj7BL/lbe39y3vleLt7W03T+q+++5z+Z8Xyb3npf3TH3/8oV27dmV6NSV9eGCvXr2cUZpDvvnmG82aNcvtVsC8HZs2bXLpez/lJsKQi0q/SeG5c+e0Z88e7d69W/PmzbMtrf3NN984ucLcN3PmTD3xxBMeEx48rR9X5efnZ7cQR0BAQIaFHtzpBrKOcId37v45BEiS6tevLx8fH7311ltatWqVE6rKmfr162vhwoV2N4u9evWqPvjgA7ulkN2BxWKxvbD29/fX+fPnVaFCBZUqVUq///67k6vLG+7w8+JJ89JWrFihN998U/7+/goKCrK7mmIymTLMlXJlhQsXdssFXzKT3SF/RhqeSRhycek/gEWKFFHhwoXl5eWlgIAAZ5eVJ9zhD5UjPKmfUqVK2d1525VUqFBBhw8ftt0Mb+vWrXaPHzt2zO7qJFxDYGCg273oHj58uLp3766mTZsqNTVVgwcP1h9//CF/f3+9++67zi7PIZUqVdLhw4dVpkwZVa9eXXPnzpWPj49WrFjh8ldOPJknzUubMWOGXnnlFbcc5v9P/fv315QpU/T222+7/QpyRhzy929c89UN9O6772r37t365ZdfdO+996p27drq0aOHateu7fJja+E+0ucK+Pv7221PSkrSk08+aXuHaMOGDc4oL1sGDx58yyW/T58+7ZbzhTzFoUOHMmw7f/685syZY1sty12UKFFCa9eu1aZNm3To0CElJyfrqaeeUosWLeTn5+fs8hzSu3dv2xXVl19+Wb169VLHjh1VtGhRvffee06uzrg8aV5aYmKinnjiCWeXkSvmz5+vEydOqF69eipdunSGNwdXr17tpMocZ8Qhf/+GMOSiZs+erYCAAL300kt67LHHVL58eWeXBA906tSpTOdApKamus0f3n/7hd6xY0e7jzds2KBGjRpxz6Q7pHXr1narlaWrUaOGbTiwu9izZ49q1qypli1bqmXLlrbt169f1549e9xqZbyGDRva/l+uXDlt3rxZly5dUpEiRXin2Ik8aV7a448/rm3btqlDhw7OLuW2NW7c2Nkl5BpPGvKXWwhDLmrNmjXavXu3ba6Qj4+PbQJ/nTp1CEe4LTcvA/rtt9/azeuwWCzasWOHx92gMZ0n3UDWHV60/nPJWbPZrICAAOXLl89JFeVcly5dtG3bNgUGBtptv3z5srp06eJWK+NlxtNfILnDz4u7z0tbtGiR7f/lypXTlClT9OOPP6py5coZrqZ06dLlTpeXY9md3+QOb7Z50pC/3EIYclGhoaEKDQ21/bI4dOiQFixYoNGjR8tisbj9H104V9++fW3/Hz58uN1j6Ssw/XO7p/CkuVzu0IsnhWqr1ZrpC+pLly65xYsKRyasT5s2LQ8rcQ53+Hlx93lpCxYssPs4f/78tjd2b2YymdwqDGWXq77Zln6FPt3x48c9YshfbiEMuSir1apffvlFu3fv1q5du7Rv3z5duXJFISEhbjUUwxG1atVyy3eLs+LK/aTP42jUqJFiYmIyzBmCcyUkJGS5UMrhw4dtd0B3l6VPDxw4oF27dikhISHDEKARI0Y4qarsSw8RJpNJw4cPt5vPkZaWpsOHD6tmzZrOKi/bMlvZzxNMmzZN3bt3zxBI//zzT82dO9f2/M2ZM0fFixd3RonZlj4vbePGjTp8+LDbzUv78ssvnV2CU7lq4PakYX55gTDkourUqaPk5GSFhISoTp06at++vWrVquWWyzR36dJFderUyfCuZGJiovr162e7rD5nzhxnlOcwT+nn2rVrKlOmjBITEwlDLqZFixYaN26c/vOf/9htj4qK0pQpU3TgwAFJ7rH06cyZM/X++++rfPnyCgoKsnvMHYYtSX+HCKvVqgIFCti9KPXx8VGNGjVsN/l1ZTm5uefevXtVtWrVDBP6Xcn06dPVoUOHDGEoJSVF06dPt/2urlWrljPKc5i3t7datWrl7DLgQdxpGXNnIAy5qIkTJ6pWrVq3vKGcu9i9e7eOHDmiX375RZMmTbJdPr527VqGGzK6A0/px8fHR4cPH3Z2GchE165d1a9fP7Vp00YjRoxQYmKihg4dqiNHjmjy5MnOLs8hixYt0vjx49WmTRtnl5Jj6SGiVKlSev75511uCExe6tGjh8vfqDSr4YuHDh1yi9VX/zmv7lYeffTRPKwkd/Xr109Vq1bNsLT2nDlz9NNPP2nq1KlOqszYDhw4IKvVqurVq9tt//HHH2U2m1W1alUnVeY8hCEX9c93hN3dggUL9Prrr+vpp5/WjBkz3P6+L57ST8uWLbVy5UoNHjzY2aXgJj169FD9+vU1dOhQtWzZUomJiapWrZrWrVun4OBgZ5fnELPZrPvuu8/ZZeQKI7676qrDfiSpdu3aMplMMplMatKkiV0gSktLU3Jysp555hknVpg9N8/hlJTp6ovpvbnTfOE9e/Zk+jPz0EMPaf78+U6oCJI0evRovfDCCxnC0Llz5zRnzhx9/PHHTqrMeQhDuCOCg4P10UcfacSIEXrqqac0ZcoU200y3ZGn9JOWlqalS5fqu+++U0RERIZhJu4wn8NRrnwD2ZuVLVtWlSpV0pYtWyRJTZs2dbsgJEnPPfecoqOj9eqrrzq7lBx58skntWDBAhUpUiTDJOR/MuLEY2caOXKkrFarRo4cqX79+tnNifLx8VGpUqXcYi7Xzffi+u677zRp0iQNGDDAVvv+/fv1/vvva+DAgc4qMUeSk5Pl4+OTYbu3t7euXLnihIogSb/99pvCw8MzbK9SpYqO/n979x4XY97/D/w1tgMlJXLYRGIricXmVGG3lFvJltPeFslGDkmyQqEVUU4JOSxhF9ESQpvDOn1VkrRr5VAWUZRWSckkaeb3R7/mbkx2K02fua55Px+P+3Gb6+qP12erad7X5/C+f59BIvYU/xMB4byqDw9qampYv349tm7diqlTp2LatGmMk9UPn8Zz7949mJmZAQAyMzOl7nFlP0cVPjSQrZKamgpfX1/o6OjgxIkT+P3337FixQr83//9HwIDAzmx9KeKu7s7PDw8MHToUHTt2lWmEFX0U8tsbW0l+2VoE7JicXFxAQB06NABffr04cRDjn+zatUqLFu2TGp/06BBg9CsWTMsXboUp06dYpiuboyNjREXFyczOxQXF4euXbsySiVfXHjYpqamhvz8fJmlr8+fP1f47PKinKMmjer96f5Zs2ahS5cunD26mU/j2bdvH+sIDYYPDWSrTJ48GW5ubvD29oaqqiq6dOmC/v37w9fXF05OTrh8+TLriLUWFBSE5ORk9O/fHzo6Opwrsqt/kONTrxE+0dTUxIMHDySnLJ47dw5Hjx5F165dMXv2bIU+/OF9WVlZNR6U1Lx5czx9+pRBovqbNWsWvLy8kJ2djQEDBgAAkpKS8Ouvv2Ljxo2M09UNnx62WVlZITQ0FFu3bpXMphYXF2PDhg2wtLRknI4NKoaI3J0/f17mDWTYsGHo3Lkzbt++zShV/fFtPEBlz4GsrCz07dsXTZs2/eCGZEXExwayu3fvRr9+/aSudezYEQcPHsS2bdsYpaqfY8eOYfPmzbzbB/lPFLXXSH1w4X0gICAAHh4eMDExQXZ2Nnx8fGBvb4/Tp0+jtLSUU0s0e/TogZCQEKxZs0Zy+mJ+fj7Wrl2Lnj17Mk5XNzY2NtiyZQu2b9+OM2fOQF1dHSYmJtizZ4/M+5ui49PDtoULF2LChAn46quv0K1bNwCVSzVbtWqFNWvWME7HhkCsyLsjCSFyVVhYiLlz5yI5ORkCgQBnz56FgYEB/Pz8oK2tzYnZLlNT0w/eq95A9quvvmrEVKTKV199hYiICE7uqauv3r1748SJEwp9AlttcWEsX3zxBY4dO4aOHTtix44dSE5Oxq5du5Camop58+bh//7v/1hHrLXHjx9j9uzZyMzMlBydn5ubC0NDQ2zZsgWdOnVinFC5VD1s8/T0REhISI0P2xITE3HmzBlWEetFKBTi5MmTSE9PR9OmTWFiYgJHR8ca93gpA5oZInInFAqxY8cOXL16FQUFBTJPV+pyrKgi4NN4goODoaKigkuXLmH48OGS6w4ODggJCeFEMcS3BrIXL17EzZs3YW1tjS+++AJJSUnYvXs3RCIR7O3t8c0337COWCezZ8/G5s2bERwcLHNAB2EnOzsbFRUVMDQ0lLr+6NEjqKioSE7I/OOPPxikqxuxWCx5H05KSpLMQrZv3x6FhYUMk9Vdp06dcOLECSQmJuLhw4cAgC5dusDS0pITs3TvKy4uxpkzZ5CdnY3vvvsOOjo6uH37Nlq3bq3wDXCB/530V9VwubrqD9u4RkNDg3N/S+SJiiEid0uWLMG1a9fw9ddfQ09Pj5Nv6NXxaTyJiYnYtWsX2rVrJ3Xd0NAQOTk5jFLVHV8ayEZFRWHFihUwMTHB3r17ERAQgMDAQDg4OKBJkyZYtWoV3rx5g8mTJ7OOWmv79u1DVlYWLC0t0aFDB5kNunQCGxt+fn4YPXq0TDH0559/Ijo6mlP7Cc3NzbFt2zYMHDgQKSkpWLZsGQDgyZMnMo1+uUAgEMDa2hrW1taso3yU9PR0TJkyBVpaWnj69CnGjh0LHR0dnD17Frm5uZxYklX9YVt0dDR0dXUZJ2oYMTEx+OWXX5CdnY1ffvkF+vr6+Omnn9ChQwelPCiGiiEid5cvX8aPP/6IL774gnWUBsGn8QiFQjRt2lTm+suXLzm16ZgvDWT37duHH374AePGjcPVq1fh4eEhWd8NAL169UJERASniiFl/MPKBXfu3MHKlStlrvfq1QsrVqxgkKj+/P394evri3PnzmHGjBmSpWRnzpzhxNHa77t27Rp2796NBw8eAKicGZo6darUCXNcEBISAhcXFyxYsEDq+zBkyBDO9ba7cOGCzLXi4uIaD7tQdAcOHMCmTZswefJkbNu2TTKr2qJFC/z8889K+Z5NxRCRuxYtWkBHR4d1jAbDp/FYWFggJiYGc+fOlVwTiUSIiIhA//792QWrBz40kH3y5InkafCAAQMgEonQt29fyf1+/fph+fLlrOLVizI2KuUCgUCA169fy1x/9eoVKioqGCSqP1NTU5w8eVLm+oIFC9CkSRMGierv+PHj8Pf3h52dHSZNmgSg8qh9Nzc3BAcHw8nJiXHC2ktLS6vx/apt27Z4/vw5g0T1t2PHDnTo0AEODg4AgDlz5uDs2bPQ09PDzp07/3HvqqLZv38/goKCMHToUOzYsUNy3dzcHKtXr2aYjB0qhojceXt7Y+PGjVi9ejUv9gzwaTy+vr5wc3PDrVu3UF5ejrVr1+L+/fsoKirCwYMHWcerEz40kNXR0UFOTg4+/fRT5OXl4d27d8jNzYWxsTEAICcnh1M9hqpU7RvIysqCu7s75/YN1BUXeo307dsXP/74I0JDQ/HJJ58AqPwd2rFjBydnvWv6Gbt//z7nfsa2b98ueV+u4urqij179mDr1q2cKobU1NRqbK766NEjzi03i4qKwrp16wBULi9PSkpCREQETp06hTVr1mD37t2ME9bekydPJKfIVaempobS0lIGidhT7Hdrwlnvd2p//Pgxp/cM8G08VYyNjXH69GlERkZCU1MTQqEQdnZ2mDBhAtq0acM6Xp3woYGsra0tFi9eDGdnZ1y4cAHOzs4ICQmBQCCAQCDAmjVrYGVlxTpmnby/b2DcuHGc2zdQV1zoNTJ//nxMmDAB//nPfyTLr65fv46SkhL8/PPPjNPVTXp6Otzc3NCiRQvO/4xlZ2fXePKljY0NQkNDGSSqv6qjtcPCwiTXcnJysG7dOtjb27MLVg/5+fmS0/0uXryI4cOHw9raGvr6+hg3bhzjdHXToUMH3L17V6blRHx8vFKd+lkdFUNELvi25pRv46lOXV0dVlZWMDU1lawdTktLA1D54ZwruLTh+0Pmz5+P8vJyxMXFoXfv3liyZAn27duHWbNm4d27d+jbty++//571jHrhOv7Bvr27VvrYvratWtyTtNwunbtihMnTiAyMlJyvO7XX3+NiRMncm4ZcEhICEaNGsXZn7Hq2rdvj6SkJJkjtK9cuSL5MM4VixYtwpw5c2BpaYmysjJMmjQJ+fn56NWrF3x8fFjHq5MWLVogNzcX7du3R3x8vGRpuVgs5tyy0ilTpmD58uV4+/YtAODmzZuIjY3Fjh07EBQUxDgdG1QMEbng2z4Bvo2nyuXLl7FgwQIUFRXh/ZZjAoEAd+/eZZSs/rjcQFZDQ0Nm87q7uzsmTpyI8vJyNG/enFGy+uP6vgF/f3/Jv1++fIlt27bB2toavXr1AgDcuHEDCQkJmDVrFqOE9de2bVvMmzePdYyPxvWfseqmTJmCoKAg3L17V1LY/f777zh27BinmscCgJaWFvbs2YPr168jIyMDQqEQ3bt3h6WlJetodWZvb4/58+ejU6dOePnyJQYPHgwAuHv3Lud6P40dOxbq6uoICwtDaWkpvv/+e7Rp0wb+/v5wdHRkHY8JKoZIoysvL+dVYy8ujycoKAjDhw+Hp6cnJ4+gre5DDWT9/f0500D2Q9TV1aGuri5zvU+fPjh+/LhCN8Tk+r4BFxcXyb+9vLwwZ84cTJw4UXLN1dUV+/fvx5UrV6T2eSi6lJSUf7xf/eAORcf1n7Hqvv32W+jp6WH37t04ffo0AMDIyAgbNmzg7AoFCwsL9OjRA2pqapx5MPU+Pz8/6OvrIzc3F76+vtDU1AQAPH/+HN9++y3jdHU3cuRIjBw5EqWlpRAKhWjVqhXrSExRMUTkJi4uDkOHDpUc0bx//37s2rULz549Q4sWLTBp0iROzbjwbTxA5TroKVOmcL4QAvjRQLau3p/NU0R82jeQkJBQ47KrQYMGYf369QwS1V/VSWXVVf+gyqVZYT79jAGAnZ0d7OzsWMf4aCKRCNu2bUNUVBQKCgpw5swZGBgYICwsDPr6+hg7dizriLWmqqoKd3d3metcegBS3bt373Dt2jVkZWVhxIgRAIC8vDw0b95cUugpE26dOUk45fvvv8erV68AAEeOHMGaNWvg4uKC7du3w83NDbt27cLhw4cZp6w9vo0HAIYNG4bk5GTWMRpEYmIifH19Od9Alm8WLVoEoVAotW/A3t4empqanNs3oKOjg/Pnz8tcP3/+POf22aSkpEj978qVK4iIiECPHj04dTIWwK+fsZs3b+LPP/+Uuf7nn39K9nJyxdatW3Hs2DH4+vpKrZ4wNjZGdHQ0w2T1ExMTg/Hjx8Pa2hpPnz4FAPz00084d+4c42R18/TpUzg5OWHWrFlYvnw5CgsLAQA7d+6ko7UJaWjVn1pHRUVhzpw5mDp1KoDKja3a2to4cOAAZ54O8W08ABAQEABvb2+kpqbC2NhY5mQ8V1dXRsnqji8NZPmGT/sGvLy8sGTJEly7dg09e/YEUPnhNT4+nnONSrW0tGSuWVlZQVVVFSEhITh69CiDVPVT9TOWmpqK9PR0Tv+MLV++HFOnTsXnn38udT0vLw87d+7k1AO348ePY8WKFRg4cCB++OEHyXUTExM8fPiQYbK6q96odPv27ZxuVLpy5UqYm5vj+PHjUv0E7ezssHTpUobJ2KFiiMhV1bKL7OxsSTPJKtbW1pJz+7mCb+OJjY1FYmIi1NTUZE7CEggEnCqG+NRAlo8sLCwkRzhz1ahRo9ClSxfs3bsXv/32G4DK/RwHDhyQ+fDKVa1atZI5ml7RxcTEwMHBAV988YVUj6S3b98iLi4Ozs7O7MLV0YMHD9C9e3eZ6926dcP9+/cZJKq/vLw8dOzYUea6WCzGu3fvGCSqPz41Kk1NTcXBgwdlHhLq6+sjLy+PUSq2qBgicnX58mVoaWlBXV1dpplXWVkZ5zZT8m08YWFh8PLygoeHB+c6tb+PTw1ka0tRf9727t1b66/lUsENAJ9//jnn9gfVJD09Xeba33//jZ07d8LU1JRBovrz8/PDoEGDZDaBv379Gn5+fpwqhtTU1JCfny9zKMrz588VvpHv+7p27Yrr16/L9LM5ffp0jU0/FRmfGpWKRCLJzFZ1z549U8r9QgAVQ0TOqm9av3r1qlQPiBs3btT41EiR8W085eXlcHBw4HwhBPCrgWxtKeoBCj/99JPU68LCQpSWlqJFixYAgOLiYjRr1gy6urqcK4ZEIhEeP36MgoICmf/+XDqBraqR9Ptj6NWrF1auXMkoVf186Pj8vLy8GpcDKjIrKyuEhoZi69atkuzFxcXYsGED55b9zZo1C4sWLUJeXh7EYjHOnj2LzMxMxMTE4Mcff2Qdr0741KjUysoKP//8s9TS3tevX2Pz5s0YMmQIw2TsCMSK+teU8N7FixehoqKCQYMGsY7SILg4nlWrVkFXVxczZsxgHaVBlJWVISMjAwUFBTJPvrjUQDY8PBzu7u5o1qyZ1PU3b94gIiJCcmrh9evX0bNnT4XeE3Xy5EkcOHAAK1euhJGREQDg4cOHWLp0Kb755huMHDmSccLau3HjBr7//nvk5ORwvi9X1QbwKk2aNIGurm6NR7grqqqCLj09HV27dpWaOamoqMCTJ08waNAgbNy4kWHKusnLy8OECRPw8uVLyUxEeno6WrVqhT179nCu8er169exZcsWyV4uMzMzeHp6yiwzV3SHDx/G5s2bsWjRIixevBhBQUHIysqSNCrlUn+eZ8+ewd3dHWKxGI8fP4a5uTkePXqEli1bIjIyUimP2aZiiBAlFhQUhJiYGJiamsLExERmGYafnx+jZHXHpway3bp1Q0JCgswfpcLCQlhaWnJqLEOHDsWmTZtgZmYmdf3WrVuYM2cOLly4wChZ3X399dcwNDTEnDlzoKenJzMbwbVZCK4LDw+X/P+UKVOklvioqqpCX18f9vb2Cv2woCZCoRAnT55Eeno6mjZtChMTEzg6OnK2nx1fnDhxAuHh4cjKygIAtGnTBl5eXpw6NKnKu3fv8Ouvv0odauPk5FTjIUTKgJbJEbkTiUQ1LsMSi8XIzc3Fp59+yiBV/fFpPBkZGZKnj/fu3ZO6p6j7UT6ETw1kP7TsJz09Hdra2gwS1d/z589r3CwtEolQUFDAIFH9PX78GJs2beJcx/kPuXnzJpKTk/HixQuZmVQuPAipmiHV19eHg4PDv85qxcbGwsbGBhoaGo0Rr940NDTwzTffsI7RYNLS0vDgwQMAlfuIzM3NGSeqHz41KlVRUcHXX3/NOobCoGKIyE1JSQkWL16Mixcvonnz5vjmm28we/ZsfPLJJwCAgoIC2NracuYpN9/GAwD79u1jHaHB8KGBbN++fSEQCCAQCDBs2DCpgqiiogJCoRD//e9/GSasu6pjdYOCgiSnZN26dQvLli3DwIEDGaerm549e+Lx48e8KIa2b9+OsLAwdO7cWeZ3hmsPQlxcXGr1dQEBAfj8888