m2m_interpretability.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-20 23:19:30 | INFO | fairseq.tasks.text_to_speech | Please install tensorboardX: pip install tensorboardX\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import torch\n",
    "# Select GPU\n",
    "torch.cuda.set_device(4)\n",
    "torch.cuda.current_device()\n",
    "\n",
    "import warnings\n",
    "from pathlib import Path\n",
    "from wrappers.interactive import *\n",
    "from wrappers.utils import visualize_alti\n",
    "from wrappers.multilingual_transformer_wrapper import FairseqMultilingualTransformerHub\n",
    "\n",
    "import alignment.align as align\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.gridspec import GridSpec\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import logging\n",
    "logger = logging.getLogger()\n",
    "logger.setLevel('WARNING')\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "from dotenv import load_dotenv\n",
    "load_dotenv()\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Choose model size (small/big), data mode (generate/interactive), generation mode (teacher forcing/free decoding), and dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_size = 'small' # small (412M) /big (1.2B)\n",
    "data_sample = 'interactive' # generate/interactive\n",
    "teacher_forcing = False # teacher forcing/free decoding\n",
    "dataset = 'gold'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Paths\n",
    "# Checkpoint path\n",
    "ckpt_dir = Path(os.environ['M2M_CKPT_DIR'])\n",
    "iwslt14_dir = Path(\"./data/iwslt14\")\n",
    "europarl_dir = Path(\"./data/de-en\")\n",
    "flores_dir = Path(\"./data/flores\")\n",
    "\n",
    "# Path to binarized data\n",
    "if data_sample == 'generate':\n",
    "    m2m_data_dir = Path(os.environ['M2M_DATA_DIR'])\n",
    "    data_name_or_path=(f'{m2m_data_dir}/data_bin')\n",
    "else:\n",
    "    # use \".\" to avoid loading\n",
    "    data_name_or_path='.'\n",
    "\n",
    "# Checkpoint names\n",
    "if model_size=='big':\n",
    "    checkpoint_file = '1.2B_last_checkpoint.pt'\n",
    "else:\n",
    "    checkpoint_file = '418M_last_checkpoint.pt'\n",
    "\n",
    "lang_flores_dict = {'en': 'eng', 'es': 'spa', 'zu': 'zul',\n",
    "                    'de': 'deu', 'yo': 'yor', 'ms': 'msa',\n",
    "                    'fr': 'fra', 'xh': 'xho'}\n",
    "source_lang = 'de'\n",
    "target_lang = 'en'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-20 23:19:48 | WARNING | fairseq.data.multilingual.multilingual_data_manager | External language dictionary is not provided; use lang-pairs to infer the set of supported languages. The language ordering is not stable which might cause misalignment in pretraining and finetuning.\n"
     ]
    }
   ],
   "source": [
    "hub = FairseqMultilingualTransformerHub.from_pretrained(\n",
    "    ckpt_dir,\n",
    "    checkpoint_file=checkpoint_file,\n",
    "    data_name_or_path=data_name_or_path,\n",
    "    source_lang= source_lang,\n",
    "    target_lang= target_lang,\n",
    "    lang_pairs =f'{source_lang}-{target_lang}',\n",
    "    fixed_dictionary=f'{ckpt_dir}/model_dict.128k.txt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get example for analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From provided test data (preprocessed folder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "if data_sample=='generate':\n",
    "    # index in dataset\n",
    "    i = 3\n",
    "\n",
    "    sample = hub.get_sample('test', i)\n",
    "\n",
    "    src_tensor = sample['src_tensor']\n",
    "    tgt_tensor = sample['tgt_tensor']\n",
    "    source_sentence = sample['src_tok']\n",
    "    target_sentence = sample['tgt_tok']\n",
    "    src_sent = sample['src_sent']\n",
    "    tgt_sent = sample['tgt_sent']\n",
    "    print(f\"\\nSource sentence: \\t {src_sent}\")\n",
    "    print(f\"Target sentence: \\t {tgt_sent}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get sample as interactive from tokenized file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "herr kommissar , liebe kolleginnen und kollegen ! zunächst herzlichen dank , herr burtone , für ihren bericht .\n",
      "\n",
      "commissioner , ladies and gentlemen , i should like to begin by thanking mr burtone for his report .\n",
      "\n",
      "['__de__', '▁herr', '▁komm', 'issar', '▁,', '▁liebe', '▁kol', 'leg', 'innen', '▁und', '▁kol', 'legen', '▁!', '▁zun', 'ächst', '▁her', 'z', 'lichen', '▁dank', '▁,', '▁herr', '▁bur', 't', 'one', '▁,', '▁für', '▁ihren', '▁bericht', '▁.', '</s>']\n",
      "['</s>', '__en__', '▁commission', 'er', '▁,', '▁l', 'adies', '▁and', '▁gent', 'lemen', '▁,', '▁i', '▁should', '▁like', '▁to', '▁begin', '▁by', '▁thank', 'ing', '▁mr', '▁bur', 't', 'one', '▁for', '▁his', '▁report', '▁.']\n"
     ]
    }
   ],
   "source": [
    "if data_sample=='interactive':\n",
    "\n",
    "    if dataset == 'iwslt':\n",
    "        test_set_dir = iwslt14_dir\n",
    "    if dataset == 'gold':\n",
    "        test_set_dir = europarl_dir# / \"processed_data/\"\n",
    "    elif dataset == 'flores':\n",
    "        test_set_dir = flores_dir\n",
    "    if dataset == 'flores':\n",
    "        src = lang_flores_dict[source_lang]\n",
    "        tgt = lang_flores_dict[target_lang]\n",
    "    else:\n",
    "        src = \"de\"\n",
    "        tgt = \"en\"\n",
    "\n",
    "    tokenizer = \"spm\"\n",
    "\n",
    "    # index in dataset\n",
    "    i = 3\n",
    "    sample = hub.get_interactive_sample(i, test_set_dir,\n",
    "                                        src, tgt, tokenizer)\n",
    "\n",
    "    src_tensor = sample['src_tensor']\n",
    "    tgt_tensor = sample['tgt_tensor']\n",
    "    source_sentence = sample['src_tok']\n",
    "    target_sentence = sample['tgt_tok']\n",
    "\n",
    "    print(sample['src_word_sent'])\n",
    "    print(sample['tgt_word_sent'])\n",
    "\n",
    "    print(sample['src_tok'])\n",
    "    print(sample['tgt_tok'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Teacher Forcing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "if teacher_forcing:\n",
