{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T16:41:55.552697Z",
     "start_time": "2023-10-31T16:41:54.489827Z"
    }
   },
   "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": "2023-10-31T16:41:55.559320Z",
     "start_time": "2023-10-31T16:41:55.557605Z"
    }
   },
   "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": "2023-10-31T16:41:55.611339Z",
     "start_time": "2023-10-31T16:41:55.560637Z"
    }
   },
   "outputs": [],
   "source": [
    "tony_downstream_path = \"/home/tony/Work/glockenspiel/s3prl/s3prl\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T16:41:55.968838Z",
     "start_time": "2023-10-31T16:41:55.966394Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vocalset_s_mert_music_speech_fsq_last_cluster.log\n",
      "vocalset_t_mert_music_speech_fsq_last_cluster.log\n",
      "ctc_mert_music_speech_fsq_last_cluster.log\n",
      "nsynth_p_mert_music_speech_fsq_last_cluster.log\n",
      "nsynth_i_mert_music_speech_fsq_last_cluster.log\n",
      "vocalset_s_mert_music_speech_fsq_last.log\n",
      "nsynth_i_mert_music_speech_fsq_last.log\n",
      "vocalset_t_mert_music_speech_fsq_last.log\n",
      "nsynth_p_mert_music_speech_fsq_last.log\n",
      "ctc_mert_music_speech_fsq_last.log\n",
      "vocalset_s_mert_music_speech_fsq_100k.log\n",
      "vocalset_t_mert_music_speech_fsq_100k.log\n",
      "nsynth_p_mert_music_speech_fsq_100k.log\n",
      "nsynth_i_mert_music_speech_fsq_100k.log\n",
      "ctc_mert_music_speech_fsq_100k.log\n",
      "vocalset_s_mert_music_speech_fsq_100k_cluster.log\n",
      "vocalset_t_mert_music_speech_fsq_100k_cluster.log\n",
      "nsynth_p_mert_music_speech_fsq_100k_cluster.log\n",
      "nsynth_i_mert_music_speech_fsq_100k_cluster.log\n",
      "ctc_mert_music_speech_fsq_100k_cluster.log\n",
      "vocalset_t_mert_music_speech_fsq_240k.log\n",
      "vocalset_s_mert_music_speech_fsq_240k_cluster.log\n",
      "vocalset_s_mert_music_speech_fsq_240k.log\n",
      "vocalset_t_mert_music_speech_fsq_240k_cluster.log\n",
      "nsynth_p_mert_music_speech_fsq_240k.log\n",
      "nsynth_p_mert_music_speech_fsq_240k_cluster.log\n",
      "nsynth_i_mert_music_speech_fsq_240k.log\n",
      "nsynth_i_mert_music_speech_fsq_240k_cluster.log\n",
      "ctc_mert_music_speech_fsq_240k.log\n",
      "ctc_mert_music_speech_fsq_240k_cluster.log\n"
     ]
    }
   ],
   "source": [
    "import shutil\n",
    "log_dir = \"/home/tony/Work/tony/MERT/train_log/\"\n",
    "for f in os.listdir(log_dir):\n",
    "    if \"fsq\" in f:\n",
    "        print(f)\n",
    "        # shutil.copyfile(os.path.join(log_dir, f), os.path.join(log_dir, f.replace(\".log\", \"_cluster.log\")))\n",
    "        # shutil.copyfile(os.path.join(log_dir, f), os.path.join(log_dir, f.replace(\"mert_music_speech_fsq\", \"mert_music_speech_fsq_100k\")))\n",
    "        # os.remove(os.path.join(log_dir, f))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T16:42:05.417371Z",
     "start_time": "2023-10-31T16:42:05.411439Z"
    }
   },
   "outputs": [],
   "source": [
    "checkpoints = [\n",
    "#     {\"model\": \"wavlm\", \"path\": \"\", \"name\": \"wavlm\"},\n",
    "#     {\n",
    "#         \"model\": \"hubert_custom\",\n",
    "#         \"path\": \"~/checkpoints/hubert_d2v2_800k.pt\",\n",
    "#         \"name\": \"hubert_d2v2_25hz_800k\",\n",
    "#     },\n",
    "#     {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M\"},\n",
    "#     {\"model\": \"mert_330M\", \"path\": \"\", \"name\": \"mert_330M\"},\n",
    "    \n",
    "    {\"model\": \"mert_test_8x_400k\", \"path\": \"\", \"name\": \"mert_test_8x_400k\"},\n",
    "    # {\"model\": \"mert_330M_encode\", \"path\": \"\", \"name\": \"mert_330M_encode\"},\n",
    "    # {\"model\": \"mert_330M_encode_norm2\", \"path\": \"\", \"name\": \"mert_330M_encode_norm2\"},\n",
    "    # {\"model\": \"mert_95M_encode\", \"path\": \"\", \"name\": \"mert_95M_encode_prev\"},\n",
    "#     {\n",
    "#         \"model\": \"mert_test_8x_400k_encode\",\n",
    "#         \"path\": \"\",\n",
    "#         \"name\": \"mert_test_8x_400k_encode_prev\",\n",
    "#     },\n",
    "#     {\n",
    "#         \"model\": \"mert_test_8x_400k_encode_norm2\",\n",
    "#         \"path\": \"\",\n",
    "#         \"name\": \"mert_test_8x_400k_encode_norm2_prev\",\n",
    "#     },\n",
    "#     {\n",
    "#         \"model\": \"mert_test_8x_400k_encode\",\n",
    "#         \"path\": \"\",\n",
    "#         \"name\": \"mert_test_8x_400k_encode\", # this is georg's cluster\n",
    "#     },\n",
    "    {\n",
    "        \"model\": \"mert_test_8x_400k_encode\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_test_8x_400k_encode_tony\", # this is my new cluster\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_4196_encode\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_test_8x_400k_4196_encode\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_test_8x_400k_4196_encode_norm2\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_test_8x_400k_4196_encode_norm2\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_95M_encode\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_95M_encode\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_95M_encode_norm2\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_95M_encode_norm2\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_95M_4196_encode\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_95M_4196_encode\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_95M_4196_encode_norm2\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_95M_4196_encode_norm2\",\n",
    "    },{\n",
    "        \"model\": \"mert_330M_encode\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_330M_encode\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_330M_encode_norm2\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_330M_encode_norm2\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_330M_4196_encode\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_330M_4196_encode\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_330M_4196_encode_norm2\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_330M_4196_encode_norm2\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_music_speech_fsq\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_music_speech_fsq\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_music_speech_fsq_cluster\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": \"mert_music_speech_fsq_cluster\",\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\": \"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\": \"nsynth_p\",\n",
    "        \"config\": os.path.join(tony_downstream_path, \"downstream/nsynth_p/config.yaml\"),\n",
    "        \"metric\": \"acc\",\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\": \"ctc\",\n",
    "        \"config\": os.path.join(tony_downstream_path, \"downstream/ctc/libriphone.yaml\"),\n",
    "        \"metric\": \"per\",\n",
    "    },\n",
    "]\n",
    "task_cp_outer_product = list(itertools.product(tasks, checkpoints))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T16:42:05.873498Z",
     "start_time": "2023-10-31T16:42:05.864725Z"
    }
   },
   "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",
    "    try:\n",
    "        log = open(path, \"r\").read()\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, path)\n",
    "        return None\n",
    "    except Exception as e:\n",
    "        print(path)\n",
    "        raise e\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": "2023-10-31T16:42:07.419237Z",
     "start_time": "2023-10-31T16:42:06.734035Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\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": "2023-10-31T18:58:58.249582Z",
     "start_time": "2023-10-31T16:42:07.420461Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running vocalset_s on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} using GPU 0\n",
      "Running vocalset_t on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} using GPU 2\n",
      "Running vocalset_t on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} using GPU 3\n",
      "Running vocalset_s on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} using GPU 1\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=0 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_speech_fsq -d vocalset_s -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/vocalset_s/config.yaml\n",
      "CUDA_VISIBLE_DEVICES=1 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_speech_fsq_cluster -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_music_speech_fsq_cluster -d vocalset_t -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/vocalset_t/config.yaml\n",
      "CUDA_VISIBLE_DEVICES=2 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_speech_fsq -d vocalset_t -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/vocalset_t/config.yaml\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Finished vocalset_s on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} using GPU 1\n",
      "\n",
      "Running nsynth_p on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} using GPU 1\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=1 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_speech_fsq -d nsynth_p -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/nsynth_p/config.yaml\n",
      "\n",
      "Finished vocalset_t on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} using GPU 2\n",
      "\n",
      "Running nsynth_p on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} using GPU 2\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=2 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_speech_fsq_cluster -d nsynth_p -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/nsynth_p/config.yaml\n",
      "\n",
      "Finished vocalset_t on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} using GPU 3\n",
      "\n",
      "Running nsynth_i on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} using GPU 3\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=3 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_speech_fsq -d nsynth_i -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/nsynth_i/config.yaml\n",
      "\n",
      "Finished vocalset_s on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} using GPU 0\n",
      "\n",
      "Running nsynth_i on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} 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_music_speech_fsq_cluster -d nsynth_i -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/nsynth_i/config.yaml\n",
      "\n",
      "Finished nsynth_p on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} using GPU 1\n",
      "\n",
      "Running ctc on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} using GPU 1\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=1 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_speech_fsq -d ctc -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/ctc/libriphone.yaml\n",
      "\n",
      "Finished nsynth_p on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} using GPU 2\n",
      "\n",
      "Running ctc on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} using GPU 2\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=2 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_speech_fsq_cluster -d ctc -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/ctc/libriphone.yaml\n",
      "\n",
      "Finished nsynth_i on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} using GPU 3\n",
      "\n",
      "Finished nsynth_i on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} using GPU 0\n",
      "\n",
      "Finished ctc on {'model': 'mert_music_speech_fsq_cluster', 'path': '', 'name': 'mert_music_speech_fsq_cluster'} using GPU 2\n",
      "\n",
      "Finished ctc on {'model': 'mert_music_speech_fsq', 'path': '', 'name': 'mert_music_speech_fsq'} 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": "2023-10-31T18:58:59.047433Z",
     "start_time": "2023-10-31T18:58:58.251688Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_log/vocalset_s_mert_test_8x_400k.log\n",
      "train_log/vocalset_s_mert_test_8x_400k_encode_tony.log\n",
