src/plots/plots_mn.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using the `WANDB_DISABLED` environment variable is deprecated and will be removed in v5. Use the --report_to flag to control the integrations used for logging result (for instance --report_to none).\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Tracking run with wandb version 0.16.6\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: W&B syncing is set to \u001b[1m`offline`\u001b[0m in this directory.  \n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Run \u001b[1m`wandb online`\u001b[0m or set \u001b[1mWANDB_MODE=online\u001b[0m to enable cloud syncing.\n",
      "05/12/2024 17:38:00 - WARNING - __main__ - Process rank: -1, device: cpu, n_gpu: 0distributed training: False, 16-bits training: False\n",
      "05/12/2024 17:38:00 - INFO - __main__ - Training/evaluation parameters Seq2SeqTrainingArguments(\n",
      "_n_gpu=0,\n",
      "adafactor=False,\n",
      "adam_beta1=0.9,\n",
      "adam_beta2=0.999,\n",
      "adam_epsilon=1e-08,\n",
      "auto_find_batch_size=False,\n",
      "bf16=False,\n",
      "bf16_full_eval=False,\n",
      "data_seed=None,\n",
      "dataloader_drop_last=False,\n",
      "dataloader_num_workers=0,\n",
      "dataloader_pin_memory=True,\n",
      "ddp_bucket_cap_mb=None,\n",
      "ddp_find_unused_parameters=None,\n",
      "ddp_timeout=1800,\n",
      "debug=[],\n",
      "deepspeed=None,\n",
      "disable_tqdm=False,\n",
      "do_eval=True,\n",
      "do_predict=False,\n",
      "do_train=False,\n",
      "eval_accumulation_steps=None,\n",
      "eval_delay=0,\n",
      "eval_steps=None,\n",
      "evaluation_strategy=no,\n",
      "fp16=False,\n",
      "fp16_backend=auto,\n",
      "fp16_full_eval=False,\n",
      "fp16_opt_level=O1,\n",
      "fsdp=[],\n",
      "fsdp_config={'fsdp_min_num_params': 0, 'xla': False, 'xla_fsdp_grad_ckpt': False},\n",
      "fsdp_min_num_params=0,\n",
      "fsdp_transformer_layer_cls_to_wrap=None,\n",
      "full_determinism=False,\n",
      "generation_config=None,\n",
      "generation_max_length=None,\n",
      "generation_num_beams=None,\n",
      "gradient_accumulation_steps=1,\n",
      "gradient_checkpointing=False,\n",
      "greater_is_better=None,\n",
      "group_by_length=False,\n",
      "half_precision_backend=auto,\n",
      "hub_model_id=None,\n",
      "hub_private_repo=False,\n",
      "hub_strategy=every_save,\n",
      "hub_token=<HUB_TOKEN>,\n",
      "ignore_data_skip=False,\n",
      "include_inputs_for_metrics=False,\n",
      "jit_mode_eval=False,\n",
      "label_names=None,\n",
      "label_smoothing_factor=0.0,\n",
      "learning_rate=5e-05,\n",
      "length_column_name=length,\n",
      "load_best_model_at_end=False,\n",
      "local_rank=-1,\n",
      "log_level=passive,\n",
      "log_level_replica=warning,\n",
      "log_on_each_node=True,\n",
      "logging_dir=./save/squad_t5-large/runs/May12_17-37-57_MacBook-Pro-di-Matteo-4.local,\n",
      "logging_first_step=False,\n",
      "logging_nan_inf_filter=True,\n",
      "logging_steps=500,\n",
      "logging_strategy=steps,\n",
      "lr_scheduler_type=linear,\n",
      "max_grad_norm=1.0,\n",
      "max_steps=-1,\n",
      "metric_for_best_model=None,\n",
      "mp_parameters=,\n",
      "no_cuda=False,\n",
      "num_train_epochs=3.0,\n",
      "optim=adamw_hf,\n",
      "optim_args=None,\n",
      "output_dir=./save/squad_t5-large/,\n",
      "overwrite_output_dir=True,\n",
      "past_index=-1,\n",
      "per_device_eval_batch_size=1,\n",
      "per_device_train_batch_size=8,\n",
      "predict_with_generate=True,\n",
      "prediction_loss_only=False,\n",
      "push_to_hub=False,\n",
      "push_to_hub_model_id=None,\n",
      "push_to_hub_organization=None,\n",
      "push_to_hub_token=<PUSH_TO_HUB_TOKEN>,\n",
      "ray_scope=last,\n",
      "remove_unused_columns=True,\n",
      "report_to=[],\n",
      "resume_from_checkpoint=None,\n",
      "run_name=./save/squad_t5-large/,\n",
      "save_on_each_node=False,\n",
      "save_safetensors=False,\n",
      "save_steps=500,\n",
      "save_strategy=steps,\n",
      "save_total_limit=None,\n",
      "seed=42,\n",
      "sharded_ddp=[],\n",
      "skip_memory_metrics=True,\n",
      "sortish_sampler=False,\n",
      "tf32=None,\n",
      "torch_compile=False,\n",
      "torch_compile_backend=None,\n",
      "torch_compile_mode=None,\n",
      "torchdynamo=None,\n",
      "tpu_metrics_debug=False,\n",
      "tpu_num_cores=None,\n",
      "use_ipex=False,\n",
      "use_legacy_prediction_loop=False,\n",
      "use_mps_device=False,\n",
      "warmup_ratio=0.0,\n",
      "warmup_steps=0,\n",
      "weight_decay=0.0,\n",
      "xpu_backend=None,\n",
      ")\n",
      "/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/datasets/load.py:2547: FutureWarning: 'use_auth_token' was deprecated in favor of 'token' in version 2.14.0 and will be removed in 3.0.0.\n",
      "You can remove this warning by passing 'token=<use_auth_token>' instead.\n",
      "  warnings.warn(\n",
      "^C\n",
      "Traceback (most recent call last):\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/runpy.py\", line 196, in _run_module_as_main\n",
      "    return _run_code(code, main_globals, None,\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/runpy.py\", line 86, in _run_code\n",
      "    exec(code, run_globals)\n",
      "  File \"/Users/matteo/Documents/MSc/Period5/DL2/Project/fast_robust_early_exit/run_question_answering.py\", line 703, in <module>\n",
      "    main(model_args, data_args, training_args, additional_args, model_cls, trainer_cls)\n",
      "  File \"/Users/matteo/Documents/MSc/Period5/DL2/Project/fast_robust_early_exit/run_question_answering.py\", line 146, in main\n",
      "    raw_datasets = load_dataset(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/datasets/load.py\", line 2587, in load_dataset\n",
      "    builder_instance = load_dataset_builder(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/datasets/load.py\", line 2259, in load_dataset_builder\n",
      "    dataset_module = dataset_module_factory(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/datasets/load.py\", line 1892, in dataset_module_factory\n",
      "    ).get_module()\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/datasets/load.py\", line 1264, in get_module\n",
      "    data_files = DataFilesDict.from_patterns(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/datasets/data_files.py\", line 715, in from_patterns\n",
      "    DataFilesList.from_patterns(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/datasets/data_files.py\", line 620, in from_patterns\n",
      "    resolve_pattern(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/datasets/data_files.py\", line 384, in resolve_pattern\n",
      "    for filepath, info in fs.glob(pattern, detail=True, **glob_kwargs).items()\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/huggingface_hub/hf_file_system.py\", line 406, in glob\n",
      "    return super().glob(path, **kwargs)\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/fsspec/spec.py\", line 604, in glob\n",
      "    allpaths = self.find(root, maxdepth=depth, withdirs=True, detail=True, **kwargs)\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/huggingface_hub/hf_file_system.py\", line 419, in find\n",
      "    return super().find(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/fsspec/spec.py\", line 494, in find\n",
      "    if withdirs and path != \"\" and self.isdir(path):\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/huggingface_hub/hf_file_system.py\", line 578, in isdir\n",
      "    return self.info(path, expand_info=False)[\"type\"] == \"directory\"\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/huggingface_hub/hf_file_system.py\", line 526, in info\n",
      "    paths_info = self._api.get_paths_info(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/huggingface_hub/utils/_validators.py\", line 119, in _inner_fn\n",
      "    return fn(*args, **kwargs)\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/huggingface_hub/hf_api.py\", line 3145, in get_paths_info\n",
      "    response = get_session().post(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/requests/sessions.py\", line 637, in post\n",
      "    return self.request(\"POST\", url, data=data, json=json, **kwargs)\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/requests/sessions.py\", line 589, in request\n",
      "    resp = self.send(prep, **send_kwargs)\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/requests/sessions.py\", line 725, in send\n",
      "    history = [resp for resp in gen]\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/requests/sessions.py\", line 725, in <listcomp>\n",
      "    history = [resp for resp in gen]\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/requests/sessions.py\", line 266, in resolve_redirects\n",
      "    resp = self.send(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/requests/sessions.py\", line 703, in send\n",
      "    r = adapter.send(request, **kwargs)\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/huggingface_hub/utils/_http.py\", line 68, in send\n",
      "    return super().send(request, *args, **kwargs)\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/requests/adapters.py\", line 486, in send\n",
      "    resp = conn.urlopen(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/urllib3/connectionpool.py\", line 793, in urlopen\n",
      "    response = self._make_request(\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/urllib3/connectionpool.py\", line 537, in _make_request\n",
      "    response = conn.getresponse()\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/site-packages/urllib3/connection.py\", line 466, in getresponse\n",
      "    httplib_response = super().getresponse()\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/http/client.py\", line 1375, in getresponse\n",
      "    response.begin()\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/http/client.py\", line 318, in begin\n",
      "    version, status, reason = self._read_status()\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/http/client.py\", line 279, in _read_status\n",
      "    line = str(self.fp.readline(_MAXLINE + 1), \"iso-8859-1\")\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/socket.py\", line 705, in readinto\n",
      "    return self._sock.recv_into(b)\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/ssl.py\", line 1274, in recv_into\n",
      "    return self.read(nbytes, buffer)\n",
      "  File \"/Users/matteo/anaconda3/envs/dl2/lib/python3.10/ssl.py\", line 1130, in read\n",
      "    return self._sslobj.read(len, buffer)\n",
      "KeyboardInterrupt\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: You can sync this run to the cloud by running:\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[1mwandb sync /Users/matteo/Documents/MSc/Period5/DL2/Project/fast_robust_early_exit/wandb/offline-run-20240512_173758-8wo5r78x\u001b[0m\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Find logs at: \u001b[35m\u001b[1m./wandb/offline-run-20240512_173758-8wo5r78x/logs\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!bash scripts/run_qa_squadMatteo.sh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# No fine-tuned Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## QA plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "exit_min_layer_list = [20, 19, 18, 17, 15, 6, 3, 2]\n",
    "average_exit_block_list_JDS = [20.394, 19.71, 19.169, 18.767, 18.071, 9.292, 4.19, 3.046]\n",
    "average_exit_block_list_softmax = [21.033, 20.564, 20.188, 19.854, 19.439, 19.207, 8.337, 3.726]\n",
    "average_exit_block_list_rew = [20.867, 20.362, 19.953, 19.599, 19.16, 18.917, 8.38, 3.629]\n",
    "\n",
    "# average_exit_block_list_JDS_fixed = [19.276, 18.972, 18.439, 12.305, 4.483,3.349]   \n",
    "# average_exit_block_list_softmax_fixed = [20.188, 19.854, 19.439, 19.207, 8.124, 3.651]\n",
    "# average_exit_block_list_rew_fixed = [19.882, 19.608, 19.247, 19.247, 7.993,3.581]\n",
    "\n",
    "exit_normal = [24]\n",
    "\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_JDS, marker='o', label='JSD Contrastive Decoding', color='blue')\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_softmax, marker='+', label='Baseline Softmax', color='red')\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_rew, marker='x', label='Weighted Contrastive Decoding', color='orange')\n",
    "\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_JDS_fixed, marker='o', label='Average Exit Block with JDS fixed', color='blue', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_softmax_fixed, marker='+', label='Average Exit Block with Softmax fixed', color='red', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_rew_fixed, marker='x', label='Average Exit Block with Weight-cd fixed', color='orange', linestyle='dashed')\n",
    "\n",
    "plt.grid(True)\n",
    "plt.xlim(0, 25)\n",
    "# plt.ylim(0, 25)\n",
    "plt.xticks(exit_min_layer_list + exit_normal)  \n",
    "plt.xlabel('Exit Min Layer')\n",
    "plt.ylabel('Average Exit Block')\n",
    "plt.title('Average Exit Block vs Exit Min Layer on SQuAD Dataset')\n",
    "plt.legend()  # This will add a legend with the labels specified in the plot calls\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "exit_min_layer_list = [20, 19, 18, 17, 15, 6, 3, 2]\n",
    "performance_JDS = [98.267, 98.124, 97.124, 96.143, 92.619, 65.688, 23.074, 18.378]\n",
    "performance_softmax = [96.067,96.267, 96.267, 96.267, 96.267, 96.267, 69.897,38.779]\n",
    "performance_rew = [96.267, 96.267, 95.933, 96.267, 96.267, 96.267, 69.882, 38.112]\n",
    "\n",
    "# performance_JDS_fixed = [97.433, 94.588, 89.9, 74.459, 25.839, 15.054]\n",
    "\n",
    "# performance_rew_fixed = [95.933, 95.767, 96.124, 95.552, 67.482,30.455]\n",
    "\n",
    "exit_normal = [24]\n",
    "performance_normal = [96.0667]\n",
    "\n",
    "plt.plot(exit_normal, performance_normal, marker='x', label='No Exiting', color='green')\n",
    "plt.plot(exit_min_layer_list, performance_JDS, marker='o', label='JSD Contrastive Decoding', color='blue')\n",
    "plt.plot(exit_min_layer_list, performance_softmax, marker='+', label='Baseline Softmax', color='red')\n",
    "plt.plot(exit_min_layer_list, performance_rew, marker='+', label='Weighted Contrastive Decoding', color='orange')\n",
    "\n",
    "\n",
    "# plt.plot(exit_min_layer_list, performance_JDS_fixed, marker='o', label='Average Exit Block with JDS fixed', color='blue', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_softmax_fixed, marker='+', label='Average Exit Block with Softmax fixed', color='red', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, performance_rew_fixed, marker='x', label='Average Exit Block with Weight-cd fixed', color='orange', linestyle='dashed')\n",
    "\n",
    "plt.grid(True)\n",
    "plt.xlim(0, 25) # This will set the x-axis ticks to the values in exit_min_layer_list and exit_normal\n",
    "plt.xticks(exit_min_layer_list + exit_normal)  \n",
    "plt.xlabel('Exit Min Layer')\n",
    "plt.ylabel('F1 score')\n",
    "plt.title('F1 score vs Exit Min Layer on SQuAD Dataset')\n",
    "plt.legend()  # This will add a legend with the labels specified in the plot calls\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sum plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "exit_min_layer_list = [20, 19, 18, 17, 15, 6, 3, 2]\n",
    "average_exit_block_list_JDS = [20.739, 20.26, 19.803, 19.392, 19.87, 6.622, 3.582, 2.617]\n",
    "average_exit_block_list_softmax = [22.226, 21.942, 21.686, 21.551, 21.118, 20.176, 4.399, 2.874]\n",
    "average_exit_block_list_rew = [21.968, 21.673, 21.373, 21.185, 20.72, 19.817, 4.066, 2.827]\n",
    "exit_normal = [24]\n",
    "\n",
    "\n",
    "# average_exit_block_list_JDS_fixed = [, 4.062, 6.958]\n",
    "\n",
    "# average_exit_block_list_rew_fixed = [21.239, 21.065, 21.036,19.629,4.063,2.819] \n",
    "\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_JDS, marker='o', label='JSD Contrastive Decoding', color='blue')\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_softmax, marker='+', label='Baseline Softmax', color='red')\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_rew, marker='x', label='Weighted Contrastive Decoding', color='orange')\n",
    "plt.grid(True)\n",
    "plt.xlim(0, 25)\n",
    "plt.xticks(exit_min_layer_list + exit_normal)  \n",
    "plt.xlabel('Exit Min Layer')\n",
    "plt.ylabel('Average Exit Block')\n",
    "plt.title('Average Exit Block vs Exit Min Layer on SamSum Dataset')\n",
    "plt.legend()  # This will add a legend with the labels specified in the plot calls\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "exit_min_layer_list = [20, 19, 18, 17, 15, 6, 3, 2]\n",
    "performance_JDS = [21.856, 20.837, 24.275, 27.065, 24.601, 3.028, 2.299, 0]\n",
    "performance_softmax = [16.634, 16.575, 16.575, 16.575, 14.901, 20.022, 3.562,2.667]\n",
    "performance_rew = [16.464, 14.966, 15.701, 14.966, 14.027, 20.022, 3.079, 2.667]\n",
    "exit_normal = [24]\n",
    "performance_normal = [21.28]\n",
    "\n",
    "# performance_JDS_fixed = [,,, 2.299, 0]\n",