    "    model_output, log_probs, encoder_out, layer_inputs, layer_outputs = hub.trace_forward(src_tensor, tgt_tensor)\n",
    "    print(\"\\n\\nGREEDY DECODING\\n\")\n",
    "    pred_log_probs, pred_tensor = torch.max(log_probs, dim=-1)\n",
    "    predicted_sentence = hub.decode(pred_tensor, hub.task.target_dictionary)\n",
    "    pred_sent = hub.decode(pred_tensor, hub.task.target_dictionary, as_string=True)\n",
    "    print(f\"Predicted sentence: \\t {pred_sent}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Greedy decoding/Beam search"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For greedy decoding, set beam=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "BEAM SEARCH\n",
      "\n",
      "-0.6104167699813843 \t __en__ Mr. Commissioner, dear colleagues! first thank you Mr. Burtone for your message.</s>\n",
      "-0.6166707873344421 \t __en__ Mr. Commissioner, dear colleagues! first of all thank you Mr. Burton for your message.</s>\n",
      "-0.6214243769645691 \t __en__ Mr. Commissioner, dear colleagues! first thank you Mr. Burton for your message.</s>\n",
      "-0.6568287014961243 \t __en__ Mr. Commissioner, dear colleagues! first of all thank you, Mr. Burtone for your message.</s>\n",
      "\n",
      "\n",
      "GREEDY DECODING with hypothesis 1\n",
      "\n",
      "Predicted sentence: \t __mg__ First. Commissioner, dear colleagues! first of you Mr. Burtonone for your message.</s>\n"
     ]
    }
   ],
   "source": [
    "if not teacher_forcing:\n",
    "    tgt_tensor_free = []\n",
    "    print(\"\\n\\nBEAM SEARCH\\n\")\n",
    "    # We provide src_tensor[1:] since hub.generate internally\n",
    "    # adds the language tag for generating translations\n",
    "    for pred in hub.generate(src_tensor[1:], beam=4,verbose=True):\n",
    "        tgt_tensor_free.append(pred['tokens'])\n",
    "        pred_sent = hub.decode(pred['tokens'], hub.task.target_dictionary, as_string=True)\n",
    "        score = pred['score'].item()\n",
    "        print(f\"{score} \\t {pred_sent}\")\n",
    "\n",
    "    hypo = 0 # first hypothesis\n",
    "    tgt_tensor = tgt_tensor_free[hypo]\n",
    "    \n",
    "    # We add eos token at the beginning of sentence and delete it from the end\n",
    "    tgt_tensor = torch.cat([torch.tensor([hub.task.target_dictionary.eos_index]).to(tgt_tensor.device),\n",
    "                    tgt_tensor[:-1]\n",
    "                ]).to(tgt_tensor.device)\n",
    "    target_sentence = hub.decode(tgt_tensor, hub.task.target_dictionary, as_string=False)\n",
    "\n",
    "    # Forward-pass to get the 'prediction' (predicted_sentence) when the top-hypothesis is in the decoder input\n",
    "    model_output, log_probs, encoder_out, layer_inputs, layer_outputs = hub.trace_forward(src_tensor, tgt_tensor)\n",
    "\n",
    "    print(f\"\\n\\nGREEDY DECODING with hypothesis {hypo+1}\\n\")\n",
    "    pred_log_probs, pred_tensor = torch.max(log_probs, dim=-1)\n",
    "    predicted_sentence = hub.decode(pred_tensor, hub.task.target_dictionary)\n",
    "    pred_sent = hub.decode(pred_tensor, hub.task.target_dictionary, as_string=True)\n",
    "    print(f\"Predicted sentence: \\t {pred_sent}\") # result should match beam search when beam=1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ALTI analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ALTI of the encoder"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To check the mixing of information inside the decoder. Visualization show with and without main diagonal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1872x1008 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "relevances_enc_self_attn = hub.get_contribution_rollout(src_tensor, tgt_tensor, 'l1',\n",
    "                                                        norm_mode='min_sum')['encoder.self_attn']\n",
    "layer = -1                                                        \n",
    "# Encoder self-attention relevances in last layer (full encoder ALTI)\n",
    "fig = plt.figure(figsize=(26, 14))\n",
    "gs = GridSpec(1, 2)\n",
    "gs.update(wspace=0.2, hspace=0.05)#0.015\n",
    "ax_left = plt.subplot(gs[0, 0])\n",
    "ax_right = plt.subplot(gs[0, 1])\n",
    "relevances_enc_self_attn_last = relevances_enc_self_attn[layer]\n",
    "relevances_enc_self_attn_last_no_diag = relevances_enc_self_attn_last - torch.diag(relevances_enc_self_attn_last.diag())\n",
    "df = pd.DataFrame(relevances_enc_self_attn_last.cpu().detach().numpy(),columns= source_sentence, index = source_sentence)\n",
    "sns.set(font_scale=0.7)\n",
    "sns.heatmap(df,cmap=\"Blues\",ax=ax_left,square=True, cbar=False)\n",
    "ax_left.set_title('ALTI on Encoder', fontsize=20)\n",
    "\n",
    "df = pd.DataFrame(relevances_enc_self_attn_last_no_diag.cpu().detach().numpy(),columns= source_sentence, index = source_sentence)\n",
    "sns.heatmap(df,cmap=\"Blues\",ax=ax_right,square=True, cbar=False)\n",
    "ax_right.set_title('ALTI on Encoder (no diagonal)', fontsize=20)\n",
    "plt.gcf().subplots_adjust(bottom=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Attention weights (raw) in the cross attention at selected layer.\n",
    "Corresponds to Figure 8-a of the paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "layer = 7\n",
    "\n",
    "cross_attn_contributions = torch.squeeze(hub.get_contributions(src_tensor, tgt_tensor, 'attn_w',\n",
    "                                                                norm_mode='sum_one')['decoder.encoder_attn'])\n",
    "\n",
    "cross_attn_contributions = cross_attn_contributions.detach().cpu().numpy()\n",
    "plt.figure(figsize=(12,12))\n",
    "\n",
    "df = pd.DataFrame(cross_attn_contributions[layer],columns=source_sentence ,index=predicted_sentence)\n",
    "sns.set(font_scale=0.8)\n",
    "#sns.heatmap(df,xticklabels = ['']*(len(src_tok)+1) + ['Residual'], cmap=\"Blues\",square=True,cbar=False)\n",
    "s = sns.heatmap(df, cmap=\"Blues\",square=True,cbar=False)\n",
    "s.set_xlabel('Encoder outputs', fontsize=17)\n",
    "s.set_ylabel('$\\longleftarrow$ Decoding step', fontsize=17)\n",
    "\n",