      "train_log/vocalset_s_mert_test_8x_400k_encode_norm2.log\n",
      "train_log/vocalset_s_mert_test_8x_400k_4196_encode.log\n",
      "train_log/vocalset_s_mert_test_8x_400k_4196_encode_norm2.log\n",
      "train_log/vocalset_s_mert_95M_encode.log\n",
      "train_log/vocalset_s_mert_95M_encode_norm2.log\n",
      "train_log/vocalset_s_mert_95M_4196_encode.log\n",
      "train_log/vocalset_s_mert_95M_4196_encode_norm2.log\n",
      "train_log/vocalset_s_mert_330M_encode.log\n",
      "train_log/vocalset_s_mert_330M_encode_norm2.log\n",
      "train_log/vocalset_s_mert_330M_4196_encode.log\n",
      "train_log/vocalset_s_mert_330M_4196_encode_norm2.log\n",
      "train_log/vocalset_s_mert_music_speech_fsq.log\n",
      "train_log/vocalset_s_mert_music_speech_fsq_cluster.log\n",
      "train_log/vocalset_t_mert_test_8x_400k.log\n",
      "train_log/vocalset_t_mert_test_8x_400k_encode_tony.log\n",
      "train_log/vocalset_t_mert_test_8x_400k_encode_norm2.log\n",
      "train_log/vocalset_t_mert_test_8x_400k_4196_encode.log\n",
      "train_log/vocalset_t_mert_test_8x_400k_4196_encode_norm2.log\n",
      "train_log/vocalset_t_mert_95M_encode.log\n",
      "train_log/vocalset_t_mert_95M_encode_norm2.log\n",
      "train_log/vocalset_t_mert_95M_4196_encode.log\n",
      "train_log/vocalset_t_mert_95M_4196_encode_norm2.log\n",
      "train_log/vocalset_t_mert_330M_encode.log\n",
      "train_log/vocalset_t_mert_330M_encode_norm2.log\n",
      "train_log/vocalset_t_mert_330M_4196_encode.log\n",
      "train_log/vocalset_t_mert_330M_4196_encode_norm2.log\n",
      "train_log/vocalset_t_mert_music_speech_fsq.log\n",
      "train_log/vocalset_t_mert_music_speech_fsq_cluster.log\n",
      "train_log/nsynth_p_mert_test_8x_400k.log\n",
      "train_log/nsynth_p_mert_test_8x_400k_encode_tony.log\n",
      "train_log/nsynth_p_mert_test_8x_400k_encode_norm2.log\n",
      "train_log/nsynth_p_mert_test_8x_400k_4196_encode.log\n",
      "train_log/nsynth_p_mert_test_8x_400k_4196_encode_norm2.log\n",
      "train_log/nsynth_p_mert_95M_encode.log\n",
      "train_log/nsynth_p_mert_95M_encode_norm2.log\n",
      "train_log/nsynth_p_mert_95M_4196_encode.log\n",
      "train_log/nsynth_p_mert_95M_4196_encode_norm2.log\n",
      "train_log/nsynth_p_mert_330M_encode.log\n",
      "train_log/nsynth_p_mert_330M_encode_norm2.log\n",
      "train_log/nsynth_p_mert_330M_4196_encode.log\n",
      "train_log/nsynth_p_mert_330M_4196_encode_norm2.log\n",
      "train_log/nsynth_p_mert_music_speech_fsq.log\n",
      "train_log/nsynth_p_mert_music_speech_fsq_cluster.log\n",
      "train_log/nsynth_i_mert_test_8x_400k.log\n",
      "train_log/nsynth_i_mert_test_8x_400k_encode_tony.log\n",
      "train_log/nsynth_i_mert_test_8x_400k_encode_norm2.log\n",
      "train_log/nsynth_i_mert_test_8x_400k_4196_encode.log\n",
      "train_log/nsynth_i_mert_test_8x_400k_4196_encode_norm2.log\n",
      "train_log/nsynth_i_mert_95M_encode.log\n",
      "train_log/nsynth_i_mert_95M_encode_norm2.log\n",
      "train_log/nsynth_i_mert_95M_4196_encode.log\n",
      "train_log/nsynth_i_mert_95M_4196_encode_norm2.log\n",
      "train_log/nsynth_i_mert_330M_encode.log\n",
      "train_log/nsynth_i_mert_330M_encode_norm2.log\n",
      "train_log/nsynth_i_mert_330M_4196_encode.log\n",
      "train_log/nsynth_i_mert_330M_4196_encode_norm2.log\n",
      "train_log/nsynth_i_mert_music_speech_fsq.log\n",
      "train_log/nsynth_i_mert_music_speech_fsq_cluster.log\n",
      "train_log/ctc_mert_test_8x_400k.log\n",
      "train_log/ctc_mert_test_8x_400k_encode_tony.log\n",
      "train_log/ctc_mert_test_8x_400k_encode_norm2.log\n",
      "train_log/ctc_mert_test_8x_400k_4196_encode.log\n",
      "train_log/ctc_mert_test_8x_400k_4196_encode_norm2.log\n",
      "train_log/ctc_mert_95M_encode.log\n",
      "train_log/ctc_mert_95M_encode_norm2.log\n",
      "train_log/ctc_mert_95M_4196_encode.log\n",
      "train_log/ctc_mert_95M_4196_encode_norm2.log\n",
      "train_log/ctc_mert_330M_encode.log\n",
      "train_log/ctc_mert_330M_encode_norm2.log\n",
      "train_log/ctc_mert_330M_4196_encode.log\n",
      "train_log/ctc_mert_330M_4196_encode_norm2.log\n",
      "train_log/ctc_mert_music_speech_fsq.log\n",
      "train_log/ctc_mert_music_speech_fsq_cluster.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": "2023-10-31T18:58:59.058969Z",
     "start_time": "2023-10-31T18:58:59.048621Z"
    }
   },
   "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>mert_330M_4196_encode</th>\n",
       "      <td>6.179685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_330M_4196_encode_norm2</th>\n",
       "      <td>1.982855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_330M_encode</th>\n",
       "      <td>4.119373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_330M_encode_norm2</th>\n",
       "      <td>2.393815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_95M_4196_encode</th>\n",
       "      <td>2.647202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_95M_4196_encode_norm2</th>\n",
       "      <td>2.425857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_95M_encode</th>\n",
       "      <td>2.870445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_95M_encode_norm2</th>\n",
       "      <td>2.589553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_music_speech_fsq</th>\n",
       "      <td>1.535923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_music_speech_fsq_cluster</th>\n",
       "      <td>2.762528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_test_8x_400k</th>\n",
       "      <td>1.149506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_test_8x_400k_4196_encode</th>\n",
       "      <td>2.068401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_test_8x_400k_4196_encode_norm2</th>\n",
       "      <td>2.249485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_test_8x_400k_encode_norm2</th>\n",
       "      <td>2.364670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_test_8x_400k_encode_tony</th>\n",
       "      <td>2.181156</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     test_loss\n",
       "checkpoint                                    \n",
       "mert_330M_4196_encode                 6.179685\n",
       "mert_330M_4196_encode_norm2           1.982855\n",
       "mert_330M_encode                      4.119373\n",
       "mert_330M_encode_norm2                2.393815\n",
       "mert_95M_4196_encode                  2.647202\n",
       "mert_95M_4196_encode_norm2            2.425857\n",
       "mert_95M_encode                       2.870445\n",
       "mert_95M_encode_norm2                 2.589553\n",
       "mert_music_speech_fsq                 1.535923\n",
       "mert_music_speech_fsq_cluster         2.762528\n",
       "mert_test_8x_400k                     1.149506\n",
       "mert_test_8x_400k_4196_encode         2.068401\n",
       "mert_test_8x_400k_4196_encode_norm2   2.249485\n",
       "mert_test_8x_400k_encode_norm2        2.364670\n",
       "mert_test_8x_400k_encode_tony         2.181156"
      ]
     },
     "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": "2023-10-31T18:59:00.655800Z",
     "start_time": "2023-10-31T18:58:59.060775Z"
    },
    "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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",
      "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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9lF3e3t6Kj08+RDA+Pl5BQUFutwkICNDHH3+sv/46rXPnzilHjpyaPPkj5c2bT5J04MB+nTkTr3btmru2SUpK0q+/7tSXXy7S999vkre3973bKQCAR6HoAEA6dOv2jj78cISaNm0kh8OhvHnzqVatulq58sZQt5tnFT78cBJnFW4hU6ZMKlashLZv36qnn35GkuR0OrV9+zY1aNDkltv6+fkpZ85cSkxM1Pr136t69ZqSpHLlyuvTTxckW3fYsA9UqFAhNWvWipIDAPcZig6A+xZnFTKGl5dDXl6OFMubNm2uwYMHKCSklEJCSmnhwnm6cuWy6tZ9ST4+Xho0qL9y5syl11/vKknavfs3Xb58XnnzFlJs7ClNnz5VhmGoZcvW8vHxUrZsWZUtW/LroR544AFlz55dxYoVS/H8Tqchp9O4NzsNADAdRQfAfYuzCveel5dDD2XPLB/vlJeENmnSQNeuJSgycqpiY2NVsmRJRUZGKji4oCQpLi5W/v6+Cgh4UJLk5+el4cPHKTo6WpkzZ1a1atU0duwY5c6dO9Xnz5TJW35+mVzf4+8Sk5w6dzaBsgMANkXRAXBf4KyCOby8HPLx9lK3BTt16NRFN2sUUub6H6iQpARJfdefl9ZvvPFQ+Q6Kl1R7wkbX2o4X+qjg////PZLaLjwo6WDqAcp30KZ/fA9JCs6VReNfCZOXl8PWrz8A3M8oOgBsj7MK5jt06qL2HD9vdgwAwH2EogPA9jirAADA/YeiA+C+wVkFAADuH0wYCgAAAMB2KDoAAAAAbIeiAwAAAMB2uEYHAIA7sHjxIs2fP0fx8XEqUqSounfvqZCQULfrJiYmas6cmVqzZpViYmJUoEAhde7cVZUqVXGtM2fOTK1f/18dPXpEfn5+Kl26jDp37qqCBR/JoD0CAHvhjA4AAOm0du0aTZz4odq0aa/IyM8UHFxMPXp01Zkz8W7XnzbtYy1b9qX69++vzz5bpHr1Gqpv3546eHC/a52dO3eoQYPGmjp1pj78cJISExPVvXsXXb58OaN2CwBshaIDAEA6LVgwVxER9VS7dl09+mhh9ezZR/7+/lqxYrnb9VevXqWWLduoWrVqypcvv+rXb6TKlatowYK5rnXGjv1ItWpFqHDhIipatJj69h2omJiTOnBg3z3Zh8WLF6lRowhVr15F7du30t69u1NdNzExURMnTlTjxi+pevUqatXqVW3ZsinZOnPmzNRrr7VUzZpPq06dmurT521FRR25J9kBIC0oOgAApMP169d18OB+lStX0bXMy8tL5cpV0J49u1LdxtfXN9kyPz9/7dr1S6rPc+nSjTmfsmXL9u9D/8OdnJFauHChunfvqTlzOCMFwBooOgAApMO5c2eVlJSkwMDAZMsDAwMVFxfndpsKFSppwYJ5OnLkiJxOp7Zt26L1679XXNxpt+s7nU5NmDBGpUs/psKFg+/6PqT3jNQ336xSp06dVKVKVY85IwUAt0PRAQDgHuvW7R0VKFBAL774op55prLGjh2lWrXqyuFw/2d47NiROnz4Dw0aNOyuZ7HDGSkASAvuugYAQDo89FB2eXt7Kz4++TCv+Ph4BQUFud0mICBAI0aMUdasvjp8+JiCgnJq8uSPlDdvvhTrjh07Ups2/aCJE6cpV67cdz3/rc5IHT16xO02FStW0qxZsxQcHKK8efNr+/atWr/+ezmdTrfr3+szUgCQFpzRAQAgHTJlyqRixUpo+/atrmVOp1Pbt29TqVJlbrmtn5+fcubMpaSkJK1f/72eeqqa6zHDMDR27Eht2LBO48dPdluCzNKt2zsqVKiQmjZtpPBwc89IAUBacUYHAIB0euWVZho6dKBKlAhRyZKltGjRPF2+fFm1a0dIkgYPfl85c+ZSp05dJEl79uzW6dOnVLHi4zpw4E/NmDFNTqehpk1bur7nmDEj9d1332j48DHKnDmz6/qdLFmyyM/P/65lv9MzUh9//LH++uu0zp07pxw5zDsjBQBpRdEBAOAWvLwc8vJyJFv2/PMv6Pz5s4qMnKK4uDgVLVpc48ZNVK5cOSVJp07FyNvbWz4+N854JCVd1yefTNagQX/pgQcyq0qVJzVw4BAFBDzk+p5Ll34hSeratWOy53rvvYGqU6duilxOpyGn00j3/vz9jNTTTz/z/9/rxhmpBg2a3HLbm2ekEhMTtX7996pevabrMcMw9OGHo7Rhwzp99NFUjzojBeD+RNEBACAVXl4OPZQ9s3y8Uw7R6tChnTp0aOd2uwUL5iX7+tlnn9azzz59y+c6cOBAurIlJjl17mzCLcuOu5ImSU2bNtfgwQMUElJKISGltHDhPF25cll1674kHx8vDRrUXzlz5tLrr3eVJO3e/ZsuXz6vvHkLKTb2lKZPnyrDMNSyZWtXmRs1arjWrPlao0Z9qGzZsujcuRtnjB58MIv8/ZOfkbrTkgYA6UHRAQALW7x4kebPn6P4+DgVKVJU3bv3VEhIqNt1ExMTNWfOTK1Zs0oxMTEqUKCQOnfuqkqVqrjW+eWXHZo3b44OHNinuLjTGjZstOtT//uRl5dDPt5e6rZgpw6dumh2HJfgXFk0/pUweXk5Ui0MtyppTZo00LVrCYqMnKrY2FiVLFlSkZGRCg4uKEmKi4uVv7+vAgIelCT5+Xlp+PBxio6OVubMmVWtWjWNHTtGuXP/b2jal19+Lkl6/fX2yZ5r+PDhatCgQbJlaSlpAPBvUXQAwKJuTvr4zjt9FBISqkWL5qtHj66aP3+xAgICU6w/bdrHWrPmaw0bNlTZs+fSTz9tUd++PTVlSqSKFSshSbp8+bKCg4uqdu266tevZ0bvksc6dOqi9hw/b3aMdLl9SSukzPU/UCFJCZL6rj8vrd9446HyHRQvqfaEja61HS/0UcH///97JLVdeFDSQdfjwW9Md5sj8pgU+bfvk5aSBgB3A0UHACzq75M+SlLPnn20efMPWrFiuVq0aJ1i/dWrV6lVq7aqVq2aTp++oPr1G+nnn3/SggVz9f77gyVJlSs/qcqVn8zI3cA9ZsWSBgB3A7eXBgALyqhJHwEAsCqKDgBY0K0mfYyLi3O7TYUKlbRgwTwdOXJETqdT27Zt0fr137tuYwwAgJ1QdADgPtGt2zsqUKCAXnzxRT3zzO0nfQQAwMq4RgcALOhOJ30cMWKMsmb11eHDxxQUlPqkjwAAWB0f4wGABf190sebbk76WKpUmVtue3PSx6SkJK1f/72eeqravY4LAECG44wOAFiAu4kf72TSx9jYUypfPkyHDh1xO+ljQkKCjh2Ldj1HTMxxHT78u7Jly6aHH86TIhcTPwIAPBVFBwA8XGoTP97JpI/Tp0/RgAGpT/p48OButWzZ0vX1+PFjJUn169fXiBEjUmRj4kcAgKei6ACAh7v1xI93d9JHyf3Ej7/94/tITPwIAPBsFB0AsAgmfgQAIO24GQEAAAAA26HoAAAAALAdig4AAAAA27mjojN37lxVr15dpUuXVuPGjbVr165U171+/bomTpyoGjVqqHTp0qpbt642bNhwx4EBAAAA4HbSXXRWrVql4cOH64033tCSJUtUokQJtWvXTnFxcW7XHzdunBYuXKj+/ftr1apVeuWVV9SlSxft3bv3X4cHAAAAAHfSXXRmzpypJk2aqGHDhgoODtagQYPk7++vxYsXu11/2bJl6tSpk6pVq6YCBQqoadOmqlatmmbMmPGvwwMAAACAO+m6vfS1a9e0Z88edezY0bXMy8tLVapU0c6dO91uc/36dfn6+iZb5ufnpx07dqQ7rMNx+3Ws5Ob+WHW/rJzfytkla+e3cvZ7yeqvh5XzWzm7ZO38Vs4uZVx+jpsp8drfnpWz305a9yldRefMmTNKSkpSUFBQsuVBQUE6fPiw222qVq2qWbNmqXz58ipYsKA2b96sb7/9VklJSel56v9/nqzp3sYKrL5fVs5v5eyStfNbOfvdFhDwoNkR/hUr57dydsna+a2cXTInP8fNG3jt08fK2f+tez5haL9+/fTee+/pxRdflMPhUIECBdSgQYNUh7rdSlzcBRk2mnzb4bjxw2fV/bJyfitnl6yd34zs3t5eHv2m6syZS0pKcqb6uJXzWzm7ZO38Vs4uWT//3ZTRx01e+//h761nurlvt5OuohMQECBvb+8UNx6Ii4tTjhw53G4TGBiojz/+WFevXtXZs2eVK1cujR49WgUKFEjPU0uSDEO2+w8lWX+/rJzfytkla+e3cvZ7weqvhZXzWzm7ZO38Vs4uZXx+jpv/w2ufdlbO/m+l62YEvr6+KlWqlDZv3uxa5nQ6tXnzZoWFhd1yWz8/P+XOnVuJiYlas2aNnn322TtLDAAAAAC3ke6ha23atFGvXr0UGhqqMmXKaPbs2bp8+bIaNGggSXr33XeVO3duvf3225KkX3/9VTExMSpZsqRiYmL00Ucfyel06rXXXru7ewIAAAAA/y/dRadWrVqKj4/XhAkTFBsbq5IlS2r69OmuoWsnTpyQl9f/ThRdvXpV48aNU3R0tDJnzqxq1app1KhRypYt293bCwAAAAD4mzu6GUHz5s3VvHlzt4/NmTMn2dcVKlTQqlWr7uRpAAAAAOCOpHvCUAAAAADwdBQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALbjY3YAAAAAALe3ePEizZ8/R/HxcSpSpKi6d++pkJDQVNefNWuWPvtsrmJiYpQ9e3Y980x1dezYRX5+fpKkRo0idPLkiRTb1a/fWG+/3eue7UdGoegAAAAAHm7t2jWaOPFDvfNOH4WEhGrRovnq0aOr5s9frICAwBTrr1nzjcaMGaM+fd5XaGgZRUdHaejQgXI4HOratYck6ZNPPpXTmeTa5vDhP9S9+xsKD382w/brXmLoGgAAAODhFiyYq4iIeqpdu64efbSwevbsI39/f61Ysdzt+r/99qsef/xxPffcC8qTJ68qVKikGjWe1969e1zrBAQEKCgoh+vfpk0/KF++/AoLeyKjduueougAAAAAHuz69es6eHC/ypWr6Frm5eWlcuUqaM+eXW63KV36Me3Zs0d79+6WJP311zFt2fKjKld+MtXnWLNmlWrXriuHw3H3d8IEDF0DAAAAPNi5c2eVlJSkwMDkQ9QCAwN19OgRt9s899wLSky8rM6dX5NhGEpKSlK9eg3VsmVbt+tv2LBOFy9eVK1aEXc7vmk4owMAAADYzI4dP2vq1Kl6++3emjFjroYO/Y82bfpBs2ZNd7v+ypXLVLFiFeXIkTODk947FB0AAADAgz30UHZ5e3srPj4+2fL4+HgFBQW53eaTT6aobt26qlu3nooUCVa1auHq2PENzZkzU06nM9m6J0+e0M8/b1VExEv3bB/MQNEBAAAAPFimTJlUrFgJbd++1bXM6XRq+/ZtKlWqjNttrl69Ii+v5G/1b35tGEay5StXLldAQIAqV656l5Obi2t0AAAAAA/h5eWQl1fKmwE0bdpcgwcPUEhIKYWElNLChfN05cpl1a37knx8vDRoUH/lzJlLr7/eVZJUterTmj9/rgoVKqJSpUIVHR2tyMgpqlr1afn5ZXJ9X6fTqa+//kq1akXI39831VxOpyGn00j1cU9E0YFLeiehWrhwnpYv/1LHj59wOwmVJMXGntLkyR9py5ZNunLlivLnz6++fQeoRImQjNglAAAAy/Dycuih7Jnl451y0FWTJg107VqCIiOnKjY2ViVLllRkZKSCgwtKkuLiYuXv76uAgAclST16dFPmzH765JPJiomJUWBgoMLDw9W9e3dly/ag6/v+8MMPOnnypJo1e8W1rTuJSU6dO5tgqbJD0YGkO5uEasqUiRo2bJgeeaSYoqJSTkJ1/vx5de7cTo8/Xk6jR49X9uwBOnYsWlmzZsvo3QMAAPB4Xl4O+Xh7qduCnTp06qKbNQopc/0PVEhSgqS+689L6zfeeKh8B8VLqj1h49/Wf0y+EY+pwP9/tVXSq7N+TfFdg9+Yri5fHZN0zG2u4FxZNP6VMHl5OSg6sJ6/T0IlST179tHmzT9oxYrlatGidYr1d+/+VaVLP6aIiAidPn1BDz+c9/8nodrtWmfu3NnKlSu3+vYd4FqWN2++e74vAAB4MkZQ4HYOnbqoPcfPmx3D8rgZAe5oEqrQ0Md04MA+7dp143F3k1D9+OMGlShRUu+910t16tRUmzZNtXz5knu7MwAAeLCbIyjatGmvyMjPFBxcTD16dNWZM/Fu1785gqJLly6aN+9z9e7dX2vXfqtp0ya51rk5gsLHx0ejR4/XZ58tUpcu3RlBgfseZ3Rwx5NQnT9/Vk2bNpXT6XQ7CdXx439p6dLFevnlZmrZso327durceNGK1OmTHrxxTr3cpcAAPBIjKAAMg5ndHBHduz4WZ9+OlMDBgzQzJnuJ6FyOp0qVqyEOnZ8Q8WKldBLLzVQ3br1tHTpYhOTAwBgDkZQABmLMzq4o0mopk+fouefr6XGjRvr9OkLKlw4WFeuXNaoUUPVsmVbeXl5KSgohx555NFk2xUq9KjWrfv+nu0LAACeihEUQMbijA7uaBKqK1eupLjH+z8noSpd+jFFRR1Ntk509FE9/HCeuxkfAADbYgQFcOcoOpAkvfJKM3311VJ9/fUKHTnyp0aPHq7Lly+rdu0ISdLgwe9rypSJrvWffPIpLVmyWCtXrtTx439p27Ytmj59ip588ml5e3tLkl5+uan27PlNn346Q8eORWvNmm+0fPkSNWjQ2JR9BADATP92BEWRIsGqVi1cHTu+oTlzZsrpdEpSqiMoYmJO3psdASyCoWv3IXcz7j7//I1T45GRUxQXF6eiRYtr3LiJypUrpyTp1KkYeXt7y8fnRjdu1669vL29NG7cOMXExCh79gBVrfqUOnXq4lqndOnSGjlyjCZPnqhZs6YrT568euutd1SrVm23uaw44y4AAGn19xEUTz/9jKT/jaBo0KCJ220YQQHcOYrOfeZWM+526NBOHTq0c7vdggXzUizr2bOHevbsccvni4h4URERL6YpmxVn3AUAIDXuPlhs2rS5Bg8eoJCQUgoJKaWFC+fpypXLqlv3Jfn4eGnQoP7KmTOXXn+9qyTpqaee1vz5c/XEE2X1yCNFFR0drcjIKapa9Wn5+WVyfc/27dvos89m6tlna2rv3j1avnyJevd+z/Xh49/xwSLuFxSd+8ztZ9w1h1Vn3AUAwJ3UPlhs0qSBrl1LUGTkVMXGxqpkyZKKjIxUcHBBSVJcXKz8/X0VEPCgJKlHj27KnNnPNYIiMDBQ4eHh6t69u7Jlu7HOk09W0KRJEzV27FjNmPGJ8ufPr379+qlJE/dDxflgEfcLis59ihl3AQC4d279wWIhZa7/gQpJSpDUd/15af3GGw+V76B4SbUnbPzb+o/JN+IxFfj/r7ZKenXWr//4nj5SzXdV8P+/mn1Smp3se9zAB4u4n1B0AAAA7hE+WATMw13XAAAAANgORQcAAACA7VB0AAAAANgORQcAAACA7VB0AAAAANgORQcAAACA7VB0AAAAANgORQcAAACA7VB0AAAAANgORQcAAACA7VB0AAAAANgORQcAAACA7VB0AAAAANgORQcAAACA7VB0AAAAANgORQcAAACA7VB0AAAAANgORQcAAACA7VB0AAAAANiOj9kBgLtl8eJFmj9/juLj41SkSFF1795TISGhqa4/a9YsffbZXMXExCh79ux65pnq6tixi/z8/CRJc+bM1Pr1/9XRo0fk5+en0qXLqHPnripY8JEM2iMAAADcKc7owBbWrl2jiRM/VJs27RUZ+ZmCg4upR4+uOnMm3u36a9Z8ozFjxqht2w6aO/dz9e7dX2vXfqtp0ya51tm5c4caNGisqVNn6sMPJykxMVHdu3fR5cuXM2q3AAAAcIcoOrCFBQvmKiKinmrXrqtHHy2snj37yN/fXytWLHe7/m+//arHH39czz33gvLkyasKFSqpRo3ntXfvHtc6Y8d+pFq1IlS4cBEVLVpMffsOVEzMSR04sC+jdgsAAAB3iKIDy7t+/boOHtyvcuUqupZ5eXmpXLkK2rNnl9ttSpd+THv27NHevbslSX/9dUxbtvyoypWfTPV5Ll26KEnKli3bXUx/w+LFi9SoUYSqV6+i9u1buXKlZuHCeXr++ecVHv6kGjSorQkTxujq1auux+fMmanXXmupmjWfVp06NdWnz9uKijpy13MDAAB4Kq7RgeWdO3dWSUlJCgwMTLY8MDBQR48ecbvNc8+9oMTEy+rc+TUZhqGkpCTVq9dQLVu2dbu+0+nUhAljVLr0YypcOPiu5r857O6dd/ooJCRUixbNV48eXTV//mIFBASmWH/Nmm80ZcpEDRs2TI88UkxRUVEaOnSgHA6HunbtIel/w+5KlAhRUlKSpk2bpO7du+izzz7XAw88cFfzAwAAeCLO6OC+tGPHz5o6darefru3ZsyYq6FD/6NNm37QrFnT3a4/duxIHT78hwYNGnbXs6R32N3u3b+qdOnHFBERwbA7AACAVFB0YHkPPZRd3t7eio9PfuOB+Ph4BQUFud3mk0+mqG7duqpbt56KFAlWtWrh6tjxDc2ZM1NOpzPZumPHjtSmTT9owoQpypUr913NfifD7kJDH9OBA/u0a9eNx80edgcAAOCJGLoGy8uUKZOKFSuh7du36umnn5F0Y6jZ9u3b1KBBE7fbXL16RV5eyXv+za8Nw3D974cfjtKGDev00UdTlTdvvrue/U6H3Z0/f1ZNmzaV0+k0ddgdAACAp6LowFK8vBzy8nKkWN60aXMNHjxAISGlFBJSSgsXztOVK5dVt+5L8vHx0qBB/ZUzZy69/npXSVLVqk9r/vy5KlSoiEqVClV0dLQiI6eoatWn5eeXSZI0atRwrVnztUaN+lDZsmXRuXM3zhg9+GAW+fv7J3t+p9OQ02nc472/YceOn/XppzM1YMAAFSwYrOjoaI0fP1qzZk1X69avpVj/5rC7jz92PywPAADAjig6sAwvL4ceyp5ZPt4pR1w2adJA164lKDJyqmJjY1WyZElFRkYqOLigJCkuLlb+/r4KCHhQktSjRzdlzuynTz6ZrJiYGAUGBio8PFzdu3dXtmw31vnyy88lSa+/3j7Zcw0fPlwNGjRItiwxyalzZxPSXXbuZNjd9OlT9PzztdS4cWOdPn1BhQsH68qVyxo1aqhatmyb7EzVzWF3EydOu+vD7gAAADwZRQeW4eXlkI+3l7ot2KlDpy66WaOQMtf/QIUkJUjqu/68tH7jjYfKd1C8pNoTNv5t/cfkG/GYCvz/V1slvTrrV9ejwW+4PwMSeUyK/Nv3Cc6VReNfCZOXlyPdRedOht1duXIlxVktM4bdAQAAeDKKDizn0KmL2nP8vNkx7ppXXmmmoUMHqkSJEJUsWUqLFs3T5cuXVbt2hCRp8OD3lTNnLnXq1EWS9OSTT2nhwnl64omyKlCgiI4di9b06VP05JNPy9vbW5I0ZsxIfffdNxo+fIwyZ86suLjTkqQsWbLIz8/ffRAAAAAboegAGcjdNUbPP3/j5gKRkVMUFxenokWLa9y4icqVK6ck6dSpGHl7e8vH58ZZm3bt2svb20vjxo1TTEyMsmcPUNWqT6lTpy6udZYu/UKS1LVrx2TP9d57A1WnTt0UuTLyGiMAAICMQNEBMsitrjHq0KGdOnRo53a7BQvmpVjWs2cP9ezZI9XnOnDgQLqy3ek1RgAAAJ6KogNkkNtfY2SOf3ONEQAAgKei6AAZzG7XGAEAAHiilGNoAAAAAMDiKDoAAAAAbIeiAwAAAMB2KDoAAAAAbIeiAwAAAMB2KDoAAAAAbIeiAwAAAMB2KDoAAAAAbIcJQwHcdYsXL9L8+XMUHx+nIkWKqnv3ngoJCU11/UWL5mnJki8UExOj7Nmz65lnqqtjxy7y8/PLwNQAAMBOOKMD4K5au3aNJk78UG3atFdk5GcKDi6mHj266syZeLfrr1nzjaZMmag2bTpo7tzP1bt3f61d+62mTZuUwckBAICdUHQA3FULFsxVREQ91a5dV48+Wlg9e/aRv7+/VqxY7nb93bt/VenSj+m5515Qnjx5VaFCJdWo8bz27t2TwckBAICdUHQA3DXXr1/XwYP7Va5cRdcyLy8vlStXQXv27HK7TWjoYzpwYJ/27t0tSfrrr2PasuVHVa78ZIZkBgAA9nRH1+jMnTtXkZGRio2NVYkSJdS/f3+VKVMm1fVnzZql+fPn68SJEwoICNDzzz+vt99+m/H3gM2cO3dWSUlJCgwMTLY8MDBQR48ecbvNc8+9oHPnzur111+TYRhKSkpSvXoN1bJl2wxIDAAA7CrdZ3RWrVql4cOH64033tCSJUtUokQJtWvXTnFxcW7X/+qrrzRmzBh16dJFq1at0tChQ7Vq1SqNHTv2X4cHYH07dvysOXNm6u23e2vGjLkaOvQ/2rTpB82aNd3saAAAwMLSXXRmzpypJk2aqGHDhgoODtagQYPk7++vxYsXu11/586devzxxxUREaH8+fOratWqqlOnjnbtcj+MBYB1PfRQdnl7eys+PvmNB+Lj4xUUFOR2m+nTp+j552spIqKeihQJVrVq4erY8Q3NmTNTTqczI2IDAAAbSlfRuXbtmvbs2aMqVar87xt4ealKlSrauXOn223CwsK0Z88eV7GJjo7W+vXrVa1atXSHdTjs9y+j98sK7JjdDvnT8s/XN5OKFy+h7du3upYZhlPbt29TaGgZtz/3V69ekZeXI9n38fa+eWgy7vufe6vntwJee/PY9bW3en4ryOj3Thn5XJ4uI1/7f/tapesanTNnzigpKSnFJ7NBQUE6fPiw220iIiJ05swZNW3aVIZhKDExUa+88oo6deqUnqf+/+fJmu5trMCu+3UnAgIeNDvCHbNydunu5W/f/jX16tVL5cs/rjJlymj27Nm6evWKWrR4VTlyZNW7776r3Llz6+2335Yk1axZQzNnztQTT5RVmTJlFBUVpRkzpql69erKnTv7Xcnk6fjZMY+Vs0vWzm/l7BL5zWRGdt6r3WC1n5t7PmHoTz/9pKlTp2rAgAGuNzFDhw7VpEmT9MYbb6Tre8XFXZBh3KOgJnA4bvziZOR+eXt7efQP6Zkzl5SU5H64kpWzS9bO7+XlULaHMsvH+/YngWvVqqX4+HhNmDBBsbGxKlmypKZPn64cOXJIkk6cOCEvr/99n86dO8vhcGjcuHGKiYlRYGCgwsPD1b179zTlTkxy6vy5BDmdqf8SWfm1l6yd38rZJWvnt3J2ifz3mp1/du6mjH6vxmufNjf/u9xOuopOQECAvL29U9x4IC4uzvUm5p/Gjx+vunXrqnHjxpKk4sWLKyEhQe+//746d+6c7A3P7RiGbFV0brLrft0pK78WVs4upZ7f4XDIx9tL3Rbs1KFTF9PwnQopc/0PVEhSgqS+689L6zfeeKh8B8VLqj1h49/Wf0y+EY+pwP9/tVXSq7N+ve2zBOfKovGvhMnhcMiw+Itv8fiWzm/l7JK181s5u0R+M2V0dt6r/Y+VXod0FR1fX1+VKlVKmzdvVo0aNSRJTqdTmzdvVvPmzd1uc+XKlRRlxtvbW5Is/8YEuN8cOnVRe46fNzsGAADAbaV76FqbNm3Uq1cvhYaGusbfX758WQ0aNJCkFOPvw8PDNXPmTIWEhLiGro0fP17h4eGuwgMAAAAAd1O6i05Gj78HAAAAgPS6o5sRNG/ePNWhanPmzEn+BD4+6tKli7p06XInTwUAAAAA6ZbuCUMBAAAAwNNRdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYDkUHAAAAgO1QdAAAAADYzh0Vnblz56p69eoqXbq0GjdurF27dqW6bosWLVS8ePEU/zp06HDHoQEAAADgVnzSu8GqVas0fPhwDRo0SI899phmz56tdu3a6ZtvvlFQUFCK9T/66CNdv37d9fXZs2f10ksv6YUXXvh3yQEAAAAgFek+ozNz5kw1adJEDRs2VHBwsAYNGiR/f38tXrzY7frZs2dXzpw5Xf9+/PFH+fv7U3QAAAAA3DPpOqNz7do17dmzRx07dnQt8/LyUpUqVbRz5840fY/Fixerdu3aypw5c/qSSnI40r2JR7u5P3bbr3/Lyq+HlbNL1s5v5ewS+c1k5eyStfNbObtEfjNlVHbeq6XkCa9FWjOkq+icOXNGSUlJKYaoBQUF6fDhw7fdfteuXTp48KCGDh2anqf92/NkvaPtPJ1d9+tOBAQ8aHaEO2bl7JK181s5u0R+M1k5u2Tt/FbOLpHfTGZk573aDVb7uUn3NTr/xhdffKFixYqpTJkyd7R9XNwFGcZdDmUih+PGL05G7pe3t5dH/5CeOXNJSUlOt49ZObtk7fxWzi6R/17jZ8c8vPbmsXN+K2e/2zL6vRqvfdrc/O9yO+kqOgEBAfL29lZcXFyy5XFxccqRI8ctt01ISNDKlSv15ptvpucpkzEM2aro3GTX/bpTVn4trJxdsnZ+K2eXyG8mK2eXrJ3fytkl8pspo7PzXu1/rPQ6pOtmBL6+vipVqpQ2b97sWuZ0OrV582aFhYXdcttvvvlG165dU926de8sKQAAAACkUbqHrrVp00a9evVSaGioypQpo9mzZ+vy5ctq0KCBJOndd99V7ty59fbbbyfb7osvvlCNGjUUEBBwd5IDAAAAQCrSXXRq1aql+Ph4TZgwQbGxsSpZsqSmT5/uGrp24sQJeXklP1F0+PBhbd++XTNmzLg7qQEAAADgFu7oZgTNmzdX8+bN3T42Z86cFMsKFy6sAwcO3MlTAQAAAEC6pXvCUAAAAADwdBQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOxQdAAAAALZD0QEAAABgOz5mBwAAAAAywuLFizR//hzFx8epSJGi6t69p0JCQlNd/8KFC5o0aaxWr16t8+fPK3fuPOrWrYcqV64qSZozZ6bWr/+vjh49Ij8/P5UuXUadO3dVwYKPZNAe4VYoOgAAALC9tWvXaOLED/XOO30UEhKqRYvmq0ePrpo/f7ECAgJTrH/9+nW99dYbyp07p4YMGakcOXLp5MkTypIlq2udnTt3qEGDxipRIkRJSUmaNm2Sunfvos8++1wPPPBARu4e3KDoAAAAwPYWLJiriIh6ql27riSpZ88+2rz5B61YsVwtWrROsf7Klct0/vw5ffHFIp07d0WGIeXJkzfZOmPHfpTs6759ByoioqYOHNinsmUfv2f7grThGh0AAADY2vXr13Xw4H6VK1fRtczLy0vlylXQnj273G7zww8bFBpaRh988IHq1HlOLVo00aefzlBSUlKqz3Pp0kVJUrZs2e7uDuCOUHQAAABga+fOnVVSUpICA5MPUQsMDFRcXJzbbY4f/0vr1q1VUlKSRo8er9atX9OCBXM1e3ak2/WdTqcmTBij0qUfU+HCwXd9H5B+DF0DAAAA/sHpNBQQEKDBgwfrzJkEFS9eUrGxpzR//hy1bdshxfpjx47U4cN/6OOPp5uQFu5QdAAAAGBrDz2UXd7e3oqPj0+2PD4+XkFBQW63yZEjh3x8fOTt7e1aVqjQo4qLi9P169eVKVMm1/KxY0dq06YfNHHiNOXKlfve7ATSjaFrAAAAsLVMmTKpWLES2r59q2uZ0+nU9u3bVKpUGbfblC79mI4di5bT6XQti46OUlBQDlfJMQxDY8eO1IYN6zR+/GTlzZvv3u4I0oWiAwAAANt75ZVm+uqrpfr66xU6cuRPjR49XJcvX1bt2hGSpMGD39eUKRNd69er11Dnz5/X0KFDFRV1VJs2/aA5c2aqQYPGrnXGjBmpNWu+1oABQ5Q5c2bFxZ1WXNxpXb16JcP3DykxdA0AAAC24uXlkJeXI9my559/QefPn1Vk5BTFxcWpaNHiGjduonLlyilJOnUqRt7e3vLxuXEeIF++vBo/fqImThynRYsWKWfOXHr55VfVokVreXvfWGfp0i8kSV27dkz2XO+9N1B16tRNkcvpNOR0Gnd9f+EeRQcAAAC24eXl0EPZM8vHO+XApQ4d2qlDh3Zut1uwYF6KZU8/XUVPP10l1ec6cOBAurIlJjl17mwCZSeDUHQAAABgG15eDvl4e6nbgp06dOqi2XFcgnNl0fhXwuTl5aDoZBCKDgAAAGzn0KmL2nP8vNkxYCJuRgAAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGznjorO3LlzVb16dZUuXVqNGzfWrl27brn++fPnNWjQIFWtWlWhoaF6/vnntX79+jsKDAAAAAC345PeDVatWqXhw4dr0KBBeuyxxzR79my1a9dO33zzjYKCglKsf+3aNbVp00ZBQUEaP368cufOrePHjytbtmx3ZQcAAAAA4J/SXXRmzpypJk2aqGHDhpKkQYMGad26dVq8eLE6dOiQYv3Fixfr3LlzWrBggTJlyiRJyp8//7+MDQAAAACpS1fRuXbtmvbs2aOOHTu6lnl5ealKlSrauXOn222+//57lS1bVh988IHWrl2rwMBA1alTR+3bt5e3t3e6wjoc6Vrd493cH7vt179l5dfDytkla+e3cnaJ/GaycnbJ2vmtnF0iv5msnF2ydn5PyJ7WDOkqOmfOnFFSUlKKIWpBQUE6fPiw222io6O1ZcsWRUREaNq0aYqKitKgQYOUmJioLl26pOfpFRSUNV3rW4Vd9+tOBAQ8aHaEO2bl7JK181s5u0R+M1k5u2Tt/FbOLpHfTFbOLlk7v9Wyp3voWnoZhqGgoCANHjxY3t7eCg0NVUxMjCIjI9NddOLiLsgw7lFQEzgcN0pORu6Xt7eXR/+QnjlzSUlJTrePWTm7ZO38Vs4ukf9e42fHPLz25rFzfitnl6yd38rZM9LN99C3k66iExAQIG9vb8XFxSVbHhcXpxw5crjdJmfOnPLx8Uk2TK1w4cKKjY3VtWvX5Ovrm+bnNwzZqujcZNf9ulNWfi2snF2ydn4rZ5fIbyYrZ5esnd/K2SXym8nK2SVr57dS9nTdXtrX11elSpXS5s2bXcucTqc2b96ssLAwt9s8/vjjioqKktP5v/Z35MgR5cyZM10lBwAAAADSKt3z6LRp00aLFi3SkiVL9Mcff2jgwIG6fPmyGjRoIEl69913NWbMGNf6r776qs6ePauhQ4fqzz//1Lp16zR16lQ1a9bs7u0FAAAAAPxNuq/RqVWrluLj4zVhwgTFxsaqZMmSmj59umvo2okTJ+Tl9b/+lCdPHkVGRmr48OGqW7eucufOrZYtW6p9+/Z3by8AAAAA4G/u6GYEzZs3V/Pmzd0+NmfOnBTLwsLCtGjRojt5KgAAAABIt3QPXQMAAAAAT0fRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtkPRAQAAAGA7FB0AAAAAtuNjdgA7Wbx4kebPn6P4+DgVKVJU3bv3VEhIqNt1V636SsOGDUq2zNfXV99/vynZsiNH/tTkyRP0yy87lJSUpEceKawhQ0bp4Ycfvmf7AQAAAFgdRecuWbt2jSZO/FDvvNNHISGhWrRovnr06Kr58xcrICDQ7TYPPvigVq9erfj4izIMyeFwJHv8r7+O6fXXX1OdOnXVrl1HPfhgFv355x/y8/PNiF0CAAAALIuic5csWDBXERH1VLt2XUlSz559tHnzD1qxYrlatGjtdhuHw6GcOXPK4fCXYaR8fNq0SapcuYpef72ba1m+fPnvRXwAAADAVrhG5y64fv26Dh7cr3LlKrqWeXl5qVy5CtqzZ1eq212+fFnh4eGqX7+2evfuocOH/3A95nQ6tWnTjypQoJB69OiiOnVqqn37VtqwYd293BUAAADAFig6d8G5c2eVlJSkwMDkQ9QCAwMVFxfndpuCBQupT5/++vjjj/X++x/I6TTUuXNbnToVI0k6cyZely8n6LPPZqlixcr68MOJevrpcPXr11M7d26/5/sEAAAAWBlD10wSGlpGpUuXUY4cWZUzZ36Fhj6mZs0aadmyL9W+fWcZ/z+WrWrVanr55WaSpKJFi2v37l+1dOlihYU9YWZ8AAAAwKNxRucueOih7PL29lZ8fHyy5fHx8QoKCkrT9/Dx8VHRosV17Fh0su/5yCOPJluvUKFHderUybsTHAAAALApis5dkClTJhUrVkLbt291LXM6ndq+fZtKlSqTpu+RlJSkw4cPKUeOHK7vWbJkKUVHH022XnR0lHLnznP3wgMAAAA2RNG5A15eDvn4eCX717Rpc3311VKtXr1S0dFHNHbsCF25cll1674kHx8vDR06QNOmTXKtP3v2dP3880+Kjo7W778f0JAh7ysm5qTq1WvgWqd585Zau/ZbrVixVCdOHNOSJYu0adNGNWrUJMXz+/h4ycvLcfvwAAAAwH2Aa3TSycvLoYeyZ5aPd/KO2KRJA127lqDIyKmKjY1VyZIlFRkZqeDggpKkuLhY+fv7KiDgQUnStWuXNXLkUMXGxuqhhx5SqVKltGDBAoWEhLi+Z/36EUpKuqpp06bpww//o0cffVQTJkxQeHhVt9kSk5w6dzZBTqebe1UDAAAA9xGKTjp5eTnk4+2lbgt26tCpi/94tJAy1/9AhSQlSOq7/ry0fuONh8p3ULyk2hP+/+ssTylz/adU6P+3/EtSz+/ipO82/uN75lamOv1VQFKipA/3Sh/u/ec6UnCuLBr/Spi8vBwUHQAAANz3KDp36NCpi9pz/LzZMQAAAAC4wTU6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGyHogMAAADAdig6AAAAAGznjorO3LlzVb16dZUuXVqNGzfWrl27Ul33yy+/VPHixZP9K1269B0HBgAAAIDb8UnvBqtWrdLw4cM1aNAgPfbYY5o9e7batWunb775RkFBQW63yZIli7755hvX1w6H484TAwAAAMBtpPuMzsyZM9WkSRM1bNhQwcHBGjRokPz9/bV48eJUt3E4HMqZM6frX44cOf5VaAAAAAC4lXSd0bl27Zr27Nmjjh07upZ5eXmpSpUq2rlzZ6rbJSQkKDw8XE6nUyEhIerRo4eKFi2a7rCcCEobq79OVs5v5eyStfNbObtEfjNZObtk7fxWzi6R30xWzi5ZO78nZE9rhnQVnTNnzigpKSnFELWgoCAdPnzY7TaPPvqohg0bpuLFi+vChQuaMWOGXnnlFa1cuVIPP/xwep5eQUFZ07X+/Sgg4EGzI/wrVs5v5eyStfNbObtEfjNZObtk7fxWzi6R30xWzi5ZO7/Vsqf7Gp30CgsLU1hYWLKva9WqpQULFuitt95K1/eKi7sgw7jLAdPJ29vLo/8jnzlzSUlJzlQft3J+K2eXrJ3fytkl8t9r/OyYh9fePHbOb+XskrXzWzl7RnI40nYCJF1FJyAgQN7e3oqLi0u2PC4uLs3X3WTKlEklS5ZUVFRUep5akmQYMr3oWIHVXyMr57dydsna+a2cXSK/maycXbJ2fitnl8hvJitnl6yd30rZ03UzAl9fX5UqVUqbN292LXM6ndq8eXOysza3kpSUpIMHDypnzpzpSwoAAAAAaZTuoWtt2rRRr169FBoaqjJlymj27Nm6fPmyGjRoIEl69913lTt3br399tuSpIkTJ6ps2bIqVKiQzp8/r8jISB0/flyNGze+u3sCAAAAAP8v3UWnVq1aio+P14QJExQbG6uSJUtq+vTprqFrJ06ckJfX/04UnT9/Xv3791dsbKweeughlSpVSgsWLFBwcPDd2wsAAAAA+Js7uhlB8+bN1bx5c7ePzZkzJ9nXffv2Vd++fe/kaQAAAADgjqR7wlAAAAAA8HQUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC2Q9EBAAAAYDsUHQAAAAC242N2gPRwOMxO8D8P+Hori5/nvHwP+Hq7/n9aXicr57dy9pvrWzW/lbPfXJ/8dw8/O+bhtTfP/ZTfytlvrm/V/FbOnhHSmsFhGIZxb6MAAAAAQMZi6BoAAAAA26HoAAAAALAdig4AAAAA26HoAAAAALAdig4AAAAA26HoAAAAALAdig4AAAAA26HoAAAAALAdig4AAAAA26HoAAAAALAdig4AAAAA26HoeJArV66YHQEAAACwBYpOBhsyZIjb5QkJCWrfvn0Gp0m/CRMm6K+//jI7BoD70NGjR7Vx40bXh0KGYZic6P5w/vx5ff755xozZozOnj0rSdqzZ49iYmLMDQYghevXr6tPnz6Kjo42O4pHoOhksHXr1mnChAnJliUkJOi1115TUlKSSanSbu3atapZs6ZatWqlr776SteuXTM7UpqtX79e/fr106hRo/THH38ke+zcuXNq2bKlScnS7ueff9Y777yjl19+2fUmY+nSpfr5559NTnZ7Tqcz1eXHjx/P4DTpt3TpUr3yyiuqWrWqq+zPmjVL3333ncnJbu/kyZO6dOlSiuXXr1/Xtm3bTEiUPmfOnFHr1q31/PPPq0OHDoqNjZUk9e3bVyNGjDA5Xer279+vjz/+WHPnzlV8fHyyxy5evKg+ffqYlCzt9u/fr+eff16ffPKJZsyYoQsXLkiS1qxZozFjxpicLnVz585V69at1a1bN23evDnZY/Hx8Xr22WdNSpY+HHfMsX///jT/8zSZMmXSmjVrzI7hMSg6GWzGjBlatGiRZs2aJenGH7u2bdvK4XBo+vTp5oZLg2XLlumLL75Q0aJFNXToUD355JMaMGCAdu3aZXa0W/rqq6/UuXNnnT59Wr/88ovq16+v5cuXux63woF39erVateunfz9/bV3715Xybx48aKmTp1qcrrUXbx4Ud26dVPZsmVVpUoVjR8/Plmpt8Kbjnnz5mnEiBGqVq2aLly44Cpt2bJl0+zZs01Ol7pTp06pUaNGCg8PV/ny5fXuu+8me+NhlYI/fPhweXt7a926dfL393ctr1WrljZu3GhistT98MMPatSokVatWqXp06frxRdf1JYtW1yPX7lyRUuXLjUvYBqNGDFC9evX15o1a+Tr6+taXq1aNY/9gOXTTz/Vf/7zHxUuXFi+vr5q3759smOkVT5c4bhjnnr16ql+/fq3/HdzHU9Uo0YNrV271uwYnsFAhtu3b59RoUIFY/bs2UaTJk2M5s2bG5cuXTI7Vrpdu3bNWL16tdGxY0ejVKlSRp06dYxZs2YZ58+fNztaCi+99JIxe/Zs19crV640ypYtayxatMgwDMOIjY01SpQoYVa8NHnppZeMJUuWGIZhGGXLljWioqIMwzCMPXv2GFWqVDEx2a0NHjzYeO6554yvv/7aWLRokREeHm506NDBuHr1qmEYN1774sWLm5zy1l588UXj22+/NQwj+Wt/4MABo0KFCmZGu6V3333XaNy4sbFr1y7jxx9/NOrXr280aNDAOHv2rGEY1njtDcMwqlSpYuzbt88wjOSvf1RUlFG2bFkzo6Xq5ZdfNsaOHWsYhmE4nU5j2rRpRtmyZY3169cbhmGNY45hGMbjjz9uHD161DCM5K/9sWPHjNDQUDOjpapWrVrG8uXLXV9v377dqFSpkjFu3DjDMKzz2nPcMc+3335r1KhRw5g/f76xb98+Y9++fcb8+fON5557zvj222+NY8eOuf55okmTJhnlypUzunbtakyZMsWYPXt2sn/3Ex+zi9b9qESJEpoyZYratm2rMmXKaOrUqck+pbQKwzCUmJio69evyzAMPfTQQ5o7d67Gjx+vIUOGqFatWmZHdDl69KjCw8NdX9eqVUuBgYHq3LmzEhMTVbNmTRPTpc2ff/6pcuXKpVieNWtWnT9/3oREabN27VqNGDFCFStWlCQ9++yz6tixozp37qzJkydLkhwOh5kRb+vYsWMqWbJkiuW+vr66fPmyCYnSZtOmTZo0aZJKly4tSVqwYIHefPNNtWrVynVW2dNfe+nG8F53x8izZ88mO8vgSX7//XeNGjVK0o3XuH379nr44YfVrVs3jR071vXfxNP5+vrq4sWLKZYfOXJEgYGBJiS6vWPHjiksLMz19eOPP67Zs2erTZs2SkxMVKtWrUxMl3Ycd8wzZcoUvffee6pWrZprWYkSJZQnTx6NHz9eX375pYnpbu+LL75Q1qxZtXv3bu3evTvZYw6Hw+PPqN1NFJ0MUK9ePbe/1L6+vjp16pReffVV17IlS5ZkZLQ7snv3bn355ZdauXKlMmXKpHr16un9999XoUKFJElz5szxuKLz4IMPKi4uTgUKFHAtq1SpkqZOnaqOHTvq5MmTJqZLmxw5cigqKkr58+dPtnz79u3J9svTxMfHK2/evK6vAwMDNXPmTL322mtq3759qjfo8CT58+fXvn37lC9fvmTLN27cqCJFipiU6vYuXryobNmyub729fXVxIkT1a1bN7Vs2VL/+c9/TEyXduXKldPSpUv11ltvuZY5nU5Nnz7dVaA9ja+vb4oPICIiIuTl5aXu3burV69eJiVLn+rVq2vSpEkaN26ca9nx48c1evRoPffcc+YFu4WAgACdPHky2bGyWLFimj17tlq1aqVTp06ZmC7tOO6Y5+DBgyn+1ko3/pscOnTIhETp8/3335sdwWNQdDJAjRo1zI5w10REROjw4cN68sknNXToUIWHh8vb2zvZOrVr19bQoUNNSuhemTJltGHDBpUtWzbZ8goVKmjKlCnq1KmTOcHSoUmTJho6dKiGDRsmh8OhmJgY7dy5UyNHjtTrr79udrxU5cmTR4cPH05WxrJkyaLIyEi1a9dOXbp0MTFd2rRp00YffPCB67qoXbt2acWKFZo2bZpHF7X8+fPrwIEDeuSRR1zLfHx8NH78eHXr1s0SP/eS1LNnT7Vu3Vq7d+/W9evX9Z///EeHDh3SuXPnNH/+fLPjuVWyZEn99NNPCg0NTba8du3aMgxDvXv3NilZ+vTu3VtvvvmmqlSpoqtXr6pFixY6ffq0ypYtq+7du5sdz60nnnhCa9asSXEGPDg4WLNmzbLMp9kcd8xTpEgRTZ06VUOGDHGdNb527ZqmTp3q0SXzn65du6Zjx46pYMGC8vG5P9/yOwyD+3Mi7SZNmqRGjRopd+7cZkdJl61bt2rnzp3q2LGj28e3bNmiZcuWafjw4RmcLO0Mw9CUKVM0bdo017AFX19ftW3bNtkn3Z5myJAhOnXqVIq7DUr/uxnHb7/9pn379pmQLu2WL1+uiRMnKioqSpKUK1cude3aVY0bNzY5Wer+85//aP/+/YqMjEzxWGJiorp27ap169Z5/GsvSRcuXNBnn32m/fv3KyEhQSEhIWrWrJly5cpldjS3vv32W23btk19+/Z1+/hXX32lRYsWac6cORmc7M78/PPPOnDggBISElSqVClVqVLF7Eip2r9/v/bs2aOGDRu6ffzgwYNas2aNJT5k4bhjjl27dqlTp04yDEPFixeXJB04cEAOh0NTpkxRmTJlTE54a5cvX9bgwYNdNzxZvXq1ChQooMGDByt37tzq0KGDuQEzEEUngyUmJurQoUOu26PmzJlTRYoUUaZMmUxOBqu4du2aoqKilJCQoCJFiujBBx80O9ItnTt3TqdOnVLRokXdPn7x4kXt3btXFSpUyOBkd+by5ctKSEhQUFCQ2VFuKzExUVeuXFGWLFlSfTwmJibF0BgAnoXjTsZLSEjQV199pcOHD0u6cZanTp06ypw5s8nJbm/IkCHasWOH+vbtq/bt22v58uUqUKCAvvvuO02cONESd3y8Wyg6GcTpdGr8+PGaN2+eax6Cm7JmzapmzZrpzTfflJeXZ9/xOykpSV9++aW2bNmiuLi4FHOjfPrppyYlS5+4uDi3+UuUKGFSIgB/l575Kazye3vp0qUUk5ym9mbQTOk5jnv6MLCrV6/qwIEDKY73DodD1atXNzEZcO+Eh4frww8/VNmyZRUWFuYqOkePHlX9+vW1Y8cOsyNmmPtzwJ4JRo8erSVLlujtt99W1apVlSNHDknS6dOn9eOPP2r8+PG6fv26evbsaXLSWxs6dKiWLFmiatWqqWjRoh5/55R/2r17t3r37q0//vjD9YbD4XDIMAw5HA6PO5WenqEVEydOvIdJ7o5du3bpp59+Unx8fIqS6WmTJ6Z2ExF3PP0mIoZh6Jtvvkn1tffEn52br//N382b/v57e5On/d7+XXR0tAYPHqytW7fq6tWrruWeesyR5Loz1k1nzpzR5cuXXReYnz9/Xg888IACAwM9uuhs2LBBvXr10pkzZ1I85qmvPccdz7BkyRIFBATomWeekSSNGjVKixYtUnBwsMaMGePxZ6Pi4+Pdnv27fPmy5d63/VsUnQyybNkyjRo1Sk899VSy5fnz59fLL7+svHnzqlevXh5fdFauXKlx48Ylu+WilfTt21ePPPKIhg4dqqCgII//hc+aNavr/xuGoW+//VZZs2Z1XeC8Z88enT9/3mPvfvR3U6ZM0bhx4/Too4+6iv5Nnvjf4e83Ebl69armzZun4OBg1w0tfv31V/3+++9q2rSpSQnTbujQoVq4cKEqVqyoHDlyeOTr/U9/n+xu3759GjlypNq1a+d6/X/55RfNnDnT44+ZN/MNGzbMEsccKfkdm7766ivNmzdPQ4cOVeHChSVJhw8fVv/+/fXyyy+bFTFNhgwZohdeeEFvvPFGimOOp+K44xmmTJmigQMHSpJ27typuXPnqm/fvvrvf/+r4cOHe3RJk6TQ0FCtW7dOLVq0SLb8888/T3FTJtvL2Gl77l+PPfaYsX///lQf37dvn8dOfPd3Tz75pHH48GGzY9yxsmXLGkeOHDE7xh0ZNWqU0a9fPyMxMdG1LDEx0ejfv78xYsQIE5OlTeXKlY3FixebHeOO9O3b1/jwww9TLB8/frzRu3fvjA+UTuXLlzfWrVtndow71rBhQ7f5161bZ9SvX9+ERGlXtmxZ448//jA7xh179tlnjT179qRY/ttvvxnh4eEmJEq7sLAw12SnVsRxxzxlypQx/vrrL8Mwbvzt7dmzp2EYhnHw4EGjYsWKZkZLk23bthlly5Y13n//faN06dLGkCFDjDZt2hhly5Y1fvvtN7PjZSjPviDERipUqKBRo0YpPj4+xWPx8fEaPXq0JS7Gbtu2rT799NMU48ytonLlyuka++9JFi9erLZt2ya7nbe3t7dat27t8ZOXSZKXl5cef/xxs2PckW+++Ub16tVLsbxu3bpas2ZNxgdKpyxZsridE8IqrDynRWhoqCXm6UpNbGysEhMTUyx3Op2Ki4szIVHaPf/88/rpp5/MjnHHOO6YJ3PmzDp79qwk6ccff3TdZdDPzy/ZEFRPVa5cOS1btkxJSUkqVqyYfvzxRwUGBmrBggUpbnlvdwxdyyCDBg1Shw4d9NRTT6lYsWKusZNxcXE6ePCg657tnm779u366aeftGHDBhUtWjTFfdk9/XTukCFD1Lt3b/3+++9u8z/77LMmJbu9pKQkHT582DV85KbDhw+nGPvsiVq1aqW5c+eqX79+ZkdJN39/f+3YsSPZvBCStGPHDvn5+ZkTKh26du2qSZMmadiwYfL39zc7TrpZeU6LoUOHasCAAYqJiXF7zPH0GylUrlxZAwYM0JAhQ1SqVClJN651HDhwoCpXrmxyult7//331a1bN23fvl3FihVL8dp78vVFEscdM1WpUkXvvfeeSpYsqSNHjriG6//+++8ef33OTQULFvTo+ZYyCkUng+TJk0fLli3Txo0b9euvv+r06dOSbkxk2b17d1WtWtXj77gmSdmyZVPNmjXNjnHHfvnlF+3YsUMbNmxI8ZinXpx6U4MGDdSvXz9FR0erdOnSkm5c3D9t2jQ1aNDA5HS3165dO3Xo0EE1atRQcHCwpUpyq1atNHDgQO3duzfZa7948WKPnqz1phdffFErVqxQ5cqVlT9//hSvvadf1Dxo0CB16tRJ1apVczunhSeLj49XVFRUspttePINUP5p2LBh6tWrlxo2bOj6uUlKSlLVqlU9bmLof1qxYoV+/PFH+fr6auvWrckeczgcHl90OO6YZ8CAARo3bpxOnDihCRMmKCAgQNKN62Jr165tcrrbK1mypH744YcUNyQ4c+aMqlSp4vHHnbuJ20vjvlK9enU988wzev311y1zcepNTqdTkZGR+vTTT5PNw9SyZcsUQ9o80QcffKDPP/881QtTPXmyVklatWqVPv30U9ecCoULF1bLli1Vq1Ytk5PdXrdu3fTTTz/p+eefd/vaW2HiRKvOaVGrVi0VKVJEr732mtubEVjl0+E///xTf/zxhxwOhwoXLqxHH33U7Ei39eSTT6pFixbq0KGDJT5IdIfjTsbp0qWLRowYoSxZsmjp0qV68cUXLXHmzJ0SJUroxx9/TFF0YmJiVLNmTe3atcukZBmPopPBdu3apZ07d7rO6OTIkUNhYWEeP8vuP8XHxyc78AYGBpqcKG3CwsK0bNkyFSxY0Owo/8rFixcleeYcHKkJCwvThx9+6LpdJzJO2bJlNX36dJUrV87sKPedsmXLatmyZSpUqJDZUf41w82tvT1ZhQoV9MUXX1j+eG9VVjvuhIaG6vvvv1euXLlUsmRJ13UtVnJzDqzhw4erW7duyT4Icjqd2rZtm/7666/7asJQhq5lkLi4OHXt2lU7duxQ3rx5k12jM3z4cD3++OP66KOPPH7W44SEBA0ePFjLli1zXRfi7e2tl156Sf3799cDDzxgcsJbe+655/TTTz9Z+g+fVUtm9uzZVaBAAbNj/Cu7d+/WH3/8IUkqWrSoQkJCTE6UNg8//LClSrE7UVFRmj17tuv1Dw4OVsuWLT3+d7lSpUrav3+/pYvO0qVLFRkZqSNHjkiSHnnkEbVr187thfKepF69elq1apU6depkdpR/heNOxnj00Uc1duxYVaxYUYZhaNWqVanm99Sf/ZtzYBmGoQULFiQ7k5kpUyblz59fgwYNMimdOTijk0HefPNNnTp1SsOGDXN7MXnfvn2VK1cuTZgwwaSEafP+++9r06ZN6t+/v5544glJN25QMGTIEFWpUsXjf4EmT56s2bNn65lnnrHcxalWL5mLFy/Wxo0bNXz4cI/P+k9xcXHq3r27tm7dmmzSxIoVK+rDDz/0+LK5bt06zZkzR4MGDbLkXZA2btyozp07q2TJkq479+3YsUP79+/XlClT9OSTT5qcMHULFy7U5MmT1bBhQ7fHHE++AYokzZw5U+PHj1ezZs1cr/327ds1b948vfXWW2rdurW5AW9hyJAhWrp0qUqUKKHixYuneO09bZLif+K4k7F27NihESNGKCoqSufOndODDz7o9uylw+FIcc2Xp2nRooUmTpyohx56yOwopqPoZJCwsDDNnTs31U9idu/erRYtWmjnzp0ZnCx9KlasqAkTJqhixYrJlm/ZskVvvfWWtmzZYlKytKlevXqqjzkcjmSTFHoaq5fMevXqKSoqSoZhWO7C1LfeekvR0dEaNWqU6y5fhw4dUq9evVSoUCGNHTvW5IS3Vr58eV2+fFlJSUny9/dXpkyZkj3u6X+069Wrp6pVq+qdd95Jtnz06NH68ccfPfpn51Z3VbPCzQiqV6+uN998M8Un2EuWLNFHH32UbHJRT/PPyRL/zuFwuIb5eCqOO+ZJ7RoXq0pKStLBgweVN2/e+678MHQtg/j6+rquq3Dn0qVLrtumerIrV664vYg/KChIV65cMSFR2hmGoTlz5igoKMhyt7qUpNWrV6comdWqVZOfn5/eeustjy86f5/x22o2btyomTNnJruVcXBwsAYMGKC2bduamCxt+vbta3aEf+WPP/7QuHHjUixv2LChZs+enfGB0sGq83bdFBsbq7CwsBTLw8LCXDdF8URJSUl68803VaxYMcu+seO4Y561a9em6YzZwIED9eabb3rc2bWhQ4eqWLFiaty4sZKSktSsWTP98ssveuCBBzRlypQUH1bbGUUng9SqVUu9e/dWnz59VLlyZde4z4sXL2rz5s0aPny46tSpY3LK2ytbtqwmTJigUaNGue5GcuXKFU2cOFFly5Y1N9xtGIah559/XitWrEgxL4EVWLlk3pxwsFGjRnr44YdNTpN+TqczxaeRkuTj4+Pxcxhdv35dW7du1euvv27Za6QCAwO1b9++FL+3+/bt8+hPXK9fv67HHntMS5cuVbFixcyOc0cKFSqkr7/+OsV1LqtWrfLo46i3t7fatm2rVatWWbbocNwxT1rvhrh8+XK1a9fO44rON998o7p160qS/vvf/+qvv/7S119/rWXLlunDDz/UggULTE6YcSg6GaRPnz5yOp3q3r27kpKSXAev69evy9vbW40aNVKvXr1MTnl7ffv21Wuvvaann37aNSRj//798vPzU2RkpMnpbs3Ly0uFChVyzXZsNVYumT4+PoqMjPTYCzhvp1KlSho6dKjGjBmj3LlzS7pxm87hw4d7/KSJmTJl0po1aywx70ZqGjdurPfff1/R0dHJrtH55JNPPPoakUyZMilPnjwe/6b0Vrp27aru3btr27ZtyV77LVu2uD3L5kmKFi2qY8eOWfKNtsRxxwo89eqPs2fPKmfOnJKk9evX64UXXtCjjz6qhg0bevyQzbuNa3Qy2MWLF7V79+5kt5cODQ211J1JLl++nGI+i4iICEsMB/v+++81ffp0DRw40HKfsB48eFDt2rXTtWvX3JbMokWLmpzw1jp37qznnntO9evXNztKup04cUKdO3fWoUOHXGekTp48qaJFi2ry5Mkef5aqV69eKlmypEeXglsxDEOzZ8/WjBkzdOrUKUlSrly51K5dO7Vs2dKjb3f8+eef69tvv9WoUaOUPXt2s+Pckd27d2vWrFnJ7vbYtm1bj7/714YNGzR27Fh169ZNpUqVSjHnkqf/3eW44/nCwsK0fPlyjyvT4eHhGjx4sCpXrqxnn31WAwcO1DPPPKPff/9dTZs21bZt28yOmGEoOia7OTu2VWzbtk1hYWEpLiRPTEzUzp07Vb58eZOSpc3fL47MlClTinLmyRdHStYumfPnz9ekSZMUERGhUqVKpbjzmqfffcowDG3atCnZa1+lShWTU6XNxx9/rJkzZ6py5cpuX3tPvtvgP1ltDql69erp6NGjSkxMVN68eVO82fbkGylY3d9vBPH3v7M3/+56+o0gJI47ns5Ti85HH32k2bNnK2fOnLpy5YpWr14tX19fffHFF/r888+1cOFCsyNmGIqOyUJDQ7Vs2bJkFxt6spIlS+qHH35IMS7+zJkzqlKlisf/4bjdmwornm2wCqvffcrKrHy3QUmKjo5WUlJSimtCjhw5Ih8fH4++de3EiRNv+binzQ7/T+vXr5eXl5eeeuqpZMs3btwop9OpatWqmZTs9m73wVWFChUyKMn9yerHnbTw1KIj3bhO5+TJk3rhhRdcZ/+WLFmirFmzWvrmQOnFNToZZPjw4W6XJyUladq0aa4hDZ5+X//UzkCdPXvWEnOjWLnITJ06VUFBQWrUqFGy5V988YXi4+PVoUMHk5KljZXvPjVkyBAVLFgwxSeQn332mY4ePap+/fqZlCxtPPkWwGnRp08fNWzYMEXR+fXXX/XFF19ozpw55gRLA08vMrczevToFLf1lm78LRgzZoxHFx2rFxmOO/g3XnjhhRTLrPwe6E5RdDLI7NmzVaJECWXNmjXZcsMw9Mcff+iBBx7w6CFsN/9YOxwO9e7dO9mtsJOSknTgwAG3tyD1RElJSfruu++SzTRdvXp1eXt7m5zs1hYuXKjRo0enWF60aFF1797d44uOla1evVqTJ09OsTwsLEzTpk3z+Dccf3fzJL4nH2/+ae/evRo6dGiK5WXLltXgwYNNSJR+Vp3d/ujRo25HHBQuXFhRUVEmJEqf8+fP64svvkj22jds2DDF32JPxHHH89WtW1cPPvig2TFSsPqZ5LuJopNBevTooYULF6pXr17J7pZSqlQpjRgxQsHBwSamu72bfxQMw9CDDz6Y7JqQTJkyqWzZsmrcuLFZ8dLs6NGj6tChg2JiYvToo49KkqZNm6aHH35Y06ZNU8GCBU1OmLrY2FjXXVT+LjAw0KPns/i7rVu3asaMGa43HUWKFNFrr72mcuXKmZzs1s6ePev2jVGWLFl05swZExKl39KlSxUZGakjR45Ikh555BG1a9fOEnfCczgcunTpUorlFy5cUFJSkgmJ0s7qs9tnzZpV0dHRKYYHRkVFefxZ/N9++02vvfaa/Pz8VKZMGUnSzJkzNXnyZM2YMUOlSpUyOeGtcdwx1/nz57Vr1y7FxcWluLvazfyeOn/dd999l+zrxMREHTt2TN7e3ipYsCBFB3dfhw4dVKlSJfXs2VPVq1dXjx493N4f31PdHHqXL18+tW3bNsUFtf+0fft2lS5d2uMmQR0yZIgKFCighQsXuoYLnjlzRj179tSQIUM0bdo0cwPeQp48ebRjx44UY4G3b9+uXLlymZQq7ZYtW6a+ffuqZs2arhnLd+zYodatW2v48OGKiIgwOWHqChUqpI0bN6pQoULJlm/YsMEjx2b/08yZMzV+/Hg1a9ZMb731lqQbPzcDBw7U2bNnPf6uSOXLl9fUqVM1duxY15nXm8N+n3jiCZPT3drgwYN16dIlrVy5MsXs9kOGDPH42e2fffZZDRs2TJMmTXJ9EHT06FGNGDHiltdgeILhw4erevXqGjx4sOsGOomJiXrvvfc0bNgwzZ071+SEt8Zxxzzff/+93nnnHSUkJChLlizJzkQ5HA6PL2pLly5NsezixYvq3bv3fXV9jiTJQIa6ePGi8e677xoRERHGgQMHjFKlShm///672bHuurCwMCMqKsrsGCk89thjxv79+1Ms37dvn1G2bFkTEqXdtGnTjAoVKhhffPGFcezYMePYsWPG559/blSoUMGYMmWK2fFu64UXXjBmzpyZYvmMGTOMF154IeMDpcPnn39ulClTxhg/frzx008/GT/99JMxbtw447HHHjMWLlxodrzbCg8PN5YsWZJi+ZdffmmEh4dnfKB0+v33340KFSoYNWrUMHr37m307t3bqFGjhlGpUiXjwIEDZse7pccff9z49ddfUyz/9ddfjSeeeMKEROlz/vx5o0mTJkZISIgRHh5uhIeHGyEhIUaLFi2Mc+fOmR3vlkqXLm0cOnQoxfLff//dKFOmjAmJ0ofjjnmee+45Y8iQIUZCQoLZUe6q/fv3e/xrf7dxRieDPfjggxo5cqRWrlypNm3aePywiztleOjN/Hx9fd0Ogbl06ZLHn2F77bXXdPbsWQ0aNEjXr1+XJPn5+em1115Tx44dTU53e9HR0QoPD0+xvHr16h7/qXajRo107do1TZkyRR