    "# performance_softmax_fixed = [ 3.541, 3.111]\n",
    "# performance_rew_fixed = [15.84, 17.513, 3.079 ,7.619]\n",
    "\n",
    "plt.plot(exit_normal, performance_normal, marker='x', label='No Exiting', color='green')\n",
    "plt.plot(exit_min_layer_list, performance_JDS, marker='o', label='JSD Contrastive Decoding', color='blue')\n",
    "plt.plot(exit_min_layer_list, performance_softmax, marker='+', label='Baseline Softmax', color='red')\n",
    "plt.plot(exit_min_layer_list, performance_rew, marker='x', label='Weighted Contrastive Decoding', color='orange')\n",
    "plt.grid(True)\n",
    "plt.xlim(0, 25) # This will set the x-axis ticks to the values in exit_min_layer_list and exit_normal\n",
    "plt.xticks(exit_min_layer_list + exit_normal)  \n",
    "plt.xlabel('Exit Min Layer')\n",
    "plt.ylabel('Rouge-L score')\n",
    "plt.title('Rouge-L score vs Exit Min Layer on SamSum Dataset')\n",
    "plt.legend()  # This will add a legend with the labels specified in the plot calls\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CD + speedup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### QA plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rxrfffsuUKVOee9yWLVuoVq0atWvX1m9zcHCgX79+hIWF8e+//wKwevVq8ufPb/Sagu598rTk5GQ6derEpk2b2LJlC0FBQS+MP6PvKxcXF8LDwzN0iyIt/fr1S/N39/R7z87OjgULFnD+/Hnq1q3L5s2bmTRpEgULFnypc2ZE9+7duXLlCseOHdP/m9btrxf56KOPDB7XqVOHq1evmiTGpz+LiYmJ3L9/nxo1agAYfG569uxJUlKSwa3q5cuXk5KSwrvvvgvobmXs2rWLzp07Exsbq/8cPnjwgCZNmnD58mVu3bplcP4PPvgAc3PzF8a5ZcsWvLy8DD6PlpaWfPbZZ8TFxbF3716D8l26dMHV1VX/uE6dOgAvfN3KlCnDqVOnePfddwkLC2PKlCm0bdsWT09Pfv/9d3252NhYABwdHdOtK3VfatnMWrZsGWZmZnTo0EG/rVu3bmzdupVHjx5lqi4HB4dXiuV59Tz9HoqOjub+/fvUq1ePq1evGtwqS4+1tbV+4IFGo+HBgwc4ODhQsmRJg/fgi64TpvouyC4yCiyLaTQali1bRv369bl27Zp+e/Xq1fn111/ZuXMnQUFBWFhY0KFDB5YsWUJSUhLW1tasWbMGtVpt8EV1+fJlzp8/r+/T8qy7d+8aPC5cuHCa5TZt2sRPP/3EqVOnDPoOPf2le/36dczMzIzqeHb02r1794iKimLOnDnMmTMnQ3GlJX/+/OmOrniam5sbU6dOpVOnTnh6ejJ16tQXHvOyypYtaxBT586diY6O5uuvv6Z79+7p/h6uX7+e5nQHpUqV0u9/6623CA0NpWTJkhnqUzRmzBji4uLYunVrhkeyZfR99dVXX7Fjxw6qVatGsWLFCAoKonv37tSqVStD5ylevHiGfne1atXi448/ZsaMGTRp0oS+fftmqP6XVbFiRQICAliyZAkuLi54eXnp/1jIKBsbG6Pfs6ura6a/ANPz8OFDRo4cybJly4w+J09/eQUEBFC1alWCg4N57733AN0fVzVq1NB/Jq9cuYKiKHz//fd8//33aZ7v7t27+Pj46B+nd4141vXr1ylevLjBCD0wfE8/7dnENjUZysjrVqJECRYtWoRGo+Hff/9l06ZNjB8/nn79+lG4cGEaNWqUoeQmdd/LjgJbvHgx1apV48GDB/o+WRUrViQ5OZmVK1fSr1+/DNcVFxcHPD9he9l6Dh48yPDhwzl06JDR0P/o6GicnZ2fW6dWq2XKlCnMnDmTa9euGfRvy5cvn/7/L7pOmOq7ILtIApTFdu3axZ07d1i2bBnLli0z2h8cHKz/S75r16789ttvbN26lbZt27JixQoCAgIoX768vrxWq6Vs2bLpDqf08/MzePz0Xwap9u/fT+vWralbty4zZ87E29sbS0tL5s+f/1KdXlOHm7/77rv06tUrzTLlypXLdL3Ps337dkB3MQ0PD8fFxcWk9T9Pw4YN2bRpE0ePHqVFixbZdt4mTZqwbds2xo8fT2BgIDY2Nhk6LiPvq1KlSnHx4kU2bdrEtm3bWL16NTNnzuSHH34wGHb8qpKSkvQdmENDQ0lISMDOzs5k9aele/fuzJo1C0dHR7p06WL0Bf4iGWkdeRWdO3fm77//5ssvv6RChQo4ODig1Wpp2rSp0ZwzPXv2ZODAgYSHh5OUlMThw4eZPn26fn9q+SFDhtCkSZM0z/fsHzBpXSNMIb3XTclEJ2Bzc3PKli1L2bJlqVmzJvXr1yc4OJhGjRrpWxfPnDlD27Zt0zz+zJkzABQpUuSF53q2U/vly5f1LR3Fixc3Kh8cHJypBOjcuXOA8eufWc/WExoaSsOGDQkICGDixIn4+flhZWXFli1bmDRpUrrzFj3t559/5vvvv6dv3778+OOPuLm5YWZmxqBBgwyOf9F1Iie+C16FJEBZLDg4GA8PD2bMmGG0b82aNaxdu5bZs2dja2tL3bp18fb2Zvny5dSuXZtdu3bx7bffGhxTtGhRTp8+TcOGDY1ukWTU6tWrsbGxYfv27VhbW+u3z58/36BcoUKF0Gq1XLt2zeACcOXKFYNy7u7uODo6otFoMtQK8Kq2bdvGH3/8wdChQwkODqZXr14cOXLkua0oL/tapSUlJQV48pdYWgoVKsTFixeNtqeOSEod4VK0aFGOHDmCWq1+4bweNWrU4KOPPqJly5Z06tSJtWvXZqjlKCPvK0A/kq5Lly4kJyfTvn17Ro8ezbBhwzKcbL3I8OHDOX/+PBMmTOCrr77i66+/fmEL3qv+7rp3784PP/zAnTt3WLRo0SvVZWqPHj1i586djBw50mCE3OXLl9Ms37VrVwYPHszSpUv1cxY93ZKX+kVvaWlp8s9ioUKFOHPmDFqt1iCJfPY9nVWqVKkCwJ07dwBda6KLiwtLlizh22+/TTPh+vPPPwH0IwlB1xIVFRVlUC45OVlfb6rg4GAsLS1ZtGiRUd0HDhxg6tSp3LhxI0O3cOPi4li7di1+fn76FrOXodFoWLJkCXZ2dvrb6xs3biQpKYkNGzYYxPJsdwhI/7O0atUq6tevz9y5cw22R0VFkT9/foNtz7tOZOa7wJTX5JclfYCy0OPHj1mzZg0tW7akY8eORj8DBgwgNjZWPzzVzMyMjh07snHjRhYtWkRKSorBxQ10fy3eunXL4F740+eLj49/YVzm5uaoVCqDv3jCwsJYt26dQbnUvyBnzpxpsH3atGlG9XXo0IHVq1fr/zp52r17914YU0ZFRUXx/vvvU61aNX7++Wf++OMPTp48yc8///zc41JbGZ698L2MTZs2ARi0oDyrefPmHD161GBocnx8PHPmzMHf31//12uHDh24f/++wV/xqdL6S7lRo0YsW7aMbdu20aNHjwz9dZeR99XTQ65BN9y/dOnSKIqCWq1+4Tky4siRI0yYMIFBgwbxxRdf8OWXXzJ9+nSjviPPsre3B17+d1e0aFEmT57MmDFjqFat2kvVkVVSv1if/V1Pnjw5zfL58+enWbNmLF68mODgYJo2bWrwBeXh4UFgYCC//fab0Rc6vNpnsXnz5kRERBj0J0tJSWHatGk4ODhQr169l677afv370/zPbdlyxYASpYsCeg+00OHDuXixYtpJvSbN29mwYIFtGrVirJly+q3Fy1alH379hmUnTNnjlELUHBwMHXq1KFLly5G1+4vv/wSgKVLl77w+Tx+/JgePXrw8OFDvv3225f+4tdoNHz22WecP3+ezz77DCcnJyDt91B0dLTRH7Sg+yyl9TkyNzc3eg+uXLnSqL/Yi64TmfkueNXPtSlIC1AW2rBhA7GxsbRu3TrN/TVq1MDd3Z3g4GD9F1KXLl2YNm0aw4cPp2zZskZ/LfTo0YMVK1bw0UcfsXv3bmrVqoVGo+HChQusWLGC7du36/9SSk+LFi2YOHEiTZs2pXv37ty9e5cZM2ZQrFgxfZMxQOXKlenQoQOTJ0/mwYMH1KhRg71793Lp0iXAMIMfO3Ysu3fvpnr16nzwwQeULl2ahw8fcvLkSXbs2MHDhw9f+HrdunWLxYsXG213cHDQN3EPHDiQBw8esGPHDszNzWnatCnvv/8+P/30E23atEk3KbG1taV06dIsX76cEiVK4ObmxltvvfXCZQr279+vn/Pj4cOHbNiwgb1799K1a1cCAgLSPe7rr79m6dKlNGvWjM8++ww3NzcWLlzItWvXWL16tf4v6J49e/Lnn38yePBgjh49Sp06dYiPj2fHjh188sknaXbubtu2LfPnz6dnz544OTnx22+/Pfc5wIvfV0FBQXh5eVGrVi08PT05f/4806dPp0WLFhnqs3Dy5Mk0f3dFixalZs2aJCYm0qtXL4oXL87o0aMB3ZxMGzdupE+fPpw9e1Z/QXxWhQoVMDc3Z9y4cURHR2Ntba2f8ySjBg4cmOGypnbv3j1++ukno+2FCxfmnXfeoW7duowfPx61Wo2Pjw9//fWXQX/BZ/Xs2ZOOHTsC8OOPPxrtnzFjBrVr16Zs2bJ88MEHFClShMjISA4dOkR4eHiac7tkRL9+/fjtt9/o3bs3J06cwN/fn1WrVnHw4EEmT578yn1bUo0bN44TJ07Qvn17/e2SkydP8ueff+Lm5sagQYP0ZYcOHcqpU6cYN24chw4dokOHDtja2nLgwAEWL15MmTJljOaWef/99/noo4/o0KEDjRs35vTp02zfvt0gkTxy5AhXrlxJd6kUHx8fKlWqRHBwMF999ZV++9PXsLi4OP79919WrlxJREQEX3zxBR9++GGGXoPo6Gh9PQkJCfqZoENDQ+natavB7z0oKAgrKytatWrFhx9+SFxcHL///jseHh5GSXDlypWZNWsWP/30E8WKFcPDw4MGDRrQsmVLRo0aRZ8+fXj77bc5e/YswcHBRrcOM3KdyOh3QdGiRXFxcWH27Nk4Ojpib29P9erVM9wnzSRyZvBZ3tCqVSvFxsbGaPjm03r37q1YWlrqhwymzvcBKD/99FOaxyQnJyvjxo1TypQpo1hbWyuurq5K5cqVlZEjRyrR0dH6cjxnptu5c+cqxYsXV6ytrZWAgABl/vz5+uHDT4uPj1f69++vuLm5KQ4ODkrbtm2VixcvKoDRnCGRkZFK//79FT8/P8XS0lLx8vJSGjZsqMyZM+eFr9XzhsGnDmdPHUb766+/GhwbExOjFCpUSClfvrx+jpFnh8EriqL8/fffSuXKlRUrK6sXDolPaxi8lZWVEhAQoIwePdpoLpO0htCGhoYqHTt2VFxcXBQbGxulWrVqac7bk5CQoHz77bdK4cKF9a9bx44d9XNipDfb8syZMxXSmQX3WS96X/32229K3bp1lXz58inW1tZK0aJFlS+//NLg/ZSWFw2DT31NPv/8c8Xc3Fw5cuSIwfHHjx9XLCwslI8//li/La3X8vfff1eKFCmimJubv3BI/NPD4J/n2c9HesPg7e3t0z3Hi9SrVy/d1yZ1bpnw8HClXbt2iouLi+Ls7Kx06tRJuX37drrv0aSkJMXV1VVxdnZOd2b30NBQpWfPnoqXl5diaWmp+Pj4KC1btlRWrVqlL5M6DD51LqiMiIyMVPr06aPkz59fsbKyUsqWLWs0jPl5s4O/6HOnKIpy8OBBpX///spbb72lODs7K5aWlkrBggWV3r17pzlPjFarVRYsWKDUqlVLcXR01L++jRo1Mpr/SlF0c4d99dVXSv78+RU7OzulSZMmypUrVwzed59++qkCPHdemhEjRiiAfj6xp69hKpVKcXJyUsqUKaN88MEHRu/753n2PePg4KAUL15ceffdd/Xz9jxrw4YNSrly5RQbGxvF399fGTdunH6KjWvXrunLRUREKC1atNC/TqlD4hMTE5UvvvhC8fb2VmxtbZVatWophw4dUurVq2cwbD6j14mMfhesX79eKV26tGJhYZEjQ+JVivKS01KKPOvUqVNUrFiRxYsX88477+R0OELkKSkpKRQoUIBWrVoZ9dkQuhnQW7Vqxc6dO9m4caNJFlMWbybpAySe6/Hjx0bbJk+ejJmZGXXr1s2BiITI29atW8e9e/fo2bNnToeSK1laWrJ69WoqVKhAp06dctW8MyJ3kRYg8VwjR47kxIkT1K9fHwsLC7Zu3crWrVv1/QGEENnjyJEjnDlzhh9//JH8+fPLF7sQr0gSIPFcISEhjBw5kn///Ze4uDgKFixIjx49+PbbbzM0BFsIYRq9e/dm8eLFVKhQgQULFrywA78Q4vkkARJCCCFEniN9gIQQQgiR50gCJIQQQog8RzpxpEGr1XL79m0cHR1zxXTdQgghhHgxRVGIjY2lQIECL1z3TxKgNNy+fdtoUVEhhBBCvB5u3ryJr6/vc8tIApSG1Cm9b968qV9vJTdRq9X89ddfBAUFvXABzZyoLzfLS89VvNly83s5t1+jcnt9eYmpX7uYmBj8/PwytDSLJEBpSL3t5eTklGsTIDs7O5ycnEz24TVlfblZXnqu4s2Wm9/Luf0aldvry0uy6rXLSPcV6QQthBBCiDxHEiAhhBBC5DmSAAkhhBAiz5E+QK9Ao9GgVquz/bxqtRoLCwsSExPRaDS5rr7cLLufq6WlJebm5ll+HiGEEJkjCdBLUBSFiIgIoqKicuz8Xl5e3Lx50yTzFJm6vtwsJ56ri4sLXl5eb/xrK4QQrxNJgF5CavLj4eGBnZ1dtn+xabVa4uLicHBweOFETzlRX26Wnc9VURQSEhK4e/cuAN7e3ll6PiGEEBknCVAmaTQaffKTL1++HIlBq9WSnJyMjY2NyRIgU9aXm2X3c7W1tQXg7t27eHh4yO0wIYTIJd7sb7sskNrnx87OLocjEa+L1PdKTvQXE0IIkTZJgF6S9OcQGSXvFSGEyH0kARJCCCFekjopiT2LZ3Pv2Dr2LJ6NOikpp0MSGSQJkMgSCQkJdOjQAScnJ1QqFVFRUfj7+zN58uQsPW/v3r1p27Ztlp5DCCEANs8Yzt1DHjSu+Rnvv7uAxjU/4+4hDzbPGJ7ToYkMkAQoh2g1WsL2hHF26VnC9oSh1Wiz/JxPJwe9e/dGpVKhUqmwtramRIkSBAUFMW/ePLRaw1hOnz5N69at8fDwwMbGBn9/f7p06aIf3ZSWhQsXsn//fv7++2/u3LmDs7Mzx44do1+/fln5FIUQIltsnjGcZvVH4e0RY7Dd2yOGZvVHSRL0GpBRYDng/JrzbBu4jZjwJx8cJ18nmk5pSqn2pbItjqZNmzJ//nzUajVXr17lwIEDDBw4kFWrVrFhwwYsLCy4d+8eDRs2pGXLlmzfvh0XFxfCwsLYsGED8fHx6dYdGhpKqVKleOutt/Tb3N3ds+NpCSFEllInJVGhzGQAnh1MamYGWi2ULz0ZddI3WFpbZ3+AIkOkBSibnV9znhUdVxgkPwAxt2JY0XEF59ecz7ZYrK2t8fLywsfHh/LlyzNs2DDWr1/P1q1bWbBgAQAHDx4kOjqaP/74g4oVK1K4cGHq16/PpEmTKFy4cJr1BgYG8uuvv7Jv3z5UKhWBgYEABrfA9uzZg5WVFfv379cfN378eDw8PIiMjATg5s2bdO7cGRcXF9zc3GjTpg1hYWH68hqNhsGDB+Pi4kK+fPkYOnQoiqKY/HUSQoin7V8+Fx+vGKPkJ5WZGfh6x7B/+dzsDUxkiiRAJpQcn5zuT0piClqNlm0Dt0Fa39H/bds6cCtJcUkvrDerNGjQgPLly7NmzRoAvLy8SElJYe3atRlOLtasWcMHH3xAzZo1uXPnjr6upwUGBjJo0CB69OhBdHQ0//zzD99//z1//PEHnp6eqNVqmjRpgqOjI/v37+fgwYM4ODjQtGlTkpN1z//XX39lwYIFzJs3jwMHDvDw4UPWrl1ruhdDCCHSEBcVZtJyImfILTATGuMwJt19xZsX5+0v3zZq+TGgQGx4LPNrz+ejUx/pN0/xn0LC/QSDogMfDXzleNMTEBDAmTNnAKhRowbffPMN3bt356OPPqJatWo0aNCAnj174unpmebxbm5u2NnZYWVlhZeXV7rn+emnnwgJCaFfv36cO3eOXr160bp1awCWL1+OVqvljz/+0A8jnz9/Pi4uLuzZs4egoCAmT57MsGHDaN++PQCzZ89m+/btpnwphBDCQFJSCtHR/8tQWQcX/6wNRrwSaQHKRrF3YjNUTpOcswuSKopiMHfN6NGjiYiIYPbs2ZQpU4bZs2cTEBDA2bNnX+k8VlZWBAcHs3r1ahITE5k0aZJ+3+nTp7ly5QqOjo44ODjg4OCAm5sbiYmJhIaGEh0dzZ07d6hevbr+GAsLC6pUqfJKMQkhRHoOhRxhxx8V6dFpCwDpNYprtRB+x4k6Xd7LxuhEZuVoC9CYMWNYs2YNFy5cwNbWlrfffptx48ZRsmRJfZnExES++OILli1bRlJSEk2aNGHmzJnptj6A7gt8+PDh/P7770RFRVGrVi1mzZpF8eLFs/T5DIsblu4+M3Mzwg+HZ6ieJpOaGDweGGbY2qPVaknUJGY+wAw6f/68Uf+efPny0alTJzp16sTPP/9MxYoVmTBhAgsXLnylc/39998APHz4kIcPH2Jvbw9AXFwclStXJjg42OgY6UwthMhu0fcf4mvRhJoNo0lJUXH4cHnefvsUimLYETp1EO3pfwfRor50gM7NcrQFaO/evfTv35/Dhw8TEhKCWq0mKCjIYHTR559/zsaNG1m5ciV79+7l9u3b+lse6Rk/fjxTp05l9uzZHDlyBHt7e5o0aUJiYtYlDQBW9lbp/ljYWFCwTkGcfJ0gvYmBVeDk50SRRkVeWG9W2bVrF2fPnqVDhw7plrGysqJo0aLPHQWWEaGhoXz++ef8/vvvVK9enV69eumH4FeqVInLly/j4eFBsWLFDH6cnZ1xdnbG29ubI0eO6OtLSUnhxIkTrxSTEEKkxTm/G2dPt+TyFS/CHq2n9vv/sHX3D9y562RQ7nakE1t3/0CL/iNzKFKRUTnaArRt2zaDxwsWLMDDw4MTJ05Qt25doqOjmTt3LkuWLKFBgwaArh9IqVKlOHz4MDVq1DCqU1EUJk+ezHfffUebNm0A+PPPP/H09GTdunV07do1659YOszMzWg6pSkrOq7QJUFPN5/+lxQ1ndwUM/PsyUuTkpKIiIgwGAY/duxYWrZsSc+ePQHYtGkTy5Yto2vXrpQoUQJFUdi4cSNbtmxh/vz5L31ujUbDu+++S5MmTejTpw9NmzalbNmy/Prrr3z55Ze88847/PLLL7Rp04ZRo0bh6+vL9evXWbNmDUOHDsXX15eBAwcyduxYihcvTkBAABMnTiQqKspEr44QIi+LjU3ijx+HUjKgHM376m5lNek/D7QpmFvr1vdr0X8k6qRvCFkyh+uhJylUtBKB3ftJy89rIld1go6OjgZ0nWgBTpw4gVqtplGjRvoyAQEBFCxYkEOHDqWZAF27do2IiAiDY5ydnalevTqHDh3K0QQIoFT7UnRe1TnteYAmZ+08QFqtFguLJ7/ybdu24e3tjYWFBS4uLpQvX56pU6fSq1cv/UrppUuXxs7Oji+++IKbN29ibW1N8eLF+eOPP+jRo8dLxzJ69GiuX7/Opk2bAPD29mbOnDl069aNoKAgypcvz759+/jqq69o3749sbGx+Pj40LBhQ5ycdH9xffHFF9y5c0cfb9++fWnXrp3+fSSEEC9j2+oDPA7/hM/7nuXS1fzEPWqPg6sr5pZWgGELvKW1NYHvfsSWLVsIbN4cS0vLnAlaZFquSYC0Wi2DBg2iVq1a+snzIiIisLKywsXFxaCsp6cnERERadaTuv3ZPkLPOyYpKYmkp9ZviYnRJSZqtdpoBW+1Wo2iKGi1WqMZkzOqZNuSFG9VnBv7bxB3Jw4HbwcK1imImblZhupMHY6eGkdGRUZGUqxYMbRaLfPmzWPevHn6emJjY3F0dNR3fk6t19/fn9mzZ6dZ3/POPXHiRKMyV69e1W/77rvv+O677wzKtG3blsePH+u3eXh4pNvKpNVqMTMzY+LEifpzZSS2l33tXoVWq0VRFNRqNebm5tlyTvHmS702PXuNyg1MHVt21ffo0WPm/fwNfTouwLNMPCkpKu7fqktBS7Pnnjs3/y5yu6z63WZErkmA+vfvz7lz5zhw4EC2n3vMmDGMHGl8v/avv/7Czs7OYJuFhQVeXl7ExcXp56N5WW6V3HBD19oVFx+X6eNjYzM2qiwqKorDhw+zd+9eevbsqU/wXra+N0F2Ptfk5GQeP37Mvn37SElJybbzirwhJCQkp0NIl6ljM0V9KclqHv3vMKQ8YMk/+3EtUwMLK0v+OXiDt7zn8PVH5wC4GurBuesDUHzKsX3nnmyLL68y1WuXkJDw4kL/yRUJ0IABA9i0aRP79u3D19dXv93Ly4vk5GSioqIMWoEiIyPTnV8mdXtkZCTe3t4Gx1SoUCHNY4YNG8bgwYP1j2NiYvDz8yMoKEh/uyVVYmIiN2/exMHBARsbm8w+VZNIq8XmeXr37s3x48cZPHgwXbt2NToms/W9znLiuSYmJmJra0vdunVz7D0j3jxqtZqQkBAaN26c6267mDo2U9W3bfYoapSdik/XJ38E3opwYu/fHfm49XI888ej0ag4cbgtZTvPw8/GPlvjy4tM/dql9wd+WnI0AVIUhU8//ZS1a9eyZ88eo6HXlStXxtLSkp07d+pHJV28eJEbN25Qs2bNNOssXLgwXl5e7Ny5U5/wxMTEcOTIET7++OM0j7G2tsY6jfVaLC0tjX4hGo0GlUqFmZmZvp9Mdku9dZMax4usW7fOpPW9znLiuZqZmaFSqdJ8PwnxqnLz+8rUsb1KfZtnDKdFw5+Mtnt7xNC17TwuXvYiMdYec9ffqfZe62yPL68z1WuXmTpyNAHq378/S5YsYf369Tg6Our76Dg7O2Nra4uzszPvvfcegwcPxs3NDScnJz799FNq1qxp0AE6ICCAMWPG0K5dO1QqFYMGDeKnn36iePHiFC5cmO+//54CBQroV0IXQgiRd2Rk8VJnl3hcy1/D1iVf9gcockSOJkCzZs0C0C+WmWr+/Pn07t0bgEmTJmFmZkaHDh0MJkJ82sWLFw1G/gwdOpT4+Hj69etHVFQUtWvXZtu2bXL7QQgh8qD9y+fSoFr6t0bMzKCAZyy7NiynQc9PsjEykZNy/BbYi9jY2DBjxgxmzJiR4XpUKhWjRo1i1KhRrxyjEEKI19f//neX/YdP0KDai8vK4qV5y5vd4UMIIUSepdFoea/bWN6usjtD5WXx0rxFEiAhhBC5lkajZe/e6+zb94i9e6+j0aQ9f1dKipYtWy7Tr99GfRlzczO+7XOexm9fA2TxUmFIEiAhhBC50po15/H3n0LjxsFMnHidxo2D8fefwpo15/Vlzp+/x1dfhVCw4CRatFjC33u2smH6k0WaAzvOIOpBEPsOv4+iPFmsNNXTi5dapjEaWLy5csU8QCJv8Pf3Z9CgQQwaNCinQ9FTqVSsXbtWRggKkcusWXOejh1XGLXa3LoVQ8eOK/jgg0qcOhXJ0aO3AHireCTTJ+2lfdN/uX5+D9AHAEe/IuC3nbq1YPOMAlQoMxkfrycdom9HOulWbpfFS/McSYByiEajZf/+G9y5E4u3tyN16hTEPIsXQe3duzdRUVGsW7eO3r17s3Ch7q8kCwsLXF1dKVeuHN27d6d3794Gc+ScPn2a77//nsOHDxMTE4OXlxfVq1dn2rRpeHh4ZGnMWe3OnTu4urrmdBhCiKdoNFoGDtyGooCZmZY6la/j7R7HnXsO7D9RCK3WjDlzTgJQoWQE4z7ZS1DQk1ahAm+VAG0imBmO/JXFS8XTJAHKAWvWnGfgwG2EP7UYqq+vE1OmNKV9Fi6G+qymTZsyf/58g9XgBw4cyKpVq9iwYQMWFhbcu3ePhg0b0rJlS7Zv346LiwthYWFs2LCB+Pj4bIs1q6Q3o7gQIufs33+D8PAY2jX+lynDtuHn/eRaefOOEwPHNOVyWD6mfrqb+o0vAKAoKhT7Dph5DsfS+q1065bFS0Uq6QOUzVKbdZ9OfuBJs+7T97azmrW1NV5eXvj4+FC+fHmGDRvG+vXr2bp1KwsWLADg4MGDREdH88cff1CxYkUKFy5M/fr1mTRpktHM3U+7e/curVq1wtbWlsKFCxMcHGxUJioqivfffx93d3ecnJxo0KABp0+fNiizceNGqlatio2NDfnz56ddu3b6fYsWLaJKlSo4Ojri5eVF9+7duXv3LqCbGqFYsWJMmDDBoL5Tp07h6urKlStXAN0tsNSZssPCwlCpVKxZs4b69etjZ2dH+fLlOXTokEEdv//+O35+ftjZ2dGuXTsmTpxotGCvEOLlXbxwj3aN/2XV5BX4eBpeK308Y1g1eQUfdjlG/cYXdImPYxdURc5iVnAlPCf5EeJpkgCZUHx8cro/iYkpBs26z0rdNnDgVuLikl5Yb1Zp0KAB5cuXZ82aNYCuhSQlJYW1a9dmaN6mVL179+bmzZvs3r2bVatWMXPmTH1ykqpTp07cvXuXrVu3cuLECSpVqkTDhg15+PAhAJs3b6Zdu3Y0b96cf/75h507d1Kt2pPJPNRqNT/++COnT59m3bp1hIWF6SfQVKlU9O3b12g1+QULFvD2229TrFixdGP/9ttvGTJkCKdOnaJEiRJ069ZNv4jpwYMH+eijjxg4cCCnTp2icePGjB49OsOvixAifTt3XqV9++V8+ulmpgzbBqQ9czNAmwaXuHS9I6oi51D5LAPrMtkcrXjdyS0wE3JwGJPuvubNi/Pll28btfw8TVEgPDyW2rXnc+rUR/rt/v5TuH/fcIXbR48GvnrA6QgICODMmTMA1KhRg2+++Ybu3bvz0UcfUa1aNRo0aEDPnj3x9PRM8/hLly6xdetWjh49StWqVQGYO3cupUo9ub134MABjh49yt27d/XrsE2YMIF169axatUq+vXrx+jRo+natSsjRz7pnFi+fHn9//v27av/f5EiRZg6dSpVq1YlLi4OBwcHevfuzQ8//MDRo0epVq0aarWapUuXvnCCzCFDhtCiRQsARo4cSZkyZbhy5QoBAQFMmzaNZs2aMWTIEABKlCjB33//zaZNmzL8+gohdBRF+a+fj25h4l3bQ1m79gL1qoYZ3PZ6lpkZ+HnHcOViU7AunV3hijeMtABlozt3YjNULjlZk8WRPJ+iKAYrpY8ePZqIiAhmz55NmTJlmD17NgEBAZw9ezbN48+fP4+FhQWVK1fWbwsICDC4TXT69Gni4uLIly8fDg4O+p9r164RGhoK6G5XNWzYMN04T5w4QatWrShYsCCOjo7Uq1cPgBs3bgBQoEABWrRowbx58wDd7bSkpCTatGnz3Odfrlw5/f+9vb0B9K1XFy9eNGiFAoweC5GXqZNTWDH1KFvnhLNi6lHUySlGZW7dimH8+IOUKT2TRTOO6be/+05ZepW+w5SehzN0LmfP178fosg50gJkQnFxw9LdZ25uxuHD4RmqZ9KkJgaPw8IMW3u0Wi0aTWLmA8yg8+fPG/XvyZcvH506daJTp078/PPPVKxYkQkTJuhHkmVWXFwc3t7e7Nmzx2hfaqJka2ub7vHx8fE0adKEJk2aEBwcjLu7Ozdu3KBJkyYkJz+5Rfj+++/To0cPJk2axPz58+ncuTN2dnbPje3pTpGpiaD22clDhBBGpg4NYcTkg5SrEIa3exy/Lz/Gp8NCGDGoFu+PCGTt2vPM/e0Eew/cQPvfHfXfRv9FrwGVQGVBqfJejB53H59iFzN0vnxlpL+PeHmSAJmQvb3Vc/fXqVMQX18nbt2KSbMfkEqlGw3WqFGR59ar1WqJicmaBGjXrl2cPXuWzz//PN0yVlZWFC1aNN1RYAEBAaSkpHDixAn9LbCLFy8SFRWlL1OpUiUiIiKwsLDA398/zXrKlSvHzp076dOnj9G+Cxcu8ODBA8aOHYufnx8Ax48fNyrXvHlz7O3tmTVrFtu2bUsz4cqMkiVLcuzYMYNtzz4WIi+aOjSEPaf+4PT2tEZtnedLx0Mk/5f1uLvF0bPeZTo2uEDlOldJiaqOhWtjAHwaDISHZqRE/YW5WTSqNO5TKFpI0Xhh6VAvW56beDNJApSNzM3NmDKlKR07rkClMpyWPfWO0+TJTbN8PqBUSUlJREREGAyDHzt2LC1btqRnz54AbNq0iWXLltG1a1dKlCiBoihs3LiRLVu2GHUwTlWyZEmaNm3Khx9+yKxZs7CwsGDQoEEGLTqNGjWiZs2atG3blvHjx1OiRAlu376t7/hcpUoVhg8fTsOGDSlatChdu3YlJSWFLVu28NVXX1GwYEGsrKyYNm0aH330EefOnePHH380isXc3JzevXszbNgwihcvTs2aNYmJSb9vwYt8+umn1K1bl4kTJ9KqVSt27drF1q1bDW4ZCpHXqJNTOHZ6LqsmrzDalzpqa+DPTXG1SaFzg4uUqRCOyuypC2DKPkCXAGFXB+zqYOG8BiW8I4pWMUiCFC2gUmHpPwNU5ln6vMSbTfoAZbP27UuxalVnfHycDLb7+jqxalXnLJ0HSKvVYmHxJOfdtm0b3t7eFClShI4dO7J7926mTp3K+vXrMTfXXVhKly6NnZ0dX3zxBRUqVKBGjRqsWLGCP/74gx49eqR7rvnz51OgQAHq1atH+/bt6devn8GkiSqVii1btlC3bl369OlDiRIl6Nq1K9evX9d3rg4MDGTlypVs2LCBChUq0KBBA44ePQqAu7s7CxYsYOXKlZQuXZqxY8caDXlP9d5775GcnJxmS1Jm1apVi9mzZzNx4kTKly/Ptm3b+Pzzz7GxsXnxwUKYSEbXxzIVRVG4fz/BYCTosmXn6N17HY0a/Ulhv1/5+eutQPqjtqZ9t41RQ3bwVqWbuuTHuhLkHwn+/0D+NAYmOLZH5bsKrHwNt1v56bY7tjflUxR5kErJzNjmPCImJgZnZ2eio6NxcjJMVBITE7l27RqFCxd+pS+9V5kJWncLLAYnJyeDGZtfpGnTphQrVozp06ebpL7Xxf79+2nYsCE3b97E3d3d5M/1gw8+4MKFC+zfvz/N/aZ6zwgBWTuR6tGjtzhyJJxbt2IJD48x+ElK0nD37hDc3e0B+LjvembPPwVAvarX2PPni/sD3o4oToHyg8ChFVj6ZSwoRUNK7G5OHd9KhSrNsHCs/8otP2q1mi1bttDcRBMhmrq+vMTUr93zvr+fJbfAcoi5uRmBgf7Zcq5Hjx5x8OBB9uzZw0cfffTiA94QSUlJ3Lt3jxEjRtCpUyc8PT1N0pl5woQJNG7cGHt7e7Zu3crChQuZOXOmCSIW4vletD5WWq3I9+7FExr6yCihSf05evQDPDx0Sc3SpWeZPPlIuue/cOw27s2LA1CzRD5uOz6mZrUwGnfNWD+4sMh3KeD6SSaeMaAyR7Gtx63YeMrb1pPbXsJkJAHKA/r27cuxY8f44osvXjgE/E2ydOlS3nvvPSpUqMCff/5psnqPHj3K+PHjiY2N1c8/9P7775usfiHSkpGJVHv1WsfixWeYM6cV+fPrRjv+/PP+5yY14eEx+gSoalUf2rcvha+vI/ntrbB4kID2WhQJpyIwu5dA4p4r8F8C1PXTarSo0pt8vqEZfg7VmtbKcFkhspokQHnA2rVrczqEHNG7d2/9zNCmtGKFcUdPIbJa6vpYzxMXl8zatRf47ru6+gSocGFXChVyxtfXKc2fgID8+uM7timJ0/7rXNt6hYeXH5Ks0uIVEEmRVlcpUusaBSv/AtoIMHPAyt6KfOU6Qtx6sG3A48jFWFvFGPUBAtBqIT7BHUenQFO+JEK8EkmAhBDiNZDRiVR79SqHt7eD/vFnn1Xns8+qG5VLjk/mxoEbhK67QNnuZQGwtLPk1oGj+Fc4RYOPr1K09nVsHOMMD0w4CA7/zVXmPho8xgJg69AQJbwDWq1hR2itVjfK1bHkbLl9JXIVSYCEEOI14O3tmKFyvXtXTLOsRq3h9rHbXN15lWs7rnHz0E20ai35i8NbnQuisnBGpVLR4hc1vv4bnxxo5gC2gWDfSPdj9dTSE08nNI7tUfmuhoiBoHky6avK0heV1xQZtSVyHUmAhBAil1MUhTNnIilQwJE7t2NJa+iuCvD1c6JOnYJG+/4a8hcnfjtBclwyFtZqCla+QYPPrlKs3nU8it0i5b4Hll4fA+BbvxdEHNAlO3aNwLYaqDI4OsexPSqHNiYftSVEVpAESAghcjGtVqF//83Mnn2Con5OKICZmZY6la/j7R7HnXsO7D9RCK3WjAHNinF6wSnCdoXR8reWWDnoZpG3tI2lWredFKsbhm/5G5hbqg3OYam68uSBdQAUSntKhwyRUVviNSEJkBBC5FJqtYbevdezZMlZVCqoFJvMx43/peuwbfg8tdzErTtOLBvTlLg5sHHOCdwKPSTiiELBhh0AqNinEs5Ju1Gp/psGwsL3SQuPfQOw8M6JpydEjpIESAghcqHExBS6dFnFhg0XsbAwY+Kw2ngcnk3nNJabKOAZw+ApK7h2uDDuxaJwdH+EmqOALgFyKVIY7n4BloV0SY9ViSfr7wiRR7150/6K19aePXtQqVQGi6ZmlQULFuhXnRcit4mLS6ZFiyVs2HARGxsL1q3rQmApV5oO2wZgtECoykyXzxSpeQ1H90egssLSzum/hbP+4zEeXPuDdUlJfoRAEqCco2ggfg/ELNX9q2iy/JS9e/embdu2+v+rVCpUKhXW1taUKFGCoKAg5s2bZzRb8unTp2ndujUeHh7Y2Njg7+9Ply5duHv3bpbHbAr+/v5MnjzZYFuXLl24dOlSzgQkxAv07LmWXbuu4eBgxdat79CiRQnMkg7i7B2T5uroT3sY8xUUfwQF/zLOlIQQevLpyAmxayDUH27Wh9vddf+G+uu2Z6OmTZty584drl69ysqVK6lfvz4DBw6kZcuWpKSkAHDv3j0aNmyIm5sb27dv5/z58/qFTuPj47M1XlOytbU1WJxViNxk1Kj6FC/uxs6dPXm7SgG2DNjChZW7M3SsS4myYGaXxREK8fqTBCi7xa6BWx0hJdxwe8ot3fZsTIKsra3x8vLCx8eH8uXLM2zYMNavX8/WrVtZsGABAAcPHiQ6Opo//viDihUrUrhwYerXr8+kSZMoXLhwunUvWrSIKlWq4OjoiJeXF927dzdqMdqyZQslSpTA1taW+vXrExYWZrD/wYMHdOvWDR8fH+zs7ChbtixLly41KBMYGMiAAQMYMGAAzs7O5M+fn++//16/anVgYCDXr1/n888/R6VS6Ve5f/oW2KVLl1CpVFy4cMGg7kmTJlG0aFH943PnztGsWTMcHBzw9PSkR48e3L9/P8OvtxDPk5LypOX1rbc8+Pff/ngmpjC7/GyOzThGQpRthuoxs/TJqhCFeKNIAmRK2vjn/CTqbnNFDoQ0Z/H4b1vkQNA8M/NqWvVlkQYNGlC+fHnWrNElYl5eXqSkpLB27Vp9UpERarWaH3/8kdOnT7Nu3TrCwsIMlqW4efMm7du3p1WrVpw6dYr333+fr7/+2qCOxMREKleuzObNmzl37hz9+vWjR48eHD161KDcwoULsbCw4OjRo0yZMoWJEyfyxx9/ALBmzRp8fX0ZNWoUd+7c4datW0axlihRgipVqhAcHGywPTg4mO7duwMQFRVFgwYNqFixIsePH2fbtm1ERkbSuXPnDL8mQqTn0qUHlCkzkz17wgBQJ6jZMeQvFtRbwKOrj8hfwoYOM3RrbqX3MVQUFVj4gV2dbIpaiNebjAIzpUsO6e+zbw5uXxq3/BhQdPuv14Yip55sDvUHzZOWBjMAr0evFutzBAQEcObMGQBq1KjBN998Q/fu3fnoo4+oVq0aDRo0oGfPnnh6eqZbR9++ffX/T10wtGrVqsTFxeHg4MCsWbMoWrQov/76KwAlS5bk7NmzjBs3Tn+cj48PQ4YM0T/+9NNP2b59OytWrKBatWr67X5+fkyaNAmVSqWvZ9KkSXzwwQe4ublhbm6ub4nSarXExBivp/TOO+8wffp0fvzxR0DXKnTixAkWL14MwPTp06lYsSI///yz/ph58+bh5+fHpUuXKFGiRKZeYyFSnT4dQVDQYu7ejWfo0BAOH36P4GbBXN93HYBqA0rQZNBUzNSHQWWDikQUVKie+kNKQaXr1+w5WebdESKDpAUoO2nuZKyckpy1cbzo9IqC6qlRIqNHjyYiIoLZs2dTpkwZZs+eTUBAAGfPnk23jhMnTtCqVSsKFiyIo6Mj9erVA+DGjRsAnD9/nurVDdcnqlmzpsFjjUbDjz/+SNmyZXFzc8PBwYHt27fr60hVo0YNg3hr1qzJ5cuX0Wgy3rG8a9euhIWFcfjwYUDX+lOpUiUCAgIAXUfw3bt34+DgoP9J3RcamvHVsIV42qFDNwkMXMjdu/FUrOjF5s3dMTMzo+YXNXHydaLHX01pNni8Lvkxc4WCe8BnNSoLw9tcKgtf8Fkly00IkQnSAmRKJeKes9McHh/OWD2ekwwfFw0zeKjVaiEu60aNnT9/3qh/T758+ejUqROdOnXi559/pmLFikyYMIGFCxcaHR8fH0+TJk1o0qQJwcHBuLu7c+PGDZo0aUJycsaTu19++YUpU6YwefJkypYti729PYMGDcpUHRnl5eVFgwYNWLJkCTVq1GDJkiV8/PHH+v1xcXG0atXKoIUqlbe3TCInMm/Hjqu0bbuM+Hg1Vcp5MHPI27i72wNQsnVJitS3xvJec0g6D+Ye4BcCNuV0B8tyE0K8MkmATMnM/vn77eroZmBNuUXa/YBUT2ZofW69WsD4No4p7Nq1i7Nnz/L555+nW8bKyoqiRYumOwrswoULPHjwgLFjx+Ln5wfA8ePHDcqUKlWKDRs2GGxLbX1JdfDgQdq0acO7774L6BK/S5cuUbp0aYNyR44cMaqnePHi+g7PVlZWGWoNeueddxg6dCjdunXj6tWrdO3aVb+vUqVKrF69Gn9/fyws5GMjXs369Rfo3HkVyckaKvu70OTsXXYN2EJAoD+OBXQLmVpaRIL6hu6a4LdDN39PKlluQohXJrfAspPKHDynpD54dqfun2y8h5+UlERERAS3bt3i9OnTjBkzhjZt2tCyZUt69uwJwKZNm3j33XfZtGkTly5d4uLFi0yYMIEtW7bQpk2bNOstWLAgVlZWTJs2jatXr7JhwwZ935pUH330EZcvX+bLL7/k4sWLLFmyRD/yLFXx4sUJCQnh77//5vz583z44YdERkYane/GjRsMHjyYixcvsnTpUqZNm8bAgQP1+/39/dm3bx+3bt167qit9u3bExsby8cff0z9+vUpUKCAfl///v15+PAh3bp149ixY4SGhrJ9+3b69OmTqVttQgCsXPkvyckaKjha0SwsCksFSrQsgYXtU8m1bXXw2wwF9xsmP0IIk5AEKLs5ttfdq3/mHj7ZcA9fq9UatF5s27YNb29vihQpQseOHdm9ezdTp05l/fr1+taT0qVLY2dnxxdffEGFChWoUaMGK1as4I8//qBHjx5pnsfd3Z0FCxawcuVKSpcuzdixY5kwYYJBmYIFC7J69WrWrVtH+fLlmT17tkEHY4DvvvuOSpUq0aRJEwIDA/Hy8tJP5Pi0nj178vjxY6pVq0b//v0ZOHAg/fr10+8fNWoUYWFhFC1a9Lkdtx0dHWnVqhWnT5/mnXfeMdhXoEABDh48iEajISgoiLJlyzJo0CBcXFwwM5OPkci4lKQU3vVxpJkKWsUm4+LlQNf1XWn3ZztsbS9A4j9PCtvVAyv/HItViDeZSsnM2OY8IiYmBmdnZ6Kjo3FycjLYl5iYyLVr1yhcuDA2NjYvfxJFAwn7dR2jzb11t8cy2PKTOpLJyckpU1++TZs2pVixYkyfPt0k9eUGgYGBVKhQwWim5/TkxHM12XtGvNY2brxIUIPCzH97HpFndC2ZZbuXpenUptjls4PHh+BmM1BZQqGDuvW6nkOtVrNlyxaaN2+OpaVldjyFDDN1bHmtvrzE1K/d876/nyWdGXKKyhzsA7PlVI8ePeLgwYPs2bOHjz76KFvOKYTQURSFYcN2Mm7cQT75pAot6hYk9k4sLWe3pFT7UrpC8TshvA0o8WBbG8zTb6kUQpiGJEB5QN++fTl27BhffPFFuv12hBCmp9Uq9Omyij9X/QtA4cKuNPq4CvV+qIf9fyO+iN0ItzuBkgT2QeCz5sUDKoQQryxH73fs27ePVq1aUaBAAVQqFevWrTPYn7pY57M/v/zyS7p1jhgxwqh86nwtedXatWsJDw9n9OjRBvPlvAn27NmT4dtfQmSnxIRkmlSYzZ+r/kUFzJ7VgiFD3sbK3upJ8hOzDG611yU/Du3AZ4MkP0JkkxxNgOLj4ylfvjwzZsxIc/+dO3cMfubNm4dKpaJDhw7PrbdMmTIGxx04cCArwhdCiDRdP36L6gUmsuPsXcyAT6sWoM+75QwLxW3WLYZMCji9Cz4rwMw6J8IVIk/K0VtgzZo1o1mzZunu9/LyMni8fv166tevT5EiRZ5br4WFhdGxpiZ9x0VGyXsl79CmaNk/dj8f/LCHy4ruAjv5y7f5ZFwj49ZXu0CwrQnW5cBzBqherwEIQrzuXps+QJGRkWzevDnNmYefdfnyZQoUKICNjQ01a9ZkzJgxFCxY0CRxpPZST0hIwNY2Y6szi7wtISEBQEaHvOFib8eyrM0ybh+/TUXgtqUZK5Z2oHmHpybuTE2GVSrdrS6/EFDZ6h4LIbLVa5MALVy4EEdHR9q3f/48OdWrV2fBggWULFmSO3fuMHLkSOrUqcO5c+dwdHRM85ikpCSSkpL0j1MXy1Sr1ajVaqPyjo6OREZGotVqsbOzy/Z+NYqikJyczOPHj01yblPXl5tl53NVFIWEhATu3buHk5MTWq1Wt4yJeCNZOluSkpSCjYsNX08KYlrzori62j65higKZg+Hgcoerdv3qUcBKS91vtR607pG5TRTx5bX6stLsup3kRG5Zh4glUrF2rVr05zoDnQrlDdu3Jhp06Zlqt6oqCgKFSrExIkTee+999IsM2LECEaOHGm0fcmSJdjZ2aV5jKOjI46Ojq/dvDkie2m1WmJjY4mNjc3pUEQWSLqdhJWHFfcfqZk69Qb9Onni5WuDpduzrX1aynnOobDLNgD2hP1KdFLR7A9YiDdcQkIC3bt3f3PmAdq/fz8XL15k+fLlmT7WxcWFEiVKcOXKlXTLDBs2jMGDB+sfx8TE4OfnR1BQ0HNfQI1GQ0pKSrb38UhJSeHvv//m7bffNsm6VKauLzfLzueqUqmwsLDQz6ot3hxajZZjU4+x54c9FPygIqPWX+PmzTjWe7qzZcszU00oKZjffR+zuG0oqNC4z6JW0b6vHINarSYkJITGjRvnuturpo4tr9WXl5j6tUu9g5MRr8W33dy5c6lcuTLly5fP9LFxcXGEhoamu2wDgLW1NdbWxqMvLC0tn/sLyak3ulqtJiUlBQcHB5N9eE1ZX26Wl56ryBoPLj1gfZ/13Pz7JhHAL3P+ISZZQ0BAfubPb2v4vtImwe13IG4tYI6qwCIsnLqZNJ4XXadykqljy2v15SWmeu0yU0eO3r+Ji4vj1KlTnDp1CoBr165x6tQpbty4oS8TExPDypUref/999Oso2HDhgZLOwwZMoS9e/cSFhbG33//Tbt27TA3N6dbN9NedIQQeYuiVTg85TCzK8zWJT92FgTbWRKTrKFiRS/27euNr+9TLcbaBLjVWpf8qKx0ExyaOPkRQry8HG0BOn78OPXr19c/Tr0N1atXL/3K4MuWLUNRlHQTmNDQUIMVvsPDw+nWrRsPHjzA3d2d2rVrc/jwYdzd3bPuiQgh3miPrj1iXa913Niv++MsoaIXiy4+ID5BTa1afmza1B0Xl2fWeYsPgfi/QGUHvuvBvlEORC6ESE+OJkCBgYEv7D/Tr18/g5W9nxUWFmbweNmyZaYITQgh9DTJGm4fu42lvSWNfmnMpwtOEZ+gJiioKGvWdMbe3sr4IMc24DkdrCuC3dvZH7QQ4rleiz5AQgiR3RKjE7Fx1rXq5C+Zn3aL2+FdyRvXwq5saF+KceMOMmZMQ6ytn7qMpkQA5mDxX4uza//sD1wIkSEyhlsIIZ6iKArHZx9ncsHJ3Pz7pn67pkQ+XAu7AuDp6cDEiU0Mkx/1dbheB242AU1UNkcthMgsSYCEEOI/UdejWBy0mM0fbyYpJomTv58EYOzYA5QrN5v58/9J+8Dky7rkR30FtI8kARLiNSC3wIQQeZ6iKPwz9x+2D95OcmwyFrYWNBzTkGoDqvH11zsYN+4gAGFhUcYHJ56Fm41BEwlWJcFvB1j6Zu8TEEJkmiRAQog8LSY8hg3vbyB0eygAfm/70WZ+G1yLuTFgwBZmzToOwC+/NGbIkGc6Mz8+Cjeb6lp9rMuD319g4ZHdT0EI8RIkARJC5GmhIaGEbg/F3NqcBqMbUGNQDTRahZ491xIcfBaVCmbPbkm/fpUND0w4COFNQRsHNjXAbwuYu+bMkxBCZJokQEKIPEfRKqjMdIvhVuhdgfsX7lOxT0XyB+RHo9HSqdNK1q+/iIWFGX/+2ZZu3coaV2JRAMycwKaabp4fM4dsfhZCiFchnaCFEHmGoiicXnSa2RVmkxiVCOjWbGs8rjH5A/IDYG5uRtmyHlhbm7N2bZe0kx8Aq8JQcD/4bpbkR4jXkCRAQog8IS4ijuVtl7Ou5zrunr3LkalH0i07alR9zpz5mJYtSxjuiP4TYjc8eWxVBMyemQFaCPFakARICPFGUxSFs0vPMrPMTC5uuIiZpRkNRjegzjd19GUiI+P48MONJCSoAV2rUIkS+QwrejQT7vSC250g6Vx2PgUhRBaQPkBCiDdW/N14Nn+8mfNrzgPgVdGLtgvb4lnWU1/mxo1oGjX6k8uXH5KYqGHhwrbGFT0YB/e+1v3f5WOwKp0N0QshspIkQEKIN9au73Zxfs15zCzMqPt9XWoPq425pbl+/6VLD2jU6E9u3oyhUCFnvv++rmEFigL3v4MHP+se5/sO8o8ClSobn4UQIitIAiSEeGM1/LkhUWFRNB7fGK8KXgb7Tp+OIChoMXfvxhMQkJ+QkB74+jo9KaBo4e7n8Giq7rH7OMg3NBujF0JkJekDJIR4Y5xfc55NH21CURQA7PLb0eOvHkbJz99/3yQwcCF378ZToYIXe/f2Nkx+AGKCnyQ/njMl+RHiDSMtQEKI117CgwS2frqVc0t1nZOLNStGQJuANMsmJ2vo3n01UVGJvP22H5s3d8fFJY2RXE7dIX4H2DcE555ZGb4QIgdIAiSEeK1d3HCRjf02Eh8Zj8pMRa2va1GsabF0y1tZmbN6dWfGjDnAwoVtsbe3erJTmwgqc1BZ6v4tsDAbnoEQIidIAiSEeC09fvSYbQO3cWbRGQDyl8pP24Vt8anqk2b5e/ficXe3B6By5QKsWtXZsIAmFm61AQtv8P5TlwAJId5Y0gdICPHaURSFpS2XcmbRGV2rz1e1+PDkh+kmPzNnHqNo0akcORKedoWaR7oV3RN2Q9xGSL6chdELIXIDSYCEEK8dlUpF4KhA8gfkp+/BvjQa2wgLm7QbtMeOPUD//luIjU1m/fqLxgVS7sKN+pB4BMxcwW8nWKfdf0gI8eaQW2BCiNfClW1XePzwMWW769bmKtKwCB+f/Rgzi7T/jlMUhWHDdjJu3EEAvv22Dj/+WN+wkDocbjaC5Itg7gl+IWCTztpfQog3iiRAQohcLSkmie1fbOefP/7B0t4S35q+uBZ2BUg3+dFqFQYM2MKsWccBGD++EV9+WcuwUHKoLvlRh4GFHxTcCVbFs/KpCCFyEUmAhBC51tUdV1nfdz0xN2MAqPR+JRw8n7/yekqKlj591rN48RlUKpg1qwUffljFuKD6BqTcBstiuuTHsmBWPAUhRC4lCZAQItdJik0iZGgIJ2afAMC1iCut57XGv57/C49VFIWoqETMzVUsWtSObt3SuaVlXx98N4F1WbDwSruMEOKNJQmQECJXUT9WM6fSHB5eeQhA1f5VaTS2EVYOVi84UsfS0pwVKzpy7Nht6tYtZLgz4SCYu4F1Kd1j+8amDF0I8RqRUWBCiFzF0taS0p1K41zImZ47e9J8evMXJj+PHj1m4sRD+iUwbG0tjZOf+BC4GfRfv5/rWRW+EOI1IS1AQogcd33/dezy2+Feyh2AesPrUXtYbawdrV94bGRkHE2aLOb06Uji4pL54Yd6xoVi18PtzqAkg3VdMHc39VMQQrxmpAVICJFj1Alqtn2+jQX1FrCu1zq0KVoALKwtMpT83LgRTd26Czh9OhIvLwfaty9lXCh6CdzqoEt+HDuAzzowszPxMxFCvG6kBUgIkSNuHLzB+j7reXhZ19fHs5wnmmRNukPbn3Xp0gMaNfqTmzdjKFTImR07elKsmJthoag5EPERoIBTT/CeCyq57AkhJAESQmQz9WM1u7/fzaGJh0ABRx9HWv3eiuLNMj4Hz5kzkTRuvIi7d+MJCMhPSEgPfH2dDAvFLIWID3X/d/kEPKeBShq9hRA6kgAJIbJN9M1oFgct5v6F+wBU6F2BJpOaYONik+E6YmOTaNToT+7dS6BiRS+2b39Xv8ipAftmYF0R7IPAfQyoVKZ6GkKIN4AkQEKIbOPo7Yi1kzUO3g60mtOKEi1LZL4OR2smTmzCnDkn2LChGy5PJ0+K8iTRMXeBQgekv48QIk2SAAkhstSdf+7gXsodCxsLzCzM6Li8I9ZO1ti62WaqnuRkDVZW5gC8+245uncvi5nZU606igYiPtYtZOo2WLdNkh8hRDrkhrgQIkukJKWw67td/F71d/aM2KPf7uLvkunkZ/HiM5QrN4s7d2L12wyTHzXc6QnRv8PdoZB86VXDF0K84SQBEkKY3J2Td/i96u/sH70fRaMQEx6jn6Qws2bOPEaPHmu5ePEBs2cfNy6gTYRbnSBmCWABBZaAVeZvrQkh8ha5BSaEMBlNsob9P+9n/+j9aFO02Lnb0WJWC0p3KP1S9Y0de4Bhw3YCMGBAVYYPDzQsoI2H8LaQsANU1uCzGhxavNqTEELkCZIACSFM4v6F+6zutpqIUxEAlO5YmuYzm2Of1gitF1AUhWHDdjJu3EEAvv22Dj/+WB/V0yO5NFEQ3gIe/w0qe/DdqFvgVAghMkASICGESVjYWvDwykNs89nSYmYLynQu81L1aLUKAwZsYdYs3e2u8eMb8eWXtYwLxm3SJT9mLuC3FWxrvEL0Qoi8RhIgIcRLi4uIw8HLAQCXQi50Xt0Zz/KeOHg6vHSd0dGJ7Np1DZUKZs1qwYcfVkm7oPO7oLkLdg3ApsJLn08IkTflaCfoffv20apVKwoUKIBKpWLdunUG+3v37o1KpTL4adq06QvrnTFjBv7+/tjY2FC9enWOHj2aRc9AiLxJm6Jl/5j9TPafzNUdV/XbiwYVfaXkB8DV1ZaQkB6sXNnJOPlRX9fd+krlNliSHyHES8nRBCg+Pp7y5cszY8aMdMs0bdqUO3fu6H+WLl363DqXL1/O4MGDGT58OCdPnqR8+fI0adKEu3fvmjp8IfKke//eY+7bc9n1zS40SRr+Xf3vK9cZF5fM5s1Phq77+TnT4dmO00kX4XptXb8fbfwrn1MIkbfl6C2wZs2a0axZs+eWsba2xsvLK8N1Tpw4kQ8++IA+ffoAMHv2bDZv3sy8efP4+uuvXyleIfIyrUbLoYmH2P39bjRJGqydrWk2tRnlepR7pXofPXpM8+ZLOHIknOXLO9KpUxp9hxJPw80g3S0vM0fQxoBZ5jtXCyFEqkwnQEuXLqVbt25p7vvyyy/55ZdfXjmop+3ZswcPDw9cXV1p0KABP/30E/ny5UuzbHJyMidOnGDYsGH6bWZmZjRq1IhDhw6le46kpCSSkpL0j2NiYgBQq9Wo1WoTPRPTSY3JVLGZur7cLC89V1N6cPEBm97fxK0jtwAo2qwozWc2x9HHkZSUlJeuNzIyjubNl3H27F1cXW0oUMDe6HejSjyC+Z1WqLRRKFYVSCmwGZT8kMd/h7n5vZzbr1G5vb68JKt+FxmhUjI5O5mLiwtLly41arn5/PPPWbZsGXfu3MlMdU8CUalYu3Ytbdu21W9btmwZdnZ2FC5cmNDQUL755hscHBw4dOgQ5ubmRnXcvn0bHx8f/v77b2rWrKnfPnToUPbu3cuRI0fSPPeIESMYOXKk0fYlS5ZgZydT6QvxaP8jrv96HTM7M3ze88GtgZvhkPSXcO9eMsOHh3L7dhIuLhaMGFEUf3/DGaLz256luu9oLMwSefA4gMPh35GifbU+RkKIN1dCQgLdu3cnOjoaJyen55bNdAtQcHAw3bp1Y9OmTdSuXRuATz/9lDVr1rB79+6XizgdXbt21f+/bNmylCtXjqJFi7Jnzx4aNmxosvMMGzaMwYMH6x/HxMTg5+dHUFDQC1/AnKBWqwkJCaFx48ZYWlrmuvpys7z0XF+VJlmD+X9rbynNFA65HuKtbm/h5Pfqn4lLlx7w6adLuX07iUKFnNm6tRvFirkZlFEl/IV5xGhUSiJa2wY4FV5N0Fty2ytVbn4v5/ZrVG6vLy8x9WuXegcnIzKdALVo0YKZM2fSunVrQkJCmDt3LuvXr2f37t2UKJG1088XKVKE/Pnzc+XKlTQToPz582Nubk5kZKTB9sjIyOf2I7K2tsba2tpou6WlZa5+M5s6vtz+fE0pLz3XzFK0CkenH+XwpMO8f/R9/USG9b6tZ5L6IyLiaNBgMXfvxlOyZD5CQnrg5+dsXNCmCJg5gG0QZgWWY2ZmY1xG5Or3cm6/RuX2+vISU712manjpTpBd+/enaioKGrVqoW7uzt79+6lWLFiL1NVpoSHh/PgwQO8vb3T3G9lZUXlypXZuXOn/laaVqtl586dDBgwIMvjE+J19+jqI9b3Wc/1fdcBODHnBHW/rWvSc3h62tO9+1vs2XOd7dvfxcMjnVYd61JQ6BBYFgKVfKkIIUwrQwnQ07eHnubu7k6lSpWYOXOmftvEiRMzfPK4uDiuXLmif3zt2jVOnTqFm5sbbm5ujBw5kg4dOuDl5UVoaChDhw6lWLFiNGnSRH9Mw4YNadeunT7BGTx4ML169aJKlSpUq1aNyZMnEx8frx8VJoQwpmgVjs8+TsjQENTxaiztLQmaEETlDyub7hyKop/Pa+LEJsTHq3FwsDIs9GgGWJUE+0a6x1ZZ/4eVECJvylAC9M8//6S5vVixYsTExOj3Z7ZT5PHjx6lf/8naPamJVq9evZg1axZnzpxh4cKFREVFUaBAAYKCgvjxxx8NbleFhoZy//59/eMuXbpw7949fvjhByIiIqhQoQLbtm3D09MzU7EJkVdEhUWx4b0NXNt1DQD/QH9az2uNa2FXk51j/foLzJt3ihUrOmJtbYFKpTJOfu7/DPe/BZUdFD4HVoVNdn4hhHhWhhIgU3duThUYGMjzBqFt3779hXWEhYUZbRswYIDc8hIigw6OP8i1XdewtLOk0bhGVP2kKiqzVxvh9bTg4DP06rUOjUZhxoxjDB5c07CAosC9b+DhWN1jty/B0t9k5xdCiLRkug9QdHQ0Go0GNzfDERsPHz7EwsIiV46aEkKkr+GYhjx++JgGPzXA7ZmRWK9q1qxj9O+/BUWBnj3L89ln1Q0LKFqIHAhR03WP3SdAvi9MGoMQQqQl00thdO3alWXLlhltX7FihcGwdSFE7qMoCifnnmRVl1X61lcbZxs6Luto8uRn7NgDfPKJLvkZMKAq8+e3wcLiqUuOkgIR7/2X/KjAc7YkP0KIbJPpBOjIkSMG/XZSBQYGpjvRoBAi58WEx7Ck+RI2vr+R/634HxfWXsiS8yiKwrBhOxg2bCcA335bh6lTm2H27G21qN8gegFgDt5/guuHWRKPEEKkJdO3wJKSktKc+l6tVvP48WOTBCWEMB1FUTj952m2DdxGUnQS5tbmNPipASXblMyS8924Ec3MmccBGD++EV9+WSvtgi4fQsJ+cOoCju2yJBYhhEhPphOgatWqMWfOHKZNm2awffbs2VSubLohs0KIVxd7O5ZNH27i0ibdSus+1Xxos6AN7qXcs+ychQq5sHlzd86fv8cHHzxzTdDGgcoWVOagsgAf49vpQgiRHTKdAP300080atSI06dP62dj3rlzJ8eOHeOvv/4yeYBCiJejKAorOqwg/HA45lbmBI4K5O0v3sbMItN3vl8oMTGF0NCHlCnjAUDt2gWpXbugYSHNQ7jZFKwrgNdv8IpriQkhxKvI9JWwVq1aHDp0CF9fX1asWMHGjRspVqwYZ86coU6dOlkRoxDiJahUKoImBuFTzYd+J/tR+6vaWZL8xMUl07LlEmrXns/p0xFpF0qJhBuBkHgM4tZAyk2TxyGEEJnxUkthVKhQgSVLlpg6FiHEK1AUhf8t/x+J0YlU+bAKAH41/Xjv8HuvvHJ7eh49ekyLFks4dCgce3tLHj1KNC6kvgE3GoH6Mph7QcEdYFnQuJwQQmSjl0qANBoN69at4/z58wCUKVOG1q1bY25ubtLghBAZE383ns2fbOb86vOYW5tTuH5h8pXIB2R+hvaMioyMo0mTxZw+HYmrqw1bt75D9eq+hoWSr8CNhpByAywK6ZIfWd5CCJELZDoBunLlCi1atCA8PJySJXWjSMaMGYOfnx+bN2+maNGiJg9SCJG+/638H1s+2ULC/QTMLMyoPaw2LoVdsvScN25E07jxIi5deoCnpz0hIT0oW/aZ5WaSzsGNxqCJAKsS4LcDLP2yNC4hhMioTCdAn332GUWKFOHQoUP62aAfPHjAu+++y2effcbmzZtNHqQQwljC/QS2DNjC/5b/DwCPsh60XdgW74reWXre69ejqFt3ATduRFOokDM7dvSkWFqTKKqvg+Y+WJcDv7/AQtbjE0LkHplOgPbu3cvhw4cNlsLIly8fY8eOpVatdOb7EEKYlPqxmt8q/UbMzRhU5ipqD6tNve/rYW6V9behPT0dKFbMDVtbC0JCeuDn55x2QYcW4LsRbKuBuWlnmRZCiFeV6QTI2tqa2NhYo+1xcXFYWVmlcYQQwtQsbS2p3K8y55ado+2CthSoUiDbzm1jY8H69V1JSFDj4WFvuDN+B1gWAasiuscOTbMtLiGEyIxMj4lt2bIl/fr148iRIyiKgqIoHD58mI8++ojWrVtnRYxCCODixovcOXlH/7jWV7Xod6JftiQ/O3de5YcfduvXD3NwsDJOfmLXQngLuNkQUtIZDi+EELlEpluApk6dSq9evahZsyaWlpYApKSk0Lp1a6ZMmWLyAIXI6xKjEtk2aBunF57G4y0PPjj+ARbWFphbZs+oy/XrL9C58yqSkzWULJmPd94pZ1woejHc6Q1owKaK3PISQuR6mU6AXFxcWL9+PZcvX+bCBd1iiqVKlaJYMRnaKoSpXd5ymY0fbCT2diyooGjToqBk3/mDg8/Qq9c6NBqFdu0C6NixtHGhR7Mh8hNAAefe4PW7bpkLIYTIxV76KlW8eHGKFy9uyliEEP9JjE5k++DtnJp3CgC34m60XdAWv7ezbxj5rFnH6N9/C4oCPXqUY968Nlg8O5P0g1/g3lDd/10GgOcUUJl+tmkhhDC1DCVAgwcPznCFEydOfOlghBAQdT2K+bXnExMeAyqoMagGDX5qgKWdZbbFMHbsAYYN2wnAgAFVmTKlGWZmz0yo+Oi3J8lPvmGQf7Ss7yWEeG1kKAH6559/MlRZVs04K0Re4uznjGtRV8ytzWkzvw2F6hTK1vOfPh3BN9/okp9vv63Djz/WT/uz7dgBHk0F53d1CZAQQrxGMpQA7d69O6vjECJPC9sbRoEqBbCyt0JlpqLD0g5YO1ljZZ/9U0uUL+/FrFktiI5OYujQZ+b2UpQnrTwW+cH/OJjZZnuMQgjxqqSnohA5KDkumZCvQjg+8zhVB1Sl+bTmADh6O2ZrHCkpWh49eoy7u25o+4f/LaZqQFHrRnrZ1QOXfrptkvwIIV5TmeqtuHv3bn799VcOHjwIwG+//UbBggVxd3fngw8+4PHjx1kSpBBvorC9YcwqN4vjM4/rNijo59nJTklJKXTqtJLAwIXcv5+QdiFtItzqCDFLIPIzUIdnb5BCCGFiGW4B+v333/n4448pXLgw3377LcOHD2f06NH06NEDMzMzFi9erF8SQwiRvuT4ZHZ+s5OjU48C4FzQmdbzWlOkYZFsjyUuLpl27ZazY8dVrK3NOXMmkgYNChsW0sZBeFtI2AkqG/BZDZa+adYnhBCviwwnQFOmTGHSpEl8+umnbNu2jVatWvHHH3/Qq1cvAAIDAxk2bJgkQEI8R8TpCFZ2XMnDKw8BqNSvEkG/BGHtZJ3tsTx69JgWLZZw6FA4Dg5WbNjQlfr1n0l+NFG62Z0f/w1mDuCzEewDsz1WIYQwtQwnQFevXtUvddG0aVNUKhXVqlXT769evTo3b940fYRCvEHsPexJeJCAk68Tree2pmhQ0RyJIzIyjiZNFnP6dCSurjZs3foO1as/06qTcg9uNoGkf8DMBfy2gW31HIlXCCFMLcMJUGJiIra2Tzo8WltbY21tbfA4JSXFtNEJ8QZ4cPkB+YrnA3Sdm7tv6o57GXdsnG1yJJ6bN6Np1GgRly49wNPTnpCQHpQt62lcMHalLvkx9wC/ELBJYwkMIYR4TWU4AVKpVMTGxmJjY4OiKKhUKuLi4oiJiQHQ/yuE0FE/VrP7h90cnniYzms6E9AmACBbZ3NOi5mZiuRkDYUKObNjR0+KFUtn3S6Xj0EbDQ7twbpk9gYphBBZLMMJkKIolChRwuBxxYoVDR7LRIhC6IQfCWd97/Xcv3AfgBv7b+gToJzm4+PEjh09sLIyx8/P2XBn8hWw8NL191GpZIJDIcQbK8MJkEyGKMSLpSSlsGfEHv4e/zeKVsHBy4GWc1pSslXOtqAcPhzOzZvRdOpUBoCiRdNo9Uk8BTeDwLos+G4Gs5y5RSeEENkhwwlQvXr1sjIOIV57d07eYW3Ptdz73z0Ayr5TlmZTm2HrlrOTBe7adY3WrZeSlKTBw8OeevX8jQs9PgQ3m4M2SjfyS0kAJAESQry5ZCZoIUwk5lYM9/53D3sPe1r+1pKAtjl/y2vDhot07rySpCQNjRsXoUqVAsaF4ndBeGtQ4sG2lq71x9zZuJwQQrxBJAES4hUkxyVj5aBbr6tkq5K0mN2C0h1KY5ffLocjgyVLztKz51o0GoV27QJYurQD1tbPfOTjNulmeFaSwK4x+K4FM/ucCVgIIbJRppbCEELoaNQa9ozcw5QiU4i59WQEZJUPq+SK5Gf27OO8++4aNBqFHj3KsWJFJ+PkJ2Y1hLfTJT8ObcF3oyQ/Qog8QxIgITIp8kwkf1T7g70j9pJwL4Ezi8/kdEgGdu++xscfb0ZRoH//qixY0BYLizQ+6lZFdaO9nN4BnxVglv2zUQshRE7JdALUt29fYmNjjbbHx8fTt29fkwQlRG6kUWvY99M+5lSZQ8SpCGzdbOmwtAO1htbK6dAMBAb68957Ffnmm9pMm9YMM7N0pqewqQD+R8H7T1BZZmuMQgiR0zKdAC1cuDDNVd8fP37Mn3/+aZKghMht7p67y9yac9n9/W60ai0l25Tkk/99wltd38oV819ptQrJyRpAN2npnDmtGD26oWFsigIPxkHCwSfbrIqDShqChRB5T4Y7QcfExKAoCoqi6GeETqXRaNiyZQseHh5ZEqQQOe3k3JPcOXEHG1cbmk1rRtnuZXNF4gOQkqKlb9/1xMYms3JlJywszIxbfRQF7n0ND8eDmRMUuaib8FAIIfKoDCdALi4uqFQqVCqVwYzQqVQqFSNHjjRpcELkpKdnN2/wUwNSElOo9309HAs45nBkTyQlpdC162rWrbuAubmKw4fDqV27oGEhRQuRAyBqlu5x/hGS/Agh8rwMt33v3r2bnTt3oigKq1atYteuXfqfAwcOcOPGDb799ttMnXzfvn20atWKAgUKoFKpWLdunX6fWq3mq6++omzZstjb21OgQAF69uzJ7du3n1vniBEj9Ila6k9AQM7PxyJeH1qNlr8n/E1w02AUrQKAlb0VLWe1zFXJT3x8Mi1bLmXdugtYW5uzdm2XNJKfFLjT+7/kRwVec8Dt85wIVwghcpVMzwR97do1ChYsaJLm//j4eMqXL0/fvn1p3769wb6EhAROnjzJ999/T/ny5Xn06BEDBw6kdevWHD9+/Ln1lilThh07dugfW1jIdEciYx5cesC63usIPxQOwPm15yndoXQOR2Xs0aPHtGixhEOHwrG3t2TDhm40aFDYsJA2CW53h7g1gDkUWARO3XIkXiGEyG0ylBmcOXOGt956CzMzM6Kjozl79my6ZcuVK5fhkzdr1oxmzZqluc/Z2ZmQkBCDbdOnT6datWrcuHGDggULpnkc6BIeLy9p4hcZp2gVjkw9ws5hO0lJTMHK0Yqmk5tSqn2pnA7NSGRkHE2aLOb06UhcXW3YuvUdqlf3NS748Fdd8qOyggIrwbF19gcrhBC5VIYSoAoVKhAREYGHhwcVKlRApVKhKIpROZVKhUajMXmQqaKjo1GpVLi4uDy33OXLlylQoAA2NjbUrFmTMWPGPDdhSkpKIikpSf84JkY3sZ1arUatVpskdlNKjclUsZm6vtxKq9Fybc81Hu17RKh1KIUDC2NmbsbDKw/Z3G8zNw/cBKBwo8I0n90c54LOpKSk5HDUxq5cuc/lyw/x9LRn8+ZulCvnkfbvzukzzB8fRev0EYpNQ3jDf795TW7+3Ob2a1Rury8vyarfRUaolLQymWdcv35df9vr+vXrzy1bqFChDJ/cIBCVirVr19K2bds09ycmJlKrVi0CAgIIDg5Ot56tW7cSFxdHyZIluXPnDiNHjuTWrVucO3cOR8e0+2+MGDEizQ7cS5Yswc4u52f1Fa8u6lAUt/64hfrBkw+HZT5LCrxXgPsb7hN/IR4zGzMK9ClAvqB8uWaEV3rOno0lXz4rChQwnLzQwiyBFK0tkLvjF0KIrJCQkED37t2Jjo7GycnpuWUzlABl1NOjZjLreQmQWq2mQ4cOhIeHs2fPnhc+qadFRUVRqFAhJk6cyHvvvZdmmbRagPz8/Lh//36mzpVd1Go1ISEhNG7cGEvLV5/AztT15TYX1l5gTdc18Ow7/b+3asOxDbm28xpNpzfFxd8lu8PLkDNn7qLVKlSo4Jl+oZQ7WNxuhtauMdp84yGXJ3Hi1eTmz21uv0bl9vryElO/djExMeTPnz9DCVCmewf37t2bGTNmYG9vuGZQWFgYPXr0YP/+/Zmt8rnUajWdO3fm+vXr7Nq1K9MJiYuLCyVKlODKlSvplrG2tsba2ngZAEtLy1z9ZjZ1fLn9+b4MrUbLji92GCc/oNumgmPTjzHw2kDMzHPnhICHD4fTrFkwlpZmHDzYl+LF8xkXUl+H241AfQXz+CjM3b8BC5mXKy/IzZ/b3H6Nyu315SWmeu0yU0emr/inT5+mXLlyHDp0SL9t4cKFlC9fnvz582e2uudKTX4uX77Mjh07yJcvjQv/C8TFxREaGoq3t7dJYxOvhxv7bxATHpN+AQVibsZwY/+N7AsqE3btukajRn8SFZVI8eL5cHdPY7HS5EtwvQ6or4ClPxTcL8mPEEK8QKYToKNHj9K+fXsCAwP55ptv6Ny5MwMGDGDChAmsXbs2U3XFxcVx6tQpTp06BeiG2J86dYobN26gVqvp2LEjx48fJzg4GI1GQ0REBBERESQnJ+vraNiwIdOnT9c/HjJkCHv37iUsLIy///6bdu3aYW5uTrduMvw3L4q9Y7xu3auUy04bNlykefNg4uPVNG5chL/+ehcXFxvDQoln4HpdSLkJViV1yY9VkZwJWAghXiOZvgVmaWnJL7/8gp2dHT/++CMWFhbs3buXmjVrZvrkx48fp379+vrHgwcPBqBXr16MGDGCDRs2ALpRaE/bvXs3gYGBAISGhnL//n39vvDwcLp168aDBw9wd3endu3aHD58GHd390zHJ15/jt4Zm7gwo+WyS3DwGXr1WodGo9CuXQBLl3bA2vqZj+vjo3CzKWgfgXV58PtLWn6EECKDMp0AqdVqvv76a2bMmMGwYcM4cOAA7du3Z+7cuTRv3jxTdQUGBqY5nD5VRvpnh4WFGTxetmxZpmIQb7aCdQri5OtEzK2YtPsBqcDJ14mCddKfJiG7bdhwkR491qIo0KNHOebNa4OFRRqNteow0EaBTQ3w2wLmrtkdqhBCvLYynQBVqVKFhIQE9uzZQ40aNVAUhfHjx9O+fXv69u3LzJkzsyJOIV6KmbkZTac0ZUWHFcY7/xsk1XRy01zVAbphw8LUqOFLpUreTJ3azHhh01ROncHMDuwCwcwhW2MUQojXXaav+lWqVOHUqVPUqFED0A1f/+qrrzh06BD79u0zeYBCvKpS7UvhXtr4FqiTrxOdV3XOFbM9K4qib/G0t7dix46eTJuWRvITuxHU4U8eO7SU5EcIIV5CpluA5s6dm+b2ihUrcuLEiVcOSIis0GlVJ07+fhKvKl78c+IfajerTZH6RXJFy49Wq/DZZ1vx9LTn++91a+7Z2aUxlDN6IdzpC1bFodDfYO6WzZEKIcSbI8NX/xUrVhiMvgoPD0er1eofJyQkMGXKFNNGJ4SJuJdyp8nEJpTuVBrXuq4UqlcoVyQ/KSlaevdex4wZxxg+fA/nzt1Nu+CjmbpV3dGCbS0wc87OMIUQ4o2T4W+Abt26ERUVpX9cunRpgw7IsbGxDBs2zJSxCfFGS0pKoVOnlSxadAZzcxWLF7fnrbfSGMX1YBxE9tf933UgeP0OKvPsDVYIId4wGU6Anh2RZcIVNITIMpe3XGZ1t9Vc3//8NeyyW3x8Mi1bLmXdugtYW5uzdm0Xuncva1hIUeDet3Dva93jfN+BxyRQ5XzLlRBCvO4y3QdIiNfJ8dnHubTxEk5+ThSq83IL9ZpaVFQizZsHc+hQOPb2lmzY0I0GDQobF3z4Czz4Wfd/93GQb2j2BiqEEG8w+VNSvLFibsVwefNlACq+VzGHo3kiJCSUQ4fCcXW1YefOnmknPwBO74JlcfCcKcmPEEKYWKZagLZv346zs67zpVarZefOnZw7dw7AoH+QELnB6YWnUbQKBWsXJH9J065T9yo6dSrDzJkJ1KpVkHLlnlndXVGerOJuWQAKnwYz2+wPUggh3nCZSoB69epl8PjDDz80eKxSpTNhmxDZTNEq/DPvHwAqvp/zrT9XrjzE2dlav5jpxx9XNS6kfQy3u4JjZ3B+R7dNkh8hhMgSGb4FptVqX/ij0WiyMlYhMixsbxiPQh9h7WRN6Y6lczSWM2ciqV17Hk2bBhMdnZh2IW0chLeAuA0Q+TFoHmRvkEIIkcdIHyDxRvrnD13rz1vd3sLK3irH4jh8OJx69RYQGRmPRqMlKSmNPxI0j+BGY0jYDWaO4LsJzPNlf7BCCJGHSAIk3kg+NXzIVzIfld6vlGMx7Np1jUaN/iQqKpGaNX3Zs6c3Hh72hoVS7sKN+pB4GMxcwW8n2NXNmYCFECIPkWHw4o1U/dPqVBtQLcfOv2HDRTp3XklSkoZGjYqwdm0XHByeaYlSh8PNRpB8Ecw9wS8EbMqmXaEQQgiTkgRIvLFyqlP+mjXn6dx5JRqNQtu2ASxd2gEbmzQ+ajGLdcmPhR8U3Klb40sIIUS2kARIvFHu/XuP2yduU7pDaSzTWlA0G1So4IWnpwMNGxZm3rw2WFikc6fZ7StQksG5N1gWzNYYhRAir3upBCgqKopVq1YRGhrKl19+iZubGydPnsTT0xMfHx9TxyhEhh2ZdoQTs08QtiuMNvPb5EgMRYq4cuTI+xQo4IiZ2TOtUEn/gmURMLPRzfeT/4cciVEIIfK6THeCPnPmDCVKlGDcuHFMmDBBPwHimjVrZDFUkaPUCWrOLdFNzFmuR7lsO6+iKHz//S42bryo3+br62Sc/CQchOs14XZnUNTZFp8QQghjmU6ABg8eTO/evbl8+TI2Njb67c2bN2ffvn0mDU6IzPh31b8kxSThUtgF/0D/bDmnVqvw6adb+emn/XTuvIqbN6PTLhgfAjeDQBsDmijQpjMfkBBCiGyR6Vtgx44d47fffjPa7uPjQ0REhEmCEuJlnPzjJKBb90v1bOtLFkhJ0dK373oWLTqDSgWTJjXBz8/ZuGDs+v9afZLBvgn4rAEzuyyPTwghRPoynQBZW1sTExNjtP3SpUu4u7ubJCghMuvBpQfc2H8DlZmKCr0rZPn5kpJS6NZtNWvXXsDcXMXChW155500brvFLIXbPQANOLSHAkvAzDrL4xNCCPF8mb4F1rp1a0aNGoVarevDoFKpuHHjBl999RUdOnQweYBCZMTJubrWn+LNi+Pk45Sl54qPT6ZVq6WsXXsBa2tz1qzpknbyE7UAbr8DaMCpB/gsl+RHCCFyiUwnQL/++itxcXF4eHjw+PFj6tWrR7FixXB0dGT06NFZEaMQLxR9Xdf3puJ7Wb/w6axZxwkJuYq9vSWbN3endeuSaRe0DgCVHbh8DN4LQCWzTgghRG6R6Suys7MzISEhHDhwgDNnzhAXF0elSpVo1KhRVsQnRIZ0XNaRBj81wLlQGn1wTOzzz2sQGvqQXr0qUKOGb/oFbWtA4X/AsphuyLsQQohc46X/JK1duza1a9c2ZSxCvBK3Ym5ZVvedO7Hkz2+HpaU55uZmzJrV0riQosD9H8CxHdj8twaZzO4shBC5UqYToKlTp6a5XaVSYWNjQ7Fixahbty7m5uavHJwQL/L44WM0ag0Ong5Zdo7Llx/QqNEi6tQpyJ9/tjOe3wdA0UDkJxA1B6JmQ5HLYO6SZTEJIYR4NZlOgCZNmsS9e/dISEjA1dUVgEePHmFnZ4eDgwN3796lSJEi7N69Gz8/P5MHLMTTjs08xt6Re6n9TW3qj6xv8vrPnIkkKGgRkZHxHDt2mwcPEnB3f2ZFd0UNd3pDzBJABe7jJPkRQohcLtOdoH/++WeqVq3K5cuXefDgAQ8ePODSpUtUr16dKVOmcOPGDby8vPj888+zIl4h9BStwj/z/kGbos2S219HjoRTr94CIiPjqVDBi/37+xgnP9okuNXpv+THAgosBZe+Jo9FCCGEaWW6Bei7775j9erVFC1aVL+tWLFiTJgwgQ4dOnD16lXGjx8vQ+JFlru2+xpR16KwdrKmdIfSJq179+5rtGq1lPh4NW+/7cfmzd1xcbExLKSNh/B2kBACKmvwWQUOafQNEkIIketkugXozp07pKSkGG1PSUnRzwRdoEABYmNjXz06IZ7jn7n/AFD2nbImXfl906ZLNGsWTHy8msaNi/DXX+8aJz8A93/8L/mxB9/NkvwIIcRrJNMJUP369fnwww/5559/9Nv++ecfPv74Yxo0aADA2bNnKVy4sOmiFOIZjx8+5vya84Dp5/6xsbFAUaBduwA2buyGvb1V2gXz/wAOraBgCNg3NGkMQgghslamE6C5c+fi5uZG5cqVsba2xtramipVquDm5sbcuXMBcHBw4NdffzV5sEKkOhN8Bk2SBq8KXnhX8jZp3Y0aFeHAgT6sWNEJa+tn7hJronXD3UG3npfvBrCtadLzCyGEyHqZ7gPk5eVFSEgIFy5c4NKlSwCULFmSkiWfzIZbv77pR+MI8bQzi84A/y18aoJJBqdOPUJQUFECAvIDULWqj3Gh5DC42RCc3gX3ka98TiGEEDnnpSdCDAgIICAgwJSxCJFh7257lzPBZyj7TtlXqkdRFL79dhdjxhzAx8eRs2c/xtXV1rhg0kVd8pNyC2IWg9sXYJ61a44JIYTIOi+VAIWHh7NhwwZu3LhBcnKywb6JEyeaJDAhnsfWzZbqn1bP1DEajZa9e6+zb98j7O2vU69eYT7/fDszZhwD4NNPq6Wd/CSehptBoLkLVqXAb4ckP0II8ZrLdAK0c+dOWrduTZEiRbhw4QJvvfUWYWFhKIpCpUqVsiJGIfQURXmpW15r1pxn4MBthIfHADBx4nXs7CxJSFCjUsGMGc35+OOqxgc+Pgw3m4E2Cqwrgt92sHB/xWchhBAip2W6E/SwYcMYMmQIZ8+excbGhtWrV3Pz5k3q1atHp06dsiJGIfROLzzN3Jpz9SPAMmLNmvN07LhCn/ykSkhQA/DZZ9XSTn7id8ONRrrkx/ZtKLhLkh8hhHhDZDoBOn/+PD179gTAwsKCx48f4+DgwKhRoxg3bpzJAxTiaSf/OEn44XDuX7yfofIajZaBA7fpB26lZc2aC2g0WuMd6jBQ4sGuIfj9JctbCCHEGyTTCZC9vb2+34+3tzehoaH6fffvZ+xLKdW+ffto1aoVBQoUQKVSsW7dOoP9iqLwww8/4O3tja2tLY0aNeLy5csvrHfGjBn4+/tjY2ND9erVOXr0aKbiErnT/Qv3uXnwJipzFRV6VcjQMfv33zBq+XnWzZsx7N9/w3iHSx/w2QC+m8DM3ni/EEKI11amE6AaNWpw4MABAJo3b84XX3zB6NGj6du3LzVq1MhUXfHx8ZQvX54ZM2akuX/8+PFMnTqV2bNnc+TIEezt7WnSpAmJiYnp1rl8+XIGDx7M8OHDOXnyJOXLl6dJkybcvXs3U7GJ3Ofk3JMAFG9eHMcCjhk65s6djM1Iri8XsxJSnnqvOLYCszRmgRZCCPFay3Qn6IkTJxIXFwfAyJEjiYuLY/ny5RQvXjzTI8CaNWtGs2bN0tynKAqTJ0/mu+++o02bNgD8+eefeHp6sm7dOrp27ZpufB988AF9+vQBYPbs2WzevJl58+bx9ddfZyo+kXtokjWcXngagErvZ7yzvbd3xhIlb29HeDQdIj8F63JQ8ACYZ+xYIYQQr59MJUAajYbw8HDKlSsH6G6HzZ49O0sCu3btGhERETRq1Ei/zdnZmerVq3Po0KE0E6Dk5GROnDjBsGHD9NvMzMxo1KgRhw4dSvdcSUlJJCUl6R/HxOhumajVatRqtSmejkmlxmSq2ExdX1a4sO4CCfcScPB2wL+xf4ZjrVHDGx8fR27dSrslSKUCHx8nagUsgsgfANDY1EersQZt7n09hMjNn9vcfo3K7fXlJVn1u8iITCVA5ubmBAUFcf78eVxcXDIbV6akLqzq6elpsN3T01O/71n3799Ho9GkecyFCxfSPdeYMWMYOdJ4Zt+//voLOzu7zIaebUJCQnJ1faYUOk7X18zubTu2/bUtU8d26ODC1KlpJ0CKovDnrzuxjNoMwIX7Xbh4MRDY+irhCpFtcvPnNrdfo3J7fXmJqV67hISEDJfN9C2wt956i6tXr75Ri50OGzaMwYMH6x/HxMTg5+dHUFAQTk65b8I7tVpNSEgIjRs3xtLy1VdBN3V9WeFC0gVOzTtF0I9BuBVzy9Sxe/bsAG5iZQU1y1/D2z2OO/ccCLtbhpDF/1A8vy750eQbS9GigymaBfELYWq5+XOb269Rub2+vMTUr13qHZyMyHQC9NNPPzFkyBB+/PFHKleujL294egYUyUMXl5eAERGRuLt/WSxy8jISCpUqJDmMfnz58fc3JzIyEiD7ZGRkfr60pK6qOuzLC0tc/Wb2dTx5ebnW7ZzWcp2zvyyF9euPWLmzBO0a/wvwRP3YWvxpPVQUTmiUmIBFXjOwtz1Q8xNGLMQ2SE3f25z+zUqt9eXl5jqtctMHZkeBda8eXNOnz5N69at8fX1xdXVFVdXV1xcXHB1dc1sdekqXLgwXl5e7Ny5U78tJiaGI0eOULNm2qtvW1lZUblyZYNjtFotO3fuTPcY8Wb75ptdtKh3ltVTVhgkPwAqRdeZH5dPwfXDHIhOCCFETsl0C9Du3btNdvK4uDiuXLmif3zt2jVOnTqFm5sbBQsWZNCgQfz0008UL16cwoUL8/3331OgQAHatm2rP6Zhw4a0a9eOAQMGADB48GB69epFlSpVqFatGpMnTyY+Pl4/Kky8Xm4cvMG1Xdeo2KciTr6Za108duwWK1acIWxHen2GFEAFcWtBmQgqaf8RQoi8ItMJUL169Ux28uPHj1O/fn3949R+OL169WLBggUMHTqU+Ph4+vXrR1RUFLVr12bbtm3Y2DyZlyU0NNRgAsYuXbpw7949fvjhByIiIqhQoQLbtm0z6hgtXg9Hpx3lf8v/R9ydOFrMbJGpY1NStPTsGIOf9/PuCSuQchMS9oN94CvFKoQQ4vXxUqvB79+/n99++42rV6+ycuVKfHx8WLRoEYULF6Z27doZricwMBDlOWsUqFQqRo0axahRo9ItExYWZrRtwIAB+hYh8fpKeJDAhbW60XuVPsj8Qrs1a/pRvVQVSHvQoCHNnUzXL4QQ4vWV6T5Aq1evpkmTJtja2nLy5En9/DnR0dH8/PPPJg9Q5F1nFp9Bk6zBq6IX3hW9X3xAGswsfTJW0Pzl6hdCCPF6ynQC9NNPPzF79mx+//13g97WtWrV4uTJkyYNTuRdiqLwzx//AJmb+Rngzz9PM27cAR4/VoNdHbDwfU5pFVj46coJIYTIMzJ9C+zixYvUrVvXaLuzszNRUVGmiEkIbh29xd1zd7GwsaBs94wPf4+NTWLo0BAiI+NxcbHhww+rQL4fILJfGqVVun88J0sHaCGEyGMy3QLk5eVlMHIr1YEDByhSpIhJghLin7m61p/SHUtj45LxxUgnTPibyMh4ihVzo0+firqNj/f9t9fKsLCFL/isAsf2JohYCCHE6yTTLUAffPABAwcOZN68eahUKm7fvs2hQ4cYMmQI33//fVbEKPIgC1sLLO0sqfh+xQwfc/t2LBMm6NZ8GzOmIVZW5pB0HmIW6woU3EdKSiynjm+lQpVmWDjWl5YfIYTIozKdAH399ddotVoaNmxIQkICdevWxdramiFDhvDpp59mRYwiD2o2pRkNfmyAlaPViwv/Z/jw3SQkqKlRw5cOHUrpNlqXAt9tkHgY7KqjqNXcio2nvG09SX6EECIPy3QCpFKp+Pbbb/nyyy+5cuUKcXFxlC5dGgcHh6yIT+Rh1k7Gy5Ok53//u8u8eacAmDChMSqV6slOhya6HyGEEOI/me4DtHjxYhISErCysqJ06dJUq1ZNkh9hMtE3orlzMvNz8nzzzS60WoV27QKoVasgaBMg5W4WRCiEEOJNkOkE6PPPP8fDw4Pu3buzZcsWNBpNVsQl8qjDUw4zp/Ictn2e3vIVaRs/vhEdOpRi7NhGug0Pf4WrxSFqbhZEKYQQ4nWX6QTozp07LFu2DJVKRefOnfH29qZ///78/fffWRGfyEM0yRrO/HkGgCINMzeisGTJ/Kxa1ZkSJfKB+hY8GAvaGDCT1kkhhBDGMp0AWVhY0LJlS4KDg7l79y6TJk0iLCyM+vXrU7Ro0ayIUeQRFzdcJOF+Ao4FHCnWtFiGjklIUBtvvDcMlASwfRscO/+/vTuPi6rs/z/+GmDYFBQUFGTR1NzhVuyXS4uVuNx9S8uy1FJzyUors7rLNtfUUlPv8q7bTM3uzNTcWtTIFDS1ssQ0zT1JRU2UTRYH5vz+ICliEXBgBub9fDzm0cw517nmPYfTmY/XOWeOjVOKiEh1UOYC6K+8vb3p3r07PXv2pGnTpkXel0uktH6cn/dL4pGDI3Fxu/KmmZWVQ+vW/2HIkDWcP5+ZNzHzO0j9IO954Gz468nQIiIifyjXzVAzMjJYtWoVH374IRs3biQ0NJR+/fqxYsUKW+cTJ5F8PJkjXx4BoO2Q0v32z1tvfcexY8lcunQET083MAw4Ozpvpu9A8LqugtKKiEhVV+YC6P777+ezzz7D29ubvn378vLLL9OxY8eKyCZOJH5RPBjQ6NZG+Df2v2L78+czefXVLQBMnnwr3t5mSF0KmdvB5A0BUys4sYiIVGVlLoBcXV1ZtmwZ3bt3x9W14A/J7d27l9atW9ssnDiPI+v/GP0ZWrrRn8mT40hOziIioh4PPhiRN/HSUcAV6owFc3AFJRURkeqgzAXQhx9+WOB1WloaH330EfPnz+eHH37QZfFSLg9teYhD6w5xTdcrX/119OgF3nrrOwCmT4/G1fWP84XqvpB3Xy9zeEVGFRGRaqDcJ0HHxcUxaNAggoKCmDFjBrfeeis7duywZTZxIi5uLjS7oxlmL/MV277wwkYsFivR0dfQrdvfrjz0aA4uXhWUUkREqosyjQCdPn2aRYsW8d5775Gamkrfvn3Jzs5m9erVtGzZsqIySjWWk5WDi5tLqa76grxzfzZuPIbJlDf6A0DSTKgRDZ4RFZhURESqk1KPAN1xxx00a9aMn376idmzZ3Pq1CnefPPNiswmTuD7t79ndvhsfnj3h1K19/f34tChx1m69B4iI+tD5vfw+zPwazuwJFRwWhERqS5KPQK0bt06nnjiCR599FGaNm1akZnESRiGwa75u0g7lYaRa5R6udq1Penbt9XfLnsfAOawigkqIiLVTqlHgLZu3UpaWhpRUVFcf/31vPXWW5w7d64is0k1d2LHCX7f9ztuXm607lfy1YM5OVa++OIQhvGXQiltGWRu++Oy9ykVnFZERKqTUhdAHTp04N133yUxMZERI0awdOlSgoODsVqtxMTEkJaWVpE5pRra9d4uAFrd2wrPWp4ltn3vvR+5/fYl9OmzLG+CNRPO/ivveZ3nwdygIqOKiEg1U+arwGrUqMGQIUPYunUre/bs4emnn2batGkEBgZy5513VkRGqYay07LZu3QvAG2HlfzbP2lp2YwbtxmAW25pmDfx/BuQkwBuoeD/dAUmFRGR6uiq7gXWrFkzXn/9dU6cOMFHH31kq0ziBH7++GcsFy3UubYOYTeUfO7OjBnbOHPmIk2a+DNiRHvISYSkP37pOfA1cPGuhMQiIlKdXFUBdJmrqyu9e/dm7dq1tuhOnMDlw19th7bFVMINS0+dSmPGjO0ATJt2G+7uruBaN+9WFzVuB5/7KyWviIhULzYpgETKquebPYl6JIrIgZElths3bhMZGRY6dgzh7rtb5E00mcH/cQj9THd7FxGRcinX3eBFrlZw+2CC25d8v66ffz7LggXxAMyY0Q0TgHEJTO4Vnk9ERKo3jQCJw0pPv0TLlgHcfXcLOnUKhbTlcLQVpH9m72giIlLFaQRIKtUva37h4KcHaf9oe4KjSh4Buv76EOLjR5Camv3nZe85xyHrB6j5f5WUWEREqiMVQFKpvp/7PUdjjlIzqOYVCyAAV1cX/Py84NyUvOLHLQT8n62EpCIiUp3pEJhUmuRfkzn61VEA2g4p/rd/PvlkH6+//g1ZWTl5EyynIOmPX3oO0GXvIiJy9TQCJJVm18JdYECj2xrh18ivyDZZWTmMGfMlCQkpuLu7Mnp0Bzj3IhgXwbMD+Par5NQiIlIdaQRIKoU110r8wngA2g1rV2y7N9/8loSEFEJCfBkxIirvfJ+URXkz683SZe8iImITKoCkUhyNOUrqb6l4+nnSvHfzItskJWXw6qtbAJg06Ra8vMyQuiJvpu8A8OpQWXFFRKSa0yEwqRQ/zv8RgIgHI3DzLHqze/XVLaSkZBMRUY8HH4zImxg4FbxvAo+S7xYvIiJSFhoBkkoR3D6YWuG1aDe06MNfR49e4K23vgNg+vRoXF3/smnW7Anm0MqIKSIiTkIjQFIpbnj+Bjr/qzMml6LP4Xnppa+xWKx069aYbt0aQ/p68IwCt4BKTioiIs5ABZBUmuKKH4BXXrmZjAwLEyZ0ybvb+8l7wOQK4d+CR9HnDImIiJSXwx8Ca9iwISaTqdBj5MiRRbZftGhRobaenp6VnFouO7PnDPtX7if3Um6J7Zo3r8vq1fcTGVkffv/jsnf3FuB+bSUlFRERZ+LwI0Dff/89ubl/fnnu3buX6Oho7r333mKX8fX15cCBA/mvTbp02m52zNpB/MJ42j/Wntvn3l5oflZWDp5/PSm6wGXvs8Hk8DW6iIhUQQ5fAAUEFDwHZNq0aTRu3Jibb7652GVMJhP169ev6GhyBdmp2fz88c8AtOnfptD8nBwrUVHz6NChAa+9Fk3dOl5w5inAAN/+uuxdREQqjMMXQH916dIl/ve//zFmzJgSR3XS09MJDw/HarXSrl07pkyZQqtWrYptn52dTXZ2dv7r1NRUACwWCxaLxXYfwEYuZ7JVNlv3d9nuJbuxZFio06wO9a+rX6j/efN+ZN++3zl7Np3XXruVnOSPccvcgmHyIsdvElTAuq+ozypS2Rx5W3b0fZSj9+dMKupvURomwzAMm7xrJVi2bBn9+/cnISGB4OCib6S5fft2Dh06REREBCkpKcyYMYO4uDh+/vlnQkJCilxm/PjxTJgwodD0JUuW4O2t+06V18FnD5JxKIPgwcEE9g4sMC8zM5dHHtlPSkoOw4c34I7/q8WtDUdRw/0sv5y7jwNJuuWFiIiUTUZGBv379yclJQVfX98S21apAqh79+64u7vz6aeflnoZi8VCixYt6NevH5MmTSqyTVEjQKGhoZw7d+6KK9AeLBYLMTExREdHYzabHa4/gLN7zjI/aj4ubi48/uvj1AisUWD++PGxTJnyDU2a+LN793DMrhm4JL2MS8bn5ITGg0uNoju+ShXxWUXswZG3ZUffRzl6f87E1usuNTWVunXrlqoAqjKHwI4fP85XX33FypUry7Sc2Wymbdu2HD58uNg2Hh4eeHh4FLmsI2/Mts5ny/72LN4DQLNezajdoHaBeadOpTF7dt6PHk6bdhve3p6AJwTPBesMzC5eNslQEkf/24qUliNvy468j6oK/TkTW627svRRZS6xWbhwIYGBgdx+e+EriUqSm5vLnj17CAoKqqBkUpSkA0kAtB3attC8ceM2kZFhoVOnUO6+u0XBmZVQ/IiIiFSJESCr1crChQsZNGgQbm4FIw8cOJAGDRowdepUACZOnEiHDh1o0qQJycnJTJ8+nePHjzNs2DB7RHdaA9YN4MyeMwS0LHgVX2pqNmvW5P1EwfTp0Ziy4+H35yFgBngWvlJMRESkIlSJAuirr74iISGBIUOGFJqXkJCAi8ufA1kXLlxg+PDhnD59Gj8/P6Kioti2bRstW7aszMgC1GtTr9A0X18PDh58nLVrD9CpYwgkPACZceA6DYI/tENKERFxRlWiAOrWrRvFnau9efPmAq9nzZrFrFmzKiGVFCXzfCaYwMuv+ENZtWt7MnBgJKR+klf8mLwgYFolphQREWdXZc4Bkqphx+wdvBH8Bt9M/6bAdKvVICbmyJ+FrDULfn8277n/s7rbu4iIVCoVQGIz1lwr8QvjycnKoVZYrQLzlizZQ7du/+POO5fmFUEX5oDlGLgFQ51/2SmxiIg4KxVAYjNHvjxC6olUvPy9aN77zzu4Z2Xl8OKLXwPQqVMIptwzkPRq3syAaRX2mz8iIiLFUQEkNrNr/i4AIgZG4Obx5+ll//73tyQkpBAS4svo0R3gwptgTQPP68B3gL3iioiIE6sSJ0GL40s/k86BtXmXt7cb2i5/elJSBlOmbAFg8uRb8PIyg+d4cA0Er/+nu72LiIhdqAASm/jpg5+w5lhpcH0DAlv/ed+vyZPjSEnJJjKyHg88EJE30WQG/yftlFRERESHwMRGdr+/G4B2w/4c/Tly5Dxz534PwOuvR+OaewSMS3bJJyIi8lcaARKbeODLB9i9eDet7muVP+3ChSyaNq1DSIgv3bqGwLGWgCuErAYP/TCliIjYjwogsQmfIB9ueO6GAtPatw9m9+5HuHAh84/L3o/mXfZuDrNTShERkTw6BCZXpbhf6L7Mzc2FAL90SJqcNyFgKrjUrIRkIiIixVMBJFflx3d/ZPFtizm07lD+tC++OMT06d+QlZWTN+H3l/+47L09+D5gp6QiIiJ/0iEwuSo/vvsjp3aeountTWnasykWSy5jxmzgwIEkLBYrL4zxgZT5eY0DZ+uydxERcQgqgKTcTu8+zamdp3AxuxDxYN4l7vPn/8iBA0nUrevNyMfaw9l/Agb43Afene0bWERE5A/657iU26738n75uXnv5tQIqEFaWjbjx8cCMG7czdTysQBmMHlA4Gt2TCoiIlKQRoCkXCyZFn764CcA2g5tC8Drr3/D2bMXadrUnxEjosDVFUI3gOUwmMPtGVdERKQAjQBJufyy6heykrOoFVaLa7pew6lTacycuR2AadO6Yja75jU0mcC9qR2TioiIFKYCSMrl8uGvfwz5By6uLowbt4nMzBw6dQrlrjv84cxTkHPOzilFRESKpkNgUi6RgyKx5lhp+1De4a+nn+7E2bMZPPdcZ0xJr0DyPMjeA2Ff2TmpiIhIYSqApFwiB0YSOTAy/3Xz5nVZs+Z+yNoNv/5x2Xvd8fYJJyIicgU6BCZX5dKl3D9fGAacHQ1YwacveN9Q3GIiIiJ2pQJIyuR43HG2v7Gdi79fxGo16Nx5AcOHr+X33y9C+hrI2Jx32XuALnsXERHHpUNgUiY7Zu3gl9W/kHoilbNt67Nz5ykOHkxi6pQb4ewzeY38nwb3hnbNKSIiUhIVQFJq6afTOfDpAQCaD2jD8Ls+BmDs2Buo67oQLEfAtT7UGWvPmCIiIlekAkhKbffi3Ri5BiEdQ/h44zF++y2V0FBfnnzyejA3h0tHwOt63e1dREQcngogKRXDMPhx/o8AXHN/a55+ZRMAkyffipeXGagL9efaMaGIiEjp6SRoKZWELQmcP3Qe95rurDxwjpSUbCIj6zGgX6O8q79ERESqEBVAUiqXf/m5yT0tWP7JfgCmT++Ka2JvONEj7/CXiIhIFaFDYHJFhmFgcjHhYnah4yPt2f9Gd5Yv30d0h5/h5Ka8y95xtXdMERGRUlMBJFdkMpnotbAX0TOi8fL3wmQy8fCw1nDsvrwGuuxdRESqGB0Ck1IxDIPv9pz9c8KFt/687N3/efsFExERKQcVQFKi5OPJnPvlHGvWHOCWW97nn/9cgmE5C0kT8xoETAFXH/uGFBERKSMdApMSbZu+jR1zv2dhHS8A2rWrjylpHFhTwaMt1Bpk54QiIiJlpxEgKZYl08JP//uJH4ETSZkEBHjz3L/aQ0ZsXoN6s8GkTUhERKoejQBJsfav3E9qSjaxLiawGowbdzO+tWqBbzykrwfvm+wdUUREpFz0z3cp1q75u/gGSLcaXHttHR5+OCpvhskdfO60azYREZGroQJIinT+8Hl+2vwr2/54/dq0GzFfXACGxa65REREbEEFkBRp14JdXATq1XSnc+dQet30FZx+GBKi7R1NRETkqukcICnEMAwOfnaQIOCL9+6g3g01MCW1zZtZ60G7ZhMREbEFhx4BGj9+PCaTqcCjefPmJS6zfPlymjdvjqenJ23atOGLL76opLTVh8lkYvh3w7nn43to1bsF9VymgzXlj8veB9s7noiIyFVz6AIIoFWrViQmJuY/tm7dWmzbbdu20a9fP4YOHcquXbvo3bs3vXv3Zu/evZWYuOrbtOkYs978lsZ3NsPV2A/J/82bUW8WmHTPLxERqfoc/hCYm5sb9evXL1XbOXPm0KNHD5599lkAJk2aRExMDG+99RbvvPNORcasNi5lWhgz5kvi40+TmprFpOHTACv49AHvm+0dT0RExCYcvgA6dOgQwcHBeHp60rFjR6ZOnUpYWFiRbbdv386YMWMKTOvevTurV68u8T2ys7PJzs7Of52amgqAxWLBYnG8q54uZ7JVtr/2N/nBT4mPP01NLzeeGv47ZHyFgTs5fq+CA66LsrL1uhOxF0felityH+UM/TmTivpblIbJMAzDJu9aAdatW0d6ejrNmjUjMTGRCRMmcPLkSfbu3YuPT+H7T7m7u/P+++/Tr1+//Gn/+c9/mDBhAmfOnCn2fcaPH8+ECRMKTV+yZAne3t62+TBVQFZWLiP67yHFCn061uKxl11pHfgeKVmN2XduoL3jiYiIlCgjI4P+/fuTkpKCr69viW0degSoZ8+e+c8jIiK4/vrrCQ8PZ9myZQwdOtRm7zN27NgCI0epqamEhobSrVu3K65Ae7BYLMTExBAdHY3ZbLZZf99tMJFihVomeGfFYGoF1ABjBH7k0tDk0JtKqdl63YnYiyNvyxW1j3KW/pyJrdfd5SM4pVGlvtVq167Ntddey+HDh4ucX79+/UIjPWfOnLniOUQeHh54eHgUmm42mx16Y7ZFvtxcK9u2HWfDhnO8t/gkAA/dHEbd4No2SOi4HP1vK1Jajrwt2zqbs/XnTGy17srSh8NfBfZX6enpHDlyhKCgoCLnd+zYkY0bNxaYFhMTQ8eOHSsjXpWzcuV+GjacQ3T0h7z99gku5Rq4AEOe+QLOPAG5SfaOKCIiUiEcugB65plniI2N5ddff2Xbtm3cdddduLq65p/jM3DgQMaOHZvf/sknn2T9+vXMnDmTX375hfHjx7Nz505GjRplr4/gsFau3M899yzjxImCw4Utmp6hZcNP4MKbkLXHTulEREQqlkMXQCdOnKBfv340a9aMvn37UqdOHXbs2EFAQAAACQkJJCYm5rfv1KkTS5YsYd68eURGRrJixQpWr15N69at7fURHFJurpUnn1xP4dPfDd54bgOurgZfbGlDrqfu9i4iItWTQ58DtHTp0hLnb968udC0e++9l3vvvbeCElUPW7YkFBr5Abi9y0G6dT5K9iVXRk28hQVNE+jSpWHlBxQREalgDl0AScVITEzLf+7iYuXGqOOEBqXw6uivAZj1fgeOnfAv0E5ERKQ6UQHkhOoF1gDgruh9zBm7ntCgP0eDcnNN7DkYWKCdiIhIdaMCyAl5n8/k7uh9LJ+9rNA8k4vBB6+twpRtJtwO2URERCqDQ58ELbaXnJzFkOc2MHvsegBc/rYFuJjy/jt77Hoyzpb+B6VERESqEhVATiQjw8L//d8SAuv+RGhQaqHi5zIXF6gblEpA+C+VG1BERKSSqAByIt98k8COHSdoHJ5VqvaBLXMrOJGIiIh9qAByItHRjflwwZ20TfcrVXsXc4MKTiQiImIfKoCqOcMwSE7Oyn+etWg3FzbWISe7+PPfDcMEbqHgfWNlxRQREalUKoCquZde+pr27edx7NgFTCYT3WZGc9f0ONw8cgD4+49BG5gwmYB6s8HkWtlxRUREKoUKoGpsxoxtTJmylSNHLrBlSwIAQWEf0Lr7FsAE/s9icgspsIzJLQQarACfu+2QWEREpHKoAKqm5s//kWefjQFgRPdruKWJP6Qsgd+fz2sQOAsCX4fGv5ITHMPOU2PICY6BxsdU/IiISLWnAqgaWrFiHyNGfAbAg10bEbThKIu7Libz/FnABfzGgP+TeY1NrhheN3My7SYMr5t12EtERJyCfgm6momJOUL//p9gtRrcc1sjrvnqGAA3vXQTXo1uhMyO4HmdnVOKiIjYlwqgasRqNXj++Y1YLFb+eXM4beKOUyMglTYPXMcNY2/Ia+R1vX1DioiIOAAVQNWIi4uJdesG8PLTGwhdewBX9wyGfryCWmGfY7JcD+6N7B1RRETEIegcoGogKysn/7nnpVyaff0rRmYGAxevpXZQAiZrMmCyWz4RERFHowKoijt1Ko02bd7mvfd+BMC7rjchHRpw779jaNByH5hqQOjn4N7QvkFFREQciAqgKiY310ps7HHi4i7w6acH6Np1MYcPn2fatG/IzLTg5unGvW/vpXmXbwFXaLAMPKPsHVtERMSh6BygKmTlyv08+eR6TpxIBeCNN44D4OfnyZxH2+Pp6QbJ8zGdn5y3QP13oOY/7RVXRETEYakAqiJWrtzPPfcsw/j7vSuACxeyeP/pLzEOJ3L706/nTazzMtQeVrkhRUREqggdAqsCcnOtPPnk+iKLn8vWA2FdmkH4Fqg7GepOqLR8IiIiVY0KoCpgy5aE/MNeRXF1zSUVSAqsAW71oO6L5N3RVERERIqiAqgKSExMK3aeX60MfvzkvwzsFV9iOxEREfmTzgGqAuoF1sh/7uJi5cao4wQFpJOU7MXLj8YS0ewsE5/YxDH91o+IiEipqACqAsIBX+C26H3MGbue0KCCh8MuZrjRd8QAlrzjbZd8IiIiVY0KoCog4+xFXonex1OzlxWaZxjg7ZVD30bnyDh70Q7pREREqh6dA1QF+AR5M2zsekyAy9/+YiZTXhE0bOx6fII0AiQiIlIaGgGqAsKijuNysvirwFxcoFZQKj4NjgONKy+YiIhIFaURoCrAxThj03YiIiLOTgVQVeAaZNt2IiIiTk4FUFXgfSO4hUCxl7mbwC00r52IiIhckQqgqsDkCvXmXH7x95l5/6k3O6+diIiIXJEKoKrC525osALcGhSc7haSN93nbvvkEhERqYJ0FVhV4nM31OxFTtom4neu4x/te+Lmc4tGfkRERMpIBVBVY3LF8LqZk2kXifS6WcWPiIhIOegQmIiIiDgdFUAiIiLidFQAiYiIiNNx6AJo6tSpXHfddfj4+BAYGEjv3r05cOBAicssWrQIk8lU4OHp6VlJiUVERKQqcOgCKDY2lpEjR7Jjxw5iYmKwWCx069aNixdLvuu5r68viYmJ+Y/jx49XUmIRERGpChz6KrD169cXeL1o0SICAwP54YcfuOmmm4pdzmQyUb9+/YqOJyIiIlWUQxdAf5eSkgKAv79/ie3S09MJDw/HarXSrl07pkyZQqtWrYptn52dTXZ2dv7r1NS8O69bLBYsFosNktvW5Uy2ymbr/hyZM31Wqd4ceVt29H2Uo/fnTCrqb1EaJsMwDJu8awWzWq3ceeedJCcns3Xr1mLbbd++nUOHDhEREUFKSgozZswgLi6On3/+mZCQkCKXGT9+PBMmTCg0fcmSJXh7e9vsM4iIiEjFycjIoH///qSkpODr61ti2ypTAD366KOsW7eOrVu3FlvIFMVisdCiRQv69evHpEmTimxT1AhQaGgo586du+IKtAeLxUJMTAzR0dGYzWaH68+ROdNnlerNkbdlR99HOXp/zsTW6y41NZW6deuWqgCqEofARo0axWeffUZcXFyZih8As9lM27ZtOXz4cLFtPDw88PDwyH99uSbMzMx0yI3ZYrGQkZFBZmYmOTk5DtefI3OmzyrVmyNvy46+j3L0/pyJrdddZmYm8Of3eEkcugAyDIPHH3+cVatWsXnzZho1alTmPnJzc9mzZw///Oc/S71MWloaAKGhoWV+PxEREbGvtLQ0atWqVWIbhy6ARo4cyZIlS1izZg0+Pj6cPn0agFq1auHl5QXAwIEDadCgAVOnTgVg4sSJdOjQgSZNmpCcnMz06dM5fvw4w4YNK/X7BgcH89tvv+Hj44PJZLL9B7tKlw/R/fbbbzY5RGfr/hyZM31Wqd4ceVt29H2Uo/fnTGy97gzDIC0tjeDg4Cu2degC6O233wagS5cuBaYvXLiQwYMHA5CQkICLy58/Z3ThwgWGDx/O6dOn8fPzIyoqim3bttGyZctSv6+Li0uZD7XZg6+vr03/Z7N1f47MmT6rVG+OvC07+j7K0ftzJrZcd1ca+bnMoQug0hzD27x5c4HXs2bNYtasWRWUSERERKoDh/4laBEREZGKoAKoCvLw8GDcuHEFrlxzpP4cmTN9VqneHHlbdvR9lKP350zsue6qzO8AiYiIiNiKRoBERETE6agAEhEREaejAkhEREScjgogERERcToqgKqIqVOnct111+Hj40NgYCC9e/fmwIED5e7v7bffJiIiIv/Hpzp27Mi6detsmNjxnDx5kgceeIA6derg5eVFmzZt2Llzp71jiRQrLi6OO+64g+DgYEwmE6tXry4wf/DgwZhMpgKPHj16OEy+v2e7/Jg+fXq5+ktPT2fUqFGEhITg5eVFy5Yteeedd8qd78yZMwwePJjg4GC8vb3p0aMHhw4dKrKv0uyDs7KyGDlyJHXq1KFmzZr06dOHM2fOFJvPWZTl+8swDHr27Fnk38vWVABVEbGxsYwcOZIdO3YQExODxWKhW7duXLx4sVz9hYSEMG3aNH744Qd27tzJrbfeSq9evfj5559tnNwxXLhwgc6dO2M2m1m3bh379u1j5syZ+Pn52TuaSLEuXrxIZGQkc+fOLbZNjx49SExMzH989NFHDpPvr7kSExNZsGABJpOJPn36lKu/MWPGsH79ev73v/+xf/9+Ro8ezahRo1i7dm2Z+zMMg969e3P06FHWrFnDrl27CA8Pp2vXrkXuV0uzD37qqaf49NNPWb58ObGxsZw6dYq77767yGzOpCzfX7Nnz668W1AZUiWdPXvWAIzY2Fib9enn52fMnz/fZv05kueee8644YYb7B1DpNwAY9WqVQWmDRo0yOjVq5dd8vxdUfn+rlevXsatt95a7v5atWplTJw4scC0du3aGS+++GKZ+ztw4IABGHv37s2flpubawQEBBjvvvvuFfv7+z44OTnZMJvNxvLly/Pb7N+/3wCM7du3X7E/Z1Lc99euXbuMBg0aGImJiaXanq6WRoCqqJSUFAD8/f2vuq/c3FyWLl3KxYsX6dix41X354jWrl1L+/btuffeewkMDKRt27a8++679o4lctU2b95MYGAgzZo149FHHyUpKcnekYp05swZPv/8c4YOHVruPjp16sTatWs5efIkhmGwadMmDh48SLdu3crcV3Z2NgCenp7501xcXPDw8GDr1q1XXP7v++AffvgBi8VC165d89s0b96csLAwtm/fXuZ81VlR318ZGRn079+fuXPnUr9+/UrJoQKoCrJarYwePZrOnTvTunXrcvezZ88eatasiYeHB4888girVq0q001jq5KjR4/y9ttv07RpUzZs2MCjjz7KE088wfvvv2/vaCLl1qNHDxYvXszGjRt57bXXiI2NpWfPnuTm5to7WiHvv/8+Pj4+V3VI6M0336Rly5aEhITg7u5Ojx49mDt3LjfddFOZ+7pcnIwdO5YLFy5w6dIlXnvtNU6cOEFiYmKJyxa1Dz59+jTu7u7Url27QNt69epx+vTpMuerror7/nrqqafo1KkTvXr1qrQsDn0zVCnayJEj2bt3b6n+lVKSZs2aER8fT0pKCitWrGDQoEHExsZWyyLIarXSvn17pkyZAkDbtm3Zu3cv77zzDoMGDbJzOpHyuf/++/Oft2nThoiICBo3bszmzZu57bbb7JissAULFjBgwIACIy5l9eabb7Jjxw7Wrl1LeHg4cXFxjBw5kuDg4AIjL6VhNptZuXIlQ4cOxd/fH1dXV7p27UrPnj2veCNuW+2DnVFR627t2rV8/fXX7Nq1q1KzaASoihk1ahSfffYZmzZtIiQk5Kr6cnd3p0mTJkRFRTF16lQiIyOZM2eOjZI6lqCgoEKFXYsWLUhISLBTIhHbu+aaa6hbty6HDx+2d5QCtmzZwoEDBxg2bFi5+8jMzOSFF17gjTfe4I477iAiIoJRo0Zx3333MWPGjHL1GRUVRXx8PMnJySQmJrJ+/XqSkpK45ppril2muH1w/fr1uXTpEsnJyQXanzlzptIO6Ti64tbd119/zZEjR6hduzZubm64ueWNzfTp04cuXbpUWB4VQFWEYRiMGjWKVatW8fXXX9OoUSObv4fVas0/Ll7ddO7cudBllwcPHiQ8PNxOiURs78SJEyQlJREUFGTvKAW89957REVFERkZWe4+LBYLFosFF5eCX1uurq5YrdarylerVi0CAgI4dOgQO3fuLPIwzJX2wVFRUZjNZjZu3Jg/7cCBAyQkJFTbcytL60rr7vnnn+enn34iPj4+/wEwa9YsFi5cWGG5dAisihg5ciRLlixhzZo1+Pj45B9TrlWrFl5eXmXub+zYsfTs2ZOwsDDS0tJYsmQJmzdvZsOGDbaO7hAuH1+eMmUKffv25bvvvmPevHnMmzfP3tFEipWenl5gNOfYsWPEx8fj7++Pv78/EyZMoE+fPtSvX58jR47wr3/9iyZNmtC9e3e75wsLCwMgNTWV5cuXM3PmzKvu7+abb+bZZ5/Fy8uL8PBwYmNjWbx4MW+88Ua5+lu+fDkBAQGEhYWxZ88ennzySXr37l3kSdVX2gfXqlWLoUOHMmbMGPz9/fH19eXxxx+nY8eOdOjQoXQrtJq60rqrX79+kaNkYWFhFfKP/XwVeo2Z2AxQ5GPhwoXl6m/IkCFGeHi44e7ubgQEBBi33Xab8eWXX9o2tIP59NNPjdatWxseHh5G8+bNjXnz5tk7kkiJNm3aVOT/94MGDTIyMjKMbt26GQEBAYbZbDbCw8ON4cOHG6dPn3aIfJf997//Nby8vIzk5OSr7i8xMdEYPHiwERwcbHh6ehrNmjUzZs6caVit1nL1N2fOHCMkJMQwm81GWFiY8dJLLxnZ2dlF9lWafXBmZqbx2GOPGX5+foa3t7dx1113GYmJiaVal9VZeb6/qITL4E1/vJGIiIiI09A5QCIiIuJ0VACJiIiI01EBJCIiIk5HBZCIiIg4HRVAIiIi4nRUAImIiIjTUQEkIiIiTkcFkIjYRZcuXRg9enSFv4/JZGL16tUV/j4iUrWoABKRMhs8eDAmk6nQo0ePHqXuY+XKlUyaNCn/dcOGDZk9e/YVl2vYsCEmk4mlS5cWmteqVStMJhOLFi3Kn5aYmEjPnj1Lnau49yxNNhGpOnQvMBEplx49ehS6UaGHh0epl/f39y/3e4eGhrJw4ULuv//+/Gk7duzg9OnT1KhRo0Db6non7kuXLuHu7m7vGCJVlkaARKRcPDw88m9iePnh5+cHwObNm3F3d2fLli357V9//XUCAwM5c+YMUPAQWJcuXTh+/DhPPfVU/mhSSQYMGEBsbCy//fZb/rQFCxYwYMAA3NwK/rvur4fAfv31V0wmEytXruSWW27B29ubyMhItm/fXu71kJuby9ChQ2nUqBFeXl40a9aMOXPm5M+Pi4vDbDbn3wDystGjR3PjjTfmv966dSs33ngjXl5ehIaG8sQTT3Dx4sX8+Q0bNmTSpEkMHDgQX19fHn744XJnFhEVQCJSAS4XNw8++CApKSns2rWLl19+mfnz51OvXr1C7VeuXElISAgTJ04kMTGRxMTEEvuvV68e3bt35/333wcgIyODjz/+mCFDhpQq34svvsgzzzxDfHw81157Lf369SMnJ6fsHxSwWq2EhISwfPly9u3bxyuvvMILL7zAsmXLALjpppu45ppr+OCDD/KXsVgsfPjhh/l5jxw5Qo8ePejTpw8//fQTH3/8MVu3bmXUqFEF3mvGjBlERkbmr08RKT8VQCJSLp999hk1a9Ys8JgyZUr+/MmTJ+Pn58fDDz/MAw88wKBBg7jzzjuL7Mvf3x9XV1d8fHzyR5OuZMiQISxatAjDMFixYgWNGzfmH//4R6myP/PMM9x+++1ce+21TJgwgePHj3P48OFSLft3ZrOZCRMm0L59exo1asSAAQN46KGH8gsggKFDhxY4XPjpp5+SlZVF3759AZg6dSoDBgxg9OjRNG3alE6dOvHvf/+bxYsXk5WVlb/crbfeytNPP03jxo1p3LhxufKKSB4VQCJSLrfccgvx8fEFHo888kj+fHd3dz788EM++eQTsrKymDVrlk3f//bbbyc9PZ24uDgWLFhQ6tEfgIiIiPznQUFBAJw9e7bcWebOnUtUVBQBAQHUrFmTefPmkZCQkD9/8ODBHD58mB07dgCwaNEi+vbtm3++0u7du1m0aFGBYrJ79+5YrVaOHTuW30/79u3LnVFECtJJ0CJSLjVq1KBJkyYlttm2bRsA58+f5/z584VOUL4abm5uPPjgg4wbN45vv/2WVatWlXpZs9mc//zy+UZWq7VcOZYuXcozzzzDzJkz6dixIz4+PkyfPp1vv/02v01gYCB33HEHCxcupFGjRqxbt47Nmzfnz09PT2fEiBE88cQThfoPCwvLf27L9Sfi7FQAiUiFOHLkCE899RTvvvsuH3/8MYMGDeKrr77CxaXogWd3d3dyc3PL9B5DhgxhxowZ3HffffknYFe2b775hk6dOvHYY4/lTzty5EihdsOGDaNfv36EhITQuHFjOnfunD+vXbt27Nu374oFpYjYjgogESmX7OzsQlc2ubm5UbduXXJzc3nggQfo3r07Dz30ED169KBNmzbMnDmTZ599tsj+GjZsSFxcHPfffz8eHh7UrVv3ihlatGjBuXPn8Pb2tslnKsnJkyeJj48vMC08PJymTZuyePFiNmzYQKNGjfjggw/4/vvvadSoUYG23bt3x9fXl8mTJzNx4sQC85577jk6dOjAqFGjGDZsGDVq1GDfvn3ExMTw1ltvVfRHE3FKOgdIRMpl/fr1BAUFFXjccMMNALz66qscP36c//73v0DeeTbz5s3jpZdeYvfu3UX2N3HiRH799VcaN25MQEBAqXPUqVMHLy+vq/9AVzBjxgzatm1b4PH5558zYsQI7r77bu677z6uv/56kpKSCowGXebi4sLgwYPJzc1l4MCBBeZFREQQGxvLwYMHufHGG2nbti2vvPIKwcHBFf65RJyVyTAMw94hREScwdChQ/n9999Zu3atvaOIOD0dAhMRqWApKSns2bOHJUuWqPgRcRAqgEREKlivXr347rvveOSRR4iOjrZ3HBFBh8BERETECekkaBEREXE6KoBERETE6agAEhEREaejAkhEREScjgogERERcToqgERERMTpqAASERERp6MCSERERJyOCiARERFxOv8fUEGVfW0i2v0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "exit_min_layer_list = [20,19, 18, 17, 15, 6, 3, 2]\n",
    "# average_exit_block_list_JDS = [19.242, 18.85, 18.16, 12.351, 4.277, 3.208]\n",
    "# average_exit_block_list_softmax = [21.033, 20.564, 20.188, 19.854, 19.439, 19.207, 8.337, 3.726]\n",
    "# average_exit_block_list_rew = [19.953, 19.599, 19.359, 8.62, 8.38, 3.629]\n",
    "\n",
    "average_exit_block_list_JDS_fixed =  [20.394, 19.715, 19.276, 18.972, 18.439, 12.305, 4.483,3.349]   \n",
    "average_exit_block_list_JDS_decaying = [20.399, 19.736, 19.354, 18.979, 18.757, 10.159, 4.624, 3.533]\n",
    "average_exit_block_list_JDS_adaptive = [20.3936, 19.715, 19.211, 18.9, 18.361, 9.697, 4.363, 3.21]\n",
    "# average_exit_block_list_softmax_fixed = [20.188, 19.854, 19.439, 19.207, 8.124, 3.651]\n",
    "# average_exit_block_list_rew_fixed = [19.882, 19.608, 19.247, 19.247, 7.993,3.581]\n",
    "\n",
    "exit_normal = [24]\n",
    "\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_JDS, marker='o', label='JSD Contrastive Decoding', color='blue')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_softmax, marker='+', label='Baseline Softmax', color='red')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_rew, marker='x', label='Weighted Contrastive Decoding', color='orange')\n",
    "\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_JDS_fixed, marker='o', label='JDS fixed', color='purple', linestyle='dashed')\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_JDS_decaying, marker='o', label='JDS decaying', color='navy', linestyle='dashed')\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_JDS_adaptive, marker='o', label='JDS adaptive', color='gold', linestyle='dashed')\n",
    "\n",
    "\n",
    "\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_softmax_fixed, marker='+', label='Average Exit Block with Softmax fixed', color='red', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_rew_fixed, marker='x', label='Average Exit Block with Weight-cd fixed', color='orange', linestyle='dashed')\n",
    "\n",
    "plt.grid(True)\n",
    "plt.xlim(0, 25)\n",
    "# plt.ylim(0, 25)\n",
    "plt.xticks(exit_min_layer_list + exit_normal)  \n",
    "plt.xlabel('Exit Min Layer')\n",
    "plt.ylabel('Average Exit Block')\n",
    "plt.title('Average Exit Block vs Exit Min Layer on SQuAD Dataset')\n",
    "plt.legend()  # This will add a legend with the labels specified in the plot calls\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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//PBDlpd5nz7HxfNJsiNyjbu7O6dOnWLHjh1s27aNbdu2sWzZMvr06ZNhQKYxPfkXGqBf02P06NE0b9480+ekf9FlpVu3bnz//fds27aN9u3bs2bNGgICAqhQoYK+TunSpbl8+TJbtmxh+/btrF+/nu+++44JEyYYTPV9WcnJyfrBxdevXycxMRFbW1ujtZ+ZHj16sGjRIhwcHOjatWuGL+vnyU6vx8vo0qULBw8e5JNPPqFixYrY29uj0+lo0aJFhjVd+vTpw/Dhw7l79y7JyckcPnyYb775Rl/+IufL0+ecsWT1uik5GKBrZmZGYGAggYGB1KpVi4YNG7Jq1SqaNGmi7zU8c+YM7du3z/T5Z86cAaBo0aLP3dfTA86vXr2q78EoUaJEhvqrVq3KUbJz7tw54Pm/rzlt5/r16zRu3JiAgADmzJmDr68vlpaWbN26lblz52a5LtCTvvjiC8aPH8+AAQOYOnUqLi4uqNVqRowYYfD8531OpNft1asXffv2zXRf5cuXf6njfxNJsiNylaWlJW3btqVt27bodDqGDBnC999/z/jx4ylevDjFihXTf/BkpUiRIpw5cwadTmfwJZs+QyizGSdPSv+QtrCwyFbPSWbq1auHp6cnv/32G3Xq1GHXrl36gYlPsrOzo2vXrnTt2pWUlBQ6duzI9OnTGTduHNbW1i+076dNnDiRixcvMmvWLP73v/8xduxYFixY8MznpF8SfFE9evRgwoQJhIWFsXLlypdqy9gePXrEzp07mTx5ssFMtatXr2Zav1u3bowaNYrVq1fr1wR6sofOGOdLVl72XH5Z6b24YWFhQFovobOzM0FBQXz22WeZJlc///wzgH5GH6T1MEVHRxvUS0lJ0bebbtWqVVhYWLBy5coMbe/fv58FCxZw+/btbF2GjY+PZ+PGjfj6+mZrcH1WtFotQUFB2NraUqdOHSBt8HVycjKbN282iGX37t0Znp/V79K6deto2LAhP/30k8H26OhoChYsaLDtWZ8Tbm5uODg4oNVqn3v+vezv9ZtExuyIXPPktF8AtVqt/4skOTkZSBtfc/r06UxnuKT/9dqqVSvCw8MNxsykpqaycOFC7O3tqV+//jPjcHd3p0GDBnz//fcZPowhrdv4edRqNe+88w5//PEHK1euJDU11eALMrPjtbS0pEyZMiiK8tzZM9l15MgRZs2axYgRI/j444/55JNP+OabbzKM9XianZ0dQIYvqOwqVqwY8+bNY8aMGVSvXv2F2sgt6V+iT/d2pM9aeVrBggVp2bIlv/zyC6tWraJFixYGX0bGOF+y8rLncnbt27cv03Nu69atAJQqVQpIGwM2ZswYLl++nGny/ueff7J8+XLatm1LYGCgfnuxYsXYu3evQd0ffvghQ8/OqlWrqFu3Ll27duWdd94x+Pnkk08AWL169XOP5/Hjx/Tu3ZuoqCg+++yzF/6S12q1DBs2jIsXLzJs2DAcHR2BzM+hmJgYli1blqENOzu7TH+PzMzMMpyDa9euzTC+63mfE2ZmZnTq1In169dn+ofgk+ffy/5ev0mkZ0c805kzZ/Rri1y7do2YmBimTZsGQIUKFWjbtm2Wzx04cCBRUVE0atQIHx8fbt26xcKFC6lYsaL+L7NPPvmEdevW0blzZwYMGECVKlWIiopi8+bNLF68mAoVKjBo0CC+//57+vXrx/Hjx/Hz82PdunUcOHCAefPmZev6/bfffkudOnUIDAzkvffeo2jRokRERHDo0CHu3r2b6VoYT+vatSsLFy5k4sSJBAYGZvjrslmzZnh4eFC7dm0KFSrExYsX+eabb2jdunW2Yjxx4gS//PJLhu3pU6KTkpLo27cvJUqUYPr06QBMnjyZP/74g/79+3P27Fn9h9/TKlasiJmZGTNnziQmJgYrKyv9miLZNXz48GzXNbb79+/rz7sn+fv707NnT+rVq8dXX32FRqPB29ubv/76i5s3b2bZXp8+fXjnnXcAmDp1aoZyY5wvmTHGuZwdM2fO5Pjx43Ts2FH/B8aJEyf4+eefcXFxYcSIEfq6Y8aM4dSpU8ycOZNDhw7RqVMnbGxs2L9/P7/88gtly5bNsHbLwIEDGTx4MJ06daJp06acPn2aHTt2GCSNR44c4dq1a1neTsTb25vKlSuzatUq/ve//+m3h4aG6n8P4uPjuXDhAmvXriU8PJyPP/6Y999/P1uvQUxMjL6dxMRE/QrK169fp1u3bgbve7NmzfS90O+//z7x8fEsWbIEd3f3DAlvlSpVWLRoEdOmTaN48eK4u7vTqFEj2rRpw5QpU+jfvz9vvfUWZ8+eZdWqVRku/2Xnc+LLL79k9+7d1KhRg/fee48yZcoQFRXFiRMn+Pvvv4mKigLSPhucnZ1ZvHgxDg4O2NnZUaNGjWyPIXuj5NMsMJHPsruC8rOmqD89xfRp69atU5o1a6a4u7srlpaWSuHChZX3339fCQsLM6j38OFD5cMPP1S8vb0VS0tLxcfHR+nbt6/BtMuIiAilf//+SsGCBRVLS0slMDAww3TL561EfP36daVPnz6Kh4eHYmFhoXh7eytt2rRR1q1b98zjSKfT6RRfX18FUKZNm5ah/Pvvv1fq1aunuLq6KlZWVkqxYsWUTz75RImJiXlmu8+bep7+Oo8cOVIxMzNTjhw5YvD8f//9VzE3N1c++OAD/bbMpgAvWbJEKVq0qGJmZvbcaehPTj1/FrI59dzOzi7LfTxP/fr1s3xtGjdurCiKoty9e1fp0KGD4uzsrDg5OSmdO3dW7t27l+UU6eTkZKVAgQKKk5OT8vjx40z3m53zJbu/R0962XM5q2N60oEDB5ShQ4cq5cqVU5ycnBQLCwulcOHCSr9+/ZTr169nqK/T6ZTly5crtWvXVhwcHPSvb5MmTTJdgVyr1Sr/+9//lIIFCyq2trZK8+bNlWvXrhmcdx999JECZLq/dJMmTVIA5fTp04qipJ236ftWqVSKo6OjUrZsWeW9997LcN4/y9PnjL29vVKiRAmlV69eyl9//ZXpczZv3qyUL19esba2Vvz8/JSZM2cqS5cuVQDl5s2b+nrh4eFK69at9a9T+jT0pKQk5eOPP1Y8PT0VGxsbpXbt2sqhQ4eU+vXrG0xVz+7nREREhDJ06FDF19dXsbCwUDw8PJTGjRsrP/zwg0G933//XSlTpoxibm4u09CfQaUoL7gUpRBCvKJSU1Px8vKibdu2GcZYiLSVw9u2bcvOnTv5448/DGZQCvEqkjE7Qog3zqZNm7h//75+dWBhyMLCgvXr11OxYkU6d+4s67qIV5707Agh3hhHjhzhzJkzTJ06lYIFC8qXuBBvCOnZEUK8MRYtWsQHH3yAu7u7fkq1EOL1Jz07QgghhHitSc+OEEIIIV5rkuwIIYQQ4rUmiwqSdi+ce/fu4eDgIMtvCyGEEK8IRVGIi4vDy8vrmffsk2QHuHfvHr6+vvkdhhBCCCFewJ07d/Dx8cmyXJId0C/RfefOHf29UkyFRqPhr7/+olmzZlhYWJhce6buTTte8Xoy9fPY1D+njNmeqb8Xps7Yr19sbCy+vr7PvdWKJDv8d+dYR0dHk0x2bG1tcXR0NNovvTHbM3Vv2vGK15Opn8em/jllzPZM/b0wdbn1+j1vCIoMUBZCCCHEa02SHSGEEEK81iTZEUIIIcRrLV/H7Ozdu5evv/6a48ePExYWxsaNG2nfvr2+XFEUJk6cyJIlS4iOjqZ27dosWrSIEiVK6OtERUXx0Ucf8ccff6BWq+nUqRPz58/H3t7eqLHqdDpSUlKM2mZ2aDQazM3NSUpKQqvVmlx7pi6vj9fCwgIzM7Nc348QQojsy9dkJyEhgQoVKjBgwAA6duyYofyrr75iwYIFrFixAn9/f8aPH0/z5s25cOEC1tbWAPTs2ZOwsDCCg4PRaDT079+fQYMGERQUZLQ4U1JSuHnzJjqdzmhtZpeiKHh4eHDnzh2jrAFk7PZMXX4cr7OzMx4eHm/E6yuEEK+CfE12WrZsScuWLTMtUxSFefPm8fnnn9OuXTsAfv75ZwoVKsSmTZvo1q0bFy9eZPv27Rw7doyqVasCsHDhQlq1asWsWbPw8vJ66RgVRSEsLAwzMzN8fX2fuWhRbtDpdMTHx2Nvb2+UfRu7PVOXl8erKAqJiYlERkYC4Onpmav7E0IIkT0mO/X85s2bhIeH06RJE/02JycnatSowaFDh+jWrRuHDh3C2dlZn+gANGnSBLVazZEjR+jQoUOmbScnJ5OcnKx/HBsbC6Rd8tBoNAZ1U1NTSUhIwMvLS9+blJcURSElJQUrKyuj9ewYsz1Tl9fHa2VlhU6n4/79+xQoUEAuaQmjSP9cevrzyVQYOz5Tbs/U3wtTl1vv7fOYbLITHh4OQKFChQy2FypUSF8WHh6Ou7u7Qbm5uTkuLi76OpmZMWMGkydPzrD9r7/+wtbWNkN7Hh4epKSk6JOi/BAXF2fS7Zm6vDxenU7H48eP2blzJ6mpqXm2X/H6Cw4Ozu8QnsnY8Zlye6b+Xpg6Y71+iYmJ2apnsslObho3bhyjRo3SP05fgbFZs2YZFhVMSkrizp072Nvb51vPTlxcnNHu22Xs9kxdfhxvUlISNjY21KtXL1/OGfH60Wg0BAcH07RpU5NcyM7Y8Zlye6b+Xpg6Y79+2e2EMNlkx8PDA4CIiAiDsQ8RERFUrFhRXyd9fES61NRUoqKi9M/PjJWVFVZWVhm2W1hYZHjxtVotKpUKtVqdL2Nc0gdFp8dgau2Zuvw4XrVajUqlyvR8EuJlmPo5Zez4jNGeLlVD5PGNOIfu49HxeDxrdUFt/mJtapKTOfDbT9y/foIDUbdp0GMQFpl8l4jnM9a5kt02TPbbzt/fHw8PD3bu3KnfFhsby5EjR6hVqxYAtWrVIjo6muPHj+vr7Nq1C51OR40aNfI8ZpF9kyZN0ietWQkJCUGlUnHq1Kk8iUkI8Xq5G7yAhENueLv1on6j7/F260XCITfuBi/IcVt/fjuRyEPuNK01jIG9ltO01jAiD7nz57cTcyFyYWz5muzEx8dz6tQp/ZfZzZs3OXXqFLdv30alUjFixAimTZvG5s2bOXv2LH369MHLy0u/Fk/p0qVp0aIF7733HkePHuXAgQN8+OGHdOvWzSgzsV5l/fr1Q6VS8eWXXxps37RpEwUKFHiptpcvX45Kpcrwk5NLNqNHjzZIZPv162ewxhKAr68vYWFhlCtX7qXiFUK8ee4GL8Dbezj2rjEG2+1dY/D2Hp6jhOfPbyfSsuEUPN0NL5l4usfSsuEUSXheAfma7Pz7779UqlSJSpUqATBq1CgqVarEhAkTABgzZgwfffQRgwYNolq1asTHx7N9+3aDL9VVq1YREBBA48aNadWqFXXq1OGHH37Il+PJzKQ9k5j6z9RMy6b+M5VJeybl2r6tra2ZOXMmjx49Mnrbjo6OhIWFGfzcunUr28+3t7fH1dX1mXXMzMzw8PDA3Nxkr7YKIUyQLlWDk3Xa94jqqW+59MeOVhPRpT5/Jo8mOZmKZecB8PSV8PTHFcrMQ/PEDF9hevI12WnQoAGKomT4Wb58OZA2zmLKlCmEh4eTlJTE33//TcmSJQ3acHFxISgoiLi4OGJiYli6dKnRV09+GWYqMybsmZAh4Zn6z1Qm7JmAmSr3piY3adIEDw8PZsyY8cx669evp2zZslhZWeHn58fs2bOf27ZKpcLDw8PgJ33m3P379/Hw8OCLL77Q1z948CCWlpb63pwnL2NNmjSJFStW8Pvvv+t7ifbs2ZPhMtaePXtQqVTs3LmTqlWrYmtry1tvvcXly5cNYps2bRru7u44ODjw3nvvMWnSJCpXrpzdl00I8YqLPLoeB7eYDIlOOpUaHN2jeRhclIg/SnB/axHu/DVPXx528FceH7Ul5aQl6mvWeHvEZkh00qnV4OMZy77ffjL+gQijkT+Zc0hRFBI12ZvqBjCq1ihStClM2DOBFG0KY+uM5cv9XzJt3zQ+r/s5o2qNIiElIcvn63Q6EjQJmKWYYW9ln6MZRWZmZnzxxRf06NGDYcOG4ePjk6HO8ePH6dKlC5MmTaJr164cPHiQIUOG4OrqSr9+/bK9rye5ubmxdOlS2rdvT7NmzShVqhS9e/fmww8/pHHjxhnqjx49mosXLxIbG8uyZcuAtCT23r17mbb/2WefMXv2bNzc3Bg8eDADBgzgwIEDQFpP3/Tp0/nuu++oXbs2q1evZvbs2RQtWvSFjkUI8Wp5dOUoKaGLweX5dd387+r/H3Ip1KDMxvFxjvYbHx2So/oib0myk0OJmkTsZ7xYz9G0fdOYtm9alo+fJ35cPHaWdjnaZ4cOHahYsSITJ07kp58y/uUxZ84cGjduzPjx4wEoWbIkFy5c4Ouvv35mshMTE5OhB61u3bps27YNgFatWvHee+/Rs2dPqlatip2dXZY9TPb29tjY2JCcnPzMWXTppk+fTv369QEYO3YsrVu3JikpCWtraxYuXMi7775L//79ARg/fjzbtm0jKSnpue0KIfKfLlVD5OE1OIfuI/Lw82dPaRJiuf/vOlIifse54EEKeD2gQGD29nXzbC8snKuhMremQIWa+u3mRRrSpOtYroc8pnKZe6xfsPa5bdk7+2VvpyJfmOxsLGE8M2fOZMWKFVy8eDFD2cWLF6ldu7bBttq1a3P16tVn3jjTwcFBP7g8/efHH380qDNr1ixSU1NZu3Ytq1atynS6/4soX768/v/pyxKkL0Fw+fJlqlevblC/SpUqRtmvECJ35XT2VPzdK3ClIF6F3sWv/GacvR6g1Zhx71JpkuKsUbK4naGig9hIZ4p0WIp3k4946NqOPw/912vu5l2I+3FFCH/oBvbtuRvmSFa3RtTp4G6YI3W7vvuyhy9ykfTs5JCthS3x4+Jz/Lz0S1eWZpakaFP4vO7njK0z9rnP0+l0xMbF4ujgiK2F7XPrZ6ZevXo0b96ccePG0adPnxdq42lqtZrixYs/s87169e5d+8eOp2OkJAQAgOz+efWczy5rkL6Zb38uEmrEMJ40mdPPc3eNQZ7hnNz7b+olHhAhV+X9QDYeRUn9qojqjgtj8JrYObaFreqXfEKLJjWnt1wdDrDgcU6HaiAi3fGsGXyPtasucCVKw+xtjbn7bdLYW9vCcDq1Z3w9XXEwcGKP7+9jFehKZm2BXD6wghaN5T1dkyZJDs5pFKpcnwpaeo/U5m2bxpTGkxhfP3x+sHJlmaWjK8//pnP1el0aC202FnavdQKwF9++SUVK1bMMMC7dOnS+vEu6Q4cOEDJkiVf6r5OKSkp9OrVi65du1KqVCkGDhzI2bNnM9zeI52lpeUze5Kyq1SpUhw7dswgqTtx4sRLtyuEyD3Pmz2lKOAfuBKApHgrtClJmFlao1KrMQ84im0hPxyfGkF8NK4pq0Z0Yd647fh6/jdl/G6EIyNmtGBjcAqwDwArKzNatChOVNRjfbJTpoyb/jmth07mz2+hYtl5eHv819a9CMe0RGdoxtsPif9M2jMJM5VZpt93U/+ZilbRMqnBpFyNQZKdXJae2KQnOoD+3wl7Jhg8zk2BgYH07NmThQsXGmz/+OOPqVatGlOnTqVr164cOnSIb775hu++++6Z7SmKkun9x9zd3VGr1Xz22WfExMSwYMEC7O3t2bp1KwMGDGDLli2Ztufn58eOHTu4fPkyrq6uODk5vdBxfvTRR7z33ntUrVqVt956i19//ZXz589TrFixF2pPCJH7Io+ux8MtJsvy9L/zQi+UR2ffnydXUbPzzDj5QKvVMXz4du7eLcOmnQHUrXILT7d4wu7bs+94EXS6tMTo7bdL0rVrOdq0KYmj47N7ZloPnYwm+VOCg37g1vUTFClWmQY9BkmPTjakz0oGGPvWf1c0nvx+zG2S7OQyraI1SHTSpT/WKi/fm5FdU6ZM4bfffjPYVrlyZdasWcOECROYOnUqnp6eTJky5bkzsWJjYw1u45EuLCyMS5cuMW/ePHbv3q2/19jKlSupUKECixYt4oMPPsjwvPfee489e/ZQtWpV4uPj2b17N35+fjk+xp49e3Ljxg1Gjx5NUlISnTt3pkePHpw+fTrHbQkh8kZK7K1szZ7S2vagcLMRWZYrisLVq1F8++1R7t5N64HR6dT8c8w/0/ojR9aiQQO/bMdpYWVFg16D2bp1Kw1atTLpW3eYkif/wNfqtFSiEtP3T2fy3smZfj/mBpWiKEqu78XExcbG4uTkRExMTKY3Ar158yb+/v75clNHnU5HbGwsjo6ORrs3ljHbM3U6nY7GjRvj7e3NL7/8kif7zO9zRrx+NBoNW7dupZWJfsG+bHzhB3/Fw6X78+tFrcbjrW4G2xITNfzxx2WCg28QHHyD27ez7iF6WlBQR7p3z9lYQlN/L0xZek+OucqcVCXVKInOs76/nyQ9O+K1kpiYyOLFi2nevDlmZmYEBQWxZ88eduzYkd+hCSGyYOVaFE2SOWYWqZku3qfTQfwDZ9zf6kRSUirh4fH4+TkDkJycSo8eG9Dp0v5ut7BQU6aMG6dPRzx3v56eDsY8DPEc4+uPZ9q+aaRoU7I1ZtWYXv8/7cUbRaVSsXXrVurVq0eVKlXYsmULP//8M02aNMnv0IQQmYi5fhKziOZYWKWiUpFhinf642839KR5y18pUGAmvXpt0JcXKGBDjx6BjBpVk23bevLo0f84fnwQPj6OZDWnQ6UCX19H6tYtnEtHJTIz9Z+ppGhTMFeZk6JNyfJWSrlBenbEa8XGxoa///5b/zj9sp0QwvTE3DiF6m5jHAtFc+VmQWb+9BaThu7JYvaUG3AjbdvdWDQaLRYWaTNGV67skKHt+fNb8M47a1Cp0mZzpUtPgObNa4GZmfy9n1fSL2FNrDeRSrGVOOl4Mk8n6UiyI4QQIs/F3DiF6k4jHAs9IuKOO/X79ib8vgPLN1bMcvbUhx9W44MPqlG6dMHnLsXRsWNp1q3r8v+zsv5Lnnx8HJk3rwUdO5bO1eMT/3ly1tXYt8aydetWPqvzGWZqszxLeCTZEUIIkaeeTHQehbqz69Zywu8fBZ49e+qtt3wN1r95no4dS9OuXSl2777Btm37admyDg0bFpUenTz25Kxkjea/O83n5axkSXaEEELkqcfnuuFRMi3RsSi1D08zS+Doc5/3IgOKzczU1K9fhISE89SvX0QSnXzwrAUD82qQsrzrQggh8pRNuV+5d6kcFqX2Yeddgm3brj6zvgwoFi9LenaEEELkuvRbPAA4Fa2IU9Gz6HQKQ4duZdGif/X1ZECxyA1y5gghhMhVMTfPELuvCHd3fqvfptFo6dNnI4sW/YtKBd9/34b167vg7W24MJyPjyPr1nWRAcXipUiyI15aYmIinTp1wtHREZVKRXR0NH5+fsybNy9X99uvXz/at2+fq/sQQrycmJtn4FZDCnhHYqubhk6TQlJSKu+8s5ZVq85ibq4mKKgTgwZVoWPH0oSEDCc4uCejRhUhOLgnN28Ol0RHvDRJdvKITqsjZE8IZ1efJWRPCDqt7vlPeglPJgL9+vVDpVKhUqmwsrKiZMmSNGvWjKVLl6J7agWv06dP8/bbb+Pu7o61tTV+fn507dqVyMjILPe1YsUK9u3bx8GDBwkLC8PJyYljx44xaNCg3DxEIYSJiw05ByGNcPKIIvqeGxYBu1FbWHLo0B22bLmCtbU5mzZ1pVu3cvrnpA8orlevgAwoFkYjY3bywMUNF9k+fDuxT6z14OjjSIv5LSidR3+xtGjRgmXLlqHRaLhx4wb79+9n+PDhrFu3js2bN2Nubs79+/dp3Lgxbdq0YceOHTg7OxMSEsLmzZtJSEjIsu3r169TunRpypX77wPLzS3700OFEK+f2JBzKDcb4OT5kOh7BTEr/g8OvgEANGzoz/Ll7Shc2In69f3yN1DxRpCUOZdd3HCRNe+sMUh0AGJDY1nzzhoubriYJ3FYWVnh4eGBt7c3FSpUYNy4cfz+++9s27aN5cuXA3DgwAFiYmL48ccfqVSpEv7+/jRs2JC5c+fi75/5uhcNGjRg9uzZ7N27F5VKRYMGDQAMLmPt2bMHS0tL9u3bp3/eV199hbu7OxERafevuXPnDl26dMHZ2RkXFxfatWtHSEiIvr5Wq2XUqFE4Ozvj6urKmDFjkHvYCmGaMiY6e0mw9DW4SWfv3hUk0RF5RpKdF5SSkJLlT2pSKpB26Wr78O2Q2Xfy/2/bPny7wSWtzNrTJGgyaeDlNWrUiAoVKrBhQ9p9Zjw8PEhNTWXjxo3ZTiQ2bNjAe++9R61atQgLC9O39aQGDRowYsQIevfuTUxMDCdPnmT8+PH8+OOPFCpUCI1GQ/PmzXFwcGDfvn0cOHAAe3t7WrRoQUpKCgCzZ89m+fLlLF26lP379xMVFcXGjRuN92IIIV6ILlVD5OE1OIduI/LwGnSpGh4em4GT50NiwlxRF9vDQ50ndeospUmTn4mIiM/vkMUbSC5jvaAZ9jOyLCvRqgQ9/uzB7X23M/ToGFAg9m4st/fdxq+BHwDz/eaT+CAxQ9Xx2txZeCkgIIAzZ84AULNmTT799FN69OjB4MGDqV69Oo0aNaJPnz4UKlQo0+e7uLhga2uLpaUlHh4eWe5n2rRpBAcHM2jQIM6dO0ffvn15++23Afjtt9/Q6XT8+OOP+iXgly1bhrOzM3v27KFZs2bMmzePcePG0bFjRwAWL14sdzIXIp/dDV6Ak/UEvN1i8G4E8D1xh4Zi7jSJkLMqXKqP497jQjRpspTQ0Dj8/Z1JyKU/3oR4FunZyUVxYXFGrZcbFEUxuMfM9OnTCQ8PZ/HixZQtW5bFixcTEBDA2bNnX2o/lpaWrFq1ivXr15OUlMTcuXP1ZadPn+batWs4ODhgb2+Pvb09Li4uJCUlcf36dWJiYggLC6NGjRr655ibm1O1atWXikkI8eLuBi/A23s49q4xBtvtXWPw8RmJuXN1rj10oW7dZYSGxlGmjBv79vWnaNEC+RSxeJNJz84LGhc/Lssy9f/PHnDI5tLmT9YbHjLcoEyn0xEXm3vJ0MWLFzOMx3F1daVz58507tyZL774gkqVKjFr1ixWrFjxUvs6ePAgAFFRUURFRWFnZwdAfHw8VapUYdWqVRmeIwOdhTA9ulQNTtZpN3BUPfUns0oNig7sLCfQuHE80dEaqlb1Ytu2nhQsaJsP0QohPTsvzNLOMssfc+u0HLJw3cI4+jhCVjfnVYGjryOFn1gCPbP2LOwscuUYdu3axdmzZ+nUqVOWdSwtLSlWrNgzZ2Nlx/Xr1xk5ciRLliyhRo0a9O3bVz/tvXLlyly9ehV3d3eKFy9u8OPk5ISTkxOenp4cOXJE315qairHjx9/qZiEEC8m8uh6HNxiMiQ66VRqKFAohgolrlC/fhF27uwjiY7IV5Ls5CK1mZoW81ukPXg64fn/xy3mtdD3BOWm5ORkwsPDCQ0N5fTp08yYMYN27drRpk0b+vTpA8CWLVvo1asXW7Zs4cqVK1y+fJlZs2axdetW2rVr98L71mq19OrVi+bNm9O/f3+WLVvGmTNnmD17NgA9e/akYMGCtGvXjn379nHz5k327NnDsGHDuHv3LgDDhw/nyy+/ZNOmTVy6dIkhQ4YQHR390q+LECLnkh5eyFa9RtXM2batJ46OVrkckRDPJpexclnpjqXpsq5L5uvszMu9dXZ0Oh3m5v+9vdu3b8fT0xNzc3OcnZ2pUKECCxYsoG/fvqjVaclWmTJlsLW15eOPP+bOnTtYWVlRokQJfvzxR3r37v3CsUyfPp1bt26xZcsWADw9Pfnhhx/o3r07zZo1o0KFCuzdu5f//e9/dOzYkbi4OLy9vWncuDGOjmlLx3/88ceEhYXp4x0wYAAdOnQgJibmWbsWQhjZw/N78fL5Mlt1B3RrhI1N7vRMC5ETKkUWKyE2NhYnJydiYmL0X67pkpKSuHnzJv7+/lhbW7/wPnRaHbf33SYuLA4HTwcK1y2crR4dnU5HbGwsjo6O+qQkO1q0aEHx4sX55ptvjNLeqyo/jtdY54wQ6TQaDVu3bqVVq1ZYWOR98qCJj8HC3glIG68T848XDoWiUJvpUGdymV6ng0f3nShQ+z5q85zHa+zjNWZ7+f1evOqM/fo96/v7Sa//t52JUJup8WvgR2D3QPwa+OXapatHjx6xZcsW9uzZQ5MmTXJlH0KIN8ODMzu5vbYuSSf8SE1MWx9HbW6Bqugu3p/YHZS0xOZJ6Y/HzH8bRWWWxxELkTlJdl4zAwYMYPDgwXz88ccvNc5GCPFmUnQ6wg+tIXRjRQpaNqFw4H4c3KOJOPzfbMlTtxxYuqEE74zoQmiE4V/TdyMceWdEF5ZuLMa+fbfzOnwhMiVjdl4zsqqwEOJFKFotoXt+wOLxbDyKX4cCoNOquHuhNrYlJ+LdKK2nODk5lRUrTgGwMbgMv+8MoG6VW3i6xRN23559x4ug06X9HR2Wj2uICfEkSXaEEEIQdekAPt5DAEhNNif0cjOcKk+hcOcqBvWSk7WsW/ffbCydTs0/xzK/d55nNtcaEyK3yWUsIYR4A6XEPSJs30r9Y9ey9bhztjY3z3Yj2e0SRbr8iXPxKqSkaPntt3P6++U5Oloxc2ZTnJ2tUWWxhphKBb6+jtR9Yg0xIfKT9OwIIcQb5PGDUCL2jMfd5zfcnZOJu1MNB98AAHw779fXS0nRsnz5KaZP38ft2zHY21vSunVJAIYMqYaHhz3vvLMGlQqenNObngDNm9cCszxYQ0yI7JAzUQgh3gBxty8SsqYTZreL4lduGbbOicQ/cCYx7KJBPY1Gy5IlxylZciHvv7+F27dj8PS05/HjVIN6HTuWZt26Lnh7Gw5Q9vFxZN26LnTMpTXEhHgR0rMjhBCvsfjQqzw88AE+pffgUF4LwIMQHx4zDO/Gw3GysARAq9WxfPkppk3bR0hINAAeHvaMHVubQYOqZLo4YMeOpWnXrhS7d99g27b9tGxZh4YNi0qPjjA5kuwIIcRrTG1hhWeJvZhZaAm/Ugqd0xg8m/VD9dQimyqVivnzjxASEk2hQnaMHVuH99/PPMl5kpmZmvr1i5CQcJ769YtIoiNMkpyVIlf4+fkxb968/A7DgEqlYtOmTfkdhhC5RtHpuLd3BSFr/ru5r617YcJCPyUidiMeb1/Cq/4AVGo1qak6fv75NImJGgDUahVfftmEOXOacePGcEaMqCm3ehCvDUl28ohWq2PPnhBWrz7Lnj0haLW65z/pJfTr14/27dvr/69SqVCpVFhZWVGyZEmaNWvG0qVL9XceT3f69Gnefvtt3N3dsba2xs/Pj65duxIZGZmr8eaFsLAwWrZsmd9hCGF0ulQNd3bM4cEOf7zc++FXfgPhR9bry4u0mUSh6u0BSE3VsWLFKQICvqFv300sWnRMX69VqxKMHFkLW1tJcsTrRS5j5YENGy4yfPh27j5xI1AfH0fmz2+RZ4P4WrRowbJly9BoNNy4cYP9+/czfPhw1q1bx+bNmzE3N+f+/fs0btyYNm3asGPHDpydnQkJCWHz5s0kJCTkSZy5ycPDI79DECLHdKkaIg+vwTl0H5GH4/Gs1UV/v6nUpARCg2fgZPcDvkXuA5Dy2IJ7V1vhWqusQTupqTpWrz7L1Kl7uXo1CoCCBW1xcJA7kovXn/Ts5LINGy7yzjtrDBIdgNDQWN55Zw0bNlzM4pnGZWVlhYeHB97e3lSoUIFx48bx+++/s23bNpYvXw7AgQMHiImJ4ccff6RSpUr4+/vTsGFD5s6di79/5ouGAURGRtK2bVtsbGzw9/dn1apVGepER0czcOBA3NzccHR0pFGjRpw+fdqgzh9//EG1atWwtramYMGCdOjQQV+2cuVKqlatioODAx4eHvTo0UPf26QoCsWLF2fWrFkG7Z06dQozMzNu3LgBGF7GCgkJQaVSsWHDBho2bIitrS0VKlTg0KFDBm0sWbIEX19fbG1t6dChA3PmzMHZ2Tlbr7kQL+tu8AISDrnh7daL+o2+x9utFwmH3LgbvIBHlw6T9K8XRUpMx9nrPo9jbQg515dU72v4ddmkn04OEBR0lrJlv6NPn01cvRpFwYK2zJzZhJs3hzNoUJVnRCDE60GSnReUkJCS5U9SUtoUTa1Wx/Dh28nsvvLp24YP325wSSvzNjW5cgyNGjWiQoUKbNiwAUjr+UhNTWXjxo36BcSyo1+/fty5c4fdu3ezbt06vvvuuwyXvTp37kxkZCTbtm3j+PHjVK5cmcaNGxMVlfYX5p9//kmHDh1o1aoVJ0+eZOfOnVSvXl3/fI1Gw9SpUzl9+jSbNm0iJCSEfv36AWlJzIABA1i2bJnBPpctW0a9evUoWrRolrF/9tlnjB49mlOnTlGyZEm6d+9Oamra+3fgwAEGDx7M8OHDOXXqFE2bNmX69OnZfl2EeBl3gxfg7T0ce9cYg+32rjF4ew8n7tZBtBoL4u47EXJxGGYBd/F7Zzm27hkX8lu//iJXrjzE1dWGGTMac/PmcMaMqY29vWVeHY4Q+UouY70ge/sZWZa1alWCP//swb59tzP06DxJUeDu3Vj27btNgwZ+APj5zefBg8QMdbXa8S8dc2YCAgI4c+YMADVr1uTTTz+lR48eDB48mOrVq9OoUSP69OlDoUKFMn3+lStX2LZtG0ePHqVatWoA/PTTT5Qu/d/luf3793P06FEiIyOxskrrMp81axabNm1i3bp1DBo0iOnTp9OtWzcmT56sf16FChX0/x8wYID+/0WLFmXBggVUq1aN+Ph47O3t6devHxMmTODo0aNUr14djUZDUFAQX3311TOPf/To0bRu3RqAyZMnU7ZsWa5du0ZAQAALFy6kZcuWjB49GoCSJUty8OBBtmzZku3XV4gXoUvV4GQ9AQDVU3+SqtSg6MDZZioa199xLl4NBysbfblWq2PNmvPUquWLn58zAJMm1adqVU8+/LC6XLYSbyTp2clF2b0JXn7eLE9RFFRPrPk+ffp0wsPDWbx4MWXLlmXx4sUEBARw9uzZTJ9/8eJFzM3NqVLlv67wgIAAg0s9p0+fJj4+HldXV+zt7fU/N2/e5Pr160DaJafGjRtnGefx48dp27YthQsXxsHBgfr16wNw+3baXZW9vLxo3bo1S5cuBdIuiSUnJ9O5c+dnHn/58uX1//f09ATQ90pdvnzZoHcJyPBYiNwQeXQ9Dm4xGRKddCo1OLpHo4m5h9n/JzparY5ffz1HYOAievTYwPTpe/X1AwMLMW5cXUl0xBtLenZeUHz8uCzL0teZyO5N8J6sFxIy3KBMp9MRG5t7ydDFixczjMdxdXWlc+fOdO7cmS+++IJKlSoxa9YsVqxY8UL7iI+Px9PTkz179mQoS0+KbGxsMpSlS0hIoHnz5jRv3pxVq1bh5ubG7du3ad68OSkpKfp6AwcOpHfv3sydO5dly5bRtWtXbG1tiY3NunfNwuK/WSfpSd/TM9SEyEuKTsfj0K3g8vy6KbG30OkU1q49z5Qpe7lwIW2QsrOzNcWLZ6MBId4Qkuy8IDu751/rrlu3MD4+joSGxmY6bkelSpuV9eTN8p5uV6fTodXmzjTQXbt2cfbsWUaOHJllHUtLS4oVK5blbKyAgABSU1M5fvy4/jLW5cuXiY6O1tepXLky4eHhmJub4+fnl2k75cuXZ+fOnfTv3z9D2aVLl3j48CFffvklvr6+APz7778Z6rVq1Qo7OzsWLVrE9u3b2bt3b4Y6OVGqVCmOHTtmsO3px0IYW9TF/fgHrnx+ReD0LWtalV/E+fP/JTmjRtVk2LAaODlZ52aYQrxS5DJWLjIzUzN/fguADHcHzuub5SUnJxMeHk5oaCinT59mxowZtGvXjjZt2tCnTx8AtmzZQq9evdiyZQtXrlzh8uXLzJo1i61bt9KuXbtM2y1VqhQtWrTg/fff58iRIxw/fpyBAwca9NQ0adKEWrVq0b59e/766y9CQkI4ePAgn332mT5pmThxIqtXr2bixIlcvHiRs2fPMnPmTAAKFy6MpaUlCxcu5MaNG2zevJmpU6dmiMXMzIx+/foxbtw4SpQoQa1atV7qNfvoo4/YunUrc+bM4erVq3z//fds27bN4LKfEC9Lm5JE5LHN+seuZesReqECSYkWZNXJqNPBwwgnjtwuzfnz93FysmLSpPrcvDmc8ePrS6IjxFMk2cll+XWzPJ1Oh7n5fx1327dvx9PTk6JFi/LOO++we/duFixYwO+//46ZmRkAZcqUwdbWlo8//piKFStSs2ZN1qxZw48//kjv3r2z3NeyZcvw8vKifv36dOzYkUGDBuHu7q4vV6lUbN26lXr16tG/f39KlixJt27duHXrln7gc4MGDVi7di2bN2+mYsWKNGrUiKNHjwLg5ubG8uXLWbt2LWXKlOHLL7/MMM083bvvvktKSkqmPUQ5Vbt2bRYvXsycOXOoUKEC27dvZ+TIkVhbyxeJeHkpcY8I2TiShMOeuFh2IuHeDX1Zobb/MmRaN4AMCU/64zHz32b4iNpMntyAkJARTJzYAGdnOTeFyJQilJiYGAVQYmJiMpQ9fvxYuXDhgvL48eOX2kdqqlbZvfumEhR0Rtm9+6aSmqrN1vO0Wq3y6NEjRavNXv10zZs3V4YOHWq09l4Ve/fuVSwsLJTw8HBFUYx/vAMHDlTq1KnzzDrGOmfE6ykh4pZyc21fJfGwraJcRFEuosQfcFDuHVitr7N7900FJikdmnZRbu9y1NdTLqLc2uWodGjaRYFJyu7dN/PvQJ6QkpKibNq0SUlJSXnt2zN2bG8aY79+z/r+fpKM2ckjZmZq/fTy3PTo0SMOHDjAnj17GDx4cK7vz1QkJydz//59Jk2aROfOnbOcKp9Ts2bNomnTptjZ2bFt2zZWrFjBd999Z5S2xZslISKE+/+MwKvEVvzKpa2dFX2vIDHxg/BuMg5PW3t93fQZmhuDy/D7zgDqVrmFp1s8Yfft2Xe8CDqd2qCeEOLZJNl5zQwYMIBjx47x8ccfZznO5nW0evVq3n33XSpWrMjPP/9stHaPHj3KV199RVxcnH59n4EDBxqtffEGURS8S/6JhXUqD2768thsON6NhuFsnnECgrX1fx/NOp2af45lvoJ5dmd8CvGmk2TnNbNx48b8DiFf9OvXT7+isjGtWbPG6G2KN0PE0U08vrUBv85pybedhz8hR0ZgWaAcns17o1JnPWTy4cPHz2w7s5mcQoisyQBlIYQwEkWnI3T3EsI3l6KQYwf8AlcS+e9/K277tfsar3p9MyQ6iqIQGvrfelD9+1ekfv0iQP7P5BTidSC/KUII8ZJ0mhRub/uSqGBfvD0H4VHyClqNGbfONMHKxeeZzz1+/B4NGqygVq2fSExMG8tjZqZmz55+rF+f9zM5hXgdyWUsIYR4CY8uHUYd3prC/mk3tU1OsCTs+tu41ppKkS4BWT7v3r04PvtsFytWnEJR0sbpHD0aajCRoWPH0rRrV4rdu2+wbdt+WrasQ8OGRaVHR4gckmRHCCFySNFqUf3/+lSO/hVIiNSR8MiOyNDueDScjF8Vryyfm5ioYfbsg8yceYCEhLSenJ49A5kxozG+vk4Z6puZqalfvwgJCeepX7+IJDpCvABJdoQQIpvibl/k4eHPcXA+jHOD65hZWmNmZYOmwAZsilbBv5bjM58fFfWYihUXc+dO2vicmjV9mDevOTVqPPtSlxDi5UiyI4QQz/Ho0iFiz4zHp/QeHMprAbi790d8mnwIgGtgw2y14+JiQ7Vq3qhUKmbObELXrmXl9iNC5AHpDxX5Ys+ePahUKoMbhuaWoKAgXFzkDtAi5yL/3cLd9dVx1r1FkfI7MbPQEn6lFKHhS/BuNOS5z799O4Z+/TYZzLRatKg1ly4NpVu3cpLoCJFHJNnJK4oWEvZA7Oq0fxVtru6uX79+tG/fXv9/lUqFSqXCysqKkiVL0qxZM5YuXYruqRvvnD59mrfffht3d3esra3x8/Oja9euREZG5mq8xuLn58e8efMMtnXo0IFLly7lT0DilfXw3D+427fFp+wxVGq4e74qEbEb8Xj7Et4NBj5znZz4+BQ+/3wXpUp9w4oVp/n00136Mnd3O2xsMi4kKITIPZLs5IW4DXDdD+40hHs90v697pe2PY+0aNGCsLAwbty4wdq1a2nYsCHDhw+nTZs2pKamAnD//n0aN26Mi4sLO3bs4OLFi/qbfCYkJORZrMZmY2NjcGNSITKjS9Vw/9Rf+seu5eoTdqkst882Ikq3D59OxyhUvf2z29ApLFt2khIlFjJ9+j6SklKpX78II0bUyOXohRDPIslObovbAKHvQOpdw+2poWnb8yjhsbKywsPDA29vbypUqMC4ceP4/fff2bZtG8uXLwfgwIEDxMTE8OOPP1KpUiX8/f1p2LAhc+fOxd8/8+XqAVauXEnVqlVxcHDAw8ODHj16ZOgJ2rp1KyVLlsTGxoaGDRsSEhJiUP7w4UO6d++Ot7c3tra2BAYGsnr1aoM6DRo04MMPP+TDDz/EycmJggULMn78eBRF0ZffunWLkSNH6nuywPAy1pUrV1CpVBl6eubOnUuxYsX0j8+dO0fLli2xt7enUKFC9O7dmwcPHmT/BRevjNTEeEI2f0rsXi+clTYkRt7WlxVqc5LCnXfiUqbOc9vZu/cWVav+wIABmwkPj6dYsQJs2NCF3bv7UqmSZ24eghDiOSTZeVG6hGf8JKXVUbQQMRxQMmng/7dFDDe8pJVVm7mgUaNGVKhQgQ0b0hIuDw8PUlNT2bhxoz6ByA6NRsPUqVM5ffo0mzZtIiQkxODWDXfu3KFjx460bduWU6dOMXDgQMaOHWvQRlJSElWqVOHPP//k3LlzDBo0iN69e3P06FGDeitWrMDc3JyjR48yf/585syZw48//gjAhg0b8PHxYcqUKYSFhREWFpYh1pIlS1K1alVWrVplsH3VqlX06NEDgOjoaBo1akSlSpX4999/2b59OxEREXTp0iXbr4kwfUmPIri5/gOST3niV3IGzl4PSE2xIObqfn0ddSb3rcrKn39e4eTJcBwdrfj666acPz+EDh1Ky7gcIUyAzMZ6UVfssy6zawW+f0Livow9OgaUtPLEfWDXIG3TdT/Q/teDoAacAZ1z7ozxCQgI4MyZMwDUrFmTTz/9lB49ejB48GCqV69Oo0aN6NOnzzPvIj5gwAD9/9NvllmtWjXi4+Oxt7dn0aJFFCtWjNmzZwNQqlQpzp49y8yZM/XP8/b2ZvTo0frHH330ETt27GDNmjVUr15dv93X15e5c+eiUqn07cydO5f33nsPFxcXzMzM9D1MQIYxSQA9e/bkm2++YerUqUBab8/x48f55ZdfAPjmm2+oVKkSX3zxhf45S5cuxdfXlytXrlCyZMnsv8DC5CTev0Pknk/w8N+Ef9lkAGIjnYmK6o9X4/F4OhTIVjsxMUk8fPiYokXT6n/2WT20WoX//a82bm52uRa/ECLnTLpnR6vVMn78ePz9/bGxsaFYsWJMnTrVoNdBURQmTJiAp6cnNjY2NGnShKtXr+Zj1E/QZuxZeKl6uUBRFIO/PKdPn054eDiLFy+mbNmyLF68mICAAM6ePZtlG8ePH6dt27YULlwYBwcH6tevD8Dt22mXAy5evEiNGoZjFmrVqmXwWKvVMnXqVAIDA3FxccHe3p4dO3bo20hXs2ZNg3hr1arF1atX0Wqznwx269aNkJAQDh8+DKT16lSuXJmAgLTVbk+fPs3u3buxt7fX/6SXXb9+Pdv7EaZJl/wYn1LrsLZPJuqOB7evT8WuZhh+7edgmY1EJzVVx/ff/0uJEgvp3fu/XlBHRytmzWomiY4QJsike3ZmzpzJokWLWLFiBWXLluXff/+lf//+ODk5MWzYMAC++uorFixYwIoVK/D392f8+PE0b96cCxcuYG1tnXvBlYx/RqHZ//+Tzev0T9YrFmJQpNPpiI2N5dlLlb24ixcvZhiP4+rqSufOnencuTNffPEFlSpVYtasWaxYsSLD8xMSEmjevDnNmzdn1apVuLm5cfv2bZo3b05KSkq24/j666+ZP38+8+bNIzAwEDs7O0aMGJGjNrLLw8ODRo0aERQURM2aNQkKCuKDDz7Ql8fHx9O2bVuDnqd0np4y9uJVc//kduJvbMS/0/cA2PuUJOToB5g7l8G70SBc/n8l5OwIDr7OqFF/ce5c2pg0FxcbwsPj8fR0yJXYhRDGYdLJzsGDB2nXrh2tW7cG0qYVr169Wj+OQ1EU5s2bx+eff067du0A+PnnnylUqBCbNm2iW7duuRecOht/vdnWBXOftMHImY7bUaWV29Z9Rrs6UOfOJaxdu3Zx9uxZRo4cmWUdS0tLihUrluVsrEuXLvHw4UO+/PJLfH19Afj3338N6pQuXZrNmzcbbEvvVUl34MAB2rVrR69evYC0JO/KlSuUKVPGoN6RI0cytFOiRAnM/v8Ly9LSMlu9PD179mTMmDF0796dGzduGJwrlStXZv369fj5+WFubtK/IiILik5H2MFV8OArvALO4VYWHpzuTMEKTQDw67gwR+1dvvyA0aOD2bLlCpCW5EyaVJ/Bg6tiYZH9ZEkIkT9M+jLWW2+9xc6dO7lyJe0D5vTp0+zfv5+WLVsCcPPmTcLDw2nSpIn+OU5OTtSoUYNDhw7lS8wGVGZQaH76g6cL0/4pNC+tXi5LTk4mPDyc0NBQTp8+zYwZM2jXrh1t2rShT58+AGzZsoVevXqxZcsWrly5wuXLl5k1axZbt27VJ5NPK1y4MJaWlixcuJAbN26wefNm/ViYdIMHD+bq1at88sknXL58maCgIP0MsHQlSpQgODiYgwcPcvHiRd5//30iIiIy7O/27duMGjWKy5cvs3r1ahYuXMjw4cP15X5+fuzdu5fQ0NBnzp7q2LEjcXFxfPDBBzRs2BAvr//uZTR06FCioqLo3r07x44d4/r16+zYsYP+/fvn6HKZyHu6VA13/prHg+1F8SrYB6+Ac+hS1dw+Wx9zu+yNxXna4cN3KVduEVu2XMHcXM3w4TW4evUjPvqohiQ6QrwiTPrP1rFjxxIbG0tAQABmZmZotVqmT59Oz549AQgPDwfIMHi2UKFC+rLMJCcnk5ycrH8cG5u2uqlGo0Gj0RjU1Wg0KIqCTqfLdLDrc9m1B881qO6PRPXEYGXF3AfFbU5a+TPaTR8PkB5Ddmm1WszMzNDpdCiKwvbt2/H09MTc3BxnZ2cqVKjAvHnz6Nu3LyqVCp1OR0BAADY2Nnz88cfcuXMHKysrSpQowQ8//EDPnj0z3b+rqytLly7l888/Z8GCBVSuXJmvvvqK9u3b618zHx8f1q5dy8cff8zChQupXr0606ZNY+DAgfo6n376KdevX6d58+bY2try3nvv0a5dO2JiYgz227t3bxITE6levTpmZmYMGzZM3w7ApEmT+OCDDyhWrBjJycn6NYTAcLCynZ0dbdq0Ye3atfz4448GZR4eHuzbt4+xY8fSrFkzkpOTKVKkCM2bN8/QTmbSX3ONRqPvcRK5L/rKUczDOuJbOO0Sk+axBXevNMex0iQ825dP2/bU73d2VKzoRpkyBfHxcWTmzMaUKuX6wm29qPR95eU+c8LY8Zlye6b+Xpi63Hpvn0el5GSOcR779ddf+eSTT/j6668pW7Ysp06dYsSIEcyZM4e+ffty8OBBateuzb179wzGUnTp0gWVSsVvv/2WabuTJk1i8uTJGbYHBQVha2trsM3c3BwPDw98fX2xtLR88YNRtJinHEKlC0dRe5BqWStXe3Teeecd/P39+frrr3NtH3mtTZs2BAYGMmPGjPwO5ZlSUlK4c+cO4eHhBsmWMD5F0aFS/X8HdWoyjdwHYm6ZyvmTDQlz7ITOzjWH7Sn8+28sW7Y84NNP/bGySms7IUGLnZ0krkKYmsTERHr06EFMTAyOjlmPbjXpnp1PPvmEsWPH6sdTBAYGcuvWLWbMmEHfvn3104sjIiIMkp2IiAgqVqyYZbvjxo1j1KhR+sexsbH4+vrSrFmzDC9WUlISd+7cwd7e3ggDnlvl+BmKohAXF4eDg0O21ut49OgRBw4cYP/+/QwZMiTD8eS0PVNibm6OpaXlM0/op+XH8SYlJWFjY0O9evVyd5D8GywxPISHhyZib3cIp0bn9evhPDxli71/FSpULkiFHLZ59mwkY8b8zc6dIQBcv+7K6NG1nv2kPKLRaAgODqZp06ZYWJjerSaMHZ8pt2fq74WpM/brl35l5nlMOtlJTExE/dT9Z9IvzQD4+/vj4eHBzp079clNbGwsR44cMZhd8zQrKyusrKwybLewsMjw4mu1WlQqFWq1OkMseSH9WNNjeJ6BAwdy7NgxPv74Yzp06JDhCz6n7ZmanMadH8erVqtRqVSZnk/i5cTcOMWjfz/Hu+QOnMqn9ZrdPbgMn8ZDAfCo1ibHbUZGJjBhwm6WLDmBTqdgaWnGiBE1GDKkusm9f6Z+Thk7PlNuz9TfC1NnrNcvu22YdLLTtm1bpk+fTuHChSlbtiwnT55kzpw5+kXsVCoVI0aMYNq0aZQoUUI/9dzLy0t/E8w3zcaNG/M7hFyzZ8+e/A5B5JOHZ3eTcGkiPqUP4FQ+LYGNvO5PitVIvBsOfqE2FUVh1qyDTJu2j9jYtDF8nTqV5quvmuoXChRCvB5MOtlZuHAh48ePZ8iQIURGRuLl5cX777/PhAkT9HXGjBlDQkICgwYNIjo6mjp16rB9+3a5fCDEa+Lh2d24WjTCNTDt8b2Lgajcx+LRstsz7zz+PCqVioMH7xIbm0zlyp7MnducevWKGClqIYQpMelkx8HBgXnz5jFv3rws66hUKqZMmcKUKVNyNRYTHsctTIycKy9H0Wp5dPmQ/uabLmXrE/FncVKS3bEuPhGvDs1euO3jx+/h5eWgXwTw66+b0q5dKfr0qYBa/WqNYRNCZJ9JJzumIH3qcEpKCjY2NvkcjXgVJCYmAtm/lizSaJMfE/r319hbLsLOJYrHD29i4+qFSq2mYPOzmFm+eG/tvXtxfPbZLlasOEXfvhVZtixt3ajixV0oXtzFWIcghDBRkuw8h7m5Oba2tty/fx8LC4s8H9Sr0+lISUkhKSnJKPs2dnumLi+PV1EUEhMTiYyMxNnZWdbYyaaU2Cju7ZyCq+sKCheLBiAp3oroS3uwqZ12J/oXTXQSEzXMnn2QmTMPkJCQth6HVqtDp1OkJ0eIN4gkO8+hUqnw9PTk5s2b3Lp1K8/3rygKjx8/xsbGxihTp43dnqnLj+N1dnbWL4sgsvb44T3Cd43Do8ha/Eo/BiD+oQMPInrh0XAingUKPaeFrCmKwurV5xg79m/u3Embmlqrlg9z5zanRg0fo8QvhHh1SLKTDZaWlpQoUSJXbkr5PBqNhr1791KvXj2jrTdhzPZMXV4fr4WFhfToZJMm/hGFA37BzEJH9D03YhIG4d14LH629i/d9oIFRxgxYgcAhQs7MXNmE7p2LftGJPhCiIwk2ckmtVqdLzO8zMzMSE1Nxdra2ihf1sZuz9S9acdryh6e30vclQ34dZgHgGORsoSsfxczh9J4N/oQZ/OXe38URdEnM/36VWT+/CMMHFiZkSNrYmMj770QbzJJdoQQuSri6EY0d6fhU+YErqXh4bkOuJarD4Bfpx9euv34+BRmztzPkSOh7NjRC5VKhZOTNZcvfyg36hRCAJLsCCFygaLTce+fHzGLn4VHiatQBhQd3L1QA/tyGVcvfxE6ncLPP5/m0093EhYWD8DOnTdp0qQogCQ6Qgg9SXaEEEb16PIRdCEd8S5yDwCtxoy7FxvhWGEqvu/UMMo+9u69xciROzhxIgyAYsUK8PXXTWnc2N8o7QshXi+S7AghXpqi0+lXM7b3KU1KVAzJCZaEXW9HwbemUaRLSaPsJzo6iYEDN7N+/UUAHB2tGD++Hh99VB0rK/k4E0JkTj4dhBAv7PGDUML3TMDGcj+FWl9AZWaGhZ0jD9UrcPKrhV8VL6Puz8HBkitXHqJWq3j//SpMntwANzc7o+5DCPH6kWRHCJFjcbcv8vDw53gV34J/ubQlGUL/+RHvRu8D4FGjk1H2k5qq45dfztC1a1lsbCwwM1Pz009vY2NjQbly7kbZhxDi9SfJjhAi2x5dOkTsmfH4lN6DQ3ktAA9CfHjMMLwb9zfqvoKDrzNq1F+cOxdJWFgc48bVBaBaNW+j7kcI8fqTZEcIkS0PzuzE1bwJBcqnPQ67HIDi/Amezfq91N3Hn3b58gNGjw5my5YrABQoYE3BgrZGa18I8eaRZEcIkSlFpyPmxkmci1cBwLVcQ+5v8yclqSCWhT/Hs93bRt1fVNRjJk/ew3ff/Utqqg5zczVDh1ZjwoT6uLjITXiFEC9Okh0hhAGdJoXQnfOxYSH2BSNJenQL6wKFUKnVuDQ8g7kRbueQmWHDtrFq1VkA2rQpyaxZTSlVqmCu7EsI8WaRZEcIAUBqYjyhf0/H2WEJvn4PAUhJtOTB+b/wqtMbwKiJjqIopKRo9VPGJ06sz6VLD/jyyyb6hQGFEMIYJNkR4g2XHH2fsJ3jcfNcRZGSaSsRJ0bbEnm3K+71J+Pl5mv0fZ47F8moUTvw9XXkp5/aAVCihCvHjr0nN+sUQhidJDtCvOGSHt6lcMAPqM0UYiMKEPWoP16NP8evZgGj7ysyMoEJE3azZMkJdDoFa2tzvviiMYUKpfUYSaIjhMgNkuwI8YZ5dOUosZc2UuTtGQA4FatEyNoeqO1K493kYxwtrY2+z+TkVObPP8L06fuIjU0GoFOn0nz1VVN9oiOEELlFkh0h3hD3T2wj6cYUfMocxrk4PLrUjgIBNQHw6/xLru331KlwOnVaw40bjwCoXNmTuXObU69ekVzbpxBCPEmSHSFeY4pOR/iBVfBwJp4B56Fc2vbQC5WwKa3Nkxj8/JyJiUnC09OeGTMa07t3BdRquVwlhMg7kuwI8Zp6dOUoqdc641n0NriBLlXN3Yt1sSs9Ge+O9XNtv/fuxbFixSnGjq2DSqXC2dmaP//sQdmy7tjbW+bafoUQIiuS7AjxmrLzLIH20QM0jy0IvdqSAtWmUrhz+Vzb3+PHGmbPPsSXX+4nIUFDyZKudOpUBoAaNXxybb9CCPE8kuwI8RpIjr5P2K5JWKr24dnuFCq1GkuHAoSlLsHR7y38Kvnl2r4VReHXX8/xv//9zZ07sQDUrOlDkSLOubZPIYTICUl2hHiFJYTdIHL/eDz9NuBXJgmA0L1L8W4wEADP2j1ydf+HD99l5MgdHD58FwBfX0e++qopXbuWlWnkQgiTIcmOEK+gmOsniT7+OV4l/8I/MBWAqLuFiEsajE/TnnkSg06nMGjQH5w9G4mdnQXjxtVh1Kha2NhY5Mn+hRAiuyTZEeIV8+D037iYN8OpvAJA5HV/UqxG4d3wA1zMzHJ13/HxKVhYqLGyMketVjF7djNWrz7H9OmN8PR0yNV9CyHEi1LndwBCiGdTdDpib53XP3YNbETUHW/uXSxPeNRq3Fpew6fJh6hyMdHR6RSWLz9FyZILmTfvsH5706bFWLq0nSQ6QgiTJj07QpgoRasldPciLJPn4OAWTkqBu1g6uqBSq3F86zSWji55EsfevbcYOXIHJ06EAfDrr+f55JPaslaOEOKVIcmOECZGm/yYu8EzcbBejI9PBACaJHPun/lTf/fxvEh0btx4xJgxwaxffxEAR0crPv+8LsOG1ZBERwjxSpFkRwgTkRIbxb2dk3F1/ZkixaMBSIqzJiykI+51puJVsWiexbJy5WkGDvyDlBQtarWKQYMqM3lyQ9zd7fIsBiGEMBZJdoQwEQnh1yhSagEqNcQ/cORBZC88G03Cv5pbnsdSo4YPOp1C06ZFmT27GYGBhfI8BiGEMBZJdoTIJzE3zxBzYROFW08AoEDJ6oSseQeVTQDeTcfiZ513vSjBwdc5duwen35aF4CSJV05c2YwAQEFZb0cIcQrT5IdIfLYw7N7SLg0CZ/S+3DwU4i+1hrn4lUA8OuyNk9juXTpAaNH/8Wff15FpYJWrUpQsaIHAKVL532PkhBC5AZJdoTIIxGH15N6bxreZU7hGpi2LexSWSyLx+d5LFFRj5k8eQ/fffcvqak6zM3VDBlSlcKFnfI8FiGEyG2S7AiRy6Kv/kvype4UKnENnEHRwd0LNbEuOgHP9i3zNBaNRsuiRf8yadIeHj1Ku71EmzYlmTWrKaVKFczTWIQQIq9IsiNELrNxK4J19F1SU8wIvdQYxwpT8H2nRr7EEh+fwpQp//DoURLlyrkzZ04zmjYtli+xCCFEXpFkRwgjSol7xL2dUzHX7se7w2FUajVWzm7cS/wWR886FOlSMs9junYtimLFCqBSqShQwIbZs5uRlJTKu+9WxtxcFlEXQrz+5JNOCCNIvH+HkHUDSD3vg1/AXHzKHiNs/0p9uVf9Adj75G2iExmZwODBWyhV6hs2bbqk3963b0Xef7+qJDpCiDeG9OwI8RJib50n6sh4vIr/iV+5FABiwlyJjnsPr8Yd8iWm5ORUFiw4wrRp+4iNTQZg//7bdOhQOl/iEUKI/CbJjhAv6MHpvymgboFjeW3a4xBfElXD8Gk0DCcLyzyPR1EUNmy4yJgxf3PjxiMAKlf2ZO7c5tSrVyTP4xFCCFMhyY4QOZAQdgM7z7TbNriWa8ijXW4kJzqjOI/Bs1lfCqrz79LQ++9vYcmSEwB4etozY0ZjeveuIPexEkK88STZEeI5FJ2Oe3uXYhY7C0f3u2gcQrGwd0JlZoZtlZO4uHjkd4gAdOxYmpUrz/DJJ28xZkxt7O3zvndJCCFMkSQ7QmRBp0nh7s652PIN3n53wQO0GjMiT27Gs27a3cet8ynRefxYw5w5h3BysubDD6sD0KJFcW7dGiE36xRCiKdIsiPEUzQJsYT+PZ0Cjj9R2O8hACmJlty71gbXmtPwDMy/gb6KovDrr+cYO3Ynt2/H4OhoRbdu5ShY0BZAEh0hhMiEJDtCPCXu1hn8Sn0FQGK0HRF3u+LRYAp+lb3zNa7Dh+8ycuQODh++C4CvryMzZzbB1dUmX+MSQghTJ8mOeOPF373Co3O/49viEwBcytQhZE0bsAzAu8nn+NfM3/tFhYbGMmbM3wQFnQXAzs6CsWPr8PHHtbCxscjX2IQQ4lUgyY54belSNUQeXoNz6D4iD8fjWasLavP/koNHl48Qe3o83gG78PJWiLnZHCf/8gD4dfkjv8LOIC4uhTVrzqNSQb9+FZk2rRFeXg75HZYQQrwyJNkRr6W7wQtwsp6At1sM3o0Avifu0FBikqZg5VqCpBtT8ClzmAJpuQ3hV0pi4R+VnyHr6XQKhw/f5a23fAEICCjI/PktqFnTh8qVPfM5OiGEePVIsiNeO3eDF+DtPTzDdnvXGOxVw1GpgHL/X/dCZcy9P8Xj7U55G2QW9u69xciROzh1KpyTJ9+nfPlCAAwZUi2fIxNCiFeXJDvitaJL1eBkPQEA1VPr+6nUoChpP7fP1sO+zBR8OtbPhygzunHjEWPGBLN+/UUAHB2tuHLloT7ZEUII8eIk2RGvlcij6/Fwi8myXPX/iwlb+XyAa7n8T3RiYpKYPn0f8+cfISVFi1qtYtCgykye3FCmkQshhJFIsiNeKymxt8Alm/XymU6nULPmT1y69ACApk2LMnt2MwIDpTdHCCGMKf9u5CNELrB0zN4NL7NbLzep1So++KAqpUq5smVLd3bs6CWJjhBC5AJJdsRrxb16J+LuO6HoMi9XdBAb6Yx79bwfkHz58gPatl3Npk2X9NuGDKnG2bMf0Lp1SVQquWGnEELkBkl2xGtFbW5BTNIUyCRvSE+AYpMnG6y3k9uioh4zfPg2ypVbxJYtV/j0053odAoA5uZqLCzM8iwWIYR4E0myI147hd7qhyYp43C0uAfOhIbOx6fpsDyJQ6PRsmDBEYoXX8CCBUdJTdXRpk1JNm7silotvThCCJFXZICyeO2E71+Cb5FUYsKdiVPN5/r5gxQPrIvnW11wzKMenT17Qhg8eAuXL6fdSLRcOXfmzm1OkyZF82T/Qggh/iPJjnjtaGN2AhB1vxU+7btzPNoJ95qt8vTSVWKihsuXH+LmZsvUqQ15993KmJtLR6oQQuQHSXbEa6fIO1u4f/ovCtbIuxlX9+8ncPp0hL7npmXL4vzwQxu6dCmLk5N1nsUhhBAiI0l2xGtHpVbjVqkFABqNJlf3lZycysKFR5k6dS8qFVy9+hFubnaoVCree69Kru5bCCFE9kiyI14rqUkJmFvn/srDiqKwadMlPvkkmOvXHwFQubInDx4k4uYmKx8LIYQpkUEE4rXx6NJhUs+5cmtNcxRdFgvtGMHJk2E0bLiCjh3XcP36Izw97Vm2rB3Hjr1H6dJuubZfIYQQL0Z6dsRrI/rstxQITMbcIgKVOnfy+PDweGrU+BGNRoe1tTmjR9fif/+rg729Za7sTwghxMt7oW+Effv20atXL2rVqkVoaCgAK1euZP/+/UYNTojsUrRaXNy2AqC16W7UtrXa/3qJPDzsef/9KnTvXo7Llz9k6tRGkugIIYSJy3Gys379epo3b46NjQ0nT54kOTkZgJiYGL744gujBxgaGkqvXr1wdXXFxsaGwMBA/v33X325oihMmDABT09PbGxsaNKkCVevXjV6HMK0RR7bhJNHFMkJlnjWGWyUNhVFYfXqs5QosZCzZyP02+fPb0lQUCcKF3Yyyn6EEELkrhwnO9OmTWPx4sUsWbIEC4v/1i2pXbs2J06cMGpwjx49onbt2lhYWLBt2zYuXLjA7NmzKVCggL7OV199xYIFC1i8eDFHjhzBzs6O5s2bk5SUZNRYhGlLur0EgIgbtbGwf/kk5PDhu7z11lJ69NjAzZvRfPXVQX2ZrH4shBCvlhyP2bl8+TL16tXLsN3JyYno6GhjxKQ3c+ZMfH19WbZsmX6bv7+//v+KojBv3jw+//xz2rVrB8DPP/9MoUKF2LRpE926dTNqPMI0pSbGU8jvHwDMPfu/VFt37sQwduxOgoLOAmBnZ8HYsXUYNarWS8cphBAif+S4Z8fDw4Nr165l2L5//36KFjXuUvibN2+matWqdO7cGXd3dypVqsSSJUv05Tdv3iQ8PJwmTZrotzk5OVGjRg0OHTpk1FiE6Qo/sBRrxyTi7jvhUfPFE9xZsw5SqtQ3BAWdRaWCfv0qcuXKR3z+eT1sbfNu9WUhhBDGleOenffee4/hw4ezdOlSVCoV9+7d49ChQ4wePZrx48cbNbgbN26waNEiRo0axaeffsqxY8cYNmwYlpaW9O3bl/DwcAAKFSpk8LxChQrpyzKTnJysH2sEEBsbC6QtQJfbi9DlVHo8xorL2O2ZAlv/etw40RfMnLBWQPvEseXkeNVqhcePU6lb15dZs5pSqZJHtp8rRG4y9d9bU/+cMmZ7pv5emLrcem+fR6UoipKThhVF4YsvvmDGjBkkJiYCYGVlxejRo5k6dWrOI30GS0tLqlatysGD/42XGDZsGMeOHePQoUMcPHiQ2rVrc+/ePTw9PfV1unTpgkql4rfffsu03UmTJjF58uQM24OCgrC1tTXqMQjTdf58PIoC5crZA5CaqnDiRCzVqjmiUsm4HCGEMHWJiYn06NGDmJgYHB0ds6yXo54drVbLgQMHGDp0KJ988gnXrl0jPj6eMmXKYG9v/9JBP83T05MyZcoYbCtdujTr168H0i6pAURERBgkOxEREVSsWDHLdseNG8eoUaP0j2NjY/H19aVZs2bPfLHyg0ajITg4mKZNmxoMCDeV9kyZVqtjz56bBAcfpmnTmjRo4I+ZmZobNx4xbtwuNm68RokSLpw82QlLSzMA3n47n4MWIhOm/ntr6p9TxmzP1N8LU2fs1y/9yszz5CjZMTMzo1mzZly8eBFnZ+cMiYix1a5dm8uXLxtsu3LlCkWKpN3g0d/fHw8PD3bu3KlPbmJjYzly5AgffPBBlu1aWVlhZWWVYbuFhYXJnrzGjs2UjzUnbq7tjrlTDTzrvWdwm4gNGy4yfPh27t5N+0WYM+cWXl4OVKvmxbZt10hJ0aJWq2jUyB+tVvVavBbi9Wfqv7em/jllzPZM/b0wdcZ6/bLbRo7H7JQrV44bN24YzIrKLSNHjuStt97iiy++oEuXLhw9epQffviBH374AQCVSsWIESOYNm0aJUqUwN/fn/Hjx+Pl5UX79u1zPT6Rv2Kun8Q/8Fd02t9IfNAKe5+SQFqi8847a3j6Au29e3H8/nta8ty0aVFmz25GYGChp5sVQgjxmslxsjNt2jT9+JwqVapgZ2d400NjXgaqVq0aGzduZNy4cUyZMgV/f3/mzZtHz5499XXGjBlDQkICgwYNIjo6mjp16rB9+3asra2NFocwTY9OLsSpHIRfLYtX+7RER6vVMXz49gyJzpMKFrRl69YemJub5VGkQggh8lOOk51WrVoB8PbbbxsM4lQUBZVKhVarNV50QJs2bWjTpk2W5SqViilTpjBlyhSj7leYNkWnw9llCwCplv9NN9+377b+0lVWHjxIZP/+OzRo4JebIQohhDAROU52du/enRtxCJEj949vwd3rPimPLfCo89/4rLCwuGw9P7v1hBBCvPpynOzUr18/N+IQIkcSby6B8hB+rRaFK7not3t6OmTr+dmtJ4QQ4tWX42QHIDo6mp9++omLFy8CULZsWQYMGICTk9wYUeQ+bfJj3AvvAsDcvZ9BWd26hfHxcczyUpZKBT4+jtStWzi3wxRCCGEicny7iH///ZdixYoxd+5coqKiiIqKYs6cORQrVszoNwIVIjMJoVeJf+hO/EMHPN7qaVBmZqZm3rzmmT4vfYjZvHktMDPL8akvhBDiFZXjnp2RI0fy9ttvs2TJEszN056emprKwIEDGTFiBHv37jV6kEI8ybFoeRyL3uTxg1DUFpYZyv38nDN9no+PI/PmtaBjx9K5HKEQQghTkuNk599//zVIdADMzc0ZM2YMVatWNWpwQjyLTUHvTLcvXXoSgK5dyzJwYEW2bdtPy5Z1aNiwqPToCCHEGyjHn/yOjo7cvn07w/Y7d+7g4CCDPkXuenT5CElRWd/kNSkplaCgcwC8+24l6tcvQr16Bahfv4gkOkII8YbK8ad/165deffdd/ntt9+4c+cOd+7c4ddff2XgwIF07949N2IUQi/5cl/M7/hy9++FmZb//vsloqOTKFzYiUaNcn+VbyGEEKYvx5exZs2ahUqlok+fPqSmpgJp96b44IMP+PLLL40eoBDpYm6ewaPkZRQdOJZolGkdR0cratb0oWnTtEtWOp1xF7kUQgjx6slxsmNpacn8+fOZMWMG169fB6BYsWLY2toaPTghnhR14lucykL41dJ4tiubaZ2WLUvQsmUJtFpdHkcnhBDCVOU42YmJiUGr1eLi4kJgYKB+e1RUFObm5ka9N5YQ6RSdDifHzQCkmHV5bn0ZnyOEECJdjr8RunXrxq+//pph+5o1a+jWrVsmzxDi5T04/RcuvuFokszxqDM0Q7miKCxbdpKoqMf5EJ0QQghTluNk58iRIzRs2DDD9gYNGnDkyBGjBCXE0xKuLgYg/Fp1rJzdMpTv33+bAQM2U6rUN2g0Mk5HCCHEf3Kc7CQnJ+sHJj9Jo9Hw+LH8VS2MT9FqKeiVdgNatWvfTOssXXoKgHbtSmFhYZZXoQkhhHgF5DjZqV69Oj/88EOG7YsXL6ZKlSpGCUqIJ6nMzMDvGCEXR+BRu0+G8ri4ZNauPQ9A//4V8zg6IYQQpi7HA5SnTZtGkyZNOH36NI0bNwZg586dHDt2jL/++svoAQoBYO9TEnufuZmWrV17gYQEDSVLuvLWW755HJkQQghTl+Oendq1a3Po0CF8fX1Zs2YNf/zxB8WLF+fMmTPUrVs3N2IU4pmWLTsFpPXqqNLv9imEEEL8vxz37ABUrFiRVatWGTsWITK4vfULLFKC0DoMxafxBxnKr1x5yP79t1GrVfTpUyEfIhRCCGHqctyzc+LECc6ePat//Pvvv9O+fXs+/fRTUlJSjBqcEBYpq/AMOE/qo+OZlh8+fBczMxXNmxfDy0vuzSaEECKjHCc777//PleuXAHgxo0bdO3aFVtbW9auXcuYMWOMHqB4c8XduYRHyQsAFKj8YaZ1+vSpwN27o5gzp3lehiaEEOIVkuNk58qVK1SsWBGAtWvXUr9+fYKCgli+fDnr1683dnziDfbw2EJUagi/WgKnohWzrOfhYU9AQMG8C0wIIcQrJcfJjqIo6HRp9x36+++/adWqFQC+vr48ePDAuNGJN5qD3SYAkpXOmZY/eJCYh9EIIYR4VeU42alatSrTpk1j5cqV/PPPP7Ru3RqAmzdvUqhQIaMHKN5MD8/uxrXIPVJTzHCvnfH2EFFRj/HxmUPDhiuIi0vOhwiFEEK8KnKc7MybN48TJ07w4Ycf8tlnn1G8eHEA1q1bx1tvvWX0AMWbKe7idwCEX6mCjatXhvKgoLMkJ2uJjk7CwcEqr8MTQgjxCsnx1PPy5csbzMZK9/XXX2NmJsv0C+Mwc65N2OXzUCDjiskAS5eeBGTFZCGEEM/3QuvsZMba2tpYTQmBb7MRwIhMy06fDufkyXAsLNT06BGYl2EJIYR4BeX4MpYQ+S19xeR27QIoWNA2f4MRQghh8iTZESYlJe4RIRtHkHDveublKVp++eUMIJewhBBCZI8kO8KkhO9fjF/p+aRcfAvl/5c4eNIff1zm4cPHeHra06xZsXyIUAghxKvGaGN2hDAG86TVAERHtaCAOmMu3rJlCX7+uT0ajQ5zc8nVhRBCPJ/Rvi3u3LnDgAEDjNWceAMl3LuOR8lzADhXyLi2DoCtrQW9e1dgwIBKeRmaEEKIV5jRkp2oqChWrFhhrObEG+j+kQWozRQirxWlQMnq+R2OEEKI10S2L2Nt3rz5meU3btx46WDEm83OeiMAidqOGcoURaFDh9+oU6cw779fRRYSFEIIkW3ZTnbat2+PSqVCUZQs66hUKqMEJd48D8/vxc3/DlqNGvdaH2UoP3z4Lr//fpng4Bu8/36VfIhQCCHEqyrbl7E8PT3ZsGEDOp0u058TJ07kZpziNZdwaz+pKWaEXamErXvhDOXpKyZ37lxGenWEEELkSLaTnSpVqnD8+PEsy5/X6yPEsxRu9Ska79s4VFySoSwhIYXffjsPyNo6Qgghci7bl7E++eQTEhISsiwvXrw4u3fvNkpQ4s1k4+qV6U0/N2y4SFxcCkWLFqBevSL5EJkQQohXWbaTnbp16z6z3M7Ojvr16790QOLNkxh5O9NLV+nSbw/Rv39FGRcmhBAix7J9GevGjRtymUoYnSYhFvXtkkT+WZSEsIwz+m7ceMTu3SGoVNC3b4V8iFAIIcSrLtvJTokSJbh//77+cdeuXYmIiMiVoMSbI3z/Eqztk7G2j8bWPeMlqtRUHV27lqVNm5L4+jrlQ4RCCCFeddlOdp7u1dm6deszx/AIkR3qhFUAPIxsicrMLEN5yZKu/PrrO/z+e7e8Dk0IIcRrQm4uJPJNQkQIHiVOA+Ac+OEz68pYHSGEEC8q28mOSqXK8IUjX0DiZdw/9C1mFjru3yhCgYBaGcqDgs5y4cL9TJ4phBBCZF+2Z2MpikK/fv2wskpb0C0pKYnBgwdjZ2dnUG/Dhg3GjVC8tmwt1gOQkNIRt6fKoqOTePfdzSQlpXL27AeUK+ee9wEKIYR4LWQ72enbt6/B4169ehk9GPHmeHTpMO7FbqJLVeNWM+PtIX799RxJSamUK+dO2bJPp0JCCCFE9mU72Vm2bFluxiHeMA6Fy3Fn32xS487j/45/hnJZW0cIIYSxZDvZEcKYzG3t8W0+KtOy8+cjOXo0FHNzNb16lc/jyIQQQrxuZDaWMDnpvTpt2pTE3d3u2ZWFEEKI55CeHZHnbq57D9BRsMYnOPgGGJRpNFpWrjwDyE0/hRBCGIckOyJPpSYl4FF4FTaOj7l3q0GGZOfy5Yekpupwd7ejZcvi+ROkEEKI14okOyJPhe9fio/PY+LuO+FRK+OqyOXKuXPv3iiuXHmIhUXGFZWFEEKInJIxOyJvxawE4EF4c9TmFplWsbIyJzCwUF5GJYQQ4jUmyY7IM48fhOJZ8gQAjgEfZCi/dy8OnU7JsF0IIYR4GZLsiDwTcfBbzCy0PAjxwTWwgUGZoig0a7aSEiUWcvz4vfwJUAghxGtJxuyIPGOjWgtAfGJ7Cj5V9u+/9zh//j7W1uYUK+aS98EJIYR4bUnPjsgTOk0KyUm+JMVZU7B6xttDpK+t07FjaZydrfM4OiGEEK8z6dkReUJtYUnhzrvQJj/G2srGoOzxYw1BQWcBWVtHCCGE8UnPjshTZk8lOgCbNl0iJiaZwoWdaNQo432yhBBCiJchyY7IddHXjnP/1F8oOl2m5emXsPr2rYBaLTf9FEIIYVyS7IhcF31iEm7Wzbm1LuMignfuxPD33zcA6NevYh5HJoQQ4k0gY3ZErtImP8a98C4ALAu1yFDu4+PIP//048CBOxQtWiCvwxNCCPEGkGRH5Kqw/cvx8U4kIcoej7d6ZShXqVTUrVuEunWL5EN0Qggh3gRyGUvkKuXRzwDcv9sUtYVlPkcjhBDiTSTJjsg1SVHheJb4FwC7koMzlI8cuZ0PP9zK9etReR2aEEKIN4gkOyLXRBz4FnOrVKLueFCwfBODsri4ZH744QTffnuMyMiEfIpQCCHEm0CSHZFrzFJ2ABAb2w6V2vBUW7PmPImJGkqVcqVmTZ/8CE8IIcQb4pVKdr788ktUKhUjRozQb0tKSmLo0KG4urpib29Pp06diIiIyL8ghZ7X2/sJDV9CwZofZyhLX1tnwIBKqFSyto4QQojc88okO8eOHeP777+nfPnyBttHjhzJH3/8wdq1a/nnn3+4d+8eHTt2zKcoxZPUFpZ4NxiIvXcJg+2XLz/gwIE7mJmp6N27fBbPFkIIIYzjlUh24uPj6dmzJ0uWLKFAgf/WYomJieGnn35izpw5NGrUiCpVqrBs2TIOHjzI4cOH8zHiN5ui06FotVmWL19+CoAWLYrj6emQR1EJIYR4U70S6+wMHTqU1q1b06RJE6ZNm6bffvz4cTQaDU2a/Df4NSAggMKFC3Po0CFq1qyZaXvJyckkJyfrH8fGxgKg0WjQaDS5dBQvJj0eY8Vl7PYy8+DUX9g/7sn98Lfx7fCTQVlqqo6ffz4NQO/egbn+eufF8QqR20z9PDb1zyljtmfq74Wpy6339nlMPtn59ddfOXHiBMeOHctQFh4ejqWlJc7OzgbbCxUqRHh4eJZtzpgxg8mTJ2fY/tdff2Fra/vSMeeG4OBgk27vSX6R8/GsG8O9kHNs3brVoOzxYy01a9py4kQqZmbX2Lr1Rq7F8aTcPF4h8oqpn8em/jllzPZM/b0wdcZ6/RITE7NVz6STnTt37jB8+HCCg4OxtrY2Wrvjxo1j1KhR+sexsbH4+vrSrFkzHB0djbYfY9BoNAQHB9O0aVMsLCxMrr2n6TQppJ5KWynZ1msQreq3ylCnUydQFCVPBibn9vEKkRdM/Tw29c8pY7Zn6u+FqTP265d+ZeZ5TDrZOX78OJGRkVSuXFm/TavVsnfvXr755ht27NhBSkoK0dHRBr07EREReHh4ZNmulZUVVlZWGbZbWFiY7Mlr7Nhy61hDD6zA2yOehEd2eNXrh5mJvJ6m/N4KkV2mfh6b+ueUMdsz9ffC1Bnr9ctuGyY9QLlx48acPXuWU6dO6X+qVq1Kz5499f+3sLBg586d+udcvnyZ27dvU6tWrXyM/M2lvb8CgPt3GmNmadgbt337NbZtu4pWq8uP0IQQQryhTLpnx8HBgXLlyhlss7Ozw9XVVb/93XffZdSoUbi4uODo6MhHH31ErVq1shycLHJPcswDPIsfAcC26HsZyseN28mpU+EsXtya99+vmtfhCSGEeEOZdLKTHXPnzkWtVtOpUyeSk5Np3rw53333XX6H9UYK3/8dRYppeBTqjltDw7E6p06Fc+pUOJaWZnTuXDafIhRCCPEmeuWSnT179hg8tra25ttvv+Xbb7/Nn4CEnn2R+oScaQOWJSjw1O0hli07CUD79gG4uNjkR3hCCCHeUK9csiNMl2u5+riWq59he3JyKr/8chaA/v0r5nFUQggh3nQmPUBZvB7++OMKUVGP8fZ2oGnTovkdjhBCiDeMJDvCKELW9SP88NpMbxOxdGnaJaw+fSpgZiannBBCiLwl3zzipT08uxu/cisoaNudpGjDO86npGi5dy8OkEtYQggh8ockO+KlxV1Mm/0WfqUKNq5eBmWWlmacPPk+588PoUQJ1/wITwghxBtOkh3xUnSpGgp6/ZX2wLl3pnVUKhVlyrjlYVRCCCHEfyTZES8l4tCv2BeM5XGMLZ513zUoCw+PJz4+JZ8iE0IIIdJIsiNeiiZ8KQARt+pjZmW4fs7nn+/C03O2fo0dIYQQIj9IsiNeWErcIzyKHQTAxs/w9hAJCSn89tt54uNTKFbMJT/CE0IIIQBZVFC8hLiQU5jH2pMYrca9QTuDsnXrLvx/olOAunUL51OEQgghhCQ74iW4BjZE0UYSH3oFVYbbQ5wCoF+/iqhUqnyITgghhEgjl7HES1GZmeFQuLTBtuvXo/jnn1uoVNC3b4V8ikwIIYRII8mOeCExN06hTX6cadny5acAaNq0GL6+TnkYlRBCCJGRJDvihaRcfpvkkwUJO/irwXZFUVi58gwgKyYLIYQwDTJmR+TYw/N7cfO/g1ajxqnQWwZlKpWKPXv68csvZ2jfPiCfIhRCCCH+Iz07IsdiLywCIOxKJWzdM8608vNz5vPP62FtLbm0EEKI/CfJjsgRRavFtdD2tP/b98jnaIQQQojnk2RH5EjEkbU4ukeTFGeNZ91BBmVLlhynTZsgdu68kU/RCSGEEBlJsiNyJPnuTwBE3KyLua29QdmSJSf488+rnDkTkR+hCSGEEJmSZEdkW2pSAoWK7gPAynegQdm5c5EcO3YPc3M1vXqVz4/whBBCiExJsiOyzdzajgTrHYSce5dC1TsZlKXf7LNt25K4udnlR3hCCCFEpmS6jMgR13L1cS1X32CbRqOVtXWEEEKYLOnZES/tzz+vcv9+IoUK2dGyZYn8DkcIIYQwIMmOyJZbf4znzto6hB9Zn6Es/aafffpUwNxcTikhhBCmRb6ZRLbYqFfhG3iApHv7MpS1bVuSatW85BKWEEIIkyRjdsRzPbp0GPdiN9GlqnGrOSxD+cCBlRk4sHI+RCaEEEI8n/TsiOeKOfsdAGFXA7HzLJrP0QghhBA5I8mOeCZFp6NAwa0AaG26G5SdPRvBokXHiI5Oyo/QhBBCiGyRZEc8U+TRjTh5PiQ5wRLPOoMNyr777hhDhmxl+PDt+RSdEEII8XyS7IhnSrr9IwARN2pjYe+k3/74sYbVq88B0LdvhXyJTQghhMgOSXbEMylW5Xl42xNzz/4G2zduvERMTDJ+fs40aOCXP8EJIYQQ2SCzscQz+bWbiaKbkWF7+to6fftWQK1W5XFUQgghRPZJsiOeS6U27AC8dSuanTtvAHIJSwghhOmTy1giU48fhHJ72wxS4h5lKFux4jSKAo0a+ePvXyAfohNCCCGyT5IdkanIg99Q2P9THu2pnqEsIiIeMzOVrJgshBDilSCXsUSmrFXrAHisaZGh7NtvW/P55/VwdrbO67CEEEKIHJNkR2QQc/0khUpcQ6dVUbD6R5nW8fR0yOOohBBCiBcjl7FEBo9OLgQg/GpZ7H1K6rfHx6cQEhKdT1EJIYQQL0aSHWFA0elwKrAFgFSLrgZlq1efxd9/Pu+//0d+hCaEEEK8EEl2hIH7J/6kgPd9Uh5b4FF3iEFZ+to6xYu75ENkQgghxIuRZEcYSLwTDED4tVpYOv6X1Fy69IBDh+5iZqaid29ZW0cIIcSrQwYoCwN+HRYQc2MADhVSDLYvW3YSgJYtS+DhYZ8foQkhhBAvRJIdkYFT0YoGj1NTdfz88xkAWVtHCCHEK0cuYwm9zFZLBtix4xrh4fEULGhLmzYlM60jhBBCmCpJdgQASY8iUC57ErqhMskxDwzKVq06C0CvXoFYWprlR3hCCCHEC5PLWAKAiP3fUqREMjYOYVg6GM62+uGHtjRvXoyaNX3yKTohhBDixUmyIwCwUtYAEBvbDpen7nJub29J374V8yEqIYQQ4uXJZSxBbMg5PEpeRtGBS9X/bg+hKAqKouRjZEIIIcTLk2RH8PB4+u0hSuNYpKx++8mT4ZQvv5hvvz2aX6EJIYQQL02SnTecotPh5LgZgBSzzgZly5ad5Ny5SPbuvZ0foQkhhBBGIcnOG+7B6b9w8Q1Hk2SOR50P9duTk1MJCjoHwIABFfMpOiGEEOLlyQDlN5x94fKE7B8Dmgj8Krrpt2/efJmoqMf4+DjSpEnRfIxQCCGEeDmS7LzhbFy98Gs3M8P2pUtPAdC3bwXMzKQDUAghxKtLvsVEBqGhsfz113UA+vWrmL/BCCGEEC9JenbeYDfXvYfK0g2POsOwdvHQb//559PodAr16hWheHGXZ7QghBBCmD5Jdt5QyTEP8Cm2AgsbDZE33sLapY2+rHbtwnTuXIZ27UrlY4RCCCGEcUiy84a6f/AH/EtqeBTqjlvDVgZl9eoVoV69IvkUmRBCCGFcMmbnDWWlS7s9RPSjNqjUchoIIYR4fcm33BvILDYMz5IXAHCp/N/tIeLjU/j0051cuvQgq6cKIYQQrxxJdt4gulQNkYfXUFy3BJUawq8Ux6loRX35unUXmDFjP2+/vVruiSWEEOK1IcnOG+Ju8AISDrnh7daLgBonAHDyuMvd4AX6OsuWnQLSppurVKr8CFMIIYQwOhmg/Aa4G7wAb+/hGbZb2yfhbT+cu8GQ5N+LvXtvoVar6NOnQj5EKYQQQuQOSXZec7pUDU7WEwBQPdWPp1KDogNHq4ksXhYAQLNmxfDxcczrMIUQQohcI5exXnORR9fj4BaTIdFJp1KDo3s0F49tAKB//4p5F5wQQgiRByTZec2lxN7KVj1LiwcUKGDN22/LQoJCCCFeLyad7MyYMYNq1arh4OCAu7s77du35/LlywZ1kpKSGDp0KK6urtjb29OpUyciIiLyKWLTY+mYvcUB4xIK0LNnINbWcmVTCCHE68Wkk51//vmHoUOHcvjwYYKDg9FoNDRr1oyEhAR9nZEjR/LHH3+wdu1a/vnnH+7du0fHjh3zMWrT4l69E3H3nchqJrmig9hIZ9ZsWcDkyQ3zNjghhBAiD5j0n/Hbt283eLx8+XLc3d05fvw49erVIyYmhp9++omgoCAaNWoEwLJlyyhdujSHDx+mZs2a+RG2SVGbWxCTNAV7Ms7GUnRp/8YmT8bH3gbbPI5NCCGEyAsmnew8LSYmBgAXl7Q7cR8/fhyNRkOTJk30dQICAihcuDCHDh3KMtlJTk4mOTlZ/zg2NhYAjUaDRqPJrfBfSHo8LxOX2s4LlQoUBZ5cPifugTNnbn5M9e6DTe64jcUYr58Q+c3Uz2Njx2fK7Zn6e2Hqcuu9fR6V8ooslavT6Xj77beJjo5m//79AAQFBdG/f3+DxAWgevXqNGzYkJkzZ2ba1qRJk5g8eXKG7UFBQdjavn79G2Xjx1O8ylnOH6zOPU0TLLUPSTFz5UJCGUZ8fA0fHyvmzQvA3FwWEhRCCPHqSExMpEePHsTExODomPWyKa9Mz87QoUM5d+6cPtF5GePGjWPUqFH6x7Gxsfj6+tKsWbNnvlj5QaPREBwcTNOmTbGwsMjx86OvHKWg6iwA7lW/xr94VX17W8btAaBqVT/efru1McM2GS/7+glhCkz9PDZ2fKbcnqm/F6bO2K9f+pWZ53klkp0PP/yQLVu2sHfvXnx8fPTbPTw8SElJITo6GmdnZ/32iIgIPDw8smzPysoKKyurDNstLCxM9uR90diSw06Q7GTNgztl8OlYT9/lpyhqgoLOA/Duu5VN9riNxZTfWyGyy9TPY2PHZ8rtmfp7YeqM9fpltw2Tno2lKAoffvghGzduZNeuXfj7+xuUV6lSBQsLC3bu3KnfdvnyZW7fvk2tWrXyOlyT5NPkI1Ql7+BYeYXB9q1br/HgQSIeHva0aFE8n6ITQgghcp9J9+wMHTqUoKAgfv/9dxwcHAgPDwfAyckJGxsbnJycePfddxk1ahQuLi44Ojry0UcfUatWLZmJ9QQrp4JYORU02LZ8+WkA+vQpj7m5See8QgghxEsx6W+5RYsWERMTQ4MGDfD09NT//Pbbb/o6c+fOpU2bNnTq1Il69erh4eHBhg0b8jFq05ASG0XYvpUoOp1+m1ar459/brFt2wO2b78GQP/+lfIrRCGEECJPmHTPTnYmillbW/Ptt9/y7bff5kFEr457u6bhFzCXOxu+w/edQ2zYcPH/2rv3sKjq/A/g7wFmuMhdQYEBRDQvBaxim6J4T4btMVxp0UIDxUqDFFvN1NL1sroVmFg8KbZeN1MxNMyfmqmAlOjqI6bh4wXzAg1oKHcRnDm/P1xmd+QOA3NmeL+e5zwPnMt33nNmOOfD95yZL+bOPYy8vP/ezCWTmSIn5x769evWSEtERESGTdQ9O9Q66ppqONg/uUdHLRuFlJTLeOWVPVqFDgBUV6vwyit7kJJyWR8xiYiIOgSLHSOUfywBdj3uo+JBF3QfvRBz5x5ucLgIAIiNPQyVSt3wCkRERAaMxY6REdRqWAifAwDu5Ych61xxnR4drfUF4M6dUpw8ebujIhIREXUoFjtGpuCnr+HkdRs1D6VwHvE3KJVlzdquuesREREZGhY7Rka492SIjPxrQbBy9mj2di4uNu0ViYiISK9Y7BiR6tL7sLC+B7VKAmm/D7F48TFERu5vdBuJBHB3t0VgYPMLIyIiIkPCYseIyGwd4TAmD0WPDmLGgqtYsyYT1dVq+Pg4QyLRHvEc+O/v69YpYGrKtwIRERknnuGMiCAIkJiawmlQMN57LwDe3g7Yv38yLlyYhb17w+Dmpj3IqVxui717wzBpUn89JSYiImp/ov5SQWqevLxSJK6Mg73HcCxcMh4AMHZsL1y+HA2p1BQAMGlSf4SE9MWJEzdw6FAmgoOHY/ToXuzRISIio8dix4BVVtYgLu4nbEj8AVf+72NUPYpH/oXjcPN7AQA0hU4tU1MTjBzpiYqKXzBypCcLHSIi6hR4thOx2rGsMjIeID39luaL/wRBwO7dl9C/fyKWLUvDtJezYNOlGqpSO7j6PK/n1EREROLCnh2Renosq7Vrb0Eut8WCBUORnHwZmZlPvgTQ28sKiyJOAwAeqWZBYsL6lYiI6H+x2BGh2rGsnh7iIT+/FLGxR2BiIoGlpRnef384XvP5AfbdylB2zw7ycQv0E5iIiEjEWOyIjEqlbnAsK0F48nFxe3sLnD37BjzdbfHg+BQAQNG9cNiYW3ZwWiIiIvFjsSMyJ0/ebnIsq6Kih7h5swTSG3vg5l6AqnJz9Bi9tANTEhERGQ7e4CEyLRnLqrooEwBQcONlWDh0b89YREREBos9OyLT3DGqXFxs4DVqB+5fngWnQJd2TkVERGS4WOyITGCgB+RyW+Tnl9Z7345E8uSbj2vHsnLsP6yDExIRERkWXsYSGVNTEyQkKAA0MpbVqgGouJPTwcmIiIgME4sdEZo0qX+jY1n5W6yHdbkfbu6bo6eEREREhoOXsUSqobGsqn6/DZnye5iYqWHRPUDfMYmIiESPPTsiVjuW1YgRDpqxrO6d/BukFo9x74Ynug8J03dEIiIi0WOxY0BqykvgLE8GAFSZvsOhIYiIiJqBZ0sDkn9sFazsK1Gi7Aq3Me/oOw4REZFBYLFjINSPa+BguwUA8KB0OkykMj0nIiIiMgwsdgxE8eUfYWFbhspiK7iN/UDfcYiIiAwGix0RUz+uwd2sPbDPP4THFXehcr+OMmyH1NpO39GIiIgMBj96LlJ5R9fDzmIp3JxK4DYGADai7IodaqpW6DsaERGRQWHPjgjlHV0PN7e5sO5aojXfumsJ3NzmIu/oej0lIyIiMjwsdkRG/bgGdhZLAQCSp16d2t9tzZdB/bimg5MREREZJhY7InP3zDewcSqpU+jUkpgAts7FuHvmm44NRkREZKBY7IhMdektna5HRETU2bHYERmZradO1yMiIursWOyIjPMfQ1F2zw6Cuv7lghoovWsP5z+GdmwwIiIiA8ViR2RMzKQo+c/Hy58ueGp/L320HCZm0g5ORkREZJhY7IiQ/MU5yM9PQHmR9pcHlv1uj/z8BMhfnKOnZERERIaHXyooUvIX50D9eDbyT+3B9Ysn0dsnEC4BYbBljw4REVGLsNgRMRMzKZyHhOHsfWs4D/kTL10RERG1Ai9jERERkVFjsUNERERGjcUOERERGTUWO0RERGTUWOwQERGRUWOxQ0REREaNxQ4REREZNRY7REREZNRY7BAREZFR4zcoAxAEAQBQWlqq5yR11dTUoLKyEqWlpZBK2/4NyrpuT+w62/Ml4yT297HYj1O6bE/sr4XY6Xr/1Z63a8/jDWGxA6CsrAwA4O7uruckRERE1FJlZWWws7NrcLlEaKoc6gTUajV+++032NjYQCKR6DuOltLSUri7u+POnTuwtbUVXXti19meLxknsb+PxX6c0mV7Yn8txE7X+08QBJSVlcHV1RUmJg3fmcOeHQAmJiaQy+X6jtEoW1tbnf5h6bo9setsz5eMk9jfx2I/TumyPbG/FmKny/3XWI9OLd6gTEREREaNxQ4REREZNRY7Imdubo5ly5bB3NxclO2JXWd7vmScxP4+FvtxSpftif21EDt97T/eoExERERGjT07REREZNRY7BAREZFRY7FDRERERo3FDhERERk1FjsitWbNGjz//POwsbGBs7MzJk6ciCtXrrS6vS+++AK+vr6aL3IaOnQoDh06pMPE4pKfn4+pU6eia9eusLS0hI+PD86ePavvWESNysjIwIQJE+Dq6gqJRIL9+/drLY+MjIREItGaFAqFaPI9na12+uSTT1rcVnl5OWJiYiCXy2FpaYkBAwZgw4YNrc5WWFiIyMhIuLq6wsrKCgqFAteuXWuwveYcg6uqqhAdHY2uXbvC2toaoaGhKCwsbLDNzqIl5y9BEBAcHFzva6ZLLHZEKj09HdHR0cjKysLRo0dRU1OD8ePHo6KiolXtyeVy/OMf/8C5c+dw9uxZjBkzBiEhIfjll190nFz/Hjx4gGHDhkEqleLQoUPIyclBfHw8HBwc9B2NqFEVFRXw8/NDYmJig+soFAoolUrN9PXXX4sm3//mUiqV2Lx5MyQSCUJDQ1vc1rvvvovDhw/jX//6Fy5fvozY2FjExMQgNTW1xdkEQcDEiRNx48YNfPvttzh//jw8PT0xbty4Bo+pzTkGz5s3DwcOHEBycjLS09Px22+/YdKkSfW215m05Py1bt26jhmmSSCDcPfuXQGAkJ6errM2HRwchC+//FJn7YnFwoULheHDh+s7BlGbABD27dunNS8iIkIICQnRS56n1ZfvaSEhIcKYMWNa1dazzz4rrFixQmveoEGDhCVLlrS4vStXrggAhEuXLmnmqVQqwcnJSdi0aVOT7QlC3WNwcXGxIJVKheTkZM06ly9fFgAIp06dalabnUVD56/z588Lbm5uglKpbNb7qS3Ys2MgSkpKAACOjo5tbkulUmHXrl2oqKjA0KFD29ye2KSmpmLw4MH4y1/+AmdnZwwcOBCbNm3SdywinUhLS4OzszP69u2L2bNno6ioSN+R6lVYWIiDBw8iKiqqVdsHBAQgNTUV+fn5EAQBJ06cwNWrVzF+/PgWt/Xo0SMAgIWFhWaeiYkJzM3NkZmZ2aw2nj4Gnzt3DjU1NRg3bpxmnX79+sHDwwOnTp1qcUZjVt/5q7KyEq+99hoSExPRo0ePds/AYscAqNVqxMbGYtiwYXjuueda3c7FixdhbW0Nc3NzzJo1C/v27cOAAQN0mFQcbty4gS+++AJ9+vTBkSNHMHv2bMyZMwfbtm3TdzSiNlEoFNi+