Vuhh69uwZtLS0ZDayl5eX48aNG5zal/bs2TPMmzcPv//+u9R+wd69e2PDhg0yPeEUmaurK8LDw9GiRQs0a9ZMsoS5pKQEs2bNqtOhMYrg4cOH2L9/v6RI7dKlCyZMmMC5/U8NhYohIjdhYWFIT0/HmjVr8OrVK2zbtg137tzB5s2bJcsWuLRKk2/j4ZuqBrJcO8SiOn9/f4jFYvj7+8PLy0tq2VXVsp/qh3ZwwapVq7Bw4UKMHj1asgyzoqIC1tbWnNuoP2nSJKxevRr5+fk19uXi0ilse/fuxapVqzBq1CjWURqNIr8///3335g1axZu374NgUCAESNG4IcffpAURUVFRXB1deXUw7bFixfj3bt3iIuLk9ov6O/vj8WLF2PXrl2ME9betWvXUF5eLnO9rKwMqampDBLV35kzZzBv3jyYm5ujV69eACqb+o4cORKhoaEYNmwY24AM0J4hIjdfffUVQkJCJD1eXrx4genTp6NFixbYtm0biouLMWjQIM68ufNtPHxTWloKb29v6Orqcr6B7LVr19CnTx/OHaX7Tx49eiR5CmlkZITOnTszTlR3NRU7VSeycW1fmrW1Nfbv3w9DQ0PWURpN7969ceLECZljqxXBwoULkZmZiaVLl+LVq1dYt24dBAIBdu/eDW1tbeTn58Pa2rrGI9EVVc+ePREVFVXjfsEJEybgzz//ZJSs9qr+ezs7O+Pnn3+WWqYsEokQHx+PX375hVN7H4cOHQonJyd4e3tLXd+0aRNOnDiBc+fOMUrGDn/+0hKF8+LFC6n9M7q6utizZw+mTp2KadOmISgoiGG6uuPbePiGTw1kNTU18eDBA5iYmAAAzp07h6NHj6Jr166YPXs25zaEA4ChoeE/fvDu06cPjh8/rpAfVKucP3+edYQGM3nyZERGRmLx4sWsoxAAV65cwZYtW9CjRw8AQFRUFObMmYPJkydLjqrn2vLF9u3bf3C/IFfaHVSdWCgQCDB58mSZ+02bNsWSJUsYJKu/58+f19h7a+TIkZyarWtIVAwRuWnfvj0ePnwo9eGmefPm2LVrF9zd3SWbX7mCb+PhGz41kA0ICICHhwdMTEyQnZ0NHx8f2Nvb4/Tp0ygtLeXlB1guLFJ4v8cIl7m7u8PDwwNDhw6VOZYa+N9JbaRxlJSUSPbVAJXNPMPDw+Ht7Q1XV1esXbuWYbr68fX1xYoVKxAQECAp8tLS0rBy5UosXLiQcbraOX/+PMRiMYYOHYrDhw9DV1dXck9VVRWtWrWS7Bvmin79+uH69esyex9TU1NhYWHBKBVbVAwRubG2tsaRI0dkmnhpamoiIiIC3333HaNk9cO38fANnxrIPnr0SHLK36lTp9CvXz+sX78eqampmDdvHi+LIS7g0+b2oKAgJCcno3///tDR0eHcrAPfdOjQARkZGVKzpyoqKti4cSO8vb052QvOz88PpaWlGDdunKRgqKiowCeffAJ/f3/4+/tLvvb92XxFUfUApLbLEz08PBAUFKTQM182NjZYt24dbt++jc8//xxA5Z6h06dPw8vLS2oGnEv9+T4GFUNEbry8vPD333/XeK958+bYvXs37ty508ip6o9v4+EbZ2dnxMXFcfJDw/vEYrHkqOOkpCR8+eWXACpnJwsLCxkmU0583Nx+7NgxbN68WfKzpQz09fUVdh/e4MGDcejQIZnN61UFkZeXF549e8YoXf1UL3aURUpKCsrKyljH+EeBgYEAgAMHDuDAgQM13gO415/vYyjmuwLhBW1t7X/sidK8eXP069dP8trJyQk7duxQ2A7bfBsP34hEIkRERCAhIYHzDWTNzc2xbds2DBw4ECkpKVi2bBkA4MmTJ5w+Opyr1q9fjyZNmuDQoUOSze2urq6Sze0AN5b5Vaejo6PQ+7PqwtbWFtHR0WjZsqXU9eLiYri4uEiedMfGxrKIVys+Pj548+ZNjfdUVFSwefNm5OXlNXKqj1PbI89J4+LSIRyNhfvrSQhvPHnypMbNllzFt/EouqoGsgKBAPfu3cOdO3ck/+Pa0y1/f3/cuXMHK1aswIwZMyRru8+cOcO5o7VrS5GXaV25cgVLlixBjx49YGlpiaioKOjp6WHy5Ml4+fIlAMXOX5PZs2dj8+bNKC0tZR3loz19+lSmaSwAvH37ljMFhIqKCpo3b/6P96vvWevTpw+ys7MbI1q93b59GxkZGZLX586dw6xZsxAaGoq3b98yTEbeV1xczDoCUzQzRAjhBT41kDU1NcXJkydlri9YsIAXe6JqosgzK3zc3L5v3z5kZWXB0tISHTp0kJlJPXbsGKNktVd9b0N8fLxUXy6RSISkpCReHXpRnSL/vlRRxoNguGDHjh3o0KEDHBwcAABz5szB2bNnoaenh507d3KqX1pDoWKIEEIUUHFxMc6cOYOsrCy4u7tDR0cH9+/fR+vWrdG2bVvW8WotJSUFRkZGaNWqldT19w8d2Llzp8KOi4+b24cOHco6wkfz9PSU/HvRokVS96pmUt6/ThoPHQSjmKKiorBu3ToAQGJiIpKSkhAREYFTp05hzZo12L17N+OEjY+KIUIIUTDp6elwc3NDixYt8PTpU4wbNw46Ojo4e/YscnNzsWbNGtYRa23SpElo3bo1wsPDJd3OAdlDBxT5SFc+bm7nQyuAqr0PNjY2OHLkiMyeIcIWHQSjmPLz8yV7mS9evIjhw4fD2toa+vr6GDduHON0bPBzvQUhhHBYSEgIRo0ahbNnz0o1WB0yZAiuX7/OMFn9ODg4wM3NDUePHpW6zoWlPkDl5vaNGzfWeK9qczsXu7YXFxfj8OHDWL9+vWTv0+3btzmzzwaonGE0MDBAUVER6yjkPVUHwcTExCAlJUVSDPH5IJgZM2b840FLiqBFixbIzc0FULm8dODAgQAq348rKipYRmOGZoYIIUTBpKWlYfny5TLX27Zti+fPnzNIVH8CgQDTp0+HhYUFFi5ciIyMDMnSJa4cOlCfze3Hjx9X6NPa0tPTMWXKFGhpaXF69lFVVVVqk76y4MLvjr+/P3x9fXHu3DleHATz6NEjJCcno6CgQObAjqqZ1unTp7OIVif29vaYP38+OnXqhJcvX2Lw4MEAgLt378o0YlUWVAwRhbF8+XKZfQVcxrfxkMajpqaGkpISmeuPHj2S6oDOBVWzP/b29ujQoQNmzZqF+/fv83q/ABdmvEJCQuDi4oIFCxZIfTAdMmQI5s+fzzBZ3Y0cORLR0dGcy/0xuPAzVtuDYGJjY2FjYwMNDY3GjFcnhw4dwrJly9CyZUu0bt1aqhgVCAScWnbq5+cHfX195ObmwtfXV9Iv7fnz5/j2228Zp2ODiiEiV2/evMGtW7ego6ODrl27St0rKyvDqVOn4OzsDKCyL4+i49t4iGKysbHBli1bEBYWJrmWk5ODdevWwd7enl2wj2RmZobDhw/D09MTbm5urOMoNT7NPlZUVODgwYO4cuUKzM3N0axZM6n7XOoxdvXqVQwYMOBfv06RDxz5N+rq6lKvAwIC8Pnnnyt0MbRt2zbMnTsXHh4erKN8NFVVVbi7u8tcf/892cPDA0FBQWjTpk0jJWOH9gwRucnMzISDgwMmTpwIJycnTJw4EX///bfk/qtXrzj1R4pv4yGKa9GiRRAKhbC0tERZWRkmTZoEe3t7aGpqwsfHh3W8OnFxcZH68KOnp4f9+/dj4MCB1JCYIT7NPt67dw9mZmbQ1NREZmYmp3uMTZ06FUOHDsXWrVsl+zpqYmFhIbWfkMu4MMtVVFSE4cOHs47RqFJSUlBWVsY6RqOgmSEiN+vWrcNnn32G6OhovHr1CqtWrcL48eOxb98+fPrpp6zj1RnfxkMUl5aWFvbs2YPU1FSkp6dDKBSie/fusLS0ZB2tzoKDg2WuqampYfXq1QzSkCp8mn3kU4+xy5cv48SJEzh27Bi2bNmCAQMGYPTo0Rg6dChvih8u+s9//oOEhASMHz+edRQiBwIxF0pywkmWlpbYs2cPTExMAFQ+/Vm2bBkuX76MvXv3olmzZhg0aBBnntzxbTxEccXExMDBwUHmw8/bt28RFxcnWYrJFcXFxbh58yYKCgpkngJzbSy1wYUDFF69eoU5c+bg1q1beP36Ndq0aYP8/Hz06tULO3bsUOglSx/y+PFjZGVloW/fvmjatCnEYjEnDhr4kNu3b+Po0aOIjY0FULn0esyYMbxritm7d2+cOHFC4X5f9u7dK/l3aWkp9uzZgy+//BLGxsYyTYpdXV0bO57cKer3RR5oZojIzZs3b6TeMAQCAQIDA7F8+XJMnDgR69evZ5iu7vg2HqK4/Pz8MGjQIJkDOF6/fg0/Pz9OFRAXLlzA/PnzIRQK0bx5c5mNx1waS21x4Rlj1ezj9evXkZGRwenZx8LCQsydOxfJyckQCAQ4e/YsDAwM4O/vD21tbc42Xu3evTtat24NHR0d7NixA0eOHMGBAwfQq1cvBAYG4rPPPmMdkdd++uknqdcaGhq4du0arl27JnVdIBDwshhSJlQMEbkxMjJCWloaunTpInU9ICAAADBz5kwWseqNb+MhiutDT7Tz8vKgpaXFIFH9rV69GqNHj8a8efNkNrZzTUpKCoyMjGSK1PLycty4cQN9+/YFwK3N7RYWFgrd8LY2goODoaKigkuXLknt63BwcEBISAjniqHy8nKcP38eR44ckRwKERAQAEdHR7