9//LGkG2c3Bw4c6PGf7Ek3hj26u4YuLCzMEsMeg4ODtXz5cs2dO1f79++Xv7+/XnrpJTVv3tzj56ax8uz20o2hawsWLNCPP/7oeu2LFy/u8VMJSDeGeJ04cSLFNUYnTpzwyOsq/onjjnliYmLUsmVLjx+emV4XLlzQhQsXzI6RoSg6Jqldu7aeeOIJ7d69W3nz5k3x+MmTJ5UrVy55eXmZkM6+nnnmGb3//vsaOnSoa8z2r7/+qoEDB3r8MAyHw6GePXvq9ddf1x9//CF/f3898sgjHjc8MDV58uTR5s2bUwzD2LRpk/LkyWNSqrRr2rSpmjZtqvj4ePn5+VnijdJNhQoV0tdff61OnTolW75q1aoUdzLzVLlz51aPHj3MjpFuVp7d/iaHw6GqVauqatWqZkdJl1q1aqlfv37q1auX6w33jh07NGrUKNWuXdvkdGnDccccVatW1W+//WaJIYLufPrpp8m+NgxDsbGxWrZsmZ5++mmTUpmDeXQ81OOPP65ly5ZZ9pfMU+8tf/78efXq1Uv//e9/XWO2k5KSVL16dY0YMcISd+Kxqnnz5mnYsGFq2LBhsjcdS5YsUb9+/fTKK6+YnNC+Vq9ere7du6ty5cp6/PHHJd147bds2aJx48apZs2aJie8vbRcGOyJrD67vSRt3rxZmzdvVlxcXIqzUKlNneAJrl27plGjRmnBggWu0RM+Pj569dVX9c4771jmQyKrstpx5+/z+sTHx+vjjz9WgwYNVKxYsRSTpHv6BNf//ODWy8tLgYGBqlSpkjp06GCZCZfvBoqOh/LUopBWnp7/yJEjyWaa/udZBk+UkJCgadOmacuWLW7fcFhh8rVvv/1WM2bMcL32hQsXVrt27Tz+4sjTp09r5MiR2rx5s+Lj41O80bbCZKe7d+/WrFmzkr32bdu2tcRtjm93YfDtJoY0m2Hh2e0nTpyoSZMmKTQ0VDlz5kxxe+BJkyaZlCztLl++7LoVdsGCBS0zHInjTsa61aTWf8cE19ZC0fFQnl4UbsfqZ6Q8UY8ePbR161a99NJLbt9wtGrVyqRk9vfaa6/pxIkTatasmds73Hl6UbO6559/Xk8//bR69OhhmTepdlG1alW98847Hn3WzK447gD/Htfo4J7w1P6clJSkL7/8MtWzIv8c1+pJNmzYoKlTp3r87XRv59q1a4qPj0/x2ru7Vs1TbN++XfPmzVPJkiXNjnLHnE6njh496nbol6dfWG71C4OtOvRLkq5fv+4admQ1Vj8LznEH6ZGeuXFuN6GonVB0kG6JiYnaunWroqKiVKdOHWXJkkUxMTHKkiWL60LJnTt3mpzSvaFDh2rJkiWqVq2aihYtaqlZmrNly+bxd5i6lSNHjqhv374pfjYMw/D4oQB58uTx2PKeFr/88ovefvttHT9+PMV+ePprL1n7wuDbDf3ydI0aNdJXX32lN954w+wo6fbee+/d8iy4p+O4Y54hQ4aoYMGCatmyZbLln332mY4ePap+/fqZlCx1XGPsHkPXPJSnDv3666+/XKfTr127ptWrV6tAgQIaMmSIrl27pg8++MDsiLdUsWJFjRo1StWqVTM7SrotW7ZMa9eu1ciRIy35yfYrr7wiHx8ftW/fXrly5UrxpiOt46PN8MMPP2jmzJkaNGhQihnireCll17SI488ojfffNPtGz5P/wP5+eefW/bCYKsP/RoyZIiWLVum4sWLq3jx4ile+z59+piU7PbKlStn6bPgHHfM89RTT2ny5MkKDQ1NtnzPnj3q3LmzNmzYYFIypBdndDyUp/bPoUOHKjQ0VMuWLVPFihVdy2vWrKn+/fubmCxtMmXK5Jrd22pmzpypqKgoValSRfnz50/xhmPJkiUmJUub/fv3a/HixSnmtLCC7t276/Lly6pZs6b8/f1TzIvi6RfDHz16VBMmTLDETTfcuXlscXfhu6d/MmzloV+SdODAAdeHEAcPHkz2mKefIbH6WXCOO+Y5e/as2yKWJUsWnTlzxoRE6RMdHa2kpKQUt/E+cuSIfHx8LFmc7xRFJ4PFx8crMDDQ7WMHDhxQ8eLFJd24z7y7iw/Ntn37ds2fPz/FbTnz5cunmJgYk1KlXdu2bfXpp5/q/fff9/g/0v9k9QtPixQpYok/EO707dvX7Aj/SpkyZXT06FFLvuGQbpRkq7Ly0C9JmjNnjtkR7li3bt00fvx4y54F57hjnkKFCmnjxo0psm/YsMHjRtq406dPHzVs2DBF0fn111/1xRdfWPr3Or0oOhksIiJCQ4cO1TPPPJNseWRkpMaPH69du3ZJksdOoOh0Ot3O5n3y5ElLTGS2fft2/fTTT9qwYYOKFi2a4qyIJ1+gl54LDT3RO++8o9GjR6t79+4qVqxYik8nPfm+/vXr1zc7wr/SokULjRw5UqdPn3Y79MuThw3+09WrV+Xn52d2jDS7evWqFi1apM2bN1tu6NffHT16VFFRUSpfvrz8/f1d19Z5MqufBee4Y57WrVtr8ODBio+PV6VKlSTduKnIzJkzLVFA9+7dq6FDh6ZYXrZsWQ0ePNiEROah6GSw1q1bq2vXrmrQoIH69Omjc+fO6d1339XBgwc1ZswYs+Pd1pNPPqnZs2cn+0W5dOmSPvroI0tc95ItWzaPm6QsPc6fP6/Vq1crKipK7dq1U/bs2bVnzx7lyJHDNeu6p2rTpo2kG78Df2eFmxFIUlRUlBYvXqzo6Gj169dPQUFBWr9+vfLmzauiRYuaHe+WunbtKin5J8QOh8Myr31SUpKmTJmiBQsWKC4uznVt4Lhx45QvXz41btzY7IipsvLQL0k6c+aM3nrrLf30009yOBxas2aNChQooL59++qhhx5S7969zY6YKqufBZc47pilUaNGunbtmqZMmaKPP/5Y0o2RKwMHDrTE9XYOh0OXLl1KsfzChQuuyXPvF9yMwAR79+7Vu+++q2vXruncuXMqU6aMhg0bppw5c5od7bZOnjypdu3ayTAMHT16VKGhoTpy5IgCAgI0d+5cBQUFmR3xrti+fbtKly7tUTNn79+/X23atFHWrFn1119/6ZtvvlGBAgX04Ycf6sSJExo1apTZEW/pduPJK1SokEFJ0m/r1q1q3769Hn/8cW3btk1ff/21ChQooGnTpmn37t2aMGGC2RFv6a+//rrl4/ny5cugJHdm4sSJWrp0qd588031799fK1asUIECBbRq1SrNnj1bCxcuNDviv3by5EnlypVLXl5eZkdJ5t1331VcXJyGDh2qF1980TW/28aNGzVixAitXLnS7Ij/2ooVK1S9enVlzpzZ7CjJcNzxDPHx8fLz87PEqJWbOnXqJD8/P40dO1be3t6Sbnxg1L17dyUkJGj69OkmJ8xABjLchQsXjLfeessICQkxQkJCjC+//NLsSOly/fp1Y+nSpcbIkSONAQMGGIsWLTIuX75sdqy7KiwszIiKijI7RjKtWrUyRo4caRiGYZQtW9aVb/v27UZ4eLiZ0e6qAQMGGHFxcWbHSKZJkybGjBkzDMNI/tr/+uuvxlNPPWVmtLuqffv2RkxMjNkxUqhRo4axadMmwzCSv/6HDh0yypUrZ2a0u8YTjzmGYRhVqlQx9u3bZxhG8tc+KirKKFu2rJnR7hpPfe057pjr+vXrxo8//mjMnz/fuHDhgmEYhnHy5Enj4sWLJie7vd9//92oUKGCUaNGDaN3795G7969jRo1ahiVKlUyDhw4YHa8DMXQtQy2fft29ezZU9mzZ9fy5cu1Y8cODR48WOvXr9egQYP00EMPmR3xtnx8fPTSSy+ZHeOeMjzwROdvv/3m9vbduXPnVmxsrAmJ7o3ly5erXbt2qd60wwwHDx7U6NGjUywPDAy07A0W3Nm2bZuuXr1qdowUYmJi3N4t0TAMJSYmmpDo7vPEY450Y9JNf3//FMvPnj3rUWe8/w1Pfe057pjnn1NpPPnkk8qSJYs++eQTS0ylERwcrOXLl2vu3Lnav3+//P399dJLL6l58+aWvhPhnaDoZLBWrVqpdevW6tatmzJlyqQiRYqoYsWK6tmzpyIiIjzy3uzpmT3ak+ezsDpfX19dvHgxxfIjR454VCn4tzzxTUfWrFkVGxub4m47+/bt8/hro+wgODhYP//8c4qhLt98842lZ423gnLlymnp0qV66623XMucTqemT5+ebIoB3H0cd8xj9ak0pBsfgvbo0eOW6wwcOFBvvvmmrd5D/BNFJ4PNmDEjxbUIBQsW1Pz58zV58mSTUt3aP2+LevNiwn8uk+TRFxdaXfXq1TVp0iSNGzfOtez48eMaPXq0nnvuOfOC3Qdq166t0aNHa/z48XI4HHI6ndq+fbtGjhxpiQtTre71119X7969FRMTI8MwtGbNGv35559aunSppk6danY8W+vZs6dat26t3bt36/r16/rPf/6jQ4cO6dy5c5o/f77Z8WyN4455rD6VRlp54giKu82zrnq8D6R2wbWXl5fHzrOwf/9+178ZM2aoZMmS+uSTT/Tzzz/r559/1ieffKKQkJD76+I2E/Tu3VsJCQmqUqWKrl69qhYtWui5557Tgw8+qO7du5sdz9a6d++uwoUL65lnnlFCQoJq166t5s2bKywsTJ07dzY7nu3VqFFDU6ZM0ebNm/XAAw9owoQJ+uOPPzRlyhQ9+eSTZseztWLFimn16tV64okn9Oyzz7omsFyyZIllJ1+2Co475rH6VBpp5YkjKO42zuhkoP/+97/atWuXqlatqieeeEKbN2/WjBkz5HQ69dxzz+nll182O+JtDRs2TAMHDlS5cuVcy5566ik98MAD6t+/v77++msT0909nnjb16xZs2rmzJnavn279u/fr4SEBJUqVUpVqlQxO5rt+fr6asiQIXrjjTd08OBBXbp0SSEhISkmY8O9U65cOc2cOfOW63jq3bPSwhOPOTdlzZr1tm+s74chMBmN4455rD6VBv6HMzoZZMGCBerSpYvWr1+vDh06aNmyZXrjjTeUO3du5cuXT8OGDdPs2bPNjnlbUVFRypYtW4rlWbJkue2tJK3Ekz/leOKJJ9SsWTO1b9/ebcmJiIjQiRMnTEhmf3ny5FG1atVUq1Ytt282Hn/8cUVHR2d8MEiS3n//fcXFxZkd44548jEnLZYvX+523g4ryJcvX4rJLD0Jx52M17t3b+3YsUO1atXStWvX9M4776h69eqKiYnRO++8Y3Y8pIPn/mbbzJw5czRgwAA1adJEW7ZsUYcOHdSrVy81a9ZM0o3ZaqdPn65WrVqZnPTWSpcurREjRmjUqFHKkSOHJOn06dP6z3/+ozJlypicLm0SExO1detWRUVFqU6dOsqSJYtiYmKUJUsW1ynpnTt3mpzyzh07dszSd6KqW7euZYcGWP3NaqdOnSxx58fUePLrf/ToUUVFRal8+fLy9/d3TZp406pVq5QrVy4TE/47nvrap2WS5RUrVpic8t/x1Nc+rTzxuPPwww9r2bJlWrlypQ4cOKCEhAQ1atRIERERbu9CCM9F0ckgx44dU9WqVSVJlSpVktPpVPny5V2PV6hQweNvVyjdGLrWpUsXPfPMM8qTJ48k6cSJE3rkkUc0adIkk9PdntVvGWl1P//8sxYsWKDo6GhNmDBBuXPn1tKlS5U/f37XcMhBgwaZnNKeli5dqgULFujYsWNauHCh8uXLp1mzZil//vyuGeQ7duxockr7OXPmjLp3764tW7bI4XBozZo1KlCggPr27auHHnpIvXv3liTX8RR3zz8nWW7SpImyZ8+uNWvWWGKSZTuw8nHnfphK437A0LUMkj17dh0/flzSjTkhEhMTkw0vOn78uMd9ouFOoUKFtHz5ck2ZMkUtWrRQixYtNHXqVH311VcqVKiQ2fFu6+YtI7du3So/Pz/X8po1a2rLli0mJrO/1atXq127dvL399fevXt17do1SdLFixe5c9Y9Nm/ePI0YMULVqlXThQsXXBfZZsuWzRJDZq1s+PDh8vb21rp165J9ElyrVi1t3LjRxGT2N2LECNWvX19r1qxJdvesatWq6eeffzYx2f3B6sedpUuX6tVXX1XVqlVdQ/NnzZql7777zuRkd4+VR1CkFWd0Msizzz6rfv36qV69evr+++9Vr149jRgxQg6HQw6HQ6NGjbLM3YMcDoeqVq3qOkNlJffLLSM90eTJkzVo0CDVq1dPK1eudC1//PHHPfbW6nbx2WefaciQIapRo4amTZvmWh4aGqqRI0eamMz+fvzxR0VGRurhhx9OtvyRRx5xffiFe+N+mWTZU1n5uDNv3jxNmDBBrVq10uTJk1OUtJtnozzV/v3707Teq6++avsbiFB0Msg777yj69eva9WqVQoLC9N7772nOXPm6PXXX1diYqLKly+vt99+2+yYabJ161bNmDFDf/zxhySpSJEieu2115Ldic1T3S+3jPREf/75p9ufkaxZs+r8+fMmJLr7PPXOWceOHXM7saavr68uX75sQqL7R0JCgtsx/WfPnk3xgQvurvtlkmWOO3eflUuaJNWrV++2Pxc3rxO0+/yHDF3LIJkzZ9bgwYP11Vdf6YMPPpCvr6/atWun7du36+eff9acOXMUFBRkdszbWrZsmdq0aSN/f3/X0DU/Pz+1bt1aX331ldnxbuvmLSP/jltGZowcOXIoKioqxfLt27enmPnbqjz1ouD8+fO7/WO2ceNGFSlSxIRE94Yn3j2rXLlyWrp0abJlTqdT06dPTzbjutV54hCYm5MsX79+3bXMjpMsc9y5+6xc0iRp4sSJyp8/vwYMGKAlS5ZoyZIlGjBggAoWLKiPPvpI3333ndauXWurYXipMuCRwsLCjKioKLNjpPDCCy8YM2fOTLF8xowZxgsvvJDxgdLpxIkTRq1atYwXX3zRCAkJMZo0aWJUqFDBeP75543Tp0+bHe+uWL58uXHp0iWzY6QwZcoUo1atWsYvv/xihIWFGdu2bTOWLVtmVKpUyfj000/NjndXbNu2zbh69arZMVJYtGiR8dRTTxkrV640ypYta6xYscL4+OOPXf/fSv78809j06ZNxpEjR8yOkiYHDhwwKleubLRr184oVaqU0bVrV+PFF180qlSpYhw9etTseKn666+/0vTPk50/f95o3bq1Ua5cOaNkyZJGtWrVjFKlShnNmjXzyGPkneK4c/e9+OKLxrfffmsYhmGULVvW9X7s008/NerVq2dmtDRp2LChsW7duhTL161bZ9SvX9+EROZxGIaHfhRwnwsLC9Py5cs97pPu0NBQrVy5MsWNB44ePao6derot99+MylZ2iUmJia7ZWSpUqU8+paRJ0+elK+vr2uoxc8//6z58+frxIkTyps3r5o1a6awsDCTU96eYRiaMmWKpk2b5vpEzNfXV23bttVbb71lbrhUTJw4MU3rdenS5R4n+feWL1+uiRMnus6q5cqVS127dlXjxo1NTpa6qVOnqkyZMqpcubLOnTunbt26uW4a4nA49OSTT2rs2LFu5/byJBcuXNBnn33mmug3JCREzZo18+jbSf/90+ybbxP+PhTGsNCwl59//jnZ8d7TJ1nes2ePsmXL5vr7f/POZTeP+c2bN1ft2rVNTpk2VjzuSNLnn3+ujz76SL1791a/fv00ZMgQRUVFadq0aRoyZIjHv/5lypTRkiVLUpw5++OPP1S/fn3t2rXLpGQZj6LjoTy16NSsWVPt2rXTK6+8kmz5/PnzNXPmTK1Zs8akZPbVuHFjvf766woPD9d3332nrl276plnnlGRIkV05MgRrVu3Th999JHCw8PNjpom165dU1RUlBISElSkSBGPG+7ydyVKlFCuXLkUFBSU6vAQh8OhJUuWZHCyO3f58mUlJCRYYqhstWrVNHnyZIWEhOi9997Tnj17NHToUBUpUkR//vmnBgwYoODgYA0dOtTsqLYTEhKihx9+WPXr11d4eHiqQwJLlCiRwcnsr27duurdu7eqVKmizz//XEOGDFHjxo1dP/eff/65+vXrp0aNGpkdNc2sdNy5yaolTZLq16+vokWLasiQIa5rAa9du6b33ntPv//+u6X+Zv1bnjWYGR6vTZs2GjJkiPbt2+c6i7Bjxw4tWbJE/fr1Mzmde2vXrk3zus8+++w9THJnDh06pODgYEnStGnT1L17d3Xo0MH1+GeffaYJEyZYpuj4+vq69sfTPf3009qyZYtCQ0PVsGFDhYeHy8vL2pc2PvDAA3rggQfMjpEm8fHx/9fenYfVmL9/AH+fpJA1FEWWmhYqyTbUWMowGhGyDzIlYxdlSSiyl32rbGO+KYNKkmVmiCRb1owy2UJNRApF6ZzfH109v47TanSe53PO/bqu73V9e575454z9Zzn/nzuz31zbfcvXryINWvWoF27dgCKXrAXL16MX375hc8QS1XZjkeAcBOFc+fOITw8HGFhYQgNDcWgQYPg6Ogo+LMV+/fvr/Q/O378+GqM5Ms9efKEq5o4cOAAFi1ahBEjRnD3zczMsHPnTqYSHZaeO8UGDRqEQYMGMZmk+fj44JdffkGvXr1gZGQEAEhOToZIJMLOnTt5jk6+KNEhVTJmzBg0bdoUe/bswcmTJwEAbdu2xYYNGwTbbnHatGlSP4tEIpnV+eKSDCGWYdSoUQPv378HUHRAsmfPnlL3e/bsCT8/Pz5Cq1BVSroqWyYmT4GBgcjIyEBERATWrl2LpUuXYvDgwRg2bBjatm3Ld3jlqkzXnWJCXd3T0dHBP//8A11dXYhEItSoUUPqfo0aNQR5MLj4sy8u7ypWWgmYEJ85ANC0aVO4urrC1dUV165dQ1hYGIYPHw4DAwM4OjrC0dFRkEn/vn37pH7OyspCXl4eV96Yk5OD2rVrQ1NTU7CJTq1atZCVlcWNPTA3N5e636FDBzx79oyn6MqnCM+dkl69eoVHjx4BKPq7ZaVbn7m5Of78808cO3YMDx8+BFA0u2vgwIGoU6cOz9HJFyU6AiXUdpFAUfna999/z3cYlVZydfXixYvw8/ODm5sbtyN148YNbNy4EXPmzOErxHJ16dIFx48fh7GxMUxMTHDlyhWpVeDLly9DW1ubxwjLVq9ePe7/SyQS/PHHH6hXrx5MTU0BFNWi5+TkCLoDkra2NiZPnozJkyfj6tWrCAsLg6OjIwwNDbFv3z7Bnu0qufDw8eNHHDhwAAYGBrCwsAAA3Lp1C//88w/GjBnDU4QVGzFiBNauXYs2bdrgp59+wtq1a7F27Vro6enh6dOnWLlypSDnj5XcRb537x7WrFkDZ2dn7rO/efMm9u7dCw8PD54irJrOnTujc+fOmDNnDubMmYOlS5eiX79+aNiwId+hyThz5gz3/48dO4YDBw5gxYoV3MLEw4cPsXjxYowcOZKvECvUs2dPhISEYMWKFejSpQtOnjwp9cw/ceIE9PT0eIywbIrw3AGKBln7+Pjg+PHj3EiKGjVqYMCAAVi6dKnUd5tQ1alTR9C/5/JCZ3QESqhndG7fvg2JRIIOHTpIXb916xZUVFRgZmbGU2SVM3DgQHh7e8vMc7l27RoWL16MEydO8BRZ2R48eIAxY8agd+/eaNWqFYKCgtC3b1+uXjs6Oho+Pj4YOnQo36GWa926dcjOzoaPjw+3Ml9YWAgfHx9oaGhg/vz5PEdYsQ8fPuDkyZMIDg7G/fv3ERcXh7p16/IdVoUWLVqEpk2byjR92Lx5M9LT07Fq1Sp+AqsEX19fhIaGomXLlnj+/DkKCgpQo0YNFBYWol27dti5cyeaNm3Kd5hlcnR0xIwZM2Ta1587dw6bNm1CWFgYT5FV3vXr13HkyBGcPHkSbdq0wbBhwzBy5EhB7uiU1LdvX2zevJkrdyyWmJiImTNnSiVFQpKRkYHRo0dDR0cHpqamCAkJQfv27bln/s2bN7Ft2zbBj0Rg+bkze/Zs3Lt3D15eXlKLoitWrICJiQk2bNjAc4TlCw8PR6NGjdC7d28AwNq1a/H777/DwMAA/v7+0NXV5TdAeeKh05tS27JliyQ3N1fmel5enmTLli3cz0JtFzls2DDJiRMnZK6fOnVK4ujoyENEVWNmZiZJTk6WuX7v3j2JmZkZDxFVzpMnTyRubm6Sjh07SoyMjCRGRkaS9u3bS0aOHMm1wBS6bt26SR48eCBz/cGDB5KuXbvyEFHlXb9+XbJo0SKJpaWlZOjQoZL//e9/kuzsbL7DqjRLS0vJo0ePZK4/evRIYmlpKf+AqiglJUUSFBQkWbJkiWTx4sWSzZs3Sy5cuCARi8V8h1YhMzMzSUpKisz1lJQUQT9zMjIyJAEBAZL+/ftLunfvLlm5cmWpz04hMzc3l9y6dUvm+q1btyTm5uY8RFR52dnZknXr1kns7OwkZmZmkvbt20v69OkjmTNnjuT27dt8h1cpLD93OnToILl69arM9atXr0o6dOgg/4CqqF+/fpKLFy9KJJKi7y9zc3NJaGioZPLkyZJp06bxHJ18UemanG3btg2jR4+WOZSXl5eHbdu2cWcaSpsgLwQPHjxA+/btZa6bmJggJSWFh4iqxszMDKtXr8batWvRpEkTAEBmZibWrVsnUwctJHp6eli/fj0kEglevXoFsViMRo0aoWbNmnyHVmmFhYV4+PChzNmWhw8fcqUBQhMUFITw8HBkZWXB3t4ewcHBgj08Xp5atWrh+vXraN26tdT169evQ11dnZ+gqkBfX1/wh+DLoq+vj4CAAJnuRwEBAYL+d+rTpw+0tbXh4OAAGxsbqKqqQiwWyzRaEPLfQ/fu3bF06VL4+vpy31uJiYnw9vZG9+7deY6ufPXr14e7uzvc3d35DuWLsfzcadiwYanlaXXr1hV8O3ugaCxFcUOLP//8E/3798fIkSNhaWmJcePG8RydfFGiI2eSzw6nFktKSuK6CwmZmpoaMjMzZUrqXr58KbiJ5KVZuXIlpk+fjt69e6N58+YAgPT0dLRu3Rrbtm3jObqKiUQiLkFjzdChQ7Fo0SI8ffqUK3G8ffs2AgMDBVt25+/vDx0dHQwYMKDcNtILFy6Uc2RVM2HCBHh7e+Pvv/+W+uyPHDmCqVOn8hxdxXJzc3H37l28fPkSIpEILVu2RPv27QV9lrEYq92PCgsLkZaWhu3bt2PHjh0AUGoTF6E2UwCKnvfz58/HsGHDuO+nwsJCWFtbU0tyOWD5uTNlyhRuUbS4NPbly5dYt26d4GMHis7nvHnzBjo6OoiLi4OTkxMAQF1dHR8/fuQ3ODmjMzpy0qVLF4hEIrx9+xZ169aV+oIuLCxEbm4uRo0ahaVLl/IYZcXmzJmDly9fYvv27dxqR05ODqZNmwZNTU1s2rSJ5wgrJpFIEBcXx3Ui0dfXR48ePQT90vTixQuEhIQgISEBL1++hIqKClq2bAlbW1sMHTpUphuVEInFYuzevRv79+/Hy5cvARR1dho/fjx+/vlnQf47VGblSyQSVamlLV+io6Oxf/9+7ve+bdu2GD9+POzs7HiOrGxisRh+fn4IDg5Gfn4+gP9/2dbR0YGXlxdsbGz4DLFScnNzpbof6evrC7770fPnzyv1z7FQ6//o0SM8ePAAIpEIbdu2RZs2bfgOqUJJSUnYs2dPqc98FxcXJs4GAmw+d4Ci7nFPnjxBQUGB1KJozZo1ZXaohNg9bu7cuXj06BFMTExw/PhxnD17Fo0aNcJff/2FDRs2ICoqiu8Q5YYSHTkJDw+HRCKBp6cnPD09pbZEa9asCV1dXSam22dkZGDs2LF48+YNNzk7KSkJjRs3xt69e7kHAvl67ty5g4kTJ0JPTw+1atXCzZs3MXDgQBQUFODChQvQ19fHrl27mPniA4o62gBgKmYif35+fjhz5gw8PDygrq6O7du3o1evXrCxsUFUVBR27dqFHTt2wNramu9QicBJSmntLVSxsbGYPn06evXqBXV1dfzxxx8YNmwYateujdOnT0MikeDAgQOCbsLBuqqMO6jKGAV5ycnJwcaNG5Geno7Ro0dzYyk2b96MmjVrYsqUKTxHKD+U6MjZlStXYGlpyUSZV1mKVyeTkpJQq1YtGBkZ4ccff2TmvMiVK1ewZ88ePHjwAEDR6qqLi4tgz0WNHj0aVlZW3MP06NGjCA4Oxu+//47s7GxMmDABnTt3hpeXF8+RVs7r16+lVvdYmUugCBITE7nf+2+++UamG5XQWFtbY+PGjdzfZkZGBn744QdcvnwZampq2LZtG2JjYxEaGspzpOVLTU3Fr7/+yn32BgYGGD9+vGBbBJd0+/Zt3LhxA5mZmQCAJk2aoGPHjoI+01hSREQEdu/ejcePHwMAWrduDWdnZzg