    "plt.tick_params(axis='both', which='major', labelbottom = True, bottom=False, top = False, labeltop=False);\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cross-attention contributions $[\\mathbf{C}_{\\widetilde{\\mathbf{y}}\\gets\\mathbf{e}};\\mathbf{C}_{\\widetilde{\\mathbf{y}}\\gets\\widetilde{\\bm{y}}^{s}_{t}}]$ of the encoder outputs $\\mathbf{e}$ and residual $\\widetilde{\\bm y}_{t}^{s}$ to the decoder layer output.\n",
    "\n",
    "Corresponds to Figure 8-b of the paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean residual 0.91109866 std 0.051427703\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cross_attn_contributions = torch.squeeze(hub.get_contributions(src_tensor,\n",
    "                                        tgt_tensor, 'l1', norm_mode='min_sum',\n",
    "                                        )['decoder.encoder_attn'])\n",
    "cross_attn_contributions = cross_attn_contributions.detach().cpu().numpy()\n",
    "\n",
    "layer = 7\n",
    "plt.figure(figsize=(12,12))\n",
    "\n",
    "df = pd.DataFrame(cross_attn_contributions[layer],columns=source_sentence + ['Residual'],index=predicted_sentence)\n",
    "sns.set(font_scale=1.2)\n",
    "#sns.heatmap(df,xticklabels = ['']*(len(src_tok)+1) + ['Residual'], cmap=\"Blues\",square=True,cbar=False)\n",
    "s = sns.heatmap(df, cmap=\"Blues\",square=True,cbar=False)\n",
    "s.set_xlabel(r'Encoder outputs | Residual $(\\tilde{y}^{s}_{t})$', fontsize=15)\n",
    "#s.set_ylabel('Prediction at step (t)', fontsize=14)\n",
    "\n",
    "plt.tick_params(axis='both', which='major', labelbottom = True, bottom=False, top = False, labeltop=False);\n",
    "plt.xticks(ticks = plt.gca().get_xticks(), labels=source_sentence + [r'Residual $(\\tilde{y}^{s}_{t})$'], rotation=60)\n",
    "\n",
    "plt.axvline(x = len(source_sentence)+0.98, lw=1.5, linestyle = '--', color = 'grey')# ymin = 0, ymax = 15\n",
    "\n",
    "print('mean residual',df['Residual'].mean(), 'std', df['Residual'].std())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ALTI+"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ALTI+ for the entire model. Last layer heatmap shows relevances of input tokens to the model prediction: $\\mathbf{R}^{\\text{model}}_{\\widetilde{\\mathbf{y}}_t \\gets \\mathbf{x}}$ | $\\mathbf{R}^{\\text{model}}_{\\widetilde{\\mathbf{y}}_t \\gets \\mathbf{\\mathbf{y}_{<t}}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_alti = hub.get_contribution_rollout(src_tensor, tgt_tensor,\n",
    "                                            'l1', norm_mode='min_sum')['total']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3400x4800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "word_level = True\n",
    "alignment = False # evaluating alignments, predictions (rows) are the reference (not showing real interpretations)\n",
    "\n",
    "alti_result, source_sentence_, predicted_sentence_ = visualize_alti(total_alti, source_sentence,\n",
    "                                                                    target_sentence, predicted_sentence,\n",
    "                                                                    word_level, alignment, all_layers = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Word-word alignments (source-target) from contributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "alignments_src_tgt = alti_result[:,:len(source_sentence_)]\n",
    "# Eliminate language tags\n",
    "alignments_src_tgt = alignments_src_tgt[1:,1:]\n",
    "# We don't consider alignment of EOS (target)\n",
    "alignments_src_tgt = alignments_src_tgt[:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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b4PjFixdv+jkCAwMVHBys2bNnKyEhwbYPPTg4WHXq1JEk1a9fX9HR0Zo7d67Wrl0rf39/dezYUX379rWrav9eYT+je++9V5J0/Phxu3E/Pz/ddddddmPVqlWTJNvPIz09XRcuXNCXX36p9u3bF3jv3/7c8zVq1OimsQIAAADAnVQRnjBVHEUm482aNdOOHTt04sSJYreq36pKlSrd0vitzr3Ze4U91c1kMmnq1KmKjo7W5s2b9d1332n69OmaNWuW3n//fXXp0kWS9PLLL+uJJ57QV199pZSUFH3yySf68MMP9cYbb2jgwIHFjr8ohX2+/M+Rl5cnSercubMiIyMLnFvQqfEeHh5/PEAAAAAAQLEVmYz36tVLO3bs0IoVKzRmzJgiF2zQoIEk617z37aeS9Y91r+dUxY0b95czZs318iRI3Xq1CmFhoZq+vTptmRckho3bqzIyEhFRkYqMzNTYWFhmjp16k2T8fwvNQ4fPuzwXv7Y7fyMfHx85OXlpatXr6pDhw63fD0AAAAAOBuVcasiNwqHhYWpYcOGmjt3rr755psC52zatMm2x7lbt24ymUyaN2+ecnNzbXOOHj2qpKQktW7d2uE079LowoULDpXz2rVry8fHx9YWfunSJd24ccNujre3t+rXr69Lly7Zff7f8vX1VatWrbRhwwa7/e+5ubmaO3euTCaTw6PiiqNSpUoKDg5WSkqKvvzyS4f3LRaL0tPTb3ldAAAAAMCdVWRlvGrVqpo9e7aio6MVHR2tLl266OGHH5aXl5fOnDmjr776Srt379a7774rydrWHhkZqfj4eA0fPly9evWyPdrM1dVVr732mtM/1J2wevVqzZ8/Xz179lTDhg1lMpm0efNmHTlyRDExMZKkbdu26fXXX1evXr3UpEkTeXh4aPv27dqyZYtCQkIKbS0fN26chg0bpkGDBmnIkCGqXr26kpKStH37dkVFRRW657wwf/nLX7Rjxw4999xz6tevn1q2bCkXFxedOHFCycnJ6tWrl15++eVirTV27FitWrVK8+fPtx0WBwAAAAB/CIVxScVIxiVrgv3ZZ59p8eLF+uKLLzRjxgxlZ2fLx8dHrVu31pw5c9S5c2fb/LFjx6phw4ZasmSJ3n77bbm7u6tdu3YaM2aM7r//fqd9mDspKChI+/fvV3Jyss6ePSs3Nzc1atRI48ePV1hYmCTJbDarR48e+vbbb7VmzRpJ1hb0v/71r4qIiCh0/ZYtW2rx4sWaPn265s+fr+zsbDVp0kRvvvmmnnzyyduO29vbW0uXLtUnn3yipKQkJSUlyc3NTXXq1FHHjh0VEhJS7LWuXLkik8kkPz+/244HAAAAAH6LNnUrk6WwU8xQYVksFrVv316dO3fWP//5z1u6NivHSUHdhhqBsSUdgoOMlJklHQIAAABKOY9ilU3LJs+BCU5Z9/KnkU5Z11nK8a8Yf8T+/ft17do1vfjiiyUdCgAAAIByhMq4Fck4CvTggw9qz549JR0GAAAAAJRLJOMAAAAAAMNQGbciGQcAAAAAGIZk3KrI54wDAAAAAIA7i8o4AAAAAMA4FMYlURkHAAAAAMBwVMYBAAAAAIZhz7gVlXEAAAAAAAxGZRzlWkbKzJIOodSrERhb0iHY4XcGAABQvlEZtyIZBwAAAAAYhmTcijZ1AAAAAAAMRmUcAAAAAGAYKuNWVMYBAAAAADAYlXEAAAAAgHEojEsiGQcAAAAAGIg2dSva1AEAAAAAMBiVcQAAAACAYaiMW5GMAwAAAAAqnLy8PCUkJGjZsmVKS0uTn5+f+vfvr+eee07u7u5FXp+amqpZs2Zp165dOn/+vHx9fRUUFKSYmBg1atSoyOtJxgEAAAAAhiktlfGJEydqwYIFCg4OVlRUlPbv3685c+bo0KFD+uCDDwq99vDhw3riiSfk7e2tQYMGqWbNmjpy5IiWLVumjRs3au3atapdu3aha5CMAwAAAACMUwpy8UOHDmnhwoUaOHCgxo8fbxv39fXV9OnTtXnzZnXu3Pmm1y9dulTXrl3T0qVL1bx5c9v4/fffr7i4OK1fv16RkZGFxsABbmWI2WzW2LFjSzoMAAAAACjT1q1bJ4vF4pAwR0REyNXVVevWrSv0+suXL0uSatasaTfu5+cnSapcuXKRMZCMAwAAAAAMYzKZnPK6Ffv27ZOXl5eaNWtmN+7t7a2mTZtq3759hV7foUMHSdIrr7yivXv36vTp09q6dasmTpyoxo0bq1+/fkXGQJs6AAAAAKDMy8zMVGZmpsO4t7e3vL297cbOnDmjWrVqFbhO7dq1tWPHjkLvFRISol9++UXz5s1TWFiYbfzhhx/WtGnT5OnpWWS8JOMolhs3bigvL69YpwoCAAAAwM046wC3xMREzZw502E8NjZWo0ePthu7du2avLy8ClzH3d1dWVlZhd7LZDKpVq1auv/++9WrVy81aNBABw8e1CeffKJnn31Wc+fOVdWqVQtdg2S8FEpLS9PEiRP13//+V66ururUqZPGjRt30/nr1q3TwoULdfDgQVksFt1///2KiYmxO3AgLy9Ps2fP1tdff62ff/5Zly9fVr169RQcHKyYmBi5ubnZ5q5cuVKvvvqqPvnkE23fvl1r1qzRqVOnlJCQoKCgIKd+dgAAAAC4HcOHD9eAAQMcxn9fFZese7qvX79e4DrZ2dny8PAo9F4JCQl6++23tWbNGt1zzz2SpO7duysgIEBPP/20EhMT9dxzzxW6Bsl4KXPx4kUNHTpU586d09ChQ9WwYUN99dVXio6OLnD+e++9p9mzZ6t79+568cUXlZeXp7Vr12rkyJF65513FBwcLMla2U5ISNAjjzyiPn36qFKlStqyZYtmzpypkydPatKkSQ5rT5kyRSaTSUOHDpWbm5vtMAIAAAAAuF3OqowX1I5+MzVr1tSePXsKfO/UqVM3bWHPl5iYqKZNm9oS8XwdO3ZU1apVlZKSUmQMJOOlzMcff6xff/1V77//vvr06SNJGjJkiMaMGaP9+/fbzf3hhx80e/ZsjRkzxu5bl/DwcA0ePFiTJ0/WI488IldXV9111136+uuv7b7hCQ8P16uvvqrVq1frhRdecPiDy83N1cqVK2lNBwAAAHDHlIbnjPv7+2vLli1KTU21O8QtMzNTR44cseViN3P27FlVqVLFYdxisSgvL085OTlFxsBp6qVMcnKy6tatq0ceecQ2ZjKZ9NRTTznMXbt2rVxcXBQSEqL09HTbKzMzU126dNHZs2d18OBB2xr5iXhOTo4uXryo9PR0Pfzww8rLyyvwtMBBgwaRiAMAAAAod/r27SuTyaTExES78QULFignJ0chISG2sdTUVB07dsxu3j333KMjR45o7969duNJSUm6du2a/P39i4yByngpc+LECQUGBjp8W/T7I/cl6x9FXl6eevTocdP1zp07Z/v3mjVrFB8fr59++km5ubl28y5duuRwbaNGjW41fAAAAAAoXMkXxmU2mzVkyBAtWrRIV69eVVBQkH788UctWbJEXbt2tTt/q2/fvqpXr542bdpkG4uNjVVsbKwiIyM1ZMgQNWjQQD/99JOWLVumu+++2+H55QUhGS/D8vLy5Obmpo8++uimrR7NmzeXJP373//WX//6V7Vp00ZvvvmmatWqJTc3N/3www965513lJeX53BtUYcWAAAAAEBZ9dprr6lu3br69NNPtX79evn6+io6OlqjRo0q8toePXpo6dKlmj17ttauXavz58+revXq6tevn0aPHl3knnOJZLzUqV+/vo4ePSqLxWKXYKempjrMbdy4sbZs2aKGDRuqQYMGha67bt06ubu7KyEhwa71/Pjx43cueAAAAAAoQmnYMy5JlSpVUlRUlKKiogqdl7/19/datWql2bNn3/b92TNeynTr1k0nT57U+vXrbWMWi0Xz5s1zmNu/f39J0rvvvltgZfu3LeqVKlWSyWSya0/Pzs7WwoUL72T4AAAAAFAok8nklFdZQ2W8lImKitK6desUFxen3bt32x5t9tvEOl/Lli317LPP6sMPP9TRo0fVq1cv+fn56fTp09q9e7cOHjyob775RpL1mXdJSUkaMWKE+vfvrytXrmj16tW0ogMAAABACSAZL2Vq1KihhQsXauLEifr000/l6uqqTp06adKkSfrTn/7kMP+FF16Qv7+/Fi5cqHnz5ikrK0t+fn4ym82Ki4uzzQsNDVVmZqYWLlyoyZMny8/PT4899pjatGmjESNGGPkRAQAAAFRgZbGK7Qwmi8ViKekgUL5kFf1IPZQiNQJjSzoEOxkpM0s6BAAAgBLnUY7Lpg1GrXHKusdnhTplXWcpx79iAAAAAECpQ2FcEsk4AAAAAMBAtKlbcZo6AAAAAAAGozIOAAAAADAMlXErKuMAAAAAABiMyjgAAAAAwDBUxq1IxgEAAAAAhiEZt6JNHQAAAAAAg1EZBwAAAAAYh8K4JJJxoMLLSJlZ0iHYqREYW9Ih2CltPx8AAACUDyTjAAAAAADDsGfcij3jAAAAAAAYjMo4AAAAAMAwVMatSMYBAAAAAIYhF7eiTR0AAAAAAINRGQcAAAAAGIY2dSsq4wAAAAAAGIzKOAAAAADAMBTGrUjGAQAAAACGoU3dijZ1AAAAAAAMRmUcAAAAAGAYCuNWFaoyHhERoW7dutmNdevWTRERESUUEQAAAACgIqpQyTiKb+zYsTKbzSUdBgAAAIByxsXF5JRXWUObOgAAAADAMLSpW1EZBwAAAADAYKU6Gc/OztasWbPUr18/tWjRQkFBQQoPD9fGjRvt5u3fv18xMTEKDAxUQECAQkNDtXTp0j907y1btigyMlJt27ZVQECABgwYoNWrVzvMW7RokYYPH66OHTvK399fXbt21YQJE3T58mWHuefPn1dcXJwCAwPVpk0bjRw5UseOHXPYt37ixAmZzWbNmDHDYY2btY8fPXpUL730kjp06CB/f3/16NFD77//vq5fv24378CBAxo1apQ6duyoFi1aqFOnTnrmmWf0/fff386PCQAAAABuiclkcsqrrCm1berXr1/X8OHDtWvXLnXv3l0DBw6UxWLRvn37tGXLFvXo0UOStGfPHg0bNkweHh4KDw9X9erVtX79er3xxhs6fvy44uLibvney5Yt0xtvvKHAwEDFxsbKzc1NGzdu1CuvvKIzZ87omWeesc2Nj49XmzZt9Oc//1mVK1fWzp07tXDhQh04cEALFiyw+zyRkZE6dOiQBg4cqObNm2vXrl0aPny4rl279od+Vvv27dPw4cPl4+Oj8PBw+fj4aO/evfroo4/0ww8/aM6cOTKZTEpPT1dkZKQ8PT0VERGhu+++W+fOndP27dt1+PBhtWjR4g/FAQAAAAAonlKbjMfHx2vXrl166aWX7JJfSbJYLLZ/T5w4Ubm5uVq6dKmaNGkiSRo6dKieeuopffLJJ3r88cfVtGnTYt/3zJkz+sc//qHHH39cEyZMsI2Hh4crNjZWM2fO1BNPPCEfHx9J0tq1a1W5cmXbvCFDhqhx48aaMWOGdu3apdatW0uSli9frp9++kljx47ViBEjbHOnTp2qOXPm3OJPx964ceNUt25dLV++XB4eHpKkwYMHq3nz5powYYK++uorde3aVTt37lRGRobmzJmjgICAP3RPAAAAALgdZbCI7RSltk193bp18vPz01NPPeXwXn4Lwrlz57R792717t3blohLkqurq6Kjo2WxWLRp06Zbum9SUpKuX7+uAQMGKD093e7VtWtXZWdna/v27bb5+Yl4bm6uMjMzlZ6erqCgIEmya/3etGmT3N3d9eSTT9rdLz8xv10HDx7UwYMHFRISoqtXr9rF26lTJ0nSf/7zH0mSt7e3JCk5OVnZ2dl/6L4AAAAAgNtXaivjv/zyi1q3bi1X15uHeOLECUnSPffc4/DevffeK0k6fvz4Ld03NTVVkrW6fjPnzp2z/fubb77RrFmztG/fPt24ccNuXmZmpu3faWlpqlOnjq1ync/Hx8eWJN+O/HinTp2qqVOnFhpvYGCggoODNXv2bCUkJKhVq1bq2LGjgoODVadOnduOAQAAAACKqyzu73aGUpuMl5S8vDxJ0nvvvafq1asXOPhGQcYAACAASURBVCe/7X337t0aOXKkmjVrpldffVV169aVu7u7Tp8+rbFjx9q109+Kwv44c3Nz7f47/x4jR47Uww8/XOA1d999t23dqVOnKjo6Wps3b9Z3332n6dOna9asWXr//ffVpUuX24oXAAAAAIqLZNyq1CbjjRs3VmpqqnJycm5aHa9fv74k6fDhww7v5Y81aNDglu8rWSvWN0tu833++efKzc3V7NmzVa9ePdv4li1bHObWq1dPKSkpysrKsquOp6en21XQJalatWqSpIsXLzqs8/tKf6NGjSRZW/M7dOhQaLz5mjdvrubNm2vkyJE6deqUQkNDNX36dLtkfPLkyZo8eXKx1gMAAAAA3JpSu2e8X79+Onv2rBITEx3ey68G+/r6qlWrVtqwYYN++eUX2/u5ubmaO3euTCaTunXrdkv37dOnj9zc3DRt2jSHx4JJ1uQ5v3peqVIlSf9XTc//d3x8vMN1+fvNlyxZYjde0FxPT0/5+vpq27ZtduN79uzR7t277cYefPBB3XPPPVq0aJF+/fVXh7WuX7+uS5cuSZIuXLjgUK2vXbu2fHx8dOHCBbvxM2fOKDU19bar+wAAAABQEJPJOa+yptRWxiMjI5WcnKwpU6Zo165deuihhyRJP/zwgypXrqw333xTkvUk8WHDhmnQoEEaMmSIqlevrqSkJG3fvl1RUVG3dJK6JNWpU0evv/663njjDfXr10/9+/dX7dq1de7cOf3444/atGmTduzYIXd3d3Xv3l3x8fEaOXKkBg0aJIvFon//+98Oe8clKSwsTEuWLNGUKVN09OhRNW/eXLt371ZKSopq1KjhMH/IkCGaPn26Ro4cqS5duigtLU3Lly+X2WzWgQMHbPNMJpP++c9/KjIyUsHBwXr88cfVrFkzXblyRUePHtWGDRv09ttv689//rNWr16t+fPnq2fPnmrYsKFMJpM2b96sI0eOKCYmxu7+7777rlatWqWdO3eqatWqt/QzBAAAAAAUrtQm4+7u7kpMTNScOXP0+eef66uvvlLVqlV133332Z1A3rJlSy1evFjTp0/X/PnzlZ2drSZNmujNN990OLm8uAYOHKimTZtq7ty5WrRokS5fviwfHx81a9ZMY8eOlZubmySpXbt2evfdd/Xhhx9q6tSpqlatmh555BENHDhQwcHBDp8nISFBkydP1r/+9S+tXbtWDz30kBITExUWFuZwsNszzzyjixcvau3atdq6davuv/9+zZw5UytWrLBLxiXJ399fq1at0kcffaQNGzbo3Llz8vT0VP369RUeHi5/f39JUlBQkPbv36/k5GSdPXtWbm5uatSokcaPH6+wsLDb+lkBAAAAwK1gz7iVyUIfcom6cOGCgoKCNGjQIL311lslHc4dkZVT0hGgLKsRGFvSIdjJSJlZ0iEAAIAKyKPUlk3/uDZv3drjp4tr5+u3tkW5pJXaPePlUVZWlsPYJ598IknFPnwNAAAAAFD2lePvW0qfv/71r6pUqZJatmwpFxcXffvtt0pOTlarVq3Uo0ePkg4PAAAAAJyONnUrknEDderUSUuWLNE333yjrKws1axZU5GRkRo9evRNH98GAAAAACh/yAANFBYWxkFpAAAAACo0CuNWJOMAAAAAAMPQpm7FAW4AAAAAABiMyjgAAAAAwDAUxq2ojAMAAAAAYDAq4wAAAAAAw7Bn3IpkHECpkpEys6RDQBlXIzC2pEOww980AAAoCMk4AAAAAMAwFMatSMYBAAAAAIahTd2KA9wAAAAAADAYlXEAAAAAgGEojFtRGQcAAAAAwGBUxgEAAAAAhmHPuBXJOAAAAADAMOTiVrSpAwAAAABgMCrjAAAAAADD0KZuRWUcAAAAAACDURkHAAAAABiGyrgVlfEy5NixY3rmmWf00EMPyWw2KyIiQmazWStXrizp0AAAAACgWEwm57zKGirjZcgrr7yiI0eO6LnnnlONGjV08eJFfffdd3f8PgkJCfL29tZjjz12x9cGAAAAAJCMlxnZ2dnatWuXwsPDFRkZKUnKy8vToEGD5Op6Z3+N8+fPV7169UjGAQAAANxxtKlbkYyXEefPn5fFYlG1atVsYy4uLnJ3dy/y2hs3bigvL69YcwEAAAAAzsee8TJg7Nix6tq1qyRp5syZMpvNtr3iv98znj+2ZcsWvf/+++ratasCAgK0e/duSdLGjRs1ePBgBQYGqmXLlurevbtefvllXbx4UZJkNpuVlpam7777znYfs9ls/IcGAAAAUC6xZ9yKyngZMGjQIDVv3lyTJk1Sz5491bNnT0myq5L/3pQpU2QymTR06FC5ubnJz89PW7duVWxsrNq2bavRo0fLw8NDJ0+e1ObNm3Xx4kVVq1ZNU6ZM0aRJk1SjRg3FxMQY9REBAAAAoEIhGS8DWrduLT8/P02aNElms1mhoaGSpG3btt30mtzcXK1cudKuNX3p0qWqUqWKEhMT7faZv/DCC7Z/h4aGatq0afL19bXdBwAAAADuFPaMW9GmXk4NGjTIYY+4t7e3srKy9NVXX8lisZRQZAAAAAAqMtrUraiMl1ONGjVyGBsyZIg2bNigUaNGqUaNGnrooYfUqVMn9evXT1WqVCmBKAEAAACgYqIyXk55eHg4jPn4+GjlypVKSEjQ448/rl9//VV/+9vf1LdvX508ebIEogQAAABQ0biYTE55lTUk4xWMq6