x48QJhYWHw9vZGXFwc66i8duHCBdYRSCOhYojIjZ2dHX799dcan/wGBARAJBIhKiqq8YPVE9/GQxSPs7MzBAIBBAIBJk+eLDUTWVFRgSdPnmDQoEEME9ZdXl4eXF1dOV8IAcCkSZPQunVrhIeHo1evXpLrRUVFcHV1lSyRVdTiovqyn3/DpSfdiYmJ2LVrF9q1ayd13dDQEDk5OYxS1c+KFSsky+JGjhwJX19fGBsbS+5raGhg4cKFnHsf+Cf6+voyy84IaUy0Z4gQQhREeHi45P+nTJki6f8AVB6Hqq+vD3t7e05tpJ49ezYcHBzg4ODAOspHMzU1haurKw4dOoSAgACMGjUKAJCfnw9ra2ukp6czTvjPbGxspF4XFhaitLQULVq0AFC5t6tZs2bQ1dXF+fPnWUSsl969e+PYsWMwNDSU2ueQlpaGqVOnIjk5mXXEWps8eTLGjh37j7/n7969w++//45+/fo1crq6sbW1RXR0NFq2bCl1vbi4GC4uLpz6GfPy8kKPHj1kjtbeuXMn0tLSsGnTJkbJ5OfHH3/E+PHjJe8PfEalOJG748ePw87OjpMbcmvCt/EQxVHVuE9fXx8ODg4y/Tjep6jNCqt/yBkyZAjWrl2LBw8e1Ljx2NbWtrHj1ZtAIMD06dNhYWGBhQsXIiMjQ7IEiwsb9asv+zl58iQOHDiAlStXwsjICADw8OFDLF26FN988w2riPViYWGBmJgYzJ07V3JNJBIhIiIC/fv3ZxesHn7++ed//RoVFRWFL4QA4OnTpxCJRDLX3759i7y8PAaJ6i8lJaXGxqqDBw/Gnj17GCSqv2PHjqFly5b48ssvAQBr1qzBoUOH0LVrV6xfvx76+voAgOnTpzNM2bhoZojI3YABA1BWVgYbGxuMHDkS1tbW+OSTT1jHqje+jYdwl6KeWlbb064EAgGnTl80NTVFYmIiWrVqhTt37mDWrFno0qULFi9eDEdHR06NZejQodi0aRPMzMykrt+6dQtz5szh1H6Je/fuwc3NDWZmZrh69SpsbGxw//59FBUV4eDBg+jYsSPriP+oLjMkXHh4UDUeT09PhISESO1zFIlESEpKQmJiIs6cOcMqYp317NkTMTExkgcHVR48eAAXFxfcvHmTUbK6GzZsGJYtW4aBAwfijz/+wJQpU+Dn54eLFy9CRUVFskJBmdDMEJG7hIQExMfHIzY2FnPnzkXTpk3xn//8B05OTujTpw/reHXGt/EQ7lLUZ1mKvlysIZiZmeHw4cPw9PSU6dzOBc+fP8e7d+9krotEIhQUFDBIVH/GxsY4ffo0IiMjoampCaFQCDs7O0yYMAFt2rRhHe9feXp61urruPLwoPp43j+8QkVFBfr6+pw71MLY2BhxcXEys0NxcXHo2rUro1T18+zZM3Tq1AkAcO7cOdjb2+Obb75Bnz59MGnSJMbp2KBiiMidiooKvvrqK3z11VcoLS3Fb7/9htjYWLi6uqJdu3Y4d+4c64h1wrfxEEJqx8XFRWrpop6eHvbv34+lS5ciJSWFYbK6GzhwIH744QcEBQWhe/fuACpnhaqeGHONuro6rKysYGpqKlmalZaWBkDxZ1P49vCgajw2NjY4cuSIzJ4hLpo1axa8vLyQnZ2NAQMGAACSkpLw66+/YuPGjYzT1Y2GhgZevnyJTz/9FImJiZKHOerq6igrK2MbjhEqhkijatasGaytrVFcXIycnBw8ePCAdaSPwrfxECIvQqEQp06dQlZWFvT09ODo6Mi5D0nBwcEy19TU1LB69WoGaT7OqlWrsHDhQowePVqyj6uiogLW1tZYuXIl43R1c/nyZSxYsABFRUUys6VcmU3hm/LychgYGKCoqIhzv+c1sbGxwZYtW7B9+3acOXMG6urqMDExwZ49ezixf6s6S0tLLFmyBN26dcOjR48wZMgQAMBff/0l2S+kbGjPEGkUVTMoJ0+eRFJSEtq3bw9HR0c4OTnJ9O3hAr6Nh3CTIncId3BwwIEDB6Cjo4Pc3FxMmDABxcXFMDQ0RHZ2Nj755BP88ssvCpn9nxQXF+PmzZsoKCiQ+eDNxQayjx49kjzEMTIyQufOnRknqjt7e3tYWVnB09MTrVu3Zh3noyUlJSEpKQkFBQUyBxDUVJArqgEDBiAqKgqGhoaso5BqiouLERYWhtzcXIwfPx6DBw8GAGzatAmqqqpK2TORiiEidz4+Prh06RKaNm2K4cOHw8nJCb1792Ydq974Nh7CXYpcDFU/bGD+/Pl48uQJdu7cCS0tLbx+/RqzZ8+Grq4u1q9fzzpqrV24cAHz58+HUChE8+bNpU6QEwgEMp3p+UBRD+mork+fPoiJiVH4gxJqIzw8HFu2bIG5uTn09PRkTincsmULo2R1t2rVKqipqWH+/PmsozSI4uJinDlzBtnZ2fjuu++go6OD27dvo3Xr1pxpskxqRsvkiNw1adIEYWFhvDl1jW/jIdzFlWaFN27cQGBgoORUKU1NTXh5eWHevHmMk9XN6tWrMXr0aMybN48XTWRrgwvPS4cNG4bk5GReFENRUVEIDg7m5Czj+yoqKnDw4EFcuXIF5ubmMr8zfn5+jJLVXXp6OqZMmQItLS08ffoUY8eOhY6ODs6ePYvc3FysWbOGdcRa+7f9jX379m2kJIpD8f+KEs7j0pPf2uDbeIjiqW2zwqpO9Yqq6ql2WVkZ9PT0pO61bdsWL168YBGr3vLy8uDq6qo0hRBXBAQEwNvbG6mpqTX2snJ1dWWUrO7Ky8t5cyrpvXv3JEe3Z2ZmSt3jQl+u6kJCQuDi4oIFCxZIrQQZMmQI52a+ajoxrvr3Qxn32FExROTqzZs3uHXrFnR0dGSOnywrK8OpU6c49QSMb+MhiokvzQonT54MFRUVlJSUIDMzE8bGxpJ7OTk50NHRYReuHqytrZGWlqbQS8aUUWxsLBITE6GmpiazVFEgEHCqGBozZgxOnjxZ6+O2Fdm+fftYR2gwaWlpWL58ucz1tm3b4vnz5wwS1d/7M0Pl5eW4e/cuNm7cCB8fH0ap2KJiiMhNZmYm3N3dkZOTA4FAgC+++AKhoaGSvg+vXr2Cn58fZ4oHvo2HKJ7qzRfj4+NrbFbIldN+3u/HoaGhIfX6woULsLCwaMxI9VL9ezJkyBCsXbsWDx48qHEGQtGPcOarsLAweHl5wcPDA02aNGEd56OUlZXh0KFDSEpKgomJiczPGJeWllV5/PgxsrKy0LdvXzRt2hRisZhzM0NqamooKSmRuf7o0SPo6uoySFR/1f+uVLGysoKqqipCQkJw9OhRBqnYomKIyM26devw2WefITo6Gq9evcKqVaswfvx47Nu3D59++inreHXGt/EQxcOnZoXvF0PvW7hwYSMl+Tg1PaGvaRM7X49w5sKH1vLycjg4OHC+EAKAjIwMmJqaAqhcZlYdF74X1RUWFmLu3LlITk6GQCDA2bNnYWBgAH9/f2hra3PmvQz439HaYWFhkms5OTlYt24d7O3t2QVrQK1atZJZzqgs6DQ5IjeWlpbYs2cPTExMAFRuxF22bBkuX76MvXv3olmzZhg0aBBnPkDwbTxEcfGpWSHhNkU+sbDKqlWroKurixkzZrCOQqpZsGABCgoKsHLlSgwfPlzycxQfH4+QkBD8+uuvrCPW2qtXrzBnzhzcunULr1+/Rps2bZCfn49evXphx44dMjPfiqymJr9///03du7ciXfv3uHgwYMMUrFFM0NEbt68eSM1xS8QCBAYGIjly5dj4sSJnDuIgG/jIYqJT80K09PTceHCBWhra2P48OFSy0lKSkqwcuVKTvVN4ZOrV69iwIAB//p1O3fuVPhjg0UiESIiIpCQkMCbpWUA8OzZMwBAu3btGCepn8TEROzatUsmv6GhIXJychilqh8tLS3s2bMH169fR0ZGBoRCIbp37w5LS0vW0erM2dkZAoFA5qTIXr16ca7hckOhYojIjZGREdLS0mSakAYEBAAA5xp78W08RDGpqqoiIyODdYyPlpCQgBkzZsDQ0BCvX7/Gpk2bsHHjRskH8Ddv3iAmJoaTxZBQKMSpU6eQlZUFPT09ODo6cq5wnTp1Ktq1a4dRo0bBxcUF7du3r/HruLCvKyMjA926dQPA/aVlIpEIW7duxZ49eyAUCgFUHkU/ZcoUzJw5k1NLAYVCIZo2bSpz/eXLl1BTU2OQ6ONZWFigR48eUFNT49zPVpXq+yCBynYhurq6UFdXZ5SIPSqGiNzY2dnh119/rfFAgYCAAIhEIkRFRTV+sHri23iI4ho5ciSio6M5d2RrdeHh4XB3d4ePjw/EYjEiIiIwc+ZMbNy4UdLxnCscHBxw4MAB6OjoIDc3FxMmTEBxcTEMDQ2RnZ2NrVu34pdfflHopWTvu3z5Mk6cOIFjx45hy5YtGDBgAEaPHo2hQ4dy7oMqn04t27BhA6Kjo/H9999LjthOTU1FeHg43r59y6nTviwsLBATE4O5c+dKrlXN4vXv359dsHoQiUTYtm0boqKiUFBQgDNnzsDAwABhYWHQ19fH2LFjWUesNa4cwtOYaM8QIYQomBUrViAmJgadOnXibLPCL774AseOHZNqhHny5EkEBAQgNDQUPXr04MweO1NTUyQmJqJVq1aYP38+njx5gp07d0JLSwuvX7/G7Nmzoaury9mlsrdv38bRo0clfaucnJwwZswYyUZ+0nisra0RGBgoczLhuXPnEBgYiPj4eEbJ6u7evXtwc3ODmZkZrl69ChsbG9y/fx9FRUU4ePAgp5rkhoeHIyYmBnPmzMHSpUsRGxsLAwMDxMXF4eeff8Yvv/zCOmKd3Lx5E8nJyXjx4oVMGwcu/H1paDQzRAghCoYPzQrV1NRQXFwsdc3JyQlNmjSBj48PZ06Te9+NGzcQGBgoOZ5WU1MTXl5emDdvHuNk9de9e3e0bt0aOjo62LFjB44cOYIDBw6gV69eCAwMxGeffcY6otIoKiqCkZGRzHUjIyMUFRUxSFR/xsbGOH36NCIjI6GpqQmhUAg7OztMmDBB0pKCK44fP44VK1Zg4MCB+OGHHyTXTUxM8PDhQ4bJ6m779u0ICwtD586d0bp1a6l7XPn70tCoGCJy8W/H6lYXHh4uxyQNg2/jIYqND8t+unXrhuTkZJibm0tdd3R0hFgs5tSxusD/PiSUlZVBT09P6l7btm3x4sULFrE+Snl5Oc6fP48jR47gypUrMDc3R0BAABwdHfHixQuEhYXB29sbcXFxrKMqDVNTU0RGRmLJkiVS1yMjIzk5U6eurg4rKyuYmppKZiDS0tIAcKsvV15eXo0zWWKxGO/evWOQqP727t2LVatWYdSoUayjKAwqhohcVG/qJRaL8dtvv0FLS0vywej27dsoLi7mzPn8fBsP4QYuNyscP368TKfzKiNGjIBYLMahQ4caOVX9TZ48GSoqKigpKUFmZiaMjY0l93JycqCjo8MuXD2sWLFCsixu5MiR8PX1lRqThoYGFi5ciEGDBrGKqJR8fX0xffp0XLlyBb169QJQORuZm5uLnTt3sg1XR5cvX8aCBQtQVFQkc3IZ1/pyde3aFdevX5fZb3P69GnJ4R1c0aRJE8l+NFKJ9gwRuVu7di2KiooQGBiITz75BABQUVGBwMBAaGpqcm65DN/GQxTPh5oV+vn5ca5ZYW3FxsbCxsZGIft1vD/b+/nnn0sVCatXr0ZeXh5CQ0MbO1q9TZ48GWPHjoW9vf0HD0x49+4dfv/9d/Tr16+R0ym3vLw8HDhwQLL8ysjICN9++63CH3H+Pnt7e1hZWcHT01NmORbXnDt3DosWLYKHhwe2bt0KLy8vZGZmIiYmBj/++COsrKxYR6y1nTt34u+//8bixYtZR1EYVAwRuRswYAAOHDggsw764cOHGD9+PJKTkxklqx++jYcoHj41K6ytPn364Pjx45w6kY0QVpYtW4Y5c+ZI9e5SNH369EFMTAynDkr4J9evX8eWLVuQnp4OoVAIMzMzeHp6wtramnW0OhGJRPDw8MCjR4/QtWtXmb5cyrjUn5bJEbmrqKjAw4cPaywe3j/FhAv4Nh6iePjUrLC26Lmc/L3fX+SfcGk/hzI6ceIE3N3dFboYGjZsGJKTk3lTDFlYWGDPnj2sY3y0oKAgJCcno3///tDR0eHM0mt5omKIyN2oUaOwePFiZGdno0ePHgAqj3XcsWMHJzfw8W08RPHwsVkh16Wnp+PChQvQ1tbG8OHDpT6ElpSUYOXKlQrfQNbT07NWX8e1/RzKiAsPDwICAuDt7Y3U1FQYGxvLzEC4uroySlZ/aWlpePDgAYDKfUTvHxDDBceOHcPmzZvx5Zdfso6iMKgYInK3cOFCtG7dGrt378bz588BAHp6enB3d8d3333HOF3d8W08RPHwqVkhHyQkJGDGjBkwNDTE69evsWnTJmzcuBEDBgwAALx58wYxMTEKXwylp6ezjkCUSGxsLBITE6GmpoZr165J3RMIBJwqhp49e4Z58+bh999/R4sWLQAAxcXF6N27NzZs2CAzi6/IdHR0aDnye2jPEGlUJSUlAIDmzZvL3EtNTUWPHj049eSbb+MhioFPzQprq3fv3pK9UYrmv//9L/r37w8fHx+IxWJERERg69at2LhxIwYPHoz8/HzONJAl/KDIvy9VrKysMGnSJHh4eKBJkyas43wUd3d3vHr1CiEhIZIl8g8fPoS/vz80NTWxa9cuxglr78iRI4iPj0dwcLBMQ29lRTNDpFHVVDRUmTZtGuc2UPNtPEQx8KlZIR/89ddfWLNmDYDKJ9rTpk1Du3bt4O3tjdDQUMlyWa5JSkpCUlISCgoKZPY7KvosF1F85eXlcHBw4HwhBAApKSmIioqS2itsZGSEJUuWYMKECQyT1d2+ffuQlZUFS0tLdOjQQWb54rFjxxglY4eKIaIw+DZJybfxkMbFl2aFtaWvry/zR1lRqKmpobi4WOqak5MTmjRpAh8fH04epx8eHo4tW7bA3Nwcenp6tImaNDhnZ2fExcVhxowZrKN8tPbt29fYXFUkEnHuAdXQoUNZR1A4ivmXhxBClBifmhXa2toiOjoaLVu2lLpeXFwMFxcXyQlnVQ1AFVG3bt2QnJwss1na0dERYrGYk32foqKiEBwcDGdnZ9ZRSDU5OTlo3769THEqFouRm5uLTz/9FEBlo1xNTU0WEWutap9jQkICTExMZB52+Pn5MUpWd76+vlixYgUCAgIkM8FpaWlYuXIl5x6GzJ49u1Zfp8i93xoaFUOEEKJggoKCMHz4cF40K3z69GmNR86/ffsWeXl5DBLV3fjx45GSklLjvREjRkAsFuPQoUONnOrjlJeXUxd6BWRra4uEhAS0atVK6vrLly9ha2sreRASGBjIIl6dZGRkoFu3bgAq90FWx7WZSD8/P5SWlmLcuHFSzdY/+eQT+Pv7w9/fX/K17x8WwVUBAQH4/PPPqRgihBDS+PLz8zFlyhROF0LVe9rEx8dDS0tL8lokEiEpKQn6+vosotWZnZ0d7OzsPnjfyckJTk5OktdceKI6ZswYnDx5stbHbZPGIRaLaywUhEIh1NXVGSSqv3379rGO0GCqFzvKQpmW+lMxRBQG154U/Ru+jYc0Hj40K6z+Ifv9ZWQqKirQ19fn5PKy2uDCE9WysjIcOnQISUlJnF/CxAdVB1YIBAKEhYVJnfJVUVGBmzdvwtTUlFU8pefi4sI6ApEjKoaIwuDbUwi+jYc0Hj40K6zqaWNjY4MjR47I7BniMy787mdkZEg+XHN9CRMf3LlzB0Dlz869e/egqqoquaempgZTU1PqY8fQ7du3oaKiAhMTEwDAuXPncPToUXTt2hWzZ8+mFhocR8UQkTtXV1eEh4dLGpVVKSkpwaxZs7B3714AwB9//MEiXp3xbTxE8fClWWF5eTkMDAxQVFSkVMUQF/BpCRMfVH0//Pz8sHjx4n9s20AaX0BAADw8PGBiYoLs7Gz4+PjA3t4ep0+fRmlpKRYvXsw6IvkIVAwRubt27RrKy8tlrpeVlSE1NZVBoo/Dt/EQxRMWFgYvLy/ONytUVVVFRkYG6xjkXzx79gwA0K5dO8ZJyPv9nUpKSnD16lV07twZXbp0YZSKPHr0SHIYxKlTp9CvXz+sX78eqampmDdvHhVDHEfFEJGbqmUyAHD//n08f/5c8lokEiE+Ph5t27ZlEa1e+DYeorj41Kxw5MiRiI6Oxvz581lHIdWIRCJs3boVe/bsgVAoBABoampiypQpmDlzJi9+9rjI29sbffv2xcSJE/HmzRuMHj0aT58+hVgsRmhoKIYNG8Y6olISi8WSUzGTkpLw5ZdfAqjsP1RYWMgwmfwocu+3hqYcoyRMODs7QyAQQCAQYPLkyTL3mzZtiiVLljBIVj98Gw9RXHxqVlhRUYGDBw/iypUrMDc3l9oYDtBGfVY2bNiA6OhofP/995IjtlNTUxEeHo63b9/Cx8eHcULldP36dcycORMA8Ntvv0EsFiMlJQXHjh3Dtm3bqBhixNzcHNu2bcPAgQORkpKCZcuWAQCePHnCuVM/+dD7raFRMUTk5vz58xCLxRg6dCgOHz4MXV1dyT1VVVW0atVKcl4/F/BtPERx8alZ4b1792BmZgYAyMzMlLrH1436XHiieuzYMQQFBcHW1lZyzdTUFG3btkVgYCAVQ4y8evUK2traACqPpLe3t0ezZs3w5ZdfYu3atYzTKS9/f3/4+vri3LlzmDFjBjp16gQAOHPmDHr37s04Xd3wofdbQ1Psd2vCafr6+igvL4eLiwt0dHQ401PkQ/g2HqK4+NSskE8b9fn0RLWoqAhGRkYy142MjFBUVMQgEQEql1398ccf0NbWRnx8PEJDQwFU/ozRiWXsmJqa4uTJkzLXFyxYILWkVJF7jPGp91tDo2KIyJWqqip+++03zJo1i3WUBsG38RDFxKcCosrjx4+RlZWFvn37omnTph9sLqnI+PRE1dTUFJGRkTJLeyMjI6mfDUOurq7w9fWFhoYG2rdvj/79+wMAUlJSYGxszDgded/7jXAVuceYMvd++zdUDBG5s7W1xfnz5+Hm5sY6SoPg23gIkafCwkLMnTsXycnJEAgEOHv2LAwMDODv7w9tbW1O/PHl4xNVX19fTJ8+HVeuXEGvXr0AADdu3EBubi527tzJNpwSmzBhAnr27Ilnz57B0tJSMutgYGCAuXPnsg1H/pUi9xhT5t5v/4aKISJ3nTp1wpYtW/D777+je/fuMhuoudIzpQrfxkOIPAUHB0NFRQWXLl3C8OHDJdcdHBwQEhLCiWKIj09U+/Xrh9OnT+PAgQN4+PAhAMDOzg7ffvstnYrJWI8ePWBiYoInT56gY8eOUFFRkZxeRsjHoN5vNaNiiMhddHQ0tLS0cOvWLdy6dUvqHpcaSFbh23gIkafExETs2rVLpoeNoaEhcnJyGKWqG74+UW3btu2/HpSwbNkyzJkzR+rAGCI/paWlWLFiBWJiYgBUbtA3MDDAihUr0LZtW3h4eLANSDiNer/VjIohIncXLlxgHaFB8W08hMiTUChE06ZNZa6/fPmSUxvClfWJ6okTJ+Du7k7FUCNZv3490tPTsXfvXkybNk1yfeDAgQgPD6diiHw06v0mi4oh0mjevn0rNe3PdXwbDyHyYGFhgZiYGKn9DlVHh1dtDucCZX2iqsh7IPjo/Pnz2LBhg2QfV5XPPvsMWVlZbEIRXqHeb7LoExyRO75N+/NtPITIk6+vL9zc3HDr1i2Ul5dj7dq1uH//PoqKinDw4EHW8eqEnqgSeXvx4gVatWolc720tJRzpy8qIy70GFPG3m//RrG/Y4QX+Dbtz7fxECJPxsbGOH36NCIjI6GpqQmhUAg7OztMmDABbdq0YR2vTuiJKpE3c3NzXLp0CZMmTZK6fvjwYZnZItJ4+NRjjI+tGz4WFUNE7vg27c+38RAib+rq6rCysoKpqamkT09aWhqAyg8ZXEFPVIm8+fj4YNq0abh//z4qKiqwd+9ePHjwAH/88Qd9iGWITz3GqvCh91tDoWKIyB3fpv35Nh5C5Ony5ctYsGABioqKZPafCAQC3L17l1GyuqMPo0TeLCwscPz4cezYsQPGxsZITEyEmZkZoqKiYGJiwjqe0uFjjzE+9H5raFQMEbnj27Q/38ZDiDwFBQVh+PDh8PT0ROvWrVnHaRB8eKKak5OD9u3by+QWi8XIzc3Fp59+CqByn5SmpiaLiEqrY8eOCAoKYh2DgJ89xvjQ+62hUTFE5I5v0/58Gw8h8pSfn48pU6bwohDi0xNVW1tbJCQkyMxyv3z5Era2tpIZu8DAQBbxlFa3bt1q/L4UFhbC0tKSUzOpfMDHHmN86P3W0JqwDkD4r2rav6KiQjLtr6uri6ioKJibm7OOV2d8Gw8h8jRs2DAkJyezjtEgqj9Rrd47ycHBAfHx8QyT1d2HZrOEQiHU1dUZJCLAh48yf/v2LVRVVRs5DQGke4zxAV96vzUkmhkijYJv0/58Gw8h8hIQEABvb2+kpqbC2NhY5thZV1dXRsnqjg9PVIODgwFU7tcKCwuTOhGvoqICN2/ehKmpKat4Smvv3r0AKr8vhw8fhoaGhuSeSCRCSkoKjIyMWMVTanzrMcaX3m8NiYoh0igqKirw22+/4cGDBwCArl27wtbWVuHP4/8Qvo2HEHmJjY1FYmIi1NTUcO3aNal7AoGAU8UQH56o3rlzB0DlDMS9e/ekZhvU1NRgamqK7777jlU8pfXTTz8BqPy+REVFoUmT/y3cUVVVRYcOHWjJIkN86jHGp95vDUUgpvbSRM7++usvzJw5E/n5+ejcuTMA4NGjR2jZsiW2b98OY2Njxgnrhm/jIUSerKysMGnSJHh4eEh9wOOiadOmoXv37pg7dy569+6NEydOQF9fHz4+PhCLxdi0aRPriLXm5+eHxYsXo3nz5qyjkGomTZqE8PBwaGtrs45CqqlqtN6pUyde9BgrLi5GZGQk0tPTIRQKYWZmxsnebw2FiiEid9988w1atmyJ1atXS97gi4qKsGjRIhQWFiIqKopxwrrh23gIkad+/fohOjoaHTt2ZB3lo927dw9ubm4wMzPD1atXYWNjI/VElctjLCkpwdWrV9G5c2d06dKFdRzyL/r06YPjx4/DwMCAdRSl8P7psdUJBALJMkeuKCsrQ0ZGBgoKCmT6J3Gp91tDoWKIyF3Pnj1x5MgRfPbZZ1LX7927hzFjxuDmzZuMktUP38ZDiDytWrUKurq6mDFjBusoDYIvT1S9vb3Rt29fTJw4EW/evMHXX3+Np0+fQiwWIzQ0FMOGDWMdkfyDqplJKoZIXfGp91tDoQ0ORO4MDQ2Rn58vUzwUFBSgU6dOjFLVH9/GQ4g8VW3MTUhIgImJicy+Oq4tL1FXV4eVlRVMTU0lT1TT0tIAcOuJ6vXr1zFz5kwAwG+//QaxWIyUlBQcO3YM27Zto2KIkBrwoccYH3u/fSwqhohclJSUSP79/fffY+XKlZg9e7akKemNGzewZcsWzmxG5Nt4CGksGRkZ6NatG4DK2dPquPYhgk9PVF+9eiVZ5hsfHw97e3s0a9YMX375JdauXcs4HSGKhU89xvjU+62hUDFE5MLCwkLqg45YLMbcuXMl16o+SMyYMYMTHyD4Nh5CGgufGhHz6Ylq+/bt8ccff0BbWxvx8fEIDQ0FULkMkCsn4xHSWKr3GBs+fLjkuoODA0JCQjhVDFX1fuPyHseGRsUQkQuubSb8N3wbDyGk7vj0RNXV1RW+vr7Q0NBA+/btJf1FUlJS6ERMDuDarCrX8aHHWBU+9X5rKFQMEbno168f6wgNim/jIYTUHZ+eqE6YMAE9e/bEs2fPYGlpKTn23MDAQKoZI1FMdPZV4+JDj7EqfOr91lDoNDkidykpKf94v2/fvo2UpGHwbTyEkNopLS2Ft7c3dHV1efNE9e3bt3jy5Ak6duxITaMVQEpKCoyMjNCqVSup6+Xl5bhx44bk78v169fRs2dPzn0Q5yo+9RjjU++3hkLFEJE7U1NTmWvVp/i5tseGb+MhhNTO4cOHsWzZMqipqaFly5ZS9wQCAc6fP88oWd2VlpZKGkkCwJkzZ2BgYIAVK1agbdu28PDwYBtQSZmamqJ169YIDw+XHNADVC7RHDRoEP19YYRPPcb41PutodBjICJ378+klJeX4+7du9i4cSN8fHwYpao/vo2HEFI7YWFh8PLy4sUT1fXr1yM9PR179+7FtGnTJNcHDhyI8PBwKoYYcnBwgJubGwICAjBq1CjJdXp2zY6xsTFOnz6NyMhIaGpqQigUws7OjpM9xpydnREXF8eb3m8NgYohIndaWloy16ysrKCqqoqQkBAcPXqUQar649t4CCG1U15eDgcHB84XQgBw/vx5bNiwQWr2AQA+++wzZGVlsQlFIBAIMH36dFhYWGDhwoXIyMiQnFRGhyawxZceY3zr/dYQqBgizLRq1QqZmZmsYzQYvo2HECKNT09UX7x4IbMvBahcPkcfutmpmv2xt7dHhw4dMGvWLNy/fx+LFy9mnEy58anHGJ96vzUUKoaI3KWnp8tc+/vvv7Fz584a998oOr6NhxBSO3x6ompubo5Lly5h0qRJUtcPHz4sM1tE2DAzM8Phw4fh6ekJNzc31nGUGp96jPGp91tDoWKIyJ2zszMEAoHM05RevXph5cqVjFLVH9/GQwipHT49UfXx8cG0adNw//59VFRUYO/evXjw4AH++OMP+rDEkIuLC9TV1SWv9fT0sH//fixduvRfTzIl8sOnHmNEFp0mR+Tu6dOnUq+bNGkCXV1dqTd8LuHbeAghyikrKws7duxAeno6hEIhzMzMMG3aNJiYmLCORohC8fPzQ58+fTB27FjWUYgcUDFEGkVSUhKSkpJQUFAg2XhYJTg4mFGq+uPbeAghhCiG4uJi3Lx5EwUFBTIrEJydndmEUnJ87DFG/oeWyRG5Cw8Px5YtW2Bubg49PT3OLSd5H9/GQwhRPt26dUNCQoLMIQqFhYWwtLTk1IZwPrlw4QLmz58PoVCI5s2bS/19EQgEVAwxEhsbi8TERKipqeHatWtS9wQCARVDHEfFEJG7qKgoBAcH8+ZNnG/jIYQonw8tCnn79i1UVVUbOQ2psnr1aowePRrz5s1Ds2bNWMch/x+feowRWVQMEbkrLy9Hnz59WMdoMHwbDyFEeezduxdA5dPsw4cPQ0NDQ3JPJBIhJSUFRkZGrOIpvby8PLi6ulIhpGD41GOMyKJiiMjdmDFjcPLkSXh6erKO0iD4Nh5CiPL46aefAFTODEVFRUl9uFNVVUWHDh0QGBjIKB2xtrZGWloaDAwMWEch1fCpxxiRRQcoELmofoiASCRCTEwMTExMONubg2/jIYQot0mTJiE8PBza2tqsoyi98+fPS/794sULbN26FaNGjapxo76trW1jxyOo7DMUExMDU1NT+rvPQ1QMEbl4v5HfhwgEAsmyDUXGt/EQQkht9OnTB8ePH6eZCjmqbbNugUBAB1sw8k+fAejvPvdRMUQIIYSQGvXu3RsnTpygYogQwlu0E4wQQgghhBCilOgABUIIIYQQBSIUCnHq1ClkZWVBT08Pjo6OaNmyJetYhPASzQwRQgghhDDk4OCAly9fAgByc3MxYsQIBAcHIzExEZs3b4ajoyOys7PZhiSEp6gYIoQQQkiNBAIB6whK4eHDh6ioqAAArF+/Hm3atMHFixcRHR2NCxcuwMTEBGFhYWxDEsJTVAwRQgghpEZ0xlLju3HjBry8vKClpQUA0NTUhJeXF1JTUxknI4SfqBgihBBClExKSgoKCgpkrpeXlyMlJUXyeufOnWjbtm1jRlNaVbNwZWVl0NPTk7rXtm1bvHjxgkUsQniPiiFCCCFEyUyaNAlff/01bty4IXW9qKgIrq6uktcWFhZQU1Nr5HTKafLkyXBxcUFJSQkyMzOl7uXk5EBHR4dNMEJ4jk6TI4QQQpSQg4MD3NzcEBAQgFGjRkmu09K4xjd79myp1xoaGlKvL1y4AAsLi8aMRIjSoKarhBBCiJLp1q0bEhISkJqaioULF2LcuHFYtGgRCgoKMGjQINy9e5d1REIIaRS0TI4QQghRMlXPQe3t7