4OPAaV3kcHBwwcuRIjB49GgAQFxcHX19fnDhxAgUFBZg0aRKaN28u6K5lJbH23GHV9OnTsXr1atStWxcREREYMGCA4M9CyQMlOnJ29+5dqKqqcrXaf/75J8LCwmBgYIDp06dzh1VJ9Th69Cg8PT3x/fffw9LSEgCQkJCAv/76C6tWrYK9vT3PEcrq0KEDoqKiuHNRYrEY5ubmiImJQZMmTRAXF4cFCxYgNjaW50jLl5ubi+XLl+Po0aNScwkGDx6MxYsXMzE1OyMjAwcPHsSTJ0+gpaXFxKR4oGjonZubG65cuSI1OLFbt27YsGGDYJNNS0tLHD16VOp338zMDDExMWjatClSUlLg6OiImzdv8htoOWJjYzFlyhSYmJhwz5zr168jKSkJO3fuFOQcIKDod2bGjBm4fv06dHR0uKnwr169QlpaGiwtLbFlyxZBT4vfu3cvNm3ahLFjx0o97w8cOIDZs2dz5xaExtzcHNHR0WjRogWAot0oMzMznDlzBlpaWrh27RpmzJiB+Ph4niMtH6vPHaCoTE0kEqFZs2YAihL+Y8eOwcDAQLCzaUxNTbnfERMTE8TFxQn6M5YXdrcVGLVkyRK4urrCyMgIT58+hZubG/r164eTJ08iLy8PixYt4jvECj1+/BiXL1/mun+VJMQt3JJ27twJDw8PqS+48ePHY+/evdi+fbsgE53GjRvjxYsX3MteZmYmPn36xJV9tWrVCtnZ2XyGWCmrV6/G1atXsWPHDnTq1AlA0UuHr68vVq9eDR8fH54jlNWhQwecPXsWmpqaSElJwahRo6CpqQkTExPExMQgJCQEoaGhgu48BQDLly/H+/fvcfz4cS4xS0lJwfz58+Hr64v169fzHGHpDA0NERUVxZVZnDhxAnXq1OFKdsRiseAXh/z9/eHk5CTTPcvPzw9+fn6CTXR8fHwgFosRHR1daqdET09P+Pj4YPPmzTxFWLHffvsN3t7eUrs3tra2+Oabb7BlyxbBJjra2tp49OgRl+ikpqZCLBZzA1q1tbWRm5vLY4SVw+pzByg64zJixAg4ODjg5cuXcHJygqGhIY4dO4aXL18K8l2nTZs2WL9+Pbp16waJRILo6Ogyy8OFvKP51cm7n7Wys7S0lDx58kQikUgkAQEBkp9//lkikUgk165dk/Ts2ZPP0Crl4MGDEhMTE0mPHj0kgwYNkgwePJj7n4ODA9/hVah9+/aSx48fy1x//PixxNTUlIeIKubr6ysZOHCg5Ny5c5L4+HjJuHHjJD/99BN3//z585K+ffvyGGHldO3aVXLp0iWZ6/Hx8ZJu3brxEFHFjIyMJJmZmRKJRCKZMmWKZPLkyZKCggKJRCKRFBYWStzc3CSTJ0/mM8RKsbS0LHOeSKdOnXiIqHIuXrwoMTU1lTg6OkrGjh0radeunWTv3r3c/V27dknGjx/PX4CVYGpqWuoskYcPHwr2mSORSCQWFhaSu3fvlnn/zp07EgsLCzlGVHWmpqalPu8fPXok6M9+y5Ytkp49e0oOHDggOXz4sGTgwIFSs09Onz4tsbOz4zHCymH1uSORSCSdO3fm5r79+uuvkpEjR0okEokkNjZWYmNjw2doZUpISJAMHz5c0q1bN4mxsbGkU6dOks6dO8v8r0uXLnyHKle0oyNnEomE2wWJj4/nptY2b94cWVlZPEZWOTt27MDs2bPh6urKdyhfpHnz5oiPj+f6yxe7ePGiYBspzJ49G4sWLcKUKVNQWFgICwsLrFu3jrsvEokwZ84cHiOsnA8fPpTaGrtx48b48OEDDxFVzd9//w0/Pz/ufJ2KigpcXFyY+FsQi8WlnqErno0iVN27d8ehQ4dw4sQJ5OfnY8qUKVI7IM7OznB2duYxwoppamri3r17Mp2a7t27J+iyLzU1Na5pSGnev38v+N20Vq1a4cSJE/jll1+krkdHR8v89xCSX375BXl5edi+fTvy8/NhbW0tVe2hra0Nb29v/gKsJFafOwDw6dMn7vf74sWLXHfHtm3bcl1DhcbS0hK///47gKL5VqdOnRL0M0ZeKNGRM1NTU+zYsQPdu3fH1atXuYfVs2fPmJiPkp2djQEDBvAdxhebOHEifH19ce/ePa7L3fXr1xEeHi7YskENDQ1s3LgRHz9+xKdPn6ChoSF1n5WOUxYWFti8eTPWrl3LHZD88OEDtm7dCgsLC36DK4NIJOK6NKmoqMiUAdSrVw85OTl8hFYl3377LVasWAF/f39oa2sDKDpvtGrVKsEPTjQ2NhZ8aWB5hg8fjiVLluDp06dSZ3SCgoIEWzoFAHZ2dliwYAEWLlyI7t27c7/77969Q3x8PFatWoWBAwfyHGX5ZsyYATc3N1y9elXqs7906RI2btzIb3DlUFVVhYeHBzw8PEq9z0ojCJafOwYGBggNDUXv3r1x8eJFzJ49G0DRqIfiEkIh++uvvyp1Psfb2xszZ85U6LM81IxAzpKSkuDh4YG0tDRMnDiRq/Ncvnw53rx5A39/f54jLJ+npyfMzMy4bjAs+uOPP7Bnzx6pzl/Ozs7o27cvz5Eptvv378PZ2Rn5+fnci2tSUhLU1dWxe/dufPPNNzxHKMvY2Bj16tWDSCRCbm4uVqxYgcGDB3P34+LisHjxYpw5c4bHKCuWnp6OKVOmICUlhTtc+++//+Kbb77Bjh07uGusKR4k2qVLF75DKZNEIsGvv/6KPXv24MWLFwAALS0tODs7Y/z48YJtd5yfn48VK1bgyJEjKCws5FbmCwoKUKNGDTg6OsLT01PwuzqJiYnYt2+f1PP+559/ps5fcsDyc+fy5cuYPn063r17BwcHB67D3fr16/Hw4cMqtZ8Wss8bvigiSnQE4uPHj1BRURF8i+aAgADs3bsXvXv3hqGhoUyb7PHjx/MUmfJKTU2Fl5cXE0Mr8/LyZAYn2tvbo1atWjxHVrrPB8G1adNGavdp27ZtyMnJwcKFC+UcWdVJJBJcvHhRZlAuy5KSkjBkyBDcu3eP71AqhcX5Ue/evUNiYqJUe2lTU1Om/h0UzYMHD+Dq6oq//vqL71AqxPJzp7CwEO/evUODBg24a8+ePUPt2rW5krCEhASYmZkJPuEvS8eOHREZGUmJDvm6cnJycOrUKaSmpsLZ2RkNGzbE3bt30aRJE257V6jKm0IuEokE/+C9ffs2JBIJOnToIHX91q1bUFFRgZmZGU+RfTnWXvYI+VpY+N1/+vQpCgsLZc6EPH78GKqqqlxnLfL1nTt3DioqKvjuu++krsfGxkIsFqNXr148RfbfsPB7ryxY3xFRhkSHzujIWVJSEpycnFC/fn08f/4cI0aMQMOGDXH69Gmkp6dj7dq1fIdYLqGX6FRk2bJlcHFxkUl0MjIyEBQUhEOHDvEUWdkq2qnJyMiQUyT/TUBAABo3bgxHR0ep64cPH8br168Ff6i/sLAQWVlZUFFRYa6e2dfXF3p6ejI7rv/73//w5MkTwZ5P69q1a7n3CwsL5RTJl1u4cCGGDRsmk+jcunULhw8fxm+//cZPYJXw4MED3Lx5ExYWFtDX18eDBw+wf/9+5OfnY9CgQYI/Z+Hn5yfT1hso2mXw9/cXbKJT0SDQ169fyymS/4bV505V0F6B8FGiI2erV6/G0KFDMW/ePO4wPAD06tWr1AeyUOXn5+PZs2fQ09OTKV8TsgcPHqB9+/Yy101MTJCSksJDRBVbuXIlmjZtWmZZY0FBgZwj+jIHDx6En5+fzPVvvvkGbm5ugk10YmJiEBQUhNu3b+PTp08AihpE9OnTB25ubtDR0eE5woqdOnUKO3bskLnesWNHBAYGCvaFIz8/H6NHj4ahoWGp958/f45t27bJOaqq+fvvv7FixQqZ6xYWFli+fDkPEVXO+fPnMXXqVGhoaCAvLw9bt27F/PnzYWxsDLFYDGdnZ+zevVvQyc6TJ09KHejbtm1bpKam8hBR5ezfvx8mJiYyjWeKsTBDB2D3uUMUCztvqArizp07WLZsmcx1bW1twbYsLCkvLw/Lly9HREQEgKIHWcuWLbF8+XJoa2sL9mW1mJqaGjIzM2W2aV++fCnYhE1HRwfu7u6ws7Mr9f69e/cwdOhQOUdVdS9fvuQGPZakqakp2N/9iIgILFu2DCNHjkTnzp1x5MgRDBkyBDo6OoiOjsbQoUMRGhoq6Fa1APDmzRvUq1dP5nrdunUF3dbe2NgYzZo1w5AhQ0q9n5SUJPhERyQS4f379zLX3759K+gdqe3bt8PZ2Rlubm44fvw43N3dMXr0aLi5uQEoGoQaFBQk6ESnXr16ePr0qUx5YGpqKmrXrs1TVBXT09PDhAkTpBqflMTKM5/V5w5RLCp8B6BsyppN8PjxYybKYfz9/ZGUlIT9+/dzLYKBonkX0dHRPEZWOVZWVli/fj3evn3LXcvJycGGDRsEe0DS1NQUd+/eLfO+SCRiYvu8efPmuH79usz1hIQEaGlp8RBRxQICAuDr64v58+fDzc0NO3bsQGRkJEaNGoXffvsN3bt3L3WXSmhatWqF2NhYmevnz58XdG127969pf5WP9egQQPBT/ju0qULAgICpJKawsJCBAYGolOnTjxGVr5//vmHe5keMGAA3r9/j/79+3P37e3tkZyczFd4lWJra4uVK1dK7d48efIEq1evLve8Kd8U5ZnP6nNHmQwaNKjMnUNFIcwlbAVmY2ODbdu2SfXwT0tLg5+fH/r168dfYJX0119/YcOGDTJzT7755htBlwIUmz9/PsaOHYs+ffrAxMQEQNGqcOPGjQV7PmrmzJnIy8sr876+vr7gm0AARfNEVq5ciU+fPuHbb78FUDQ0d926dfj55595jq50aWlpUjMrzMzMkJmZiRcvXkBbWxsTJ04U/MBKAHBycsLy5cvx+vVrqc9+79698PT05Dm6sn0+6PFzzZs3r/A8A9/c3d0xduxY/PDDD+jcuTMA4Nq1a3j37h1+/fVXnqMrX8kZUmpqalKr8xoaGuUmoULg4eEBFxcXDBgwQGqOS6dOnTB//nyeoyvbggULkJ+fX+Z9Y2NjJCUlyTGiL8Pqc6cqhNoeHihaxL19+zZevXolkxgXLxD5+PjwEJl8UaIjZwsWLMDMmTPRo0cPfPz4EePGjUNmZiYsLCy4kgAhe/36damTdvPy8gT9B19MW1sbkZGROHbsGJKSklCrVi0MGzYMP/74o2BbexsYGJR7v2bNmtDV1ZVTNF/OxcUFb968gY+PD3euSF1dHS4uLpg8eTLP0ZVOV1cXiYmJXOnL3bt3IRKJuOG+DRo04M7tCJmjoyPy8/Oxc+dObN++HUDRv5u3t7fgd0RYZ2BggMjISAQHB3PPnMGDB+Onn34S9OBBXV1dPH78GHp6egCKztg1b96cu5+enl5qKaqQ1KtXD6GhoYiLi+M+eyMjI0HPXQIg+M+1spThuSPUnbUzZ87A3d0dubm5qFu3rtT7mUgkUpjPvzKovTRPEhISkJSUhNzcXLRv316wZVOfK16ZHDdunFRbwuXLl+Px48fYvXs33yEqjbCwMHz//fel1kAL2fv37/HgwQPUqlULrVu3FvT8geDgYGzYsAEjR46Euro6Dh06hJ49e3KHyyMjI7F3716ZeTtC9vr1a6irqzNdrmBra4vdu3cL/mwUy0JCQtC8eXP07t271Pvr16/Hq1evSm20QKrH1q1bMWbMGCbK3D/H2nOH9bbw/fv3R8+ePTFnzhxBn0eTB0p05CwiIgJ2dnYyL3f5+fmIjo4WfJZ97do1TJo0CYMGDUJ4eDhGjhyJBw8e4MaNG/jtt99gamrKd4gVevz4MS5fvoxXr15BLBZL3Zs+fTpPUVWdqakpjh49WmpXIfL1HDhwAJGRkcjPz8d3332HqVOncufTHj9+jMLCQvpvUE3Kaq2+evVquLi4cDtrQh9UXJkSElI94uPjER8fX+rzXqhlj6Wd45VIJOjevTsOHDiAtm3bAmBr8CxrfvrpJwwbNkymEcrRo0cF3xYeKOrqeOzYMToLBUp05M7ExAQXLlyQKf/KyspCjx49mBgAlpqaisDAQG5Hql27dpg0aRKMjIz4Dq1Cv//+O7y9vdGoUSM0adJEZjtXiCvzZc0SycnJQd26daGiUtRT5MqVK/IMq8pyc3MRGBiIS5culfrSwcI5o4pERUXBxsYGderU4TsUKZmZmVizZg3i4+Px+vVrmZdtoT53jI2Noa2tjRo1akhdT0tLg5aWFlRVVQU/qLiiEhKh/92ybOvWrdi2bRtMTU3RtGlTmfJqoXbsKz4/+jmJRMI1IhCJRIL9uy3G6nMHKBoEGh4ejlatWkldf/LkCYYNG4Zr167xFFnlTJ8+HXZ2dmV2a1UmdEZHzoofUJ/LyMhgpgRJT08Pvr6+5f4zgYGBGDVqFOrXry+nqCpnx44dmD17tuDbYJdUUFCArl274ocffuCuSSQSeHl5wcXFhTtkK3ReXl64cuUKBg8eXOpLhyJYsmQJOnToILhEZ8GCBUhPT8fUqVMF2+GuNCNGjMDt27fh7+8vtWvWvn177Nmzp8Lza0KwZs0aDBs2jMkSkkOHDuHatWvo2rUrhg0bhujoaGzZsgX5+fkYPHgwZs6cyXeI5QoNDcWqVauY2zVr2rQpTExMMHHiRG4hSyKRYOLEifD19RV82VQxVp87AJtt4Usu+PTq1Qvr1q3DgwcPYGhoKDM+w9bWVt7h8YYSHTlxcHCASCSCSCTChAkTpH7pCgsL8ezZM3z33Xc8Rvh17dy5EwMGDBBcopOdnY0BAwbwHUaVREREYO7cubh06RKWLFnC1TgvXrwYffv2ZeJlDyhqKRoQECDolrr/lVA3yBMSEnDgwIEyV4qFatmyZfjjjz/g7OwMFxcX/PTTT3yHVGUZGRkYP348c0nOvn37sGnTJlhbW2PDhg148eIF9u3bBycnJxQWFmLv3r3Q1tbGyJEj+Q61TAUFBbC0tOQ7jCqLjIzEokWLsH37dqxbt45bzBKJRDA3N2fmmc/qcwf4/7bw69ev53aUhd4Wftq0aTLXStu1ZGE38GuiREdO+vbtC6Boq9ba2lrqQF5x1ywW2ktXllBf+H744QdcuHABo0eP5juUSmvVqhVCQ0OxYcMGODg4YPXq1YJ90Janfv36gu4ypciaN28u2L/Jinz//fcwNzfHvHnzEBMTI9hzFWWxtrbGnTt3mKuVP3jwIJYtWwZ7e3v8/fffGD58OLy9vTF8+HAARR0sQ0JCBJ3oODo64tixY6W+AApZw4YNsW3bNhw4cACOjo6YP38+Bg4cyHdYVcbyc4fFtvAstBznAyU6clJ8yF1XVxd2dnZSwzZLI9Raf9a1atUKmzZtwq1bt0rdzhXqoWZVVVV4eHjA2toa7u7usLe3Z670a9asWdi0aRPWrFnD3Oo26zw9PeHv7w8fHx9myl5K0tbWxr59+xAYGIghQ4Yw9fLEaglJWloat6DSrl07qKioSM1P69q1q2BnjxX7+PEjfv/9d8THx8PIyEjms1+4cCFPkVXOmDFj0LVrV8ydOxdnz57lO5wqY/m5w2pbeCKLmhEIlKWlJY4ePcrcKmCxkq2nhaS8adhCP9RcLCsrC4sXL8bly5dx8OBBrgOP0Dk4OCA1NRUSiQQtWrSQeekQYiOIqhLq732XLl2Ql5eHwsJC1KpVS2ZmFEsH4hMTE5GQkAAHBwc0aNCA73AqZGxsXOY9IZeQdOvWDQcOHODORvXq1QsHDhzgZnY9efIEDg4OuHHjBp9hlmvcuHFl3hOJRGV29ROa/Px8+Pv74/Lly9iyZYvgni9lUaTnDmt8fX2hp6cns3j7v//9D0+ePMGiRYt4ikz+aEdHoCj/rB5nzpzhO4T/rFGjRti6dWuZ94XaCKK4fJPIn6JMIQeK2qqX1cZeiAtErJaTtG3bFsnJyVyic+7cOan7Dx8+FPwqvdBbAFeWmppaubtP3t7emDlzpuDm67D23ElKSoKhoSFUVFQq/LstbwFDCE6dOoUdO3bIXO/YsSMCAwMp0SFE0eXn5+PZs2fQ09OT2VlgnVAbQbA0o+hL6erqCvL36fNZEIpK6AtEHz9+rLBsWSjc3d3LLZ1OS0sT9Pmckp48eYLU1FR06dIFtWrVKrP7KasiIyPh7OwsuESHteeOg4MD4uLi0LhxY66BVGnPFCHvxBZ78+ZNqZ1869ati6ysLB4i4o/wvpEJsz58+IBatWoBADp37izIL/S8vDwsX74cERERAIpWPVq2bInly5dDW1ubqbbTZRHyy15OTg5OnTqF1NRUODs7o2HDhrh79y6aNGki6DbZtra2OHz4MBo1aiR1PScnB0OGDOFKHqOiovgIr1JSU1Nx5MgRPH36FIsWLULjxo1x7tw56Ojo4JtvvuE7PIVVWFiInTt3IjQ0FK9eveKeORs3boSuri53uF9oKmp4MnbsWKmfhXiuNCsrC7Nnz8bly5chEolw+vRptGzZEp6enmjQoAEWLFjAd4hfhZCf+Sw9d/766y8uWWShjL08rVq1QmxsrMwcoPPnzwtqx1seVPgOgLClrPk5ubm5mDRpEvdzUFCQIPvm+/v7IykpCfv375dKxLp3747o6GgeI1N8SUlJ6N+/P4KCgrBnzx68ffsWAHD69Gn4+/vzHF35nj9/LjPgFCjaGczIyOAhoqq5cuUK7O3tcfv2bZw+fRq5ubkAgOTkZGzZsoXn6BTbjh07EB4eDg8PD6kzCoaGhjh8+DCPkX1dS5YswatXr/gOQ8qqVaugqqqKmJgYbhEOAOzs7BAbG8tjZMqBteeOrq4ut9Onq6tb7v+EzsnJCevWrcPmzZtx5coVXLlyBZs2bYK/vz+cnJz4Dk+uaEeHVElMTAzq168vNSguNzcXLi4uPEZVeX/99Rc2bNgg1T0IAL755hukpqbyE5SSWL16NYYMGYJ58+ahY8eO3PVevXrB3d2dx8jKVnJVLzY2VqoUQCwWIz4+nokvPX9/f8yePRsTJ06U+uy//fZb/O9//+MxMsV39OhRLF++HN27d8fSpUu560ZGRnj48CGPkX1dQtxViIuLw+7du9GsWTOp661bt0ZaWhpPUSkPlp874eHhaNSoEXr37g0AWLt2LX7//XcYGBjA399f8M99R0dH5OfnY+fOndi+fTuAouTN29ubuQG6/xUlOgIl1Fr/PXv2YMyYMahfvz6cnJzw7t07uLi4oEaNGggKCuI7vAq9fv0ajRs3lrmel5enUDXbQnTnzh0sW7ZM5rq2tjZevnzJQ0QVKzl/4/MyF1VVVejq6jJR/nL//n34+fnJXNfU1FSoem0h/g1nZGRAT09P5rpEIsGnT594iEh55ObmSu3kFHvz5g3U1NR4iEi5sPzc2blzJ7y9vQEAN27cQHBwMDw9PXH27FmsWrWq3IZAQjFmzBiMGTMGr1+/hrq6utT8RmVCpWtyZmtrW+ofeE5OjtQ8haioKDRv3lyeoVWKnp4edu3ahR07dmD//v1wdnZGzZo1ERQUJKja7LKYmpoiJiZG5vqhQ4dkdnnI16WmpoZ3797JXH/8+LHgDtEWS0pKQlJSEnR0dBAfH8/9nJSUhMTERJw6dQp9+vThO8wK1atXr9Rk8t69e4I+G1VVQtxVMDAwwLVr12Sunzx5ksmJ8Szp3Lkzdx6zmFgsxq5du9CtWzd+glIiLD93/v33X+58y59//on+/ftj5MiRmDt3bql/z0L06dMnXLx4EadPn+aejRkZGXj//j3PkcmX8LYMFBzrtf5AUVvFnTt34ueff4a5uTkCAgJKXTUTIjc3N0yaNAkpKSkoLCzE/v378eDBA9y4cYPpVqQsNIKwsbHBtm3bsHHjRu5aWloa/Pz80K9fP/4Cq0BBQQFatmyJ7OxsmWYErPjxxx/h5+eHTZs2QSQSQSwWIyEhAWvWrFGoMoagoCDBvUBNnToVCxYsQEZGBiQSCU6fPo1Hjx4hIiICAQEBfIen0Dw8PODk5ITExEQUFBRg3bp1SElJQXZ2NkJCQvgO76sZNGiQIFfrWX7u1KlTB2/evIGOjg7i4uK4cy3q6ur4+PEjv8FVwvPnz+Hi4oL09HTk5+fDysoKdevWRVBQEPLz80utrlBUNDBUTopr/adNm4bVq1eXWusfFxeHU6dO8RVimYrbLH4uLS0NmpqaUkkOC0MfU1NTERgYiKSkJOTm5qJdu3aYNGkSjIyM+A6tXL6+vvDy8pK5npubi8mTJws+UXv79i1mzpyJxMREvH//HlpaWsjMzISFhQUCAwMFvSP47bffIjQ0FK1bt+Y7lC9S/MUWHh6OwsJCqKqqorCwEAMHDsTq1atRo0YNvkMsVWXLQ4TeuvzatWvYtm2b1DNn2rRpsLa25ju0r0aow3Lfvn2L//3vf1Kf/dixYwXZLKdYZc8P6ejoVHMk/w2rzx0AmDt3Lh49egQTExMcP34cZ8+eRaNGjbhzvkLusAkULbBoaGhgxYoV6NatG/e3efnyZSxevBinT5/mO0S5oURHTsobLlWy1l+IZTBVqUUV+gtHZQlx6Gbfvn0xaNCgMhtBHDhwgK/QqiQhIYF76Wjfvj169OjBd0gVWrlyJdTU1ATbNKGy0tPTcf/+fbx//x7t2rUTfOJmbGwMLS0tNG7cuMyyNJFIxMQCS0WE2J65KgYOHIigoCBBllxXRGgDN0uWNBb/3pdcbCyeAyT0WS7FWHvuAEXHCTZu3Ij09HSMHj0aPXv2BABs3rwZNWvWxJQpU3iOsHzdunVDSEgI2rZtK7UI8ezZM/z444+4desW3yHKDSU6cmZjY4MjR44wWwKjLIQ4YT01NRVjxoyBi4tLqY0gWH1B+py9vT0CAwMF9cJUPHupVatWMDU1Re3ataXulze1nCVC+713dXXFpUuXYG1tjWHDhqFPnz5QUVHMo6VC++yLVXaGFMuE9tm3a9cOzZo1w5AhQ9CnT58yGxOVt4DKEqF9/oqgS5cuCAkJgYGBgVSic+3aNcycORMXL17kO0S5oTM6cqQItf6fPn1CSkoKd8CwadOm0NfXl5oPoQiEmP8XN4KYMGECVFRUcPz4caipqSEgIEBhkhwAePbsmeC6Ud2/fx/t2rUDADx69EjqnhA7fX0pof3eBwYGIiMjAxEREVi7di2WLl2KwYMHY9iwYWjbti3f4X1VQvvsiynCudKKCO2zP3fuHMLDwxEWFobQ0FAMGjQIjo6O0NfX5zu0aiG0zx8Arl69Wu79Ll26yCmSL2NlZYVff/0Vy5cv5669f/8eW7ZsQa9evXiMTP4o0ZGjmjVrIjk5me8wvohYLMamTZtw4MABbtBjsXr16mHs2LGYOXOmwq62CgXLjSBYJvTzT4pMW1sbkydPxuTJk3H16lWEhYXB0dERhoaG2LdvH/3+VxNFmSHFoqZNm8LV1RWurq64du0awsLCMHz4cBgYGMDR0RGOjo70XVvNxo0bJ3Ot5KKW0MsGFyxYAGdnZ9jZ2SE/Px/u7u54/PgxGjVqhPXr1/MdnlxRoiNngwYNwuHDh5mr9ffz80N4eDjmzp0La2trNGnSBACQmZmJuLg4bNq0CQUFBfDw8OA5UsVSViMINTU1vHjxAqNHj+auKcI5BaF78uQJUlNT0aVLF9SqVYurlSfyYWZmhufPnyMlJQX37t0T3M6fIlGUGVKs69y5Mzp37ow5c+Zgzpw5WLp0Kfr164eGDRvyHZpC+3xHp6CgAPfu3cOmTZvg5ubGU1SV16xZMxw9ehTHjx9HcnIycnNz4ejoCHt7e6VbHKJER84KCwsREhKCixcvMlXrf/ToUaxduxbfffed1PUWLVpg5MiR0NHRwfz58ynR+cr69u3LdwgEQFZWFmbPno3Lly9DJBLh9OnTaNmyJTw9PdGgQQN64atmN27cwJEjR3DixAm0bt0aQ4cOhb29PerWrct3aAorKSkJAJ0r5dv169dx5MgRnDx5Em3atMGSJUsE1SRHUZXcwSxmZWWFmjVrYvXq1QgLC+MhqqpRVVXF4MGD+Q6Dd5ToyBmrtf7F7YDL0rRpU+Tl5ckxIuWgKF3sWLdq1SqoqqoiJiYGAwYM4K7b2dlh9erVCpPoCO0ZFBQUhPDwcGRlZcHe3h7BwcEKcwCbBYpwrpRFL168QEREBMLCwpCTkwN7e3uEhITA0NCQ79CqhdCeO+Vp3LixzLubUEVERODgwYN4+vQpDh48CF1dXezbtw8tWrRQqkVUSnTkjNVa/65du2Lt2rVYt26dTAvO169fw8/PD127duUpuq9D6EM3laURhBDFxcVh9+7daNasmdT11q1bV3rmBQuEdijY398fOjo6GDBgQLltpIW6E14Vurq6ZXbX4gvL50qrQmgDN/v06QNtbW04ODjAxsYGqqqqEIvF3C5bMUVJ+oX23AEg81kDRQloUFAQE5/7gQMHsHnzZkyYMAE7duzgGorUr18fv/76q1IlOtRemies1fqnp6fD1dUVDx8+hKGhIRo3bgwAePXqFe7fvw99fX0EBAQIqiVwaVgcuqlsjSCOHTsGW1tbQXWS69ixI8LDw9G6dWupVp137tyBi4sLLl++zHeIX8W1a9dgbm4ONTU1vkMBUPqB4M+JRCLs379fDtH8d48fP0Z6ejp0dHTQqlUrvsOpFBZnSLE+cLPki3Txe8Hnr2oszdGpiNCeO0DRfwORSCTzuVtYWGDFihWC74BnZ2eHOXPmoG/fvlLfWffv38e4ceMU5jurMoS1fKQEWK31b968OY4ePYrY2FjcunULmZmZAABzc3O4ubnB2tqaiRftmJgY1K9fv8yhm0LEeiOIf//9F2pqatxO4LVr1xASEsK98I0dOxYdO3bk/nl7e3u+Qi1T586dERERgdmzZ3PXxGIxdu3ahW7duvEXWAUqO+y3uESyc+fO1RlOlQlx4aGyAgICYG5uju7duyM7OxuzZs3CpUuXABS9pFpZWWH9+vWCP2/B4rlSW1tb7v+zOHCT9dlEd+/eRf369bm5OBEREQgNDeWe+T/99BN+/PFH7p8X2nMHkP1voKKiAk1NTcFVepTl2bNnUoNni6mpqSndMQNKdOSM5Vp/FRUV9OrVi+ke7Hv27MGYMWNQv379UoduChHrjSBmzJiBqVOnok+fPvjzzz8xY8YM9O7dG5aWlnj8+DHGjRuHLVu2oE+fPnyHWiYPDw84OTkhMTERBQUFWLduHVJSUpCdnY2QkBC+wyvT1q1boaWlhcaNG5dZHiISiegsWDU4cOAA9ze7bt06ZGdnIywsDPr6+nj06BGWLl2KNWvWYMWKFTxHWj4Wz5WKRKJKDdwUKtbbdi9cuBALFixAy5YtcejQIfj6+mL48OEYPHgwHj16BC8vL+Tl5cHR0ZHvUMvE+n+DFi1a4N69ezL/HrGxsYLfjfra2PrrVwCs1/rfvn0bN27c4HZ0mjRpgo4dO8Lc3JznyCqHxaGbrDeCSElJgYGBAYCiAZBubm5wdXXl7v/vf//D5s2bBZ3oGBoa4uTJkwgODoaGhgZyc3Px/fffY+zYseX+t+Fbz549cenSJZiammLYsGHo06cPEzuvZcnIyMDBgwfx5MkTaGlpCXqI4uvXr9GgQQMAwMWLF7FmzRouYTA2NsbixYvxyy+/8BlipbC4q6YoAzdZ/b598uQJV5p54MABLFq0CCNGjODum5mZYefOnYJOdICiz//y5ct4/fq1zNBcIe5kljRx4kQsW7YM+fn5AIr+XaKiohAYGAhfX1+eo5MvSnTkLDc3t9Qe5m/evBFUfernXr16hRkzZuD69evQ0dGROqOzatUqWFpaYsuWLdx1IWNt6CbrjSBq1KiB9+/fAyjaTu/Zs6fU/Z49e8LPz4+P0KpEXV0dVlZWMDY25r707ty5A0C6VEZIAgMDkZGRgYiICKxduxZLly7F4MGDMWzYMLRt25bv8CrUoUMHnD17FpqamkhJScGoUaOgqakJExMTxMTEICQkBKGhoYI8HKyjo4N//vkHurq6EIlEqFGjhtT9GjVqCHqB4nMsnStlfeAm69+3tWrVQlZWFnR1dZGRkSGTmHXo0AHPnj3jKbrK2blzJzZu3Ig2bdpw5eLFhPp7X9Lw4cOhrq6OjRs3Ii8vD3PnzoWWlhY8PT2lygaVATUjkLNJkyahffv2mD17NndATFdXF25ubpBIJNi8eTPfIZZq5syZePHiBVauXCnzgvTw4UN4enpCS0tLkPGXNXQzLS0NmpqaUkmOEIdust4IYsqUKTAwMMDcuXPh7OyMXr16Yfz48dz9Q4cOYdeuXTh16hSPUZbv/PnzmDdvHrKzs5k+FHz16lWEhYXh1KlTMDQ0xL59+wSd5BsbGyMuLg6NGzfG1KlTIRaLsXXrVq4Llbu7O3Jzc7Fz506+Q5Wxe/duHDlyBDt27MCZM2dw6tQprF27Fnp6enj69Ck8PT3RqFEjQT4zSyrrXOnChQsFfa70c5mZmZgzZw6uXr2K+Ph4QQ/cZPn7Figq9VVTU8OKFSswa9YstGnTRup8Y0BAAKKionDs2DH+gqxAjx494O7ujqFDh/Idyn+Wl5eH3NxcwSbG1Y12dOSM1Vr/2NhYBAcHl7oK3LZtW3h5eVWqQxIfWG+jyHojCHd3d4wZMwYvXrxAp06dsGHDBty5c4c7qxAdHQ0fHx++wyyXr68vBgwYgGnTpsms7rHEzMwMz58/R0pKCu7du4dPnz7xHVKl/f333/Dz8+POW6ioqMDFxUWqDFJInJ2dkZ6ejh9//BEtW7bE8+fP0b9/f9SoUQOFhYVo164d1q9fz3eYFWL5XCnA5sBNlr9vgaJn/ujRo/HTTz/B1NQUe/fuxZUrV7hn/s2bN7Ft2za+wyyXiooKLC0t+Q7jP3v16hV3tk4kEslUhSgDSnTkjNVafzU1Nbx7967M++/fvxds6Z0iHLRmuRGEvr4+Dh06hI0bN2LXrl3Iy8vDsWPHoKqqClNTU2zYsEHwyWhmZiYmTpzIbJJz48YNHDlyBCdOnEDr1q0xdOhQ2Nvbo27dunyHVi6RSMTtxqqoqMjEW69ePeTk5PARWqV4eXlh9OjROHv2LJ4+fQqJRIKmTZvC0tISPXr0YKIEhsVzpawP3GT5+xYAtLW1ERERgcDAQJw9exYSiQS3b9/Gv//+i44dOyIkJARmZmZ8h1muCRMmIDg4GIsWLeI7lC/y7t07+Pj44Pjx41ypdY0aNTBgwAAsXboU9erV4zlC+aFEhwcs1vrb2dlhwYIFWLhwIbp37869cLx79w7x8fFYtWoVBg4cyHOUFWN56CarB1OBoiYQ69evh0QiwatXryAWi9GoUSMmPncA6N+/Py5fvgw9PT2+Q6mSoKAghIeHIysrC/b29ggODhbkeZaySCQS9O/fHyKRCLm5uUhOTpaKPzU1VfDJp76+PnOH4Eti8Vwp6wM3FeH7tn79+nB3d2dq/lJJzs7OcHV1Rd++fWFgYCDTua+yrfv54uXlhXv37iEgIIAb33Djxg2sWLECS5YswYYNG3iOUH7ojI6csVrrn5+fjxUrVuDIkSMoLCzkXlALCgpQo0YNODo6wtPTU7BffCwP3SzvYGpaWprgD6Yqgry8PMyaNQuampowNDSU+dIreeZISIyNjaGjo4PevXuXm1QKtYPQ52fm2rRpAwsLC+7nbdu2IScnR7DxA0WJwt27d/Hy5UuIRCK0bNkS7du3Z2I3B2DzXCnrAzdZ/75VBMuWLcOhQ4fQrVs3NGnSRObvddWqVTxFVjkWFhbYtWuXzIyia9euwcXFBTdv3uQnMB5QoiNn/fr1g5WVFbO1/u/evUNiYqLUroKpqangS2DWrl2L8PBwzJo1q8yhm0OGDBHkLBrWD6YCRaUkISEhSEhIwMuXL6GiooKWLVvC1tYWQ4cOlelIJTSHDh2Ct7c31NTU0KhRI6l7IpFIsAP+KlPHLxKJsH//fjlEo1zEYjH8/PwQHBzMtXgt/rrV0dGBl5cXbGxs+AyxUu7fvw8nJye0a9cOly5dgo2NjdS5UiHucj5//rxS/5zQZ6Ww+n0LAElJSdizZ0+pz3wXFxfB/zt07NgRGzZsQO/evfkO5Yv07t0bAQEBMDIykrqelJQEV1dXnD9/nqfI5I8SHTmztLRERESEIL8cvoSQW4yWZGVlhdWrV8sM3SwWGxuL+fPn4+LFi3KOrGIdO3ZEcHAwN4Pjc4mJiRg3bhxu3Lgh58gq586dO5g4cSL09PRQq1Yt3Lx5EwMHDkRBQQEuXLgAfX197Nq1S9BffFZWVhg3bhxcXV0FueunDAoLC5GVlcVNKBc6Pz8/nDlzBh4eHlBXV8f27dvRq1cv2NjYICoqCrt27cKOHTtgbW3Nd6gVysnJQXBwMJKSkpCbm4t27doJ/lwp4U9sbCymT5+OXr16QV1dHX/88QeGDRuG2rVr4/Tp05BIJDhw4ACaNm3Kd6hl6tOnD3bt2sVs2enBgwdx8uRJrF27lvucX758iQULFuD777/HqFGjeI5QfuiMjpyxWutfFjMzMxw9elTwDwOWh26yfjB15cqVcHJy4ppCHD16FMHBwfj999+RnZ2NCRMmYOPGjfDy8uI50rIVFBTAzs6OkhwexMTEICgoCLdv3+a6xGloaKBPnz5wc3ODjo4OzxGWLiIiAhs3buRKR/T19fHDDz9gwoQJmDVrFlRVVbF161YmEh0Wz5UCbJ9rfPDgAW7evAkLCwvo6+vjwYMH2L9/P/Lz8zFo0CB0796d7xDL5O/vjwULFmD06NEAihpa+Pr64sSJE5g1axYmTZqE9evXC7r8a/r06diyZQtWrVqF2rVr8x1OlYWEhODJkyfo06cPN3oiPT0dNWvWxOvXr3Hw4EHunxXiWI2viXZ05IzVWv+yHkj79+/HoEGDuJkEQq2Vd3V1RWFhYZlDN+fNm4caNWogICCApwjL5uPjg3PnzpV7MLVPnz5YvHgxz5GWrkOHDoiKikLLli0BFJX0mJubIyYmBk2aNEFcXBwWLFiA2NhYniMt28qVK6GpqcnEJPvyZGRk4ODBg3jy5Am0tLQEPy0+IiICy5Ytw8iRI6GmpoYjR45gyJAh0NHRQXR0NP755x+EhoaidevWfIcqw9LSEkePHpX6vTczM0NMTAyaNm2KlJQUODo6Cr5WnsVzpayfazx//jymTp0KDQ0N5OXlYevWrZg/fz6XaF69ehW7d+8WbLJjbm6O6OhotGjRAkBR5YeZmRnOnDkDLS0tXLt2DTNmzEB8fDzPkZbNwcEBqampkEgkaNGihcy7mtCTg6o0S1CEzrTloR0dOYuKikJcXBzU1NRw5coVqXsikUiwic6vv/4KY2NjmZaEEokEDx48QO3atQVdwubj4wNXV1d899135Q7dFKKFCxdCLBbDzc2tzIOp8+fP5znKsjVu3BgvXrzgXvgyMzPx6dMnLmFr1aoVsrOz+QyxQmKxGLt27cKFCxdgZGQk86Un1AS/Q4cOOHv2LDQ1NZGSkoJRo0ZBU1MTJiYmiImJQUhICEJDQwXbfSogIAC+vr6ws7MDUDQTa/r06YiJicHo0aPh5uYGPz8/QXZAMjQ0RFRUFKZMmQIAOHHiBOrUqcOVkYjFYkHvxBZjcYaUj48PxGIxoqOjyzzX6OPjI9hzjdu3b4ezszPc3Nxw/Phxbi6Nm5sbgKIdk6CgIMEmOtra2nj06BGX6KSmpkIsFnMLotra2sjNzeUxwooJfeRBRRQ9eakKSnTkbOPGjZgxYwZztf5z5szBwYMHMX/+fKmHa/v27bF69WoYGBjwGF3FWB66qaamBh8fH3h4eDB5MNXW1hbe3t7ctOzt27ejS5cuXMvaR48eQVtbm+coy5ecnAwTExMARYezSxJygv/x40duFX79+vXo3Lkztm7dyrXbdXd3x8aNG7Fz506eIy1dWlqaVJmRmZkZMjMz8eLFC2hra2PixIlwdnbmMcKyzZo1C66urjhz5gzU1dVx48YNqWYnsbGx3O+UkLE4Q4r1gZv//PMP1qxZAwAYMGAA5s2bh/79+3P37e3tERYWxld4FRo8eDC8vLzwyy+/QE1NDfv27YONjQ2X2CclJXFJkFBVNlGIioqCjY0N6tSpU80RVU16ejpEIhE3/+r27ds4duwYDAwMMHLkSJ6jky9KdOSM1Vp/V1dXfPvtt/Dw8ICNjQ3mzJnDzAyUYiwP3QSAunXr4ttvv+V+ZqURxOzZs7Fo0SJMmTIFhYWFsLCwwLp167j7IpEIc+bM4THCiv322298h/Cf/f333/Dz8+N2o1RUVODi4gJXV1eeIyubrq4uEhMTuZeiu3fvQiQScS/dDRo04M7tCE337t1x6NAhnDhxAvn5+ZgyZQqsrKy4+87OzoJN0kpi8Vwp6+caAUgNylVTU5OqptDQ0JAZkyAkv/zyC/Ly8rB9+3bk5+fD2tpaavCmtrY2vL29+QvwK1qyZAk6dOgguERn7ty5GDFiBBwcHPDy5Us4OTnB0NAQx44dw8uXL5Vqx4cSHTlzcHBAdHQ0k7X+5ubmCAsLw7JlyzBs2DD4+fkx8aJdEsuHUz/HSiMIDQ0NbNy4ER8/fsSnT5+goaEhdZ+Fw9isEolEUi9Mn+/+1atXDzk5OXyEViljx46Fl5cX7ty5A3V1dRw6dAiDBw/m2pHfunVLkOdzihkbGwu2LLCylixZglmzZiEhIYGZc6WsD9zU1dXF48ePueTy4MGD3IFyoGi1Xsgdy1RVVeHh4VHmuAYWv2/LItRj7v/88w/3OZ84cQKGhoYIDQ3FhQsXsHTpUkp0SPVhtda/mIaGBtasWYPjx49j4sSJKCws5DukSinvcOqqVasEfTi1rEYQhYWFCAwMFHwjiGLq6upQV1fnOwylIpFI0L9/f4hEIuTm5iI5OVnqxTs1NVXQJUljx46FSCRCZGQk8vPzMXToUEydOpW7b25uDj8/Px4j/HLFg0S7dOnCdyjlYvFcKevnGkePHs11twOKznuVdP78eandfUI+9+nTJ27X8uLFi9zMrrZt2+Lly5d8hiZ31HVNzsqrC2ZtcN+///6LxMRE9OjRQ2bb9t9//4WWlpZgSvRYHrpZvCr8eSOIq1evwtTUlGsEwdLvTkmpqanw8vJiNn4h+7wzUJs2bWBhYcH9vG3bNuTk5Ag+Sa4sodbLlyYpKQlDhgwRZNeyklieIcXywE1F9uDBA7i6ugp20HJVdOzYEZGRkVyzHaEYPnw4unXrht69e+Pnn3/G77//DmNjY9y8eRMzZ85UqoGhtKMjZ4pQ61+sWbNm3EG3z9nZ2Um1VuUby4dTWW8EUZHc3FxcvXqV7zAU0pAhQ8q9P23aNDlFIh9CrZdnGavnSgHZc41EGAoKCpCWlsZ3GArN3d0d06dPx+7du+Hg4MDt5J85c0ahSgcrgxIdUi2EtlHI8uFU1htBVLRTk5GRIadIlFthYSGysrKgoqIiM0tKUQjpudO1a9dy77NS9svquVKWB24CwKFDh3Dt2jV07doVw4YNQ3R0NLZs2YL8/HwMHjwYM2fO5DvEMlU0CPT169dyikR5devWDZcuXcK7d+/QoEED7vqIESOkBqAmJCTAzMxMsO8/XwMlOkQpsH44leVGECtXrkTTpk3LTM4KCgrkHJFyiYmJQVBQEG7fvs11KNPQ0ECfPn3g5uYGHR0dniNUTPn5+Rg9erTM+Ypiz58/x7Zt2+QcVdWxeK60ooGbzs7Ogh64uW/fPmzatAnW1tbYsGEDXrx4gX379sHJyQmFhYXYu3cvtLW1BdsmeP/+/TAxMZFpPFNM6DN0qkJXV1fmb0IoatSoIZXkAJBp6z1p0iRBVd9UB2H+1yHkK2P9cCrAbiMIHR0duLu7c0MfP3fv3j0MHTpUzlEph4iICCxbtgwjR45E586dceTIEQwZMgQ6OjqIjo7G0KFDERoaKujOZawyNjZGs2bNyiwfTEpKYiLRYXGGFOsDNw8ePIhly5bB3t4ef//9N4YPHw5vb28MHz4cQFF75pCQEMEmOnp6epgwYQIGDx5c6n0Wnvm2trY4fPgwGjVqJHU9JycHQ4YM4c4XRUVF8RHeVyOkXfDqQokOUQqsD90s6ccff0SnTp2QmJhY6mq80BpBmJqa4u7du2UmOiKRSCketnwICAiAr68v99n37dsX06dPR0xMDPfi5+fnh61bt/IcqeLp3bt3ubNOGjRoAAcHB/kF9IVYPFfK+sDNtLQ0dOrUCQDQrl07qKioSDUR6dq1K9auXctTdBUrfuaXleiw8Mx//vy5VOe7Yvn5+VRuzRhKdEi1EOpKH6tDNz/HUiOImTNnIi8vr8z7+vr6CtF9R4jS0tKkDp6amZkhMzMTL168gLa2NiZOnMjE0EoWVXSmpXnz5hWeZSBfjuWBm7Vq1ZJ6Zmpqaso02BDqoFwAWLBgAfLz88u8b2xsjKSkJDlGVHklv4tiY2Olfm/EYjHi4+Ohq6vLR2jkC1GiQ6qF0FdrirEydLMqhPbZV9QVrmbNmvTFUU10dXWRmJjI1WXfvXsXIpGIm53ToEEDQb8wVZWQ6+WJ/LA+cLNt27ZITk7mvpfOnTsndf/hw4cyZy2ERMifbUVKdqJcsGCB1D1VVVXo6urKXCfCRt8IpEpev35dZsem5ORkGBkZAQCio6OhpaUlz9DKpShDNxVJWFgYvv/+e5n5QOTrGTt2LLy8vHDnzh2oq6vj0KFDGDx4MGrUqAEAuHXrFhPncxSpXt7W1ha7d+9m4nNnFesDN93d3cttkZ6WlibY8znl2bp1K8aMGSPoro/FO002NjY4cuSIzDNH0bBY0VJVlOiQKrG3t8eKFSvQu3dvqeu7d+/Gpk2bcPv2bQCQWj0Tgl9//bXUoZsSiQQPHjzghm4S+SmeeUKJTvUZO3YsRCIRIiMjkZ+fj6FDh2Lq1KncfXNzc/j5+fEYYeWwWC9fVlv19PR0hIWFcbtq48ePl2dYSmH06NHl3p8zZ46cIvkyxedzyjJ27Fipn4U2KLe0UQ4SiQQ7d+5Ez549uVbGQj0bW1BQgJYtWyI7O1vhEx2hVYBUB0p0SJU4OTlhxowZGDp0KBYuXIjs7GzMmzcP9+/fh7+/P9/hlUnRh24KWVnzRD59+oSRI0dyTROuXLkiz7CUxpgxYzBmzJhS732+qyC0FyaW6+VXrlwJbW1tbvesmFgsRkREBFRVVSESiSjRIf+Z0AbldunSpdTrEokEI0eO5M7G3rt3T86RVU7NmjWRnJzMdxj/ydOnT1FYWCjzjH/8+DFUVVW50scbN27wEJ18UaJDqmTSpEmwsrLCvHnzMGjQIGRnZ8Pc3ByRkZGCrstlfehmVQhtZ6qgoABdu3bFDz/8wF2TSCTw8vKCi4sLtLW1eYyOlCS0FyaW6+VHjBiB27dvw9/fX+oMYPv27bFnzx5aXKlmLA/crCqhrco3bdoUJiYmmDhxIreQJZFIMHHiRPj6+gr6fFGxQYMG4fDhw3B3d+c7lC+ycOFCDBs2TCbRuXXrFg4fPsxkN8UvRYkOqTI9PT188803OH36NICiLl9CTnKKsTx0syqE9qUXERGBuXPn4tKlS1iyZAk3RG7x4sXo27cvvfAJiNB+d1iul1+2bBn++OMPODs7w8XFBT/99BPfISkN1gdusi4yMhKLFi3C9u3bsW7dOm4xSyQSwdzcnIlnfmFhIUJCQnDx4kWYmpqidu3aUveFfp7377//xooVK2SuW1hYYPny5TxExB9hDNogzEhISMCgQYPw5MkTREZGwtvbG8uXL8fs2bORnZ3Nd3gVKh66OXnyZKaGbgJFjSDKUnKbPTo6WlDT7lu1aoXQ0FA0adIEDg4OSEhI4DskwpCS9fKs+f7773Hw4EH88ccfcHFxwcuXL/kOSSkUD9zcsmULAgMDsXXrVri7u2PKlCmYPn06FixYgIMHD/IdpsJq2LAhtm3bhh9++AGOjo5MNAn53P3799GuXTtoaGjg0aNH+Pvvv7n/CbXkriSRSIT379/LXH/79i1T7z1fA+3okCqZMGECnJycMGvWLNSsWRP6+vro1q0bPDw8YG9vj/Pnz/MdYqWwNnQTYLcRBFBUZuTh4QFra2u4u7vD3t5eIXfTyNfHer28trY29u3bh8DAQAwZMkRwu2aKiPWBm4pizJgx6Nq1K+bOnYuzZ8/yHU6VsF7a1aVLFwQEBGD9+vXcOcHiLrMVNbtQNJTokCrZs2ePzOFyPT09hISEYMeOHTxF9WVYGroJsNsIoqTu3bsjLCwMixcvRu3atQWVSBLhYr1eXiQSYfLkybCyskJCQgITpb4sY33gpiIxMDDAoUOH4O/vj2+++Qbq6up8h1QlT548QWpqKrp06YJatWoxM2Tc3d0dY8eOxQ8//IDOnTsDAK5du4Z3797h119/5Tk6+aJEh1RJWR20VFRUpA4Os06Iq66sNoL4XKNGjbB169Yy7wcGBmLUqFGoX7++HKMiQsZ6vXwxU1NTmJqalnrP0tJScIsrrGJ94GZVCX1QrpqaWrl/o97e3pg5c6ag5utkZWVh9uzZuHz5MkQiEU6fPo2WLVvC09MTDRo0EGwTlGIGBgaIjIxEcHAwkpKSUKtWLQwePBg//fQTNzdQWdByKqm0s2fPYtOmTdwZi/j4eEyaNAnOzs5U7ywnxY0gnj9/jnfv3jHTCKIqdu7cyeR5DEUg1Bcm1uvlK0OIiyuscnd3R5s2bcq8z8rATVtbW2RlZclcz8nJga2tLfdzVFSUIEuWKysyMrLU8yR8WrVqFVRVVRETE4NatWpx1+3s7BAbG8tjZJWnra2NOXPmIDAwEJs3b8b06dOVLskBaEeHVFJoaCiWL18OIyMj7N+/H0uWLIGPjw/s7OygoqKClStX4sOHD5gwYQLfoSqshIQEeHh4oGHDhoiMjMT169exfPlynDt3Dj4+PmjQoAHfIX4V9ML39dna2uLw4cMyXctycnIwZMgQbl6NUA8Ns14vT+SL9YGbxVgclPslhPjMj4uLw+7du2XK21u3bo20tDSeoipfUlISDA0NoaKiwnWsLIuxsbGcouIfJTqkUn777TcsXboUI0aMwKVLl+Dq6or58+dzXxgWFhbYtWsXJTrVSFEaQRD5U5QXJlbr5YmwCW1+FMuDchVFbm6u1E5OsTdv3kBNTY2HiCrm4OCAuLg4NG7cGA4ODhCJRKUmkUIe1lodKNEhlfLs2TNYW1sDAL799luIxWKp6cddu3bFsmXL+ArvqxPiy5MiNYIg8qEoL0ys18sTYRPajgLLg3IVRefOnREREYHZs2dz18RiMXbt2oVu3brxF1g5/vrrL+6cU8lnv7KjRIdUSsOGDZGWlgYdHR1kZGTg06dPSE9Ph6GhIYCimmdFKZ0ChPfFByhPIwjy9SjKC1PJevkBAwZw1+3s7LB69Wom/h0qIsTFFcIPlgflKgoPDw84OTkhMTERBQUFWLduHVJSUpCdnY2QkBC+wytVyUUrFhaw5IUSHVIptra2WLRoERwcHHDmzBk4ODhg9erVEIlEEIlEWLt2LaysrPgOs0KvX78us7NLcnIyjIyMABQN3dTS0pJnaOU6e/Ysbt++DWtra3Tq1Anx8fHYs2cPxGIx+vXrx8TBWiJ/ivLCxGK9fFUJcXGF8KfkoFxW/25ZZmhoiJMnTyI4OBgaGhrIzc3F999/j7Fjxwrq3aAs4eHhaNSoETd3b+3atfj9999hYGAAf39/pUqEqOsaqRR3d3d07doV0dHRMDExwbJly+Do6IipU6di0qRJaNiwIebOnct3mBWyt7dHTEyMzPXdu3dj+PDh3M/NmzfnhmzxLTQ0FNOnT8e5c+fg6uqKo0ePYtq0adDW1oauri5WrlzJfF/8Dx8+cP+/c+fOzM1aELKSL0ysYrFevqqCgoKgra3NdxhEIFgflFsVgwYNgoaGBt9hyFBXV4eVlRUcHBwwatQomJub486dO0yUhe3cuZP7Hr1x4waCg4O5ZkarVq3iOTr5oh0dUil16tTB8uXLpa45Ozvjp59+QkFBAerWrctTZFXD4tBNRWkE4evrCy8vL5nrubm5mDx5MtdZKygoSN6hKTRFeGFisV6+vFlRJU2fPh0AuKF+hBRjdVBuZXdZdXR0AAA+Pj7VGc4XOX/+PObNm4fs7GyZ3VYWDvP/+++/aNWqFQDgzz//RP/+/TFy5EhYWlpi3LhxPEcnX5TokP9EXV291NV3oQ6/Y3HopqI0goiJiUH9+vUxc+ZM7lpubi5cXFx4jEo5sPrCVIzFevmtW7dCS0sLjRs3LrMsTSQScYkO4Y9Q50exOii35Iyf4t/9kmfQirslCjlZ8PX1xYABAzBt2jQ0adKE73CqrE6dOnjz5g10dHQQFxcHJycnAEXvbB8/fuQ3ODkT3l82UQhCrjcvHrp5+vRpABD80E1FaQSxZ88ejBkzBvXr14eTkxPevXsHFxcX1KhRg3ZxqhmrL0zFWKyX79mzJy5dugRTU1MMGzYMffr0gYoKVYvLE+vzo4oH5QLAo0ePpO4JuXmFSCRCs2bNMGTIEPTp00eQSWRFMjMzMXHiRCaTHADo0aMHvLy8YGJigsePH6NXr14AgH/++UepzucAlOgQJcPi0E1FaQShp6fHldipqKjg+PHjUFNTQ0BAgGDmVygqVl+YSiqulzc2NuZmAt25cweA9AqyUAQGBiIjIwMRERFYu3Ytli5disGDB2PYsGFo27Yt3+EpBdbnR7E6KPfcuXMIDw9HWFgYQkNDMWjQIDg6OkJfX5/v0Cqtf//+uHz5MvT09PgO5YssXboUGzduRHp6OjZv3swl+3fv3sWPP/7Ic3TyJZIIeemdMKtjx46IjIwUXOmaqamp1NBNAEhNTYWHhwfS09MFOXQzNzcXq1atws2bN9GxY0d4eXnht99+w4YNG/Dp0yd06dIFGzduROPGjfkOtVJu3LiBn3/+Gebm5ggICCj1kDkhJbFeLw8AV69eRVhYGE6dOgVDQ0Ps27ePfverSfFOzbRp07B69epS50fFxcXh1KlTfIVYJSwPyr127RrCwsJw8uRJGBgYwNHREY6OjoLf3czLy8OsWbOgqakJQ0NDmV2p8ePH8xQZqSpKdEi1EGqic+XKlVLn0YjFYuzYsYOpeTQfP34UfCOI4unMn0tLS4OmpqbUi154eLg8Q1NKrL4w9evXD1ZWVszWywNFnQWLy+/u37+PuLg4Qf/tsszY2LjMeyXnR/Xp00eOUVVdWYNyFy5cyNyg3MzMTMyZMwdXr15FfHw8GjZsyHdI5Tp06BC8vb2hpqYmU/ooEokE33nt6tWr5d4vec5X0VHpGqkWQn15UqShmyw0gujbty/fIRCU/cLk6enJxAsTy/XyN27cwJEjR3DixAm0bt0aQ4cOhb29PSU51UhR5kcpwqDc69ev48iRIzh58iTatGmDJUuWoH79+nyHVaGNGzdixowZcHV1FfzuU2lK66xW8r2MhV3wr4USHVIthLhRqCxDN4X02VNHKWFg/YWJxXr5oKAghIeHIysrC/b29ggODi53p4F8XYowcJPVQbkvXrxAREQEwsLCkJOTA3t7e4SEhHANdFhQUFAAOzs7JpMcQHZHp6CgAPfu3cOmTZvg5ubGU1T8oESHVMnWrVvh7Ows07Xpw4cP2LVrF/diK7Thd6GhoVi+fDmMjIywf/9+LFmyBD4+PtyDbOXKlfjw4YPgZ9Gw7NOnT0hJScHLly8BAE2bNoW+vj53VopUH1ZfmIotWbIEs2bNQkJCAjP18v7+/tDR0cGAAQMgEonKLM0Uesc7VinC/ChWB+X26dMH2tracHBwgI2NDVRVVSEWi7mdtmJCTvwdHBwQHR2NX375he9QvkjJc2nFrKysULNmTaxevRphYWE8RMUPSnRIlWzbtg2jR4+WSXTy8vKwbds2wQ6/U5ShmywSi8XYtGkTDhw4gLdv30rdq1evHsaOHYuZM2cyu3LGAlZfmIpFRUUhLi4OampquHLlitQ9kUgkyESnuAb+n3/+KfOfEWqJr6JgfX4Ui4NygaJ29mlpadi+fTt27NgBQLbSQOhNRIo/5wsXLsDIyEhmcYXVBYrGjRvLdN5UdJTokCop6/ByUlKSIFszF1OUoZss8vPzQ3h4OObOnQtra2vunEVmZibi4uKwadMmFBQUwMPDg+dIFRerL0zFWKyXZ7U1sCJhfX4Ui4NyAQj+oH5lJCcnw8TEBEBRe/6SWFig+Hz3DCgqKQwKChL0Tlp1oESHVEqXLl24uS39+/eX+kMvLCxEbm4uRo0axWOE5VOUoZuVIbSH8NGjR7F27Vp89913UtdbtGiBkSNHQkdHB/Pnz6dEpxqx+sJUjPV6ecIP1udHsTgoF4BCDKRkfaGiuOPp5ztpFhYWWLFiBU9R8YMSHVIpnp6ekEgk8PT0xIwZM6TqP2vWrAldXV107NiRxwjLpyhDNytDSM0IAOD9+/flfik3bdoUeXl5coxI+bD6wlSM9Xp5AMjIyMDBgwfx5MkTaGlpMTdAkUWsv6wC7A3KLen27du4ceMGMjMzAQBNmjRBx44dYW5uznNkiu/zXTUVFRVoamqW2qlV0dEcHVIlV65cgaWlpUy9qtApwtDNyjaCuHbtGszNzQVz9sLV1RWFhYVYt24dNDU1pe69fv0a8+bNQ40aNRAQEMBThMrh48ePSE5OxqtXr2SmxQv9hcnX1xcREREwNjZmpl6+Q4cOOHv2LDQ1NZGSkoJRo0ZBU1MTJiYmuH//PtLT0xEaGqp0ZSR8YHV+FKuDcl+9eoUZM2bg+vXr0NHR4b5XX716hbS0NFhaWmLLli2C/r4lioMSHVIld+/ehaqqKoyMjAAAf/75J8LCwmBgYIDp06cL5uW6slgYulnMxMQEFy5ckPlyyMrKQo8ePQT7pZeeng5XV1c8fPgQhoaGUl969+/fh76+PgICAtC8eXOeI1VcrL4wFSttJkQxkUiE/fv3yzGayjE2NkZcXBwaN26MqVOnQiwWY+vWrVwHKnd3d+Tm5mLnzp18h6qwWB+4yeqg3JkzZ+LFixdYuXIl2rZtK3Xv4cOH8PT0hJaWFjZv3sxThMrh9u3buHz5Ml6/fi2zuCXExaHqwtayPOHdkiVL4OrqCiMjIzx9+hRubm7o168fTp48iby8PCxatIjvEKuEhaGbxVhtBNG8eXMcPXoUsbGxuHXrFlfGYG5uDjc3N1hbW9PZi2rm6+uLAQMGMPfCVIz1EqS///4bfn5+3E6UiooKXFxc4OrqynNkio31+VGsDsqNjY1FcHCwTJIDAG3btoWXl1e5ixfkv9u5cyc2btyINm3ayPz+sLCb+TVRokOq5PHjx1wnkhMnTqBr167w9/dHQkIC5syZw1yiUxYhbXSy3ggCKHqx69WrF3r16sV3KEqJ1RcmlhX/zQJFv/+f7xrXq1cPOTk5fISmNFifH8XioFwAUFNTw7t378q8//79e+aqP1izf/9+rFy5EkOHDuU7FN5RokOqRCKRcFug8fHx6N27N4CiVfusrCweI1NcrDeCKEYHU/nD6gsTyyQSCbcwkZubi+TkZKnzOKmpqZR4VjPW50exOCgXKNoxW7BgARYuXIju3btzSf67d+8QHx+PVatWYeDAgTxHqdhUVFRgaWnJdxiCQIkOqRJTU1Ps2LED3bt3x9WrV+Ht7Q2gaE4NfWlXjyFDhgAoasfMYiOI8g6mrlq1ig6mygGrL0wsW7VqldTPrVq1kvr55s2b+P777+UZktJhfX4Ui4NygaLzH2KxGG5ubigsLETNmjUBFLWJr1GjBhwdHTF//nyeo1RsEyZMQHBwsMJU2fwX1IyAVElSUhI8PDyQlpaGiRMncp2+li9fjjdv3sDf35/nCL+Ojh07IjIyUlBndFhtBEEHU/l36NAheHt7Q01NDY0aNZK6JxKJFGLAHyGfu3//PpycnNCuXTtcunQJNjY2UvOjhL7DaWVlhXHjxjE1KLekd+/eITExUWoX39TUlInmP6wTi8VwdXXF48ePYWBgILO4tXXrVp4ikz9KdMhX8fHjR6ioqHArN6wTYjOCYcOGwdXVFf3798fTp09hZ2eHfv364c6dO+jVq5dgV246duyI4OBgbnDf5xITEzFu3DjcuHFDzpEpD9ZfmFhXWFiIrKwsbpYFkZ+cnBwEBwcjKSkJubm5aNeuHTPzo7p27YrDhw8LPiEjwrNs2TIcOnQI3bp1Q5MmTWQaEHy+46zI2KqBIYKQk5ODU6dOITU1Fc7OzmjYsCFSUlLQpEkTaGtr8x3eVyHE/J/VRhB0MJV/BQUFsLOzoyRHzmJiYhAUFITbt2/j06dPAAANDQ306dMHbm5u0NHR4TlCxcfywE2WB+U+ePAAN2/ehIWFBfT19fHgwQPs378f+fn5GDRoELp37853iAotPDwcW7Zs4c5RKzNKdEiVJCUlwcnJCfXr18fz588xYsQINGzYEKdPn0Z6ejrWrl3Ld4jlquzQzaCgIMElbaw2gqCDqfxj+YWJVREREVi2bBlGjhyJzp0748iRIxgyZAh0dHQQHR2NoUOHIjQ0FK1bt+Y7VIXF+vyo4vNEFy5cYGZQLlD0uU+dOhUaGhrIy8vD1q1bMX/+fC7ZdHZ2xu7duynZqUYNGzYUVEUKn6h0jVRJcb3zvHnzpM6xXL9+He7u7jhz5gzfIZaL1aGbQNGB8ebNm6N79+7w8vLC8ePH0apVK1y5cgULFiwQ7Gefn5+PFStW4MiRI2UeTPX09KRdnWrk6+uLiIgIGBsbM/XCxLIBAwZgxowZsLOzA1C0izB9+nTExMRAJBLBzc0NBQUFSlUrL2+sDtwsxuKgXAAYNWoUunXrBjc3Nxw/fhw+Pj4YPXo03NzcAAD+/v64e/cu9uzZw3OkiuvIkSOIjY3FqlWrZBZ2lQ3t6JAquXPnDpYtWyZzXVtbGy9fvuQhoqphdegmUNRm2sPDA3/++Sd++eUXrovTqVOnBN1eWk1NDT4+PvDw8KCDqTxJTk7myh7v378vdU/ZhsfJS1pamlTrdDMzM2RmZuLFixfQ1tbGxIkT4ezszGOEio/1+VGsDsr9559/sGbNGgBFCf+8efPQv39/7r69vT3CwsL4Ck8p/Pbbb0hNTUWPHj3QokULmcWt8PBwniKTP0p0SJWUdd7i8ePHgj5kqwhDN42NjXHs2DGZ6/PmzWPi7EXdunXx7bffcj+XlXSSr4/VFyaW6erqIjExES1atABQ1DVRJBJxL90NGjTgzu2Q6kHzo/hTcliumpqa1Pw3DQ0NvH37lq/QlELfvn35DkEwKNEhVWJjY4Nt27Zh48aN3LW0tDT4+fmhX79+/AVWAUUZuqlIjSDMzMxw9OhR6Ovr8x0KIV/d2LFj4eXlhTt37kBdXR2HDh3C4MGDUaNGDQDArVu36HxONaP5UfzQ1dXF48ePuQTz4MGDaN68OXc/PT0dTZs25Ss8pVB83rgiUVFRsLGxQZ06dao5Iv7QGR1SJW/fvsXMmTORmJiI9+/fQ0tLC5mZmbCwsEBgYKDg/1iuXLnC5NBNQLYRxMmTJ9GyZUts2LBB0I0gympjuX//fgwaNAgNGzYEQOdEiOI5cOAAIiMjkZ+fj++++w5Tp06Furo6gKJd8MLCQkr0qxHNj+JHSEgImjdvXmbHr/Xr1+PVq1dYsWKFfAMjMoQ4SuNro0SHfJGEhARuLkH79u3Ro0cPvkOqFFaHbgLsNoIwNjaGsbGx1C4aAFy9ehWmpqaoXbu2oA/WEiIPyrCyKm80P4qQ8glxOPrXxt6yNuFVREQE7Ozs0KlTJ3Tq1Im7np+fj+joaDg4OPAXXCUsWbIErq6uMDIywtOnT+Hm5oZ+/frh5MmTyMvLE+wsGoDdRhBz5szBwYMHMX/+fKl2ou3bt8fq1athYGDAY3SECMOSJUvQoUMHSnS+IpofRQihv35SJQsXLiz1EOH79++ZKD0qa+jmqlWrcPr0aZ6jKx+rjSBcXV2xYcMGeHt7Y82aNSgoKOA7JEIEh4orvr7i+VFE/g4dOoT58+fjyJEjAIDo6GgMGDAAtra22Lx5M8/REWVCOzqkSsrqlJWRkSFTmiRErA7dBNhtBAEA5ubmCAsLw7JlyzBs2DD4+flRxzVCSLVideAm6/bt24dNmzbB2toaGzZswIsXL7Bv3z44OTmhsLAQe/fuhba2NkaOHMl3qEQJUKJDKsXBwYFrzzxhwgSpL4zCwkI8e/YM3333HY8RVo6pqSl27NiB7t274+rVq/D29gYAPHv2TPCzFhYsWICZM2eiR48e+PjxI8aNG8c1gigexCZkGhoaWLNmDY4fP46JEyeisLCQ75AIIQqM5kfx4+DBg1i2bBns7e3x999/Y/jw4fD29sbw4cMBFJVbh4SEUKJD5IISHVIpxT3Z7927B2tra2hoaHD3itszC31XAWB36CYA1KtXD3v37mW2EUSxH3/8EZ06dUJiYiJ0dHRk7v/777/Q0tKiunpCyH9C86P4kZaWxp3hbdeuHVRUVGBhYcHd79q1q2C7hCobXV1dJrvQVoVi/9uRr6a4J7uuri7s7Oy4FqllEWoHIZaHbrLeCKKkZs2aoVmzZqXes7OzU/h2l4QQoqhq1aqFvLw87mdNTU2ZdwEallu9bG1tcfjwYZm26jk5ORgyZAjXWj0qKoqP8ORK2G92RHCGDBlSYZIDFHUQevXqlRwiqrqcnBwcOnQI/v7+ePPmDQAgJSUFr1+/5jewCrDeCKKy6FA2UUbKsLJKlEPbtm2RnJzM/Xzu3Dno6upyPz98+BAtWrTgIzSl8fz5c+48ckn5+fnIyMjgISL+0FOVVAuhvqx+PnRzxIgRaNiwIU6fPi3ooZsA+40gCFFGtLJKlI27u3u51RxpaWl0PqealByCGxsbK/VuIBaLER8fL5V0KgNKdIhSWb16NYYOHcoN3SzWq1cvuLu78xhZ2RSlEQQhyohWVomyKVlaXZqxY8dK/SzUUncWTZs2jfv/CxYskLqnqqoKXV1dmeuKjhIdolRYHLqpKI0gCFEmtLJKSOXQsNyvJykpCUDROIojR47I7CQrI0p0iFJhceimojSCqCxq+0oUAa2sElI5Qi11Z1VBQQFatmyJ7OxsSnRAiQ5RMiwP3RwyZEil/jnWV8foS48oAlpZJYTwoWbNmlLNIJQddV0j1UKoHYQWLFiA3NxcqaGb/fr1g4aGBhNDNytDqIlCeV3tSj6Uo6OjS52vQwhrSq6sEkKIvAwaNAiHDx/mOwxBEN6bKBE01jsIKcrQTRbZ29tjxYoV6N27t9T13bt3Y9OmTbh9+zYAoHnz5jxER8jXRyurhBA+FBYWIiQkBBcvXoSpqSlq164tdV+RRlJUhBIdUiWsdxBSpKGbrHFycsKMGTMwdOhQLFy4ENnZ2Zg3bx7u378Pf39/vsMjpFoUr6wKtasjIUTx3L9/H+3atQMAPHr0SOqesp2DpUSHVIqidBBauHAhvvvuOzRu3FjqevHQTUp0qs+kSZNgZWWFefPmYdCgQcjOzoa5uTkiIyPRtGlTvsMjpFrQyioh5RNqqTvLfvvtN75DEAz6zSKVoigdhGjoJr/09PTwzTff4PTp0wAAOzs7SnKIQqOVVaKsWC91VwRPnjxBamoqunTpglq1apX5DqTIKNEhlcJ6ByFlGrop1NWxhIQEeHh4oGHDhoiMjMT169exfPlynDt3Dj4+PmjQoAHfIRLy1dHKKlFWrJe6sywrKwuzZ8/G5cuXIRKJcPr0abRs2RKenp5o0KABEwvTX4vw3oaIYLHcm10Rhm6yvjo2YcIEODk5YdasWahZsyb09fXRrVs3eHh4wN7eHufPn+c7REKqDa2sEmWhKKXuLFu1ahVUVVURExODAQMGcNft7OywevVqSnQIKQ3LHYQUYegm66tje/bsQdeuXaWu6enpISQkBDt27OApKkKqF62sEmWjKKXuLIuLi8Pu3bvRrFkzqeutW7dGWloaT1HxgxIdUiWsdxBiceimoqyOfZ7kFFNRUZH6YiREkdDKKlE2rJe6K4Lc3FzUqlVL5vqbN2+gpqbGQ0T8oUSHVImydBAS0tBNRVgdO3v2LG7fvg1ra2t06tQJ8fHx2LNnD8RiMfr164eRI0fyHSIh1YJWVokyYrnUXRF07twZERERmD17NndNLBZj165d6NatG3+B8YASHVIl1EFI/lhfHQsNDcXy5cthZGSE/fv3Y8mSJfDx8YGdnR1UVFSwcuVKfPjwARMmTOA7VEK+OlpZJcqI5VJ3ReDh4QEnJyckJiaioKAA69atQ0pKCrKzsxESEsJ3eHJFiQ6pEuogxA+WV8d+++03LF26FCNGjMClS5fg6uqK+fPnY+zYsQAACwsL7Nq1ixIdopBoZZUoK9ZL3VlmaGiIkydPIjg4GBoaGsjNzcX333+PsWPHQktLi+/w5IoSHfJFqIOQfLG8Ovbs2TNYW1sDAL799luIxWJ06dKFu9+1a1csW7aMr/AIqVa0skqUlbKUuguVuro6rKysYGxszDUyunPnDoCiLq7KghIdUiXUQYg/rK6ONWzYEGlpadDR0UFGRgY+ffqE9PR0GBoaAgDS0tJohg5RWLSySpQVlbrz5/z585g3bx6ys7NlzhyLRCLcu3ePp8jkjxIdUiXK0kFIiEM3WV0ds7W1xaJFi+Dg4IAzZ87AwcEBq1ev5ga4rl27FlZWVnyHSUi1oZVVooyo1J0/vr6+GDBgAKZNm4YmTZrwHQ6vhPUmRwSP9Q5CLA/dZHV1zN3dHQUFBYiOjkbHjh3h5eWF3377DVOnTsWnT5/QpUsXzJ07l+8wCakWtLJKlB2VustfZmYmJk6cqPRJDkCJDqki1jsIsTx0k9XVsTp16mD58uVS15ydnfHTTz+hoKAAdevW5SkyQqofrawSZUWl7vzp378/Ll++DD09Pb5D4R0lOqRKWO0gpChDNwHFWR1TV1eHurq6zHVLS0scPXoULVu25CEqQr4uWlklykpZSt2FaMmSJZg1axYSEhJgaGgoU4o/fvx4niKTP0p0SJWw2kFIEYZuKsvqmJCGtRLyX9HKKlFWrJe6sywqKgpxcXFQU1PDlStXpO6JRCJKdAgpC6sdhFgfugnQ6hghLKKVVaKsWC91Z9nGjRsxY8YMuLq6QkVFhe9weEWJDqkyVjsIsTx0E6DVMUJYRCurRFmxWuquCAoKCmBnZ6f0SQ5AiQ6pIpY7CLE8dBOg1TFCWEQrq0RZsVrqrggcHBwQHR2NX375he9QeEeJDqkS1jsIsTp0E1Ce1TEWGysQUhZaWSXKitVSd0VQ/G5w4cIFGBkZyZTMCnXuXnWgRIdUCesdhFgdugkoz+oYNSMgioRWVokyY7XUnXXJyckwMTEBUDSDryRlW0ykRIdUCesdhFgdugmwvzq2detWODs7yySXHz58wK5duzB9+nQAQFBQELS1tfkIkZCvjlZWibJiudSddazO3asOIgktn5IqyMvLw6xZs6CpqUkdhHjw8eNHJCcn49WrVzKDT4W+OmZiYoILFy6gcePGUtezsrLQo0cP+tIjCmncuHFl3hOJRNi/f78coyFEfvr16wcrKytmS92JYqAdHVIlitJBiMWhm6yvjpX1GSclJaFBgwY8RERI9aOVVaKsWC91J4qBEh1SJax3EGJ56CarjSC6dOkCkUgEkUiE/v37SyU7hYWFyM3NxahRo3iMkBBCyNfGeqk7UQyU6JAqYb2DEMtDN1ldHfP09IREIoGnpydmzJiBevXqcfdq1qwJXV1ddOzYkccICSGEfG00LJcIASU6pEpY7yDE8tBNVlfHhgwZAgBo0aIFLC0tZb7sCCGEKB5FKXUnbKM3DlIlrHcQYnnoJuurYxoaGnjw4AGMjIwAAH/++SfCwsJgYGCA6dOnC/7zJ4QQUnmsl7oTxUCJDqkS1nuzszx0k/XVsSVLlsDV1RVGRkZ4+vQp3Nzc0K9fP5w8eRJ5eXlYtGgR3yESQgj5SlgvdSeKgdpLE6Vy//59ODk5oV27drh06RJsbGykhm4KuSzMysoK48aNY3Z1rFOnTggPD4eenh4CAwNx+fJl7N69GwkJCZgzZw7OnTvHd4iEEEK+kpUrV0JTU5PZUneiGGhHhygVlodusr46JpFIuNk/8fHx6N27NwCgefPmyMrK4jEyQgghXxvrpe5EMVCiQ5SOuro6rKysYGxszL1437lzB4Cwh26y3gjC1NQUO3bsQPfu3XH16lV4e3sDAJ49e8ZcJzlCCCHlY73UnSgGSnSIUmF56Cbrq2Oenp7w8PDAn3/+iV9++QWtWrUCAJw6dYraSxNCiIKhYblECOiMDlEq/fr1g5WVFXNDNwFg3LhxZd4TiUTYv3+/HKP5ej5+/AgVFRXUrFmT71AIIYQQokAo0SFKxdLSEhEREYJuOqDIcnJycOrUKaSmpsLZ2RkNGzbE3bt30aRJE2hra/MdHiGEEEIUCJunmgn5QsVDN4n8JSUloV+/fggKCsKePXvw9u1bAMDp06fh7+/Pc3SEEEIIUTS0o0OUSl5eHmbNmgVNTU0mh26yrLit97x589CxY0dERkaiZcuWuH79Otzd3XHmzBm+QySEEEKIAqFmBESpsD50k2V37tzBsmXLZK5ra2vj5cuXPERECCGEEEVGiQ5RKhs3bsSMGTOYHbrJMjU1Nbx7907m+uPHj6GpqclDRIQQQghRZPSmR5QK60M3WWZjY4Nt27ahoKCAu5aWlgY/Pz/069ePx8gIIYQQoojojA5RKitXroSmpiazQzdZ9vbtW8ycOROJiYl4//49tLS0kJmZCQsLCwQGBqJOnTp8h0gIIYQQBUKJDlEqvr6+iIiIgLGxMZNDNxVBQkICkpKSkJubi/bt26NHjx58h0QIIYQQBUSJDlEqijp0kwURERGws7ODmpqa1PX8/HxER0fDwcGBn8AIIYQQopAo0SGEyIWJiQkuXLiAxo0bS13PyspCjx49cO/ePZ4iI4QQQogiohPZhBC5kEgkEIlEMtczMjJQr149HiIihBBCiCKj9tKEkGrl4OAAkUgEkUiECRMmSJ2LKiwsxLNnz/Ddd9/xGCEhhBBCFBElOoSQatW3b18AwL1792BtbQ0NDQ3uXs2aNaGrq0vtpQkhhBDy1dEZHUKIXISHh8POzg7q6url/nNRUVGwsbGhdtOEEEII+U8o0SGECIqlpSWOHj2Kli1b8h0KIYQQQhhGzQgIIYJCay+EEEII+Roo0SGEEEIIIYQoHEp0CCGEEEIIIQqHEh1CCCGEEEKIwqFEhxBCCCGEEKJwKNEhhAiKrq6u1FBRQgghhJAvQYkOIUQubG1tkZWVJXM9JycHtra23M9RUVFo3ry5PEMjhBBCiAKiRIcQIhfPnz+HWCyWuZ6fn4+MjAweIiKEEEKIIqP6EEJItfrrr7+4/x8bG4t69epxP4vFYsTHx0NXV5eP0AghhBCiwEQSms5HCKlGxsbGZd5TVVWFrq4uFixYgD59+sgxKkIIIYQoOkp0CCFyYWNjgyNHjqBRo0Z8h0IIIYQQJUBndAgh1a6goAAtW7ZEdnY236EQQgghRElQokMIqXY1a9ZEcnIy32EQQgghRIlQokMIkYtBgwbh8OHDfIdBCCGEECVBXdcIIXJRWFiIkJAQXLx4Eaampqhdu7bU/YULF/IUGSGEEEIUESU6hBC5uH//Ptq1awcAePTokdQ9kUjER0iEEEIIUWDUdY0QQgghhBCicOiMDiFErp48eYLY2Fh8+PABAEBrLYQQQgipDlS6RgiRi6ysLMyePRuXL1+GSCTC6dOn0bJlS3h6eqJBgwZYsGAB3yESQgghRIHQjg4hRC5WrVoFVVVVxMTEoFatWtx1Ozs7xMbG8hgZIYQQQhQR7egQQuQiLi4Ou3fvRrNmzaSut27dGmlpaTxFRQghhBBFRTs6hBC5yM3NldrJKfbmzRuoqanxEBEhhBBCFBklOoQQuejcuTMiIiKkronFYuzatQvdunXjJyhCCCGEKCxqL00IkYv79+/DyckJ7dq1w6VLl2BjY4OUlBRkZ2cjJCQEenp6fIdICCGEEAVCiQ4hRG5ycnIQHByMpKQk5Obmol27dhg7diy0tLT4Do0QQgghCoYSHUKI3Hz8+BHJycl49eoVxGKx1D1bW1ueoiKEEEKIIqKua4QQuTh//jzmzZuH7OxsmSGhIpEI9+7d4ykyQgghhCgi2tEhhMhFv379YGVlhWnTpqFJkyZ8h0MIIYQQBUdd1wghcpGZmYmJEydSkkMIIYQQuaBEhxAiF/3798fly5f5DoMQQgghSoJK1wghcpGXl4dZs2ZBU1MThoaGUFWVPiI4fvx4niIjhBBCiCKiZgSEELmIiopCXFwc1NTUcOXKFal7IpGIEh1CCCGEfFW0o0MIkQsrKyuMGzcOrq6uUFGhqllCCCGEVC962yCEyEVBQQHs7OwoySGEEEKIXNAbByFELhwcHBAdHc13GIQQQghREnRGhxAiF2KxGLt27cKFCxdgZGQk04xg4cKFPEVGCCGEEEVEiQ4hRC6Sk5NhYmICALh//77UPZFIxEdIhBBCCFFg1IyAEEIIIYQQonDojA4hhBBCCCFE4VCiQwghhBBCCFE4lOgQQgghhBBCFA4lOoQQQgghhBCFQ4kOIYQQQgghROFQokMIIYQQQghROJToEEIIIYQQQhTO/wE6n3rIZvv6egAAAABJRU5ErkJggg==",
      "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": "2023-10-31T18:59:01.105895Z",
     "start_time": "2023-10-31T18:59:00.657104Z"
    },
    "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": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}