ur2rdvr7i4OC1fvlxz5szRr7/+qvnz55d0aAAAAABQYZCMVyDp6ekOYw888IAk6cKFC7axqlWr2h51BgAAAAB3EnvGrdgzXoH8/e9/19mzZ9W+fXvVq1dPly9f1qpVq2QymRQcHGybFxAQoBUrVmjGjBlq0qSJTCaT+vXrV4KRAwAAACgvSstp6nl5eUpISNCyZcuUlpYmPz8/9e/fX88995zDYdg3c+DAAX3wwQdKSUnR5cuX5efnp1atWmny5Mm66667Cr2WZLwCCQ0N1YoVK7Ry5UplZGSoWrVqat68ucaNG6f27dvb5r3wwgvKyMhQYmKiLl26JEkk4wAAAADKlYkTJ2rBggUKDg5WVFSU9u/frzlz5ujQoUP64IMPirw+OTlZY8aMkb+/v6KiouTt7a0zZ85ox44dys3NLfJ6k4VnXOEOy8op6QgAVGQ1AmNLOgQ7GSkzSzoEAEAZ5FGOy6Z9PtzmlHX//WxQseceOnRIISEhCgsL0/jx423js2bN0vTp0zVnzhx17tz5ptefPXtWffr0Ue/evfWPf/zjtqr97BkHAAAAAFQo69atk8ViUWRkpN14RESEXF1dtW7dukKvX7JkibKyshQXFyeTyaSrV68qJ+fWqpIk4wAAAAAAw5hMJqe8bsW+ffvk5eWlZs2a2Y17e3uradOm2rdvX6HXf/PNN2rSpIm+++479ezZU61bt1arVq0UHR2tn3/+uVgxlOPmBwAAAABAaeOs89syMzOVmZnpMO7t7S1vb2+7sTNnzqhWrVoFrlO7dm3t2LGj0Hv9/PPPcnFx0YsvvqihQ4cqMDBQBw8e1EcffaQhQ4ZozZo18vPzK3QNknEAAAAAQJmXmJiomTMdz2qJjY3V6NGj7cauXbsmLy+vAtdxd3dXVlZWofe6cuWKcnNzFRMToxdffFGS1LNnT9WtW1evvvqqEhISFBcXV+gaJOMAAAAAAMOY5JzS+PDhwzVgwACH8d9XxSWpcuXKun79eoHrZGdny8PDo9B7ubu76+rVq3rsscfsxkNCQvS3v/1N3333XZHxkowDAAAAAMq8gtrRb6ZmzZras2dPge+dOnXqpi3s+WrVqqWjR4/K19fXbtzNzU01atQosF3+9zjADQAAAABgGBeTc163wt/fX5cuXVJqaqrdeGZmpo4cOaIHH3yw0OsDAgIkWRP337p+/brS09Pl4+NT9M/h1kIGAAAAAKBs69u3r0wmkxITE+3GFyxYoJycHIWEhNjGUlNTdezYMbt5/fv3l2R9xNlvLVu2THl5efrzn/9cZAy0qQMAAAAADHOrjyFzBrPZrCFDhmjRokW6evWqgoKC9OOPP2rJkiXq2rWrOnfubJvbt29f1atXT5s2bbKNdezYUY888ogWLFigjIwMtWvXTj/99JOWLVumpk2bKiIiosgYSMYBAAAAAIYpBbm4JOm1115T3bp19emnn2r9+vXy9fVVdHS0Ro0aVazr3377bZnNZq1atUpJSUmqXr26wsLC9MILL8jT07PI600Wi8XyRz8E8FtZOSUdAYCKrEZgbEmHYCcjxfERKwAAFMWjHJdNH5273Snrro5q55R1naUc/4oBAAAAAKWNS2kpjZcwDnADAAAAAMBgVMYBAAAAAIahMG5FMg4AAAAAMExpOE29NKBNHQAAAAAAg1EZBwAAAAAYhsK4FZVxAAAAAAAMRmUcAAAAAGAYHm1mRTIOAAAAADAMqbgVbeoAAAAAABiMyjgAAAAAwDA82syKyjhu6ocfflB4eLjatGkjs9mslStXlnRIAAAAAFAuUBlHgXJycjR69GhJ0ksvvSRPT0+1adOmhKMCAAAAUNa5UBiXRDKOmzh27JjS0tL06quvaujQoSUdDgAAAACUKyTjKND58+clSd7e3iUcCQAAAIDyhD3jVuwZr2DOnz+v119/XZ06dZK/v7+6deumt99+W1evXrXNiYiIUHh4uCTp1VdfldlsltlsLqmQAQAAAJQjJpNzXmUNlfEKJDMzU4MHD1ZaWpoGDhyo++67Tzt37tTcuXO1c+dOLViwQK6uroqJiVGbNm00e/ZsDRo0SG3bti3p0AEAAACgXCEZr0A+/vhjHTt2TJMnT9aAAQMkSUOGDFH9+vX14YcfauXKlRo4cKD+9Kc/ydXVVbNnz1arVq0UGhpawpEDAAAAKC9oU7eiTb0C2bhxo2rXru2QXEdFRcnNzU0bN24socgAAAAAoGKhMl6BnDhxQu3atZOLi/13MJ6enqpTp46OHz9eQpEBAAAAqCh4tJkVyTgAAAAAwDC0qVvRpl6BNGjQQEeOHJHFYrEbv3Llin799Vc1aNCghCIDAAAAgIqFZLwC6d69u06dOqU1a9bYjc+bN083btxQjx49SigyAAAAABWFyUmvsoY29QokOjpa69ev12uvvaa9e/fqnnvu0a5du/TZZ5+pTZs2euyxx0o6RAAAAACoEEjGKxBvb28tWbJE06ZN04YNG/Tpp5+qZs2aevrppxUbGytXV/4cAAAAADiXC3vGJZGMVzi+vr4aP358kfOCgoJ08OBBAyICAAAAUJGQi1uxZxwAAAAAAINRGQcAAAAAGIZHm1lRGQcAAAAAwGBUxgEAAAAAhqEwbkVlHAAAAAAAg1EZBwAAAAAYhkebWZGMAwAAAAAMQy5uRZs6AAAAAAAGozIOAAAAADAMjzazIhkHAJQrGSkzSzqEUq9GYGxJh2CH3xkAoCIiGQcAAAAAGIa90lYk4wAAAAAAw9CmbsWXEgAAAAAAGIzKOAAAAADAMC4UxiVRGQcAAAAAwHBUxgEAAAAAhqEybkUyDgAAAAAwDAe4WdGmDgAAAACAwaiMAwAAAAAMQ5u6FZVxAAAAAAAMRmUcAAAAAGAYtoxbkYwDAAAAAAzjQjYuiTZ1AAAAAAAMR2UcAAAAAGAYKsJW/BwAAAAAADAYyXgZkpycLLPZrJUrVzq8d+3aNbVt21YxMTG2scWLF6t///4KCAhQYGCgYmJidODAAbvrtm3bdtM1IyIi1K1btzv/QQAAAABUWCaTc15lDcl4GdK5c2f5+flp1apVDu8lJSXp8uXLevzxxyVJkydP1v/8z//I09NTL730ksLDw7Vr1y4NHjxY33//vdGhAwAAAAB+g2S8DHF1ddWAAQOUkpKi48eP2723atUq3X333erSpYtSU1OVkJCgDh06aP78+Ro+fLjGjBmjxYsXKycnRxMmTCihTwAAAACgonMxmZzyKmtIxsuYJ554QpLs2srT0tK0bds29e/fX25ubkpOTpbFYlFUVJRcXf/vjL5mzZqpV69e2rVrl86fP2947AAAAABAm7oVyXgZ06hRIwUGBmr16tXKy8uTZK2KWywWW4v6iRMnJEn33HOPw/X5Y/lzAAAAAADGIxkvg8LCwnTy5El9++23slgsWr16tQICAnTvvffe8lqmQr5Cys3N/SNhAgAAAIADF5NzXmUNyXgZ1Lt3b3l7e2vFihW2/eP5VXFJatCggSTp8OHDDtempqbazalWrZokKTMz02Eu1XMAAAAAcA6S8TLI3d1dISEh2rhxo+bPny8PDw/169fP9n63bt1kMpk0b948u+r20aNHlZSUpNatW8vHx0eSVK9ePbm6uurbb7+1u8fnn3+u06dPG/OBAAAAAFQYHOBm5Vr0FJRGYWFhWrRokb744guFhITIy8vL9l6zZs0UGRmp+Ph4DR8+XL169dKFCxe0ePFiubq66rXXXrPN9fT0VGhoqFasWKG4uDi1bdtWhw4d0vr169WoUSPl5OSUxMcDAAAAUE6VwbzZKUjGy6j7779fDz74oH744Qe7FvV8Y8eOVcOGDbVkyRK9/fbbcnd3V7t27TRmzBjdf//9dnPHjRunvLw8JScn64svvlDr1q0VHx+v8ePHKy0tzaiPBAAAAAAVhslisVhKOgjcnsGDB+vs2bPauHFjoQexGS2LYjoAlGo1AmNLOgQ7GSkzSzoEACh1PMpx2XRCsuPZVnfCa90dnyZVmrFnvIz68ccftWvXLj3++OOlKhEHAAAAABStHH/fUj7t2bNHhw8fVnx8vLy8vPTkk0+WdEgAAAAAUGwmUUyUSMbLnCVLlmjNmjVq1KiR3nvvPdWoUaOkQwIAAACAYiuLzwR3BpLxMmby5MmaPHlySYcBAAAAAPgDSMYBAAAAAIahMm7FAW4AAAAAABiMyjgAAAAAwDA8DcqKyjgAAAAAAAajMg4AAAAAMAx7xq1IxgEAqGAyUmaWdAi4BTUCY0s6BAf8DQH4I+hSt6JNHQAAAAAAg5GMAwAAAAAM42IyOeV1q/Ly8jRv3jz17t1b/v7+6tq1q9577z1lZ2ff8lrLly+X2WyW2WzWlStXinUNbeoAAAAAgApn4sSJWrBggYKDgxUVFaX9+/drzpw5OnTokD744INir5Oenq533nlHVapU0dWrV4t9Hck4AAAAAMAwpeEAt0OHDmnhwoUaOHCgxo8fbxv39fXV9OnTtXnzZnXu3LlYa02aNEm1atWS2WzWZ599VuwYaFMHAAAAABjGZHLO61asW7dOFotFkZGRduMRERFydXXVunXrirXO1q1btXbtWr3xxhuqVKnSLcVAMg4AAAAAqFD27dsnLy8vNWvWzG7c29tbTZs21b59+4pc4/r163rzzTc1YMAAtW3b9pZjoE0dAAAAAGAYFzmnTz0zM1OZmZkO497e3vL29rYbO3PmjGrVqlXgOrVr19aOHTuKvN/s2bOVkZGhuLi424qXZBwAAAAAUOYlJiZq5syZDuOxsbEaPXq03di1a9fk5eVV4Dru7u7Kysoq9F5HjhzRnDlzNG7cOPn4+NxWvCTjAAAAAADD3MZTyIpl+PDhGjBggMP476viklS5cmVdv369wHWys7Pl4eFR6L3efPNN3XfffRo8ePDtBSuScQAAAACAgZx1mnpB7eg3U7NmTe3Zs6fA906dOnXTFnZJ2rBhg7Zt26apU6fq+PHjtvH854sfP35cXl5eqlevXqExkIwDAAAAACoUf39/bdmyRampqXaHuGVmZurIkSPq06fPTa89efKkJOmll14q8P3Q0FDVq1dPmzZtKjQGknEAAAAAgGFcnNWnfgv69u2rjz76SImJiXrrrbds4wsWLFBOTo5CQkJsY6mpqXJzc1PDhg0lSV27dlXt2rUd1ly0aJG+++47TZkyRdWrVy8yBpLxcmDbtm0aNmyYJOnZZ5/VCy+8UOicgg4wAAAAAICKwmw2a8iQIVq0aJGuXr2qoKAg/fjjj1qyZIm6du2qzp072+b27dvXrtLdqFEjNWrUyGHNr776SpLUo0cPVa1atcgYSMbLEXd3d3322WcaM2aMTL/7tmnVqlVyd3dXdnZ2CUUHAAAAAM47wO1Wvfbaa6pbt64+/fRTrV+/Xr6+voqOjtaoUaMMuT/JeDnSvXt3ff755/r222/Vvn172/iVK1eUlJSkHj166F//+leha1gsFl29erVY3+QAAAAAQFlVqVIlRUVFKSoqqtB5Bw8eLNZ6kydP1uTJk4t9f5diz0Sp17ZtWzVs2FCrV6+2G09KSlJWVpZCQ0Ptxk+cOCGz2awZM2ZozZo1CgkJUYsWLTRv3jwjwwYAAABQgbiYTE55lTVUxsuZRx99VHPnztXrr79uq26vWrVKQUFBqlOnToHXbNiwQWfPntWQIUNUq1atAg8jAAAAAIA7oQzmzU5BMl7OPProo5oxY4aSkpL02GOP6fjx40pJSSm0XeLo0aP617/+VeAhBAAAAACAO4829XKmXr16euihh7Rq1SpJ0urVq1WlShX17t37ptd06dKFRBwAAACAIVyc9CprymLMKMKAAQOUkpKi48ePa/Xq1erdu7cqV6580/n5z8sDAAAAABiDZLwcyk++//73v+vEiRN67LHHCp1fWKIOAAAAAHeSyWRyyqusIRkvh/Lb0rdu3aoGDRqoXbt2JR0SAAAAAEiSTE56lTUc4FZOPfXUU6pXr55atGhx298SpaenKyMjQ7Vq1ZKnp+cdjhAAAAAAKi6S8XLqvvvu03333feH1khMTNTs2bM1ZcoUh2eUAwAAAMDtKIvPBHcG2tQBAAAAADCYyWKxWEo6CJQvWTklHQEAAOVHjcDYkg7BQUbKzJIOASj3PMpxD/OiHSecsu7QtvWdsq6zlONfMQAAAACgtKFL3Yo2dQAAAAAADEZlHAAAAABgmLL4THBnoDIOAAAAAIDBqIwDAAAAAAxDRdiKnwMAAAAAAAajMg4AAAAAMAx7xq1IxgEAAAAAhiEVt6JNHQAAAAAAg1EZBwAAAAAYhjZ1KyrjAAAAAAAYjMo4AAAAAMAwVIStSMYBAAAAAIahTd2KLyUAAAAAADAYlXEAAAAAgGGoi1tRGQcAAAAAwGBUxgEAAAAAhmHLuBXJOAAAAADAMC40qkuiTR0AAAAAAMNRGQcAAAAAGIY2dSsq4wAAAAAAGIzKOAAAAADAMCb2jEsqB8n4tm3bNGzYMLsxd3d31apVSx07dlR0dLTq1q17x++7ceNG/fjjjxo9evQdXxsAAAAAUL6V+WQ836OPPqoOHTpIkq5du6a9e/dq2bJlSk5O1ueffy5PT887er+NGzdq1apVJOMAAAAAcAvYM25VbpLxFi1aKDQ01PbfgwcPlre3t+Lj47V161b17NnzjtznypUrqlq16h1ZCwAAAAAqGh5tZlWuD3Dz8/OTJLm5uUmSVq5cKbPZrG3btjnM7datmyIiIuzGzGazxo4dq6+//loDBw5Uy5YtNX78eEVERGjVqlW2Ofmv36777bffatiwYWrTpo1atWqlgQMHKikp6ab3TU1N1dNPP63WrVsrMDBQY8eO1eXLlx3m79+/XzExMQoMDFRAQIBCQ0O1dOlSh3kRERHq1q2bTp8+rTFjxqht27Zq3bq1/h97dx4WVd3+D/w9yCK7gIiKgoSK5oKoiGikgkopQu7IblFuZJYUirRoPWKWWrjkLrivgGtuUJZryqOmoj6IpAKKyiqrwszvD37M13EGXJIzB3i/uriu+Jwz59yzyDn33J9lypQpyMrKUtr/0aNHmD9/PgYOHIjOnTujT58+CAsLU7kvERERERER/Tv1pjJeXFyMnJwcAEBpaSkuX76MdevWwdraGr17937l4166dAlHjhzB2LFjMWrUKBgYGMDY2BhSqRTnzp3D/Pnz5fva2toCqOzCPnXqVDRv3hwffvghtLW1ER8fj6lTp+Lrr7+Gj4+PwjmysrIQGBgId3d3DBw4EElJSYiLi4OGhgbmzp0r3+/ixYsICAhA48aN4efnhyZNmuDgwYP4+uuvcefOHXz++edKr4mfnx969uyJ0NBQpKSkYMuWLSgsLERMTIx8v0ePHsHb2xtZWVkYPXo02rRpg4yMDGzatAlnzpxBbGwsTE1NX/k1JCIiIiIiqsJu6pXqTTK+YMECLFiwQKGte/fuiIqKQuPGjV/5uDdu3MDGjRvh6Oio0L53716cO3dOoWs8AJSXl+Pbb7+FsbExdu7cKU9ix40bh5EjR+KHH36Ah4cHjIyM5I+5desWFi9ejMGDB8v3LSwsxO7duxEeHi4f7z537lxUVFRg69atsLGxAQD4+vri/fffx5o1azBy5Ei88cYb8uPm5uZiwoQJGD9+vLxNIpFg48aNSE1NlX958PPPPyMzMxM7d+6UtwGAu7s7Ro8ejVWrViEsLOyVX0MiIiIiIiJSVG+6qfv5+WHdunVYt24dli1bhpCQEFy/fh0TJkxAfn7+Kx/3zTffVErEa3LlyhXcu3cPY8aMUagm6+npITAwEMXFxThx4oTCYywsLOSJeBUnJyeUl5cjMzMTAPDw4UNcuHAB7u7u8kQcADQ1NfHhhx9CJpMhMTFR4RiNGjWCr6+v0nEB4Pbt2wAAmUyGvXv3wsnJCSYmJsjJyZH/tGjRAtbW1jh+/PgLP38iIiIiIqKaSCS181PX1JvKuI2NjXw2dQBwc3ODra0tPv30U6xatQqhoaGvdFwrK6uX2j89PR0AFCrMVdq2bQsAuHPnjkJ7q1atlPY1NjYGAOTl5Skct+oYT2vXrp3K45qbm0NbW7vG4+bk5CAvLw+//fYbnJ2dVT4nMzMzle1EREREREQvi+uMV6o3ybgqb731FoDKydSAyi7a1amoqFDZrqur+/oDe0ajRo2q3SaTyWr1uFKpFADQr18/BAUFqdy3agI8IiIiIiIiej3qdTJeXl4OoHI5hOPkbAAAIABJREFUMuD/qsIFBQUK+5WVleHBgwcvVQWvLrFv3bo1ACA1NVVpW1Vb1T4vo6p6fuPGDaVtVW2vclxTU1MYGhqiuLhYoWcBERERERFRbdBgYRxAPRozrsrRo0cBVI77BgBra2sA/1cpr7J+/fpqK+PV0dPTAwCl8eidOnVC8+bNsWPHDuTm5srbS0pKEBMTAz09PfTt2/flngiApk2bolu3bjh8+DBu3bolb6+oqMDq1ashkUjg6ur60sdt1KgRPDw8cPbsWfz2229K22UymXyWeiIiIiIiIno96k1l/NKlS9i9ezeAykr3lStXsGvXLujr62PSpEkAKsdx9+7dG5s3b4ZMJkO7du1w4cIFJCUlwcTE5KXO17VrVwDAnDlz4OLiAi0tLfTu3RtmZmb48ssv8fHHH2PUqFEYPXq0fGmz1NRUfP311wozqb+M8PBwBAQEYOzYsfDx8UGTJk1w6NAhnDt3DsHBwQozqb+Mzz77DElJSZg8eTKGDh0Ke3t7aGhoID09HQkJCRg8ePArj7knIiIiIiJ6GseMV6o3yXh8fDzi4+MBABoaGjAzM4O7uzsmT56sMJna/PnzMWfOHMTFxUEikaBv377YsGGD0qzjz+Ph4YErV67gwIEDOHDgAKRSKdavXw8zMzMMHDgQa9euxbJly7BixQpIpVK0b98eUVFRcHd3f+XnaG9vj82bNyMqKgrr169HWVkZbGxs8M0332DcuHGvfFwjIyNs3boVa9aswaFDh3Do0CFoaWmhRYsWeOuttzBs2LBXPjYREREREdHT6uLM57VBIvs3M4QRqVBaru4IiIiI6g8TxxB1h6Ak9+wSdYdAVO81rjdlU2W/Xc+uleMOsKtbq0DV47eYiIiIiIiIxIbd1CvV6wnciIiIiIiIiMSIlXEiIiIiIiISDJc2q8TKOBEREREREZHAWBknIiIiIiIiwXDMeCUm40RERERERCQYLm1Wid3UiYiIiIiIiATGyjgREREREREJhoXxSqyMExEREREREQmMlXEiIqIGxsQxRN0hKMg9u0TdIYgaXx8iqm80OGgcAJNxIiIiIiIiEhBT8Urspk5EREREREQkMFbGiYiIiIiISDgsjQNgZZyIiIiIiIhIcKyMExERERERkWAkLI0DYDJOREREREREAuJk6pXYTZ2IiIiIiIhIYKyMExERERERkWBYGK/EyjgRERERERGRwFgZJyIiIiIiIuGwNA6AlXEiIiIiIiIiwTEZr4du376Njz76CL169YKdnR0WL16s7pCIiIiIiIgAVC5tVhv/1TXspl4PhYWF4ebNm5g8eTJMTExgZ2en7pCIiIiIiIgAcGmzKkzG65mysjKcP38efn5+CAoKUnc4REREREREpAKT8XomOzsbMpkMxsbGr+2YT548gVQqhY6Ozms7JhERERERNUwsjFfimPF6ZMaMGRgwYAAAYMmSJbCzs4OdnR3S09NRVFSE+fPnw9XVFZ07d4aLiwu++uor5OTkKBwjNjYWdnZ2OH78OH766ScMGDAAXbt2xYULF9TxlIiIiIiIiOolVsbrkbFjx6JDhw6IjIzEoEGDMGjQIACAsbEx3n//fVy4cAHDhg2Dg4MDUlJSsH37dpw5cwY7d+6EoaGhwrHmz58PiUQCX19faGlpwdzcXB1PiYiIiIiI6huRlMalUimio6Oxbds2ZGRkwNzcHJ6enpg8efJzewUnJCTg8OHDuHDhAu7duwdjY2N06NABEydORPfu3V/o/EzG6xEHBweYm5sjMjISdnZ28PLyAgBs3boVFy5cwMcff4yQkBD5/p06dUJERARWr16NTz/9VOFYFRUViI2NZdd0IiIiIiJ6rcQy8/ncuXOxYcMGeHh4IDg4GMnJyVi5ciVSUlKwbNmyGh/71VdfwdDQEIMHD4aVlRUePnyIbdu2Ydy4cfj+++/x3nvvPff8TMYbgKNHj0JLSwvjx49XaB85ciQWL16Mo0ePKiXjY8eOZSJORERERET1UkpKCjZu3IgxY8bg22+/lbc3bdoUUVFROHbsGPr161ft4xcsWIDevXsrtI0ZMwZDhw7F/Pnz4enpCQ2NmkeFc8x4A5Ceno6WLVtCX19foV1DQwNvvPEG7ty5o/QYa2trocIjIiIiIqIGRCKpnZ+XsW/fPshkMqUVqPz9/aGpqYl9+/bV+PhnE3EAMDMzg6OjI7Kzs5Gdnf3cGJiMk0qNGzdWdwhERERERES14vLlyzA0NIStra1Cu5GREd544w1cvnz5lY577949aGlpKc3JpQq7qTcArVu3xqlTp1BUVKRQHZdKpbh58yZat26txuiIiIiIiKghqa0R4wUFBSgoKFBqNzIygpGRkULb/fv3YWFhofI4zZs3R1JS0kuf/9ixY/j7778xdOjQFypusjLeALi5ueHJkyeIjo5WaI+Pj0dWVhYGDhyonsCIiIiIiKjhkdTOT0xMDNzc3JR+YmJilEIoKSmBtra2yvB0dHRQWlr6Uk8pPT0dYWFhaNq0KWbOnPlCj2FlvAEYOXIk4uLiEBUVhVu3bqFbt25ISUnBtm3b0KZNGwQHB6s7RCIiIiIion8lMDAQw4cPV2p/tioOALq6unj8+LHK45SVlb3UsN2srCyMHz8e5eXlWLNmzQsvC81kvAHQ0tLCmjVrsHTpUhw6dAgHDhxAkyZNMGrUKEybNu2FxjMQERERERG9DrW1tJmRkaHKxFuVZs2a4eLFiyq33bt3r9ou7M/Kzs5GUFAQHj58iLVr16JTp04vHC+T8XqmVatWuH79ulK7gYEBwsLCEBYWVuPjR4wYgREjRtRWeERERERERGrXuXNnHD9+HKmpqQqTuBUUFODmzZt49913n3uMnJwcBAYG4u7du1i1ahUcHBxeKgaOGSciIiIiIiLBiGFpsyFDhkAikSiNJ9+wYQPKy8sxbNgweVtqaipu376tsF9eXh6CgoJw584d/PLLL3B0dHzp14GVcSIiIiIiImpQ7Ozs4OPjg02bNqG4uBhOTk64evUqtmzZggEDBqBfv37yfYcMGQJLS0skJibK295//31cv34d7733Hu7fv4/du3crHH/QoEHQ09OrMQYm40RERERERCSY2lra7GXNmjULLVu2xPbt23Hw4EE0bdoUH374IaZMmfLcx165cgVA5QpV8fHxStsTEhKem4xLZDKZ7NVCJ1KttFzdERARUU1MHEPUHYKC3LNL1B0CEZHoNK7HZdPLGYW1ctzOlga1ctzawjHjRERERERERAKrx9+3EBERERERkdjU1tJmdQ0r40REREREREQCY2WciIiIiIiIBPOyy5DVV0zGiYiIiIiISDDMxSuxmzoRERERERGRwFgZJyIiIiIiIuGwNA6AlXEiIiIiIiIiwbEyTkRERERERILh0maVmIwTERERERGRYDibeiV2UyciIiIiIiISGCvjREREREREJBgWxiuxMk5EREREREQkMFbGiYiIiIiISDgsjQNgMk5EREREREQC4mzqldhNnYiIiIiIiEhgrIwTERERERGRYLi0WSVWxomIiIiIiIgExso4ERERERERCYaF8UqsjBMREREREREJjJVxIiIiIiIiEg5L4wCYjNMLKiwshIGBgbrDICIiIiKiOo5Lm1ViN3WRSUhIgJ2dHWJjY5W2lZSUoEePHpg4caK8bfPmzfD09ETXrl3h6OiIiRMn4tq1awqPO3PmTLXH9Pf3h6urq0Kbq6sr/P398ffffyMgIAAODg6YNGnSa3qGRERERERExGRcZPr16wdzc3PExcUpbTt06BAKCwsxcuRIAMC8efMwe/ZsGBgYYPr06fDz88P58+fh7e2NS5cu/as4MjMz8cEHH8DW1hYzZsyAp6fnvzoeERERERERULm0WW381DXspi4ympqaGD58OFatWoU7d+6gdevW8m1xcXEwMzND//79kZqaiujoaPTp0werVq2CpmblW+nh4QEvLy/85z//wdatW185jvT0dHz//fd47733/vVzIiIiIiIiIkWsjIvQqFGjAEChW3lGRgbOnDkDT09PaGlpISEhATKZDMHBwfJEHABsbW0xePBgnD9/HtnZ2a8cg4mJCavhRERERET02klq6aeuYTIuQtbW1nB0dER8fDykUimAyqq4TCaTd1FPT08HALRt21bp8VVtVfu8ilatWkFDgx8PIiIiIiJ6zZiNA2AyLlqjR49GZmYmTp8+DZlMhvj4eHTt2hXt2rV76WNJahhAUVFRobJdV1f3pc9DREREREREL4bJuEi5u7vDyMgIu3btwtmzZ3Hnzh15VRyAfCz5jRs3lB6bmpqqsI+xsTEAoKCgQGnff1M9JyIiIiIielmSWvqvrmEyLlI6OjoYNmwYjh49ivXr16Nx48YYOnSofLurqyskEgnWrl2rUN1OS0vDoUOH4ODgAFNTUwCApaUlNDU1cfr0aYVzHDhwAFlZWcI8ISIiIiIiIpLjbOoiNnr0aGzatAlHjhzBsGHDYGhoKN9ma2uLoKAgrFu3DoGBgRg8eDDy8vKwefNmaGpqYtasWfJ9DQwM4OXlhV27duHzzz9Hjx49kJKSgoMHD8La2hrl5eXqeHpERERERNQA1cVlyGoDk3ER69ixIzp16oQrV64odFGvMmPGDFhZWWHLli344YcfoKOjg549e+KTTz5Bx44dFfYNDw+HVCpFQkICjhw5AgcHB6xbtw7ffvstMjIyhHpKRERERETUwDEXrySRyWQydQdB1fP29saDBw9w9OjRGidiE5NSFtqJiETNxDFE3SEoyD27RN0hEBGJTuN6XDa9k1NWK8dtbapTK8etLRwzLmJXr17F+fPnMXLkyDqTiBMREREREdVEIqmdn7qmHn/fUnddvHgRN27cwLp162BoaIhx48apOyQiIiIiIiJ6jZiMi9CWLVuwe/duWFtbY9GiRTAxMVF3SERERERERK9JHSxj1wKOGafXjmPGiYjEjWPGiYjErz6PGU/PfVwrx21lol0rx60t9fgtJiIiIiIiIrGpi+O7awOTcSIiIiIiIhIMc/FKnE2diIiIiIiISGCsjBMREREREZFg2E29EivjRERERERERALjbOr02nE2dSIiIiLxENsKCgBXUXgR9Xk29Xv5T2rluM2NtWrluLWlHr/FREREREREJDrspg6A3dSJiIiIiIiIBMfKOBEREREREQmGhfFKrIwTERERERERCYyVcSIiIiIiIhIMlzarxGSciIiIiIiIBCNhR3UA7KZOREREREREJDhWxomIiIiIiEg4LIwDYGWciIiIiIiISHCsjBMREREREZFgWBivxMo4ERERERERkcBYGSciIiIiIiLBcGmzSkzGiYiIiIiISDBc2qwSu6kTERERERERCYyVcSIiIiIiIhIMu6lXqveV8djYWNjZ2eHkyZNYvHgx+vfvD3t7e/j5+SElJQUAcPDgQXh5eaFr164YPHgwDh06pHScffv2wdvbGw4ODujWrRvGjRuHY8eOKe23Y8cODB8+HN27d4eDgwPc3d0REREBmUwm3+fo0aPw9vaGo6Mj7O3t4ebmhtDQUOTn58v32b9/PyZMmIC3334bnTt3xltvvYWZM2fiwYMHSucsKirCt99+C2dnZ3Tr1g1+fn64dOkS/P394erqqrT/33//jUmTJsHJyQmdO3fGkCFDEB0drRAjERERERER1Z4GUxn/8ccfoampifHjx+PRo0dYs2YNgoOD8emnn2LRokXw9vaGvr4+Nm7ciE8//RQHDx6ElZUVAGDRokVYvnw53Nzc8Omnn0IqlWLv3r2YMGECfvzxR3h4eACoTPwjIiIwYMAAjBo1ChoaGkhPT8fRo0dRUVEBTU1NnDp1CiEhIejRowc+/vhjNG7cGJmZmTh27Bjy8/NhbGwMANi8eTPMzMzg5+cHY2NjJCcnY9euXbhw4QJ2794NbW1tAIBMJsPUqVNx/PhxDBkyBD179sSNGzfwwQcfoEmTJkqvw++//46QkBC0bdsWwcHB0NfXx+nTpxEZGYm0tDTMnj1boHeEiIiIiIio4ZLI6nk5NDY2FjNnzkSXLl2wdetWaGpWfv+wadMmzJkzBwYGBvj111/RrFkzAEBKSgo8PDzw4YcfIjQ0FFeuXMGIESPwySefYPLkyfLjlpeXw9vbG/fu3cPvv/8OTU1NTJkyBWlpaThw4EC18cydOxc7d+7EX3/9JY9FlZKSEujq6iq0xcXFYcaMGViwYIH8C4Dff/8dEyZMgL+/PyIiIuT7bt26FV9//TUsLS2RmJgIACgrK4Orqyvs7OywevVqaGj8X8eIyMhIREdHY8+ePbCzs3vRl1el0vJ/9XAiIiIieo1MHEPUHYKS3LNL1B2C6DWux2XTvJKKWjluE91GtXLc2lLvu6lXGTt2rELy2717dwCAm5ubPBEHgHbt2sHQ0BC3bt0CAOzduxcaGhoYNmwYcnJy5D8FBQXo378/Hjx4gOvXrwMAjIyMkJWVhaSkpGrjMDIyQmlpKX7//fcau4VXJeJSqRSPHj1CTk4OevbsCQC4dOmSfL+qRDswMFDh8SNHjoShoaFC24kTJ/Dw4UOMGDECeXl5Cs+nX79+AICTJ09WGxMRERERERG9HvX4+xZFrVq1Uvi9KlFt2bKl0r5GRkbIy8sDAKSmpkIqlWLgwIHVHvvhw4cAgI8++ghnzpyBj48PLCws0KtXLwwYMACDBw+GlpYWAMDHxweHDx/GlClTYGJigl69esHFxQVDhw6Fnp6e/Jh///03Fi1ahKSkJJSVlSmcr6CgQP7/GRkZ0NLSUnp+VW1P75uamgoAmD59+nOfCxERERERUW3g0maVGkwy/nSX7Kc1alRzVwapVAotLS2sWLECkmqm/evQoQMAwMbGBr/++itOnDiBU6dO4fTp09i7dy/at2+PLVu2wMDAAKampoiNjcXZs2dx/Phx/PXXX4iIiMDSpUuxefNmtGzZEhkZGQgICICJiQmmTZsGa2tr6OrqoqKiAsHBwa880VrV42bNmoW2bduq3EfVlxNERERERET0ejWYZPxVtWnTBsePH4eVlRVat2793P11dHTg6uoqn8V88+bNmD17NuLi4uDv7w8A0NTUhLOzM5ydnQEAx44dw0cffYT169djxowZOHr0KEpKSrBy5Ur06tVLfuy0tDSl81laWuLJkydIT09XiK+qzcjISN5mbW0NANDX10efPn1e4dUgIiIiIiL6d7i0WaUGM2b8VXl6egIAFi5cCKlUqrT96W7dOTk5StvffPNNAJB3e3+Rfaqq9c+eb82aNUqPHTBgAAAgJiZGoX3Xrl149OiRQpuLiwtMTEywfPlypW0AUFhYiNLSUvnv9+/fR2pqKkpKSpT2JSIiIiIiehWSWvqpa1gZfw57e3tMmjQJv/zyC9LS0jB48GCYm5sjKysLFy5cwPXr1/Hnn38CAD744AMYGxujZ8+esLCwQE5ODrZt2wZtbW288847AIAvv/wSDx48gLOzMywtLVFYWIi4uDhIJBL5DOkuLi7Q0dFBWFgY/Pz8oKuri99++w25ublK8fXv3x/Ozs7YsGEDsrOz4ejoiBs3bmD//v2wtrZGefn/TW2up6eH77//HiEhIXjnnXcwYsQIWFlZITc3Fzdu3MCRI0ewc+dO2NraAqj8AiIuLg7r16+Hk5NTbb/UREREREREDQaT8Rcwbdo0dO7cGRs3bsTatWtRWloKc3Nz2NnZ4fPPP5fvN27cOBw4cACbN29GQUEBTExM4ODggAkTJqBdu3YAAC8vL+zatQuxsbHIzc2FsbExOnTogPDwcHm3dWtra6xYsQILFy7E0qVL0bhxY/Tv3x8//PCDfJ8qEokES5YswYIFC/Drr78iMTERXbp0wZo1a/DVV18pVLoBoF+/ftixYwdWrlyJuLg45OXlwdjYGNbW1pg8eTJatGhRy68mERERERE1aHWxjF0L6v064w1VRUUFnJ2d5Ym5kLjOOBEREZF4cJ3xuqk+rzP+qEx5+O/rYKhTt0Zh1+O3uOEoLS1F48aNFdp27NiB/Px8TtRGRERERESiwqXNKjEZrwcWLVqEf/75B46OjtDV1cXFixexZ88etG7dGmPHjlV3eERERERERPQMJuP1gKOjI/7++2+sWrUKhYWFMDU1xciRI/HJJ5/AwMBA3eERERERERHJcWmzSkzG64GBAwdi4MCB6g6DiIiIiIjouZiLV6pbI9yJiIiIiIiIXgOpVIq1a9fC3d0dnTt3xoABA7Bo0SKUlZW90OMLCgowe/ZsvPXWW+jSpQs8PT0RGxv7wudnZZyIiIiIiIiEI5LS+Ny5c7FhwwZ4eHggODgYycnJWLlyJVJSUrBs2bIaH/v48WOMHz8eKSkpCAgIgJWVFQ4fPoyZM2eioKAAQUFBzz0/k3EiIiIiIiJqUFJSUrBx40aMGTMG3377rby9adOmiIqKwrFjx9CvX79qH79jxw5cvnwZP/74I4YNGwYAGD16NMaPH4+ff/4Znp6eMDU1rTEGdlMnIiIiIiIiwUhq6b+XsW/fPshkMqUKtr+/PzQ1NbFv377nPt7c3BxDhw79v+clkSAwMBDFxcVISEh4bgxMxomIiIiIiEgwEknt/LyMy5cvw9DQELa2tgrtRkZGeOONN3D58uVqHyuVSpGcnIyuXbtCQ0MxpXZwcJAf/3nYTZ2IiIiIiIjqvIKCAhQUFCi1GxkZwcjISKHt/v37sLCwUHmc5s2bIykpqdrz5Ofno7S0VOXjmzRpgsaNGyMrK+u58TIZp9euMT9VRERERKJRcn6JukMgUlBb+cKqmBgsWaL8eQ8JCcHHH3+s0FZSUgJDQ0OVx9HR0UFpaWm156napq2t/UqPr8K0iYiIiIiIiOq8wMBADB8+XKn92ao4AOjq6uLx48cqj1NWVobGjRtXe56qba/6+CpMxomIiIiIiKjOU9UdvTrNmjXDxYsXVW67d+9etV3YAcDY2Ljaruh5eXnVdmF/FidwIyIiIiIiogalc+fOePToEVJTUxXaCwoKcPPmTXTq1Knax2poaODNN9/E33//DalUqrDtwoUL8uM/D5NxIiIiIiIialCGDBkCiUSCmJgYhfYNGzagvLxcvnY4AKSmpuL27dsK+3l4eODBgwc4cOCAvE0mkyE6Ohq6urpwc3N7bgzspk5EREREREQNip2dHXx8fLBp0yYUFxfDyckJV69exZYtWzBgwAD069dPvu+QIUNgaWmJxMREedvo0aOxa9cuhIeH4/r167CyssKhQ4dw6tQphIWFwdTU9LkxSGQymaxWnh0RERERERGRSFVUVGDdunXYvn07MjMz0bRpU3h6emLKlCnQ0dGR72dnZ6eUjAOVS5wtXLgQR48eRUFBAdq0aYPAwECMGjXqhc7PZJyIiIiIiIhIYBwzTkRERERERCQwJuNEREREREREAmMyTkRERERERCQwJuNERNTgZWZmorS0tNrtpaWlyMzMFDAi8Xny5Mlz98nKyhIgEqJ/r7i4GDNnzsSvv/6q7lCIqAFjMk6kQlFREQICArBz5051h0JEAnBzc8ORI0eq3Z6YmPhC64XWZ6GhoTVuz8rKQkBAgEDREP07enp6+PXXX1FYWKjuUIioAeM646R2RUVF8PLygp+fH4KCgtQdDgBAX18fly5dwrBhw9Qdygvr2LEjLCwsMG3aNLz33nuCn//x48fQ0tKCRCIR/NxPKy4uRmZmJvLy8qBqsQhHR8daO/erVk5btmz5miOhl/W8hUUqKirU+tlOS0vD7du3kZubq3K7EP/mExIS8M033+Cbb75R2laViBcUFNR6HC9DyL+LYryWVcnNzcWqVatw4sQJZGdn46effkLPnj2Rk5OD6OhoDBs2DO3atVN3mACEfc/s7Oxw69atWj3Hq1LntexZHTt2xPz586u9Jzpw4ACmT5+Oq1evChZTde7evYuwsDBIJBLExMSoOxyi52IyTmqnr6+P/Px86OnpqTsUBV27dsW1a9fUHcYLa9GiBYqLizFjxgzExMQgLi6u1s/5zz//YNGiRThx4gSKi4uxZs0aODs7IycnB//5z3/g5+cHBweHWo8DqLwRjoyMRHx8PCoqKpS2y2QySCSSWr1ZcHV1faWETcgbmKSkJGzevBm3bt1SeZMnkUhw9OhRweIRk5reu4sXL6JJkyYCRlPp/v37CAsLw+nTpwGo/tJAIpEIkozPmzcPn3/+OUxNTTF16lR5e1Uinp+fL7qbXyH/Lor1WpaVlYVx48YhKysL1tbWyM7Olg85MDU1xaFDh1BcXIyIiAg1R1pJyPcsJCQEn332GQYMGIAePXrU2nlehhiuZarO+W+2C6mkpAR//fWXWr883bVrFzZu3IhvvvkG9vb2aouD6gYm4yQKPXr0wH//+