REZGYkzZ85g6tSpKC4uZpyMEEIaFxVDhBBCiBIzMzPD4cOH8erVK7i5ubGOo7TS09OxdetWREZGyhyWUFJSAj8/P0bJCOE3KoYIIYQQJePi4gJ1dXXJaz09Pezfvx8DBw5E+/btGSZTTgkJCRgzZgzi4uIQERGB4cOH4+rVq5L7b968QUxMDLuAhPAY7RkihBBCCGHov//9L/r37w8fHx+IxWJERERg69at2LhxIwYPHoz8/Hzay0WInNBpcoQQQogSKi4uxs2bN1FQUCBzgpyzszObUErqr7/+wpo1awBU9huaNm0a2rVrB29vb4SGhqJHjx6MExLCX1QMEUIIIUrmwoULmD9/PoRCIZo3by5p+AlUfhinYqhxqampyRxe4eTkhCZNmsDHxwcLFy5klIwQ/qNiiBBCCFEyq1evxujRozFv3jw0a9aMdRyl161bNyQnJ8Pc3FzquqOjI8RiMRYtWsQoGSH8R8UQIYQQomTy8vLg6upKhZCCGD9+PFJSUmq8N2LECIjFYhw6dKiRUxGiHOgABUIIIUTJzJ49Gw4ODnBwcGAdhdRDbGwsbGxsoKGhwToKIZxHxRAhhBCiBM6fPy/594sXL7B161aMGjUKxsbGUFGRXihia2vb2PFIHfTp0wfHjx+HgYEB6yiEcB4VQ4QQQogSMDU1rdXXCQQCOsJZwfXu3RsnTpygYoiQBkB7hgghhBAlkJ6ezjoCIYQonCasAxBCCCGEEEIICzQzRAghhCgpoVCIU6dOISsrC3p6enB0dETLli1ZxyKEkEZDM0OEEEKIknBwcMDLly8BALm5uRgxYgSCg4ORmJiIzZs3w9HREdnZ2WxDEkJII6JiiBBCCFESDx8+REVFBQBg/fr1aNOmDS5evIjo6GhcuHABJiYmCAsLYxuS/Ct9fX2ZEwAJIfVDxRAhhBCihG7cuAEvLy9oaWkBADQ1NeHl5YXU1FTGyZSXra0tCgsLZa4XFxdLHXceGxuL9u3bN2Y0QniLiiFCCCFEiQgEAgBAWVkZ9PT0pO61bdsWL168YBGLAHj69ClEIpHM9bdv3yIvL49BIkL4j+ZYCSGEECUyefJkqKiooKSkBJmZmTA2Npbcy8nJgY6ODrtwSqp6Q9z4+HjJbB0AiEQiJCUlQV9fn0U0QniPiiFCCCFEScyePVvqtYaGhtTrCxcuwMLCojEjEQCenp6Sfy9atEjqnoqKCvT19WWuE0IahkAsFotZhyCEEEIIUXY2NjY4cuQIHW9OSCOiPUOEEEIIIYyVl5fDwMAARUVFrKMQolSoGCKEEEKUSHp6OrZu3YrIyEiZwxJKSkrg5+fHKJlyU1VVRUZGBusYhCgdKoYIIYQQJZGQkIAxY8YgLi4OERERGD58OK5evSq5/+bNG8TExLALqORGjhyJ6Oho1jEIUSp0gAIhhBCiJMLDw+Hu7g4fHx+IxWJERERg5syZ2LhxIwYPHsw6ntKrqKjAwYMHceXKFZibm6NZs2ZS92nWjpCGR8UQIYQQoiT++usvrFmzBkBlv6Fp06ahXbt28Pb2RmhoKHr06ME4oXK7d+8ezMzMAACZmZlS96r6QxFCGhYVQ4QQQoiSUFNTQ3FxsdQ1JycnNGnSBD4+Pli4cCGjZAQA9u3bxzoCIUqHiiFCCCFESXTr1g3JyckwNzeXuu7o6AixWEy9bBTE48ePkZWVhb59+6Jp06YQi8U0M0SInFAxRAghhCiJ8ePHIyUlpcZ7I0aMgFgsxqFDhxo5FalSWFiIuXPnIjk5GQKBAGfPnoWBgQH8/f2hra1NxSohckCnyRFCCCFKws7ODv7+/h+87+TkJLVUKzY2FkKhsDGiEQDBwcFQUVHBpUuX0LRpU8l1BwcHxMfHM0xGCH9RMUQIIYSQGgUEBKCgoIB1DKWRmJgIX19ftGvXTuq6oaEhcnJyGKUihN+oGCKEEEJIjcRiMesISkUoFErNCFV5+fIl1NTUGCQihP+oGCKEEEIIUQAWFhYyTW9FIhEiIiLQv39/NqEI4Tk6QIEQQgghRAH4+vrCzc0Nt27dQnl5OdauXYv79++jqKgIBw8eZB2PEF6iYogQQgghRAEYGxvj9OnTiIyMhKamJoRCIezs7DBhwgS0adOGdTxCeImKIUIIIYQQBaGurg4rKyuYmppCJBIBANLS0gAAtra2LKMRwktUDBFCCCGkRvr6+lBRoY8KjeXy5ctYsGABioqKZA6vEAgEuHv3LqNkhPCXQExHxRBCCCFKxdbWFtHR0WjZsqXU9eLiYri4uOD8+fOMkik3e3t7WFlZwdPTE61bt2YdhxClQKfJEUIIIUrm6dOnkiVY1b19+xZ5eXkMEhEAyM/Px5QpU6gQIqQR0dw3IYQQoiSqz/jEx8dDS0tL8lokEiEpKQn6+vosohEAw4YNQ3JyMjp27Mg6CiFKg5bJEUIIIUrC1NT0g/dUVFSgr6+PRYsW4auvvmrEVKRKaWkpvL29oaurC2NjY5n9Wq6uroySEcJfVAwRQgghSsbGxgZHjhyR2TNE2Dp8+DCWLVsGNTU1me+NQCCgvVyEyAEtkyOEEEKUSHl5OQwMDFBUVETFkIIJCwuDl5cXPDw80KQJbesmpDHQbxohhBCiRFRVVZGRkcE6BqlBeXk5HBwcqBAipBHRbxshhBCiZEaOHIno6GjWMch7nJ2dERcXxzoGIUqFlskRQgghSqaiogIHDx7ElStXYG5ujmbNmknd9/PzY5RMuYlEIkRERCAhIQEmJiYyByjQ94WQhkfFECGEEKJk7t27BzMzMwBAZmam1D2BQMAiEgGQkZGBbt26Aaj8HlVH3xdC5INOkyOEEEIIIYQoJdozRAghhCipx48fIz4+Hm/evAEA0PNRQoiyoWVyhBBCiJIpLCzE3LlzkZycDIFAgLNnz8LAwAD+/v7Q1tbGokWLWEckhJBGQTNDhBBCiJIJDg6GiooKLl26hKZNm0quOzg4ID4+nmEyQghpXDQzRAghhCiZxMRE7Nq1C+3atZO6bmhoiJycHEapCCGk8dHMECGEEKJkhEKh1IxQlZcvX0JNTY1BIkIIYYOKIUIIIUTJWFhYICYmRupaVY+b/v37swlFCCEM0NHahBBCiJK5d+8e3NzcYGZmhqtXr8LGxgb3799HUVERDh48iI4dO7KOSAghjYKKIUIIIUQJFRcXIzIyEunp6RAKhTAzM8OECRPQpk0b1tEIIaTRUDFECCGEKKGysjJkZGSgoKAAIpFI6p6trS2jVIQQ0rjoNDlCCCFEyVy+fBkLFixAUVGRTKNVgUCAu3fvMkpGCCGNi2aGCCGEECVjb28PKysreHp6onXr1qzjEEIIM3SaHCGEEKJk8vPzMWXKFCqECCFKj4ohQgghRMkMGzYMycnJrGMQQghztEyOEEIIUTKlpaXw9vaGrq4ujI2NoaIivYXY1dWVUTJCCGlcdIACIYQQomRiY2ORmJgINTU1XLt2TeqeQCCgYogQojRoZogQQghRMlZWVpg0aRI8PDzQpAmtmCeEKC96BySEEEKUTHl5ORwcHKgQIoQoPXoXJIQQQpSMs7Mz4uLiWMcghBDmaM8QIYQQomREIhEiIiKQkJAAExMTmQMU/Pz8GCUjhJDGRcUQIYQQomQyMjLQrVs3AMC9e/ek7gkEAhaRCCGECTpAgRBCCCGEEKKUaM8QIYQQQgghRClRMUQIIYQQQghRSlQMEUIIIYQQQpQSFUOEEEIIIYQQpUTFECGEEEIIIUQpUTFECCGEEEIIUUpUDBFCCCGEEEKU0v8DfrlIQB70VV0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make bar chart for each checkpoint and task in df\n",
    "for task in tasks:\n",
    "    plt.clf()\n",
    "    plt.figure(figsize=(10, 7))\n",
    "    plt_title = (\n",
    "        task[\"task\"]\n",
    "        .replace(\"vocalset_s\", \"vocalset singer\")\n",
    "        .replace(\"vocalset_t\", \"vocalset tech\")\n",
    "        .replace(\"nsynth_i\", \"Nsynth instrument\")\n",
    "        .replace(\"nsynth_p\", \"Nsynth picth\")\n",
    "    )\n",
    "    plt.title(plt_title)\n",
    "    df_slice = df[df[\"task\"] == task[\"task\"]].copy().reset_index()\n",
    "    # print(df_slice)\n",
    "    plt_seires = df_slice[\"test_metric\"]\n",
    "    plt.bar(df_slice[\"checkpoint\"], plt_seires)\n",
    "    # print(df_slice[\"checkpoint\"])\n",
    "    for i in range(len(df_slice[\"checkpoint\"])):\n",
    "        plt.text(\n",
    "            df_slice[\"checkpoint\"][i], plt_seires[i], f\"{plt_seires[i]:.2}\", ha=\"center\"\n",
    "        )\n",
    "    # normalize y axis\n",
    "    plt.ylim(min(plt_seires) * 0.8, min(1, max(plt_seires) * 1.1))\n",
    "    # rotate x axis labels\n",
    "    plt.xticks(rotation=90)\n",
    "#     plt.savefig(\n",
    "#         f\"/home/tony/Work/tony/plots/{plt_title.replace(' ', '_')}.png\",\n",
    "#         bbox_inches=\"tight\",\n",
    "#     )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:50.240917Z",
     "start_time": "2023-10-18T16:45:49.836100Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make bar chart for each checkpoint and task in df\n",
    "plt.clf()\n",
    "plt.figure(figsize=(10, 7))\n",
    "plt.title(\"Eval tasks\")\n",
    "for task in tasks:\n",
    "    plt_title = (\n",
    "        task[\"task\"]\n",
    "        .replace(\"vocalset_s\", \"vocalset singer\")\n",
    "        .replace(\"vocalset_t\", \"vocalset tech\")\n",
    "        .replace(\"nsynth_i\", \"Nsynth instrument\")\n",
    "        .replace(\"nsynth_p\", \"Nsynth picth\")\n",
    "    )\n",
    "    df_slice = df[df[\"task\"] == task[\"task\"]].copy().reset_index()\n",
    "    plt_seires = df_slice[\"test_metric\"]\n",
    "    if task[\"task\"] == \"ctc\":\n",
    "        plt_seires = 1 - plt_seires\n",
    "    plt.plot(df_slice[\"checkpoint\"], plt_seires, label=f\"{plt_title}\")\n",
    "    # print(df_slice[\"checkpoint\"])\n",
    "    for i in range(len(df_slice[\"checkpoint\"])):\n",
    "        plt.text(\n",
    "            df_slice[\"checkpoint\"][i], plt_seires[i], f\"{plt_seires[i]:.2}\", ha=\"center\"\n",
    "        )\n",
    "plt.legend()\n",
    "# normalize y axis\n",
    "plt.ylim(0, 1)\n",
    "# rotate x axis labels\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- waveLM is waveLM trained on spech I assume\n",
    "- hubert_d2v2_25hz_800k is our 25 HZ mert trained on speech + music + sounds ()\n",
    "- mert_95M is the 75 HZ mert \n",
    "- mert_test_8x_400k is our 25 HZ mert (fully trained, chirp v2)\n",
    "- mert_25hz_demuc_6x is our 25 HZ mert with 4 original + 2 demuc codebooks (fully trained)\n",
    "- mert_25hz_2nd_iter_1x is our 25 HZ mert trained on mert cluster (already have chroma info) without CQT loss (fully trained)\n",
    "- mert_test_25hz is trained with bad codec labels -- basically CQT loss only (fully trained)\n",
    "- mert_25hz_test_tony_only_demuc_label2 is trained with 2 demuc codebooks and CQT loss (fully trained)\n",
    "- mert_25hz_test_test_tony_only_2codebook is trained with 2 original codebooks and CQT loss (fully trained)\n",
    "- mert_speech_test is trained on 5 hrs of speech data, 2 codebooks and CQT loss (fully trained)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:50.244721Z",
     "start_time": "2023-10-18T16:45:50.242357Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:50.293499Z",
     "start_time": "2023-10-18T16:45:50.246194Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.randint(2, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:52.096497Z",
     "start_time": "2023-10-18T16:45:50.294696Z"
    }
   },
   "outputs": [],
   "source": [
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:52.122125Z",
     "start_time": "2023-10-18T16:45:52.098439Z"
    }
   },
   "outputs": [],
   "source": [
    "a = torch.ones(size=[16, 768])\n",
    "b = torch.ones(size=[16, 768])\n",
    "c = [a.unsqueeze(0), b.unsqueeze(0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:52.149801Z",
     "start_time": "2023-10-18T16:45:52.123876Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2, 16, 768])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cat(c, dim=0).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T16:45:52.198517Z",
     "start_time": "2023-10-18T16:45:52.151483Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "python encode_audio.py --start_index 0 --end_index 237\n",
      "python encode_audio.py --start_index 237 --end_index 474\n",
      "python encode_audio.py --start_index 474 --end_index 711\n",
      "python encode_audio.py --start_index 711 --end_index 948\n",
      "python encode_audio.py --start_index 948 --end_index 951\n"
     ]
    }
   ],
   "source": [
    "x = 951\n",
    "# x = 374220\n",
    "n_steps = 4\n",
    "for i in range(0, x, x // n_steps):\n",
    "    print(\n",
    "        f\"python encode_audio.py --start_index {i} --end_index {min(i + x//n_steps, x)}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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",
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
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