fTuOHTuGjz76COnp6QgODoZKpdJ3tDq2bdsGGxubVl/W+eyzzzBgwADI5XLIZDIoFAokJiZixIgRLW6rtghZtGgRHjx4gOrqanz00UfIy8uDUqlscvv6jsEFBQWQyWSwt7fXWrd79+4oKChocUZj1dD5a968eQgICEBISEiH5OCo5wYgOjoaly5davZ/IA3p27cvsrOzUVJSgr179yIiIgLp6elGV/Co1WoMHjwYq1evBgAMHDgQly5dwoYNGxAREaHndEStN2XKFM3PPj4+8PX1hbe3N9LS0jB27Fg9Jqtr8+bNCA8P1+pNaYnPPvsMWVlZSE1NhaenJzIyMhAdHQ1XV1et3pTmkEqlSElJQVRUFBwdHWFqaopx48YhODgYQjMGEdDVMbgzqm/fpaam4vjx4zh//nyH5WDPjsjFxMTgu+++w4kTJyCXy9vUlkwmQ+/eveHv7481a9bAz88PCQkJOkoqHi4uLnUKuP79++P27dt6SkTUPnr16oVu3brh+vXr+o6i5eTJk7hy5QpmzpzZqu0fPnyIxYsXY+3atZgwYQJ8fX0RExODyZMnIy4urlVt+vv7Izs7G8XFxVAqlTh8+DCKiorQq1evRrdr6Bjco0cPVFdXo7i4WGv9wsLCDrksYwga2nfHjx9Hbm4u7O3tYWZmBjOzJ/0uoaGhGDVqVLtkYbEjUoIgICYmBvv27cPx48fh5eWl88dQq9Waa9nGZNiwYXU+5nj16lV4enrqKRFR+8jLy0NRURFcXFz0HUXLP//5T/j7+8PPz69V29fU1KCmpgYmJtqnKFNTU6jV6jZls7Ozg5OTE65du4azZ882eBmlqWOwv78/pFIpjh07ppl35coV3L592yjvhWyJpvbd+++/j59//hnZ2dmaCQA+/fRTbNmypV0y8TKWSEVHR2Pnzp349ttvYWNjo7kGbGdnB0tLyxa3t2jRIgQHB8PDwwNlZWXYuXMn0tLScOTIEV1H17vaa8GrV69GWFgYzpw5g6SkJCQlJek7GlGjysvLtXppfv31V2RnZ8PR0RGOjo5Yvnw5QkND0aNHD+Tm5uK9995D7969ERQUpPd8Hh4eAIDS0lIkJycjPj6+TW2NHDkSCxYsgKWlJTw9PZGeno7t27dj7dq1rWovOTkZTk5O8PDwwMWLFzF37lxMnDixwRuemzoG29nZISoqCu+++y4cHR1ha2uLd955B0OHDsWQIUOat0ONVFP7rkePHvX2fnl4eLTLP/YA+NFzsQJQ77Rly5ZWtTdjxgzB09NTkMlkgpOTkzB27Fjh+++/121oETlw4IDw3HPPCebm5kK/fv2EpKQkfUciatKJEyfq/buPiIgQKisrhfHjxwtOTk6CVCoVPD09hTfeeEMoKCgQRb5aGzduFCwtLYXi4uI2taVUKoXIyEjB1dVVsLCwEPr27SvEx8cLarW6Ve0lJCQIcrlckEqlgoeHh/DBBx8Ijx49ajBfc47BDx8+FN5++23BwcFBsLKyEv785z8LSqWyWfvSmLXm/IV2/ui55D8PQkRERGSUeM8OERERGTUWO0RERGTUWOwQERGRUWOxQ0REREaNxQ4REREZNRY7REREZNRY7BAREZFRY7FDRO1u1KhRiI2NbffHkUgk2L9/f7s/DhEZFhY7RNSoyMhISCSSOpNCoWh2GykpKVi5cqXm9549e2LdunVNbtezZ09IJBLs2rWrzrJnn30WEokEW7du1cxTKpUIDg5udq6GHrM52YjIcHBsLCJqkkKhqDNAn7m5ebO3d3R0bPVju7u7Y8uWLZgyZYpmXlZWFgoKCtClSxetdY11tOnq6mrIZDJ9xyAyWOzZIaImmZubawbvq50cHBwAAGlpaZDJZDh58qRm/Y8//hjOzs4oLCwEoH0Za9SoUbh16xbmzZun6SVqTHh4ONLT03Hnzh3NvM2bNyM8PBxmZtr/r/3vZaybN29CIpEgJSUFo0ePhpWVFfz8/HDq1KlW7weVSoWoqCh4eXnB0tISffv2RUJCgmZ5RkYGpFKpZuDDWrGxsQgMDNT8npmZicDAQFhaWsLd3R1z5sxBRUWFZnnPnj2xcuVKvP7667C1tcWbb77Z6sxExGKHiNqotpCZNm0aSkpKcP78eXz44Yf48ssv0b179zrrp6SkQC6XY8WKFVAqlVAqlY223717dwQFBWHbtm0AgMrKSuzevRszZsxoVr4lS5Zg/vz5yM7OxjPPPINXX30Vjx8/bvkTBaBWqyGXy5GcnIycnBwsXboUixcvxp49ewAAI0aMQK9evbBjxw7NNjU1Nfjqq680eXNzc6FQKBAaGoqff/4Zu3fvRmZmJmJiYrQeKy4uDn5+fpr9SUStx2KHiJr03XffwdraWmtavXq1ZvmqVavg4OCAN998E1OnTkVERARefvnlettydHSEqakpbGxsNL1ETZkxYwa2bt0KQRCwd+9eeHt74w9/+EOzss+fPx8vvfQSnnnmGSxfvhy3bt3C9evXm7Xt06RSKZYvX47BgwfDy8sL4eHhmD59uqbYAYCoqCitS34HDhxAVVUVwsLCAABr1qxBeHg4YmNj0adPHwQEBGD9+vXYvn07qqqqNNuNGTMGf/3rX+Ht7Q1vb+9W5SWiJ1jsEFGTRo8ejezsbK1p1qxZmuUymQxfffUVvvnmG1RVVeHTTz/V6eO/9NJLKC8vR0ZGBjZv3tzsXh0A8PX11fzs4uICALh7926rsyQmJsLf3x9OTk6wtrZGUlISbt++rVkeGRmJ69evIysrCwCwdetWhIWFae4vunDhArZu3apVOAYFBUGtVuPXX3/VtDN48OBWZyQibbxBmYia1KVLF/Tu3bvRdX766ScAwP3793H//v06Nw+3hZmZGaZNm4Zly5bh9OnT2LdvX7O3lUqlmp9r7w9Sq9WtyrFr1y7Mnz8f8fHxGDp0KGxsbPDJJ5/g9OnTmnWcnZ0xYcIEbNmyBV5eXjh06BDS0tI0y8vLy/HWW29hzpw5ddr38PDQ/KzL/UfU2bHYIaI2y83Nxbx587Bp0ybs3r0bERER+OGHH2BiUn/nsUwmg0qlatFjzJgxA3FxcZg8ebLm5uiO9uOPPyIgIABvv/22Zl5ubm6d9WbOnIlXX30Vcrkc3t7eGDZsmGbZoEGDkJOT02TxSES6w2KHiJr06NGjOp8wMjMzQ7du3aBSqTB16lQEBQVh+vTpUCgU8PHxQXx8PBYsWFBvez179kRGRgamTJkCc3NzdOvWrckM/fv3x++//w4rKyudPKfG5OfnIzs7W2uep6cn+vTpg+3bt+PIkSPw8vLCjh078O9//xteXl5a6wYFBcHW1harVq3CihUrtJYtXLgQQ4YMQUxMDGbOnIkuXbogJycHR48exeeff97eT42oU+I9O0TUpMOHD8PFxUVrGj58OADg73//O27duoWNGzcCeHJfTFJSEj744ANcuHCh3vZWrFiBmzdvwtvbG05OTs3O0bVrV1haWrb9CTUhLi4OAwcO1JoOHjyIt956C5MmTcLkyZPxwgsvoKioSKuXp5aJiQkiIyOhUqnw+uuvay3z9fVFeno6rl69isDAQAwcOBBLly6Fq6truz8vos5KIgiCoO8QRETGJioqCvfu3UNqaqq+oxB1eryMRUSkQyUlJbh48SJ27tzJQodIJFjsEBHpUEhICM6cOYNZs2bhxRdf1HccIgIvYxEREZGR4w3KREREZNRY7BAREZFRY7FDRERERo3FDhERERk1FjtERERk1FjsEBERkVFjsUNERERGjcUOERERGTUWO0RERGTU/h+HkSb/sh+YQQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "exit_min_layer_list = [20, 19, 18, 17, 15, 6, 3, 2]\n",
    "# performance_JDS = [, , 97.933, 97.842, 94.557, 81.733, 28.245, 25.116]\n",
    "# performance_softmax = [96.067,96.267, 96.267, 96.267, 96.267, 96.267, 69.897,38.779]\n",
    "# performance_rew = [, , 95.933, 96.267, 96.267, 96.267, 69.882, 38.112]\n",
    "\n",
    "performance_JSD_fixed = [98.267, 98.124, 96.624, 91.4, 86.514, 64.591, 21.433, 10.058]\n",
    "performance_JDS_decaying = [98.267, 96.524, 95.124, 90.233, 84.995, 58.388, 17.279, 14.279]\n",
    "performance_JDS_adaptive = [98.2667, 98.124, 96.624, 91.4, 86.514, 64.591, 21.433, 10.058]\n",
    "\n",
    "# performance_rew_fixed = [95.933, 95.767, 96.124, 95.552, 67.482,30.455]\n",
    "\n",
    "exit_normal = [24]\n",
    "performance_normal = [96.0667]\n",
    "\n",
    "plt.plot(exit_normal, performance_normal, marker='x', label='No Exiting', color='green')\n",
    "# plt.plot(exit_min_layer_list, performance_JDS, marker='o', label='JSD Contrastive Decoding', color='blue')\n",
    "\n",
    "plt.plot(exit_min_layer_list, performance_JSD_fixed, marker='o', label='JDS fixed', color='purple', linestyle='dashed')\n",
    "plt.plot(exit_min_layer_list, performance_JDS_decaying, marker='o', label='JDS decaying', color='navy', linestyle='dashed')\n",
    "plt.plot(exit_min_layer_list, performance_JDS_adaptive, marker='o', label='JDS adaptive', color='gold', linestyle='dashed')\n",
    "\n",
    "\n",
    "# plt.plot(exit_min_layer_list, performance_JDS_fixed, marker='o', label='Average Exit Block with JDS fixed', color='blue', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_softmax_fixed, marker='+', label='Average Exit Block with Softmax fixed', color='red', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, performance_rew_fixed, marker='x', label='Average Exit Block with Weight-cd fixed', color='orange', linestyle='dashed')\n",
    "\n",
    "plt.grid(True)\n",
    "plt.xlim(0, 25) # This will set the x-axis ticks to the values in exit_min_layer_list and exit_normal\n",
    "plt.xticks(exit_min_layer_list + exit_normal)  \n",
    "plt.xlabel('Exit Min Layer')\n",
    "plt.ylabel('F1 score')\n",
    "plt.title('F1 score vs Exit Min Layer on SQuAD Dataset')\n",
    "plt.legend()  # This will add a legend with the labels specified in the plot calls\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sum plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "exit_min_layer_list = [20,19, 18, 17, 15, 6, 3]\n",
    "# average_exit_block_list_JDS = [19.242, 18.85, 18.16, 12.351, 4.277, 3.208]\n",
    "# average_exit_block_list_softmax = [21.033, 20.564, 20.188, 19.854, 19.439, 19.207, 8.337, 3.726]\n",
    "# average_exit_block_list_rew = [19.953, 19.599, 19.359, 8.62, 8.38, 3.629]\n",
    "\n",
    "average_exit_block_list_JDS_fixed =  [21.009, 20.384, 19.876, 19.403, 18.215, 12.305, 7.095]   \n",
    "average_exit_block_list_JDS_decaying = [21.028, 20.439, 19.863, 19.47, 18.322, 7.187, 3.82]\n",
    "average_exit_block_list_JDS_adaptive = [21.009, 20.384, 19.876, 19.403, 18.215, 7.095, 3.741]\n",
    "# average_exit_block_list_softmax_fixed = [20.188, 19.854, 19.439, 19.207, 8.124, 3.651]\n",
    "# average_exit_block_list_rew_fixed = [19.882, 19.608, 19.247, 19.247, 7.993,3.581]\n",
    "\n",
    "exit_normal = [24]\n",
    "\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_JDS, marker='o', label='JSD Contrastive Decoding', color='blue')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_softmax, marker='+', label='Baseline Softmax', color='red')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_rew, marker='x', label='Weighted Contrastive Decoding', color='orange')\n",
    "\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_JDS_fixed, marker='o', label='JDS fixed', color='purple', linestyle='dashed')\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_JDS_decaying, marker='o', label='JDS decaying', color='navy', linestyle='dashed')\n",
    "plt.plot(exit_min_layer_list, average_exit_block_list_JDS_adaptive, marker='o', label='JDS adaptive', color='gold', linestyle='dashed')\n",
    "\n",
    "\n",
    "\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_softmax_fixed, marker='+', label='Average Exit Block with Softmax fixed', color='red', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_rew_fixed, marker='x', label='Average Exit Block with Weight-cd fixed', color='orange', linestyle='dashed')\n",
    "\n",
    "plt.grid(True)\n",
    "plt.xlim(0, 25)\n",
    "# plt.ylim(0, 25)\n",
    "plt.xticks(exit_min_layer_list + exit_normal)  \n",
    "plt.xlabel('Exit Min Layer')\n",
    "plt.ylabel('Average Exit Block')\n",
    "plt.title('Average Exit Block vs Exit Min Layer on SamSum Dataset')\n",
    "plt.legend()  # This will add a legend with the labels specified in the plot calls\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "exit_min_layer_list = [20, 19, 18, 17, 15, 6, 3]\n",
    "# performance_JDS = [, , 97.933, 97.842, 94.557, 81.733, 28.245, 25.116]\n",
    "# performance_softmax = [96.067,96.267, 96.267, 96.267, 96.267, 96.267, 69.897,38.779]\n",
    "# performance_rew = [, , 95.933, 96.267, 96.267, 96.267, 69.882, 38.112]\n",
    "\n",
    "performance_JSD_fixed = [22.362, 21.822, 22.105, 21.386, 21.433, 4.201, 1.242]\n",
    "performance_JDS_decaying = [22.133, 22.237, 21.731, 21.541, 20.92, 4.474, 1.33]\n",
    "performance_JDS_adaptive = [22.362, 21.822, 22.105, 21.386, 21.433, 4.201, 1.142]\n",
    "\n",
    "# performance_rew_fixed = [95.933, 95.767, 96.124, 95.552, 67.482,30.455]\n",
    "\n",
    "exit_normal = [24]\n",
    "performance_normal = [21.28]\n",
    "\n",
    "plt.plot(exit_normal, performance_normal, marker='x', label='No Exiting', color='green')\n",
    "# plt.plot(exit_min_layer_list, performance_JDS, marker='o', label='JSD Contrastive Decoding', color='blue')\n",
    "\n",
    "plt.plot(exit_min_layer_list, performance_JSD_fixed, marker='o', label='JDS fixed', color='purple', linestyle='dashed')\n",
    "plt.plot(exit_min_layer_list, performance_JDS_decaying, marker='o', label='JDS decaying', color='navy', linestyle='dashed')\n",
    "plt.plot(exit_min_layer_list, performance_JDS_adaptive, marker='o', label='JDS adaptive', color='gold', linestyle='dashed')\n",
    "\n",
    "\n",
    "# plt.plot(exit_min_layer_list, performance_JDS_fixed, marker='o', label='Average Exit Block with JDS fixed', color='blue', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, average_exit_block_list_softmax_fixed, marker='+', label='Average Exit Block with Softmax fixed', color='red', linestyle='dashed')\n",
    "# plt.plot(exit_min_layer_list, performance_rew_fixed, marker='x', label='Average Exit Block with Weight-cd fixed', color='orange', linestyle='dashed')\n",
    "\n",
    "plt.grid(True)\n",
    "plt.xlim(0, 25) # This will set the x-axis ticks to the values in exit_min_layer_list and exit_normal\n",
    "plt.xticks(exit_min_layer_list + exit_normal)  \n",
    "plt.xlabel('Exit Min Layer')\n",
    "plt.ylabel('RougeL score')\n",
    "plt.title('RougeL vs Exit Min Layer on SamSum Dataset')\n",
    "plt.legend()  # This will add a legend with the labels specified in the plot calls\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Plots "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def bar_plot_function(values, title, y_axis_name, change_scale=False):\n",
    "  # Data for the bar plot\n",
    "  labels = ['Softmax Baseline', 'JSD', 'JSD with Adaptive', 'Baseline', 'JSD', 'JSD with Adaptive']\n",
    "  x_labels = ['Large', 'Large', 'Large', 'Fine-tune', 'Fine-tune', 'Fine-tune']\n",
    "  colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#1f77b4', '#ff7f0e', '#2ca02c']\n",
    "\n",
    "  # Number of bars in each group\n",
    "  n_bars = 3\n",
    "\n",
    "  # Creating the bar plot with model types as x-axis\n",
    "  fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "  bar_width = 0.2\n",
    "  index = np.arange(2)  # We have 2 types of models: 'Large' and 'Fine-tune'\n",
    "\n",
    "  # Plotting the bars for the different labels\n",
    "  bars_none = ax.bar(index - bar_width, [values[0], values[3]], bar_width, color='#1f77b4', label='Softmax Baseline')\n",
    "  bars_fixed = ax.bar(index, [values[1], values[4]], bar_width, color='#ff7f0e', label='JSD')\n",
    "  bars_decaying = ax.bar(index + bar_width, [values[2], values[5]], bar_width, color='#2ca02c', label='JSD with Adaptive')\n",
    "\n",
    "  # Adding labels and title\n",
    "  ax.set_xlabel('Model Type', fontsize=14)\n",
    "  ax.set_ylabel(y_axis_name, fontsize=14)\n",
    "#   ax.set_title(title, fontsize=16, fontweight='bold')\n",
    "  ax.set_xticks(index)\n",
    "  ax.set_xticklabels(['T5-Large', 'T5-Large-Finetuned'], fontsize=12)\n",
    "  ax.legend(title=\"Method\", fontsize=12, title_fontsize=14)\n",
    "\n",
    "  # Adding grid lines\n",
    "  ax.grid(True, which='both', linestyle='--', linewidth=0.5, alpha=0.7)\n",
    "\n",
    "  # Adding value labels on top of the bars\n",
    "  def add_labels(bars):\n",
    "    if change_scale:\n",
    "      for bar in bars:\n",
    "          height = bar.get_height()\n",
    "          ax.annotate(f'{height:.2e}',\n",
    "                      xy=(bar.get_x() + bar.get_width() / 2, height),\n",
    "                      xytext=(0, 3),  # 3 points vertical offset\n",
    "                      textcoords='offset points',\n",
    "                      ha='center',\n",
    "                      va='bottom',\n",
    "                      fontsize=12)\n",
    "    else:\n",
    "      for bar in bars:\n",
    "        height = bar.get_height()\n",
    "        ax.annotate(f'{height:.2f}',\n",
    "                    xy=(bar.get_x() + bar.get_width() / 2, height),\n",
    "                    xytext=(0, 3),  # 3 points vertical offset\n",
    "                    textcoords='offset points',\n",
    "                    ha='center',\n",
    "                    va='bottom',\n",
    "                    fontsize=12)\n",
    "\n",
    "  add_labels(bars_none)\n",
    "  add_labels(bars_fixed)\n",
    "  add_labels(bars_decaying)\n",
    "\n",
    "  # Stretching the y-axis by a factor of 1.2\n",
    "  max_height = max([bar.get_height() for bar in bars_none+bars_fixed+bars_decaying])\n",
    "  ax.set_ylim(0, max_height * 1.2)\n",
    "\n",
    "  # Adjust layout\n",
    "  plt.tight_layout()\n",
    "\n",
    "  plt.savefig(title.replace(\" \", \"_\") + \".png\")\n",
    "\n",
    "  # Display the plot\n",
    "  plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Data for the bar plot\n",
    "## SQUAD peformance SNELLIUS\n",
    "values = [92.446, 91.47, 91.34, 90.63,  90.59, 90.59]\n",
    "# title = 'Squad: Performance of the models with regards to f1 with either no, fixed or decaying reduction'\n",
    "# title = \"\\n\".join(textwrap.wrap(title, width=80))\n",
    "y_axis_name = \"F1\"\n",
    "bar_plot_function(values, title, y_axis_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Data for the bar plot\n",
    "## SQUAD average flops\n",
    "\n",
    "import textwrap\n",
    "values = [ 302187188060.16, 214933585264.64, 59830100295.68, 151935810273.28, 142502988349.44, 2806765322.24]\n",
    "title = 'Squad: Performance of the models with regards to average flops per samples with either no, fixed or decaying reduction'\n",
    "title = \"\\n\".join(textwrap.wrap(title, width=80))\n",
    "y_axis_name = \"FLOPs per Sample\"\n",
    "bar_plot_function(values, title, y_axis_name, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# SQUAD BLOCK AVG\n",
    "import textwrap\n",
    "values = [20.564, 19.71, 19.71, 19.163, 19.062, 19.062]\n",
    "title = 'Squad: Performance of the models with regards to average flops per samples with either no, fixed or decaying reduction'\n",
    "title = \"\\n\".join(textwrap.wrap(title, width=80))\n",
    "y_axis_name = \"Average exiting block\"\n",
    "bar_plot_function(values, title, y_axis_name, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import textwrap\n",
    "##SNELLIUS\n",
    "## SamSum performance rougel\n",
    "values = [23.767, 23.649, 23.213, 43.505, 43.801, 43.787]\n",
    "title = 'SamSum: Performance of the models with regards to rougleL with either no, fixed or decaying reduction'\n",
    "title = \"\\n\".join(textwrap.wrap(title, width=80))\n",
    "y_axis_name = \"rougeL\"\n",
    "bar_plot_function(values, title, y_axis_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Samsum Average Exit\n",
    "values = [4263972396072.96, 2698797729710.08, 1038197760983.04, 2590657164083.2, 1949562159759.36, 634610526453.76]\n",
    "title = 'Samsum: Performance of the models with regards to average flops per samples with either no, fixed or decaying reduction'\n",
    "title = \"\\n\".join(textwrap.wrap(title, width=80))\n",
    "y_axis_name = \"FLOPs per Sample\"\n",
    "bar_plot_function(values, title, y_axis_name, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "## Samsum block avg\n",
    "values = [21.34, 20.354, 20.384, 21.572, 20.47, 20.47]\n",
    "title = 'Samsum: Performance of the models with regards to average flops per samples with either no, fixed or decaying reduction'\n",
    "title = \"\\n\".join(textwrap.wrap(title, width=80))\n",
    "y_axis_name = \"Average exiting block\"\n",
    "bar_plot_function(values, title, y_axis_name, True)"
   ]
  },
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