1+MGTNG3aHIhYaGIjg4GN26dasTFfLExEQAwPXr13Hq1KlaP9/Nmzfh7e0NqVQKe3t7nDx5Ur7N1NQUN2/exI4dOwRLxr/77jvExcWhf//+6N27N4yNjQU579OmTJmidAOQmJiIa9euoU+fPrC1tQUA3LhxA6dOnUKHDh3g6uoqWHw7d+7El19+CU1NTdjY2KBFixaCnftpZ8+efe4+jo6O8psqAOjXr99rjyMmJgbr16+X/z537lwsWrRIab9Hjx7h0aNHaulxMmfOHJw5cwa+vr5wcnJSy+e6ioeHB3JycjB37lyYmZnB19dXKRG3s7NTW3yqCP13UYzXskWLFqGgoAA7d+6EhYUF+vTpo7Dd1dUVx48fV1N0yoR8zw4cOAALCwv4+fmhY8eOsLa2RuPGjRX2kUgkmDt3bq3G8TQxXMtUqSm5TUtLg6GhoYDRVM/KygoJCQlqjWHTpk24du0adu3axWScnovJOInCzJkzERAQgOXLl8Pf3x/6+vrqDgk//PADDA0N8cUXXyAyMhKtWrVSeZEWWyURwIpzAAAgAElEQVTIzs5OkBvin376CTo6Oti5cye0tLSUbvBcXFxw+PDhWo+jSkJCAjw9PTF//nzBzvmsjz/+WOH33bt3IyMjA3FxcUrvybVr1xAYGAgrKyvB4lu5ciXatm2LtWvXwtzcXLDzPsvf37/aG7unqz53797FhAkTaq0KZGRkJB8ikJGRgSZNmsDMzExhH4lEAj09Pdjb2yMwMPC1x/A8J0+ehI+Pj2iqlgEBAcjOzsZ//vMfVFRUYNOmTcjPz0d0dLToEvGnCfV3UYzXsj///BO+vr7o2LGjymEOrVq1wt27d9UQWc2EeM+erronJycjOTlZaR+hk3ExXMuAytfm6dfnl19+wfbt25X2KygowP/+9z9Bv1iuiaamJiwtLdV2/pSUFCQnJ8Pa2hoHDx5EREQEtLW11RYPiR+TcRKF999/H48fP8bPP/+Mn3/+GaampioTXyG7z6anpwOAvHr48OFDwc5dF5w5cwZBQUGwsLBQeYPXsmVL3L9/X7B4njx5IppuhlVWr14Nf39/lTeUHTp0gK+vL1auXAlPT09B4qkaS6fORBwAIiMjX2i/Zs2avfC+r2L48OEYPnw4gMrq4PTp00U3SZuGhoZoxvJW+fTTT5Gbm4vIyEg0adJElBVxdRHjtSw/Px+tWrWqdrtMJnuhmfLrIzEORRPLtaygoEB+HySRSJCTk4OSkhKFfaq+rBwxYgSmTZumjjBFZ/fu3dDX18f3338Pb29vJCQk4N1331V3WCRiTMZJFMQ4gVVVVzlSraSkRKmK+LTS0lJBx5F1794dKSkpgp3vRdy6dQtGRkbVbm/SpAlu374tWDytW7dGcXGxYOerTlUC/DwGBgYvvO+/JdZ/73379sXFixcxduxYwc+9ZMmSareZm5tDT08Pjo6OOHLkiHwmeolEgilTpggVouiI8VrWokULpKWlVbv94sWLgvbQoZqJ5VoWGBgo7w3UoUMHhIeH14khe+okk8mwd+9eDBw4EN26dUO7du0QHx/PZJxqxGScRGHDhg3qDoFeUuvWrWvsOvzXX3/BxsZGsHjCw8MRFBSE3r17Y+DAgYKdtyYtWrTAgQMHMG7cOGhpaSlse/LkCfbt2yfouO3x48dj9erV8PPzE90kU+qWnp6OjIwMODk5yduSk5OxfPly5OXlwcvLCyNHjhQ8rvDwcPj7+yMmJgY+Pj5Kn6PaVFMyXuXw4cMKw1EaejIuxmvZoEGDsHPnTowZM0Zp/PHvv/+OAwcOYNKkSWqKjp4lxmuZGHsQiNGpU6eQlZUl7+02bNgwREVFIScnB6ampmqOjsRKIhPTFIjUIBUXF2Pt2rWwt7eHi4uLusOhF7Rs2TKsXLkSq1evhq2tLZydnREdHY3evXtj06ZN+O677zBjxgzBxtkGBAQgKysLt2/fhoWFBVq1agUNDQ2FfYQe479p0yZ8++236NSpE/z8/ORfTty8eRMbN27E1atXERERAV9fX0HiiY+Px+bNm3H//n2MGDEClpaWaNSokdJ+6pioTN2mTp2K3NxceTKVl5cHd3d3FBUVQUdHB8XFxVi8eLHgN8dubm4oKSlBbm4uGjVqBHNzc5Wf69ro9pyRkfFKj1PneE11Euu1rLCwEGPHjsXdu3fRu3dv/Pbbb+jXrx+Kiopw7tw5tG/fHlu3boWurq66QxVcQEDAc/cR+rohxmsZvZiwsDCcPHkSf/zxByQSCe7du4cBAwYIei9EdQ8r46R2enp6WLFiBb766it1h6IkLS0N0dHRuHTpEh49egSpVKqwvSEvAxUcHIxTp04hMDAQdnZ2kEgk+PHHH5Gbm4vMzEz07t0bfn5+gsXz7Bj/V13z+3Xy9fVFaWkpFi9ejPDwcHm7TCaDjo4OPvvsM8EScQCYMWOG/P+XLVumch+hlskSm0uXLmH06NHy3/fv34/CwkLExcXBxsZGXp0WOhlXZ7fnhppUvyqxXssMDAywbds2/PTTT9i3bx9kMhl+//13GBoawtvbG5999lmDScQzMzMVxvFXXTeeJpVK8eDBA1RUVMDExETw10aM1zIA2LNnj8KymM+SSCQqJ8BrKEpKSnD48GF4e3vLJyht3rw5evbsifj4eCbjVC0m4yQKNjY2yMrKUncYCi5duoSAgACUl5fDxsYGd+7cQbt27ZCfn4/79++jdevWaN68ubrDVBttbW2sW7cOGzduxJ49e6Cjo4P//e9/sLa2xvTp0xEYGKiy6lpbxDrm94MPPsDo0aNx/Phx+U1Wq1at8NZbb9U4nrw2PL2MFynKzs6GhYWF/Pc///wTPXr0QPv27QFULuu1dOlSweMSY7dnqp4Yr2VAZUIeERGBiIgI5OTkQCqVwtTUVKniWt+5ublh/vz58rHP1V03Hj9+jJiYGOzYsUPwf4NivJatWLECP/30E0xMTNCtWzc0adJE3SGJzqFDh1BaWqo0Iaunpye++uorpKSkiG4yThIHJuMkCsHBwZg3bx68vLzQunVrdYcDAIiKioK+vj42bdoEQ0ND9OnTB+Hh4XB2dsbu3bsRGRmJxYsXqztMtdLU1ERQUBCCgoLUHYqoGRkZYciQIeoOA7169VJ3CKKlr6+PR48eAQAqKipw7tw5hc+1lpaWKCa/U7f09HRs375dXh17dqRbQ+8+K8Zr2bMa8thVLy+vF5qsTltbGx9++CFSU1Mxd+5c/PzzzwJEJ15btmyBg4MD1q1bBx0dHXWHI0p79uxB27Zt0bFjR4X2d955B99++y3i4+Px+eefqyk6EjMm4yQKt2/fRtOmTTF06FD0798fVlZWKpeDEXJioAsXLiAgIADW1tbyLllVN55eXl5ISkrCDz/8gDVr1ggWEz1fSkoKTpw4gezsbIwePRpWVlYoKytDZmYmWrRoofS5aqgKCgrw8OFDtGzZkq8JKmcLjo+Ph5eXFw4ePIiioiKFcb/p6ek1rh5Q244dO4bjx48jOzsbkyZNQrt27VBYWIgLFy6gU6dOMDExqfUYEhMTMXXqVJSXl0NfX19pMjAS57WsSlpaGm7fvq1yKUqgYcwVMW/evJfav1u3bvjxxx9rKZqaielalpOTg48++oiJeDWysrJw+vRplcu7GRoaon///ti7dy9CQ0PlXdiJqjAZJ1F4etbep2fmfZrQNzCPHz+Wd0PX1tYGABQVFcm3d+7cGfv37xcsHjF69OgRVq9ejYSEBIUu2G5ubvjggw8E74Y9e/ZsbN26FTKZDBKJBH369IGVlRXKy8sxcuRIhISE4P333xc0JrGNszt37hzmzZuHK1euAADWrl0LZ2dnZGdnY8qUKZg0aRL69esnWDxiMXnyZAQHB6NPnz4AACcnJ9jb28u3//777+jatavgcT1+/Bgff/wx/vjjD/nnevTo0WjXrh20tbUxffp0BAQECPK3cdGiRWjatCmWLl2KTp061fr56iIxXsvu37+PsLAwnD59GgBULjnZUOaKCAgIwKRJk+Ds7PxC+6ekpCjNFSMEsV3L2rZtW+2XOFTZcyo6OlqpKl5l1qxZuHXrFp48eSK/nySqwmScRCEhIUHdISixsLCQj/3T09ODsbExkpOTMWjQIACVFRBNzYb7TygzMxN+fn7yb+m7d+8OoLL6smLFCuzduxcbNmwQbBKo6OhobNmyBUFBQXj77bcVblT09fUxcOBAJCYmCnoDI7ZxdhcvXsT48eNhbm6OkSNHYteuXfJtZmZm0NTUxJ49expkMu7o6IjY2FicOHFCaVhBXl4enJ2d1bLM0C+//II///wTs2bNQt++fRXWq9XW1sbgwYNx7NgxQZK7f/75B5999hkT8RqI8Vo2Z84cnDlzBr6+vnBycmrQPRr++usvhYkaz549q3K//Px8nD59Glu3boWrq6tQ4QEQ57UsJCQEX3/9NUaNGqUwtwZVMjU1rXEYmIWFBV83qlbDzSRIVMQ4a6+DgwNOnz6NkJAQAED//v2xbt06aGlpQSqVYuPGjfIqWkMUGRmJ+/fvY8GCBRg6dKjCtn379mHGjBmYN2+eYOPqd+zYAXd3d8yYMUPlN/jt2rXDyZMnBYmlitjG2UVFRcHS0hKxsbEoLS3Fzp07FbY7Ojpi3759aopO/WxtbWFra6vU3qRJE4XZ8IW0b98+jBgxAn5+fio/12+88YZgCWCzZs3YxfI5xHgtO3nyJHx8fBAREaHuUNTu2fWy/f39VX6mq3oP9O7dW/DZ8cVwLXu6h0eV5s2b491338WgQYNgaWmpcrk1dQy/qAuqejgQqcJknERFKpXi+vXrePjwIbp06aLWSqKvry+OHj2KsrIy6OjoIDQ0FMnJyYiKigJQOWvuzJkz1Rafup04cQJ+fn5KiThQOfP0pUuXsGPHDsHiuX37Nvz9/avd3qRJE+Tn5wsWDyC+cXYXLlzA5MmToaenh7KyMqXtLVq0wIMHD9QQGVXn7t27NXaPf3riudrm7e2NvXv3wt/fX9CVEuoiMV3LNDQ0OIvz/7dkyRIMHjxYvkpCZGQkiouLoaenJ99HIpHA2NgY1tbWeOONNwSPUQzXMlXJeJXdu3erbG/oyfjJkydx6dIlTJgwQd62Y8cOLFiwAIWFhRg6dCi+++47aGlpqTFKEiMm4yQaBw4cQGRkJB4+fAhAcSzriBEj8MUXX6hM/GpL165dFW6Czc3NsWfPHly/fh2NGjXCG2+80aBvSBs1alTjrLRWVlaCduPX09NTGNP/rDt37gh+Qyy2cXYVFRUKN53Pys/Pb9CfabGN7wcAY2Nj5OTkVLs9NTUV5ubmgsTSpUsXHDlyBGPGjIGPjw8sLS1Vfl4cHR0FiUesxHYt69u3Ly5evIixY8cKdk6xWrJkCaytreXJeHh4uMJSZ2IghmuZGIdbiN2KFSsU3pe0tDTMnj0brVq1QufOnbFnzx507NiRq8+QEibjJAp//PEHpk+fjs6dO2Ps2LEK38qamZmhffv22L9/v6A3MKpIJBJ06NBBrTGIxVtvvYU//vgDPj4+Krf/8ccf6Nu3r2DxdO/eHfv378cHH3ygtK2wsBCxsbFwcnISLB5AfOPsbGxscOHCBYwbN07l9j/++AN2dnYCRyUOYhvfX6V3796Ii4tTOT703r172LVrl2DL5j19Ezlr1iylbpdVXTGvXr0qSDxiJMZrWXh4OPz9/RETEwMfH58GXZkzNjZW+IJU1WR26iaGa5kYh1uIXWpqKsaPHy//ff/+/dDR0cHOnTthYGCAzz//HHFxcUzGSQmTcRKF5cuXo3Pnzti2bRvy8/OVukjZ29sjNjZW0JiuXLmClJQUhRlmjx07hqioKOTl5cHLywtTp04VNCYxmTVrFj788ENMnz4d48ePh42NDQDg5s2biI6OxoMHD7Bq1SrB4pk0aRJ8fX0RHByMESNGyGO5d+8eli9fjkePHil0HxNCcnKyqMbZjRo1CpGRkXBxcZF/USKRSPD48WP89NNPOHfuHObOnStILGIjtvH9VT7++GOMGjUKY8aMgYeHByQSCU6fPo2kpCRs3LgRGhoagn2uIyMjBTlPXSbGa5mPjw9KSkowb948/PDDDzA3N1f5d+jo0aOCxqUO9vb2WLZsGTIyMmBoaAgAOHLkCG7dulXtY4Tufi3Ga1lxcTHy8vLQsmVLldszMzNhYmICXV1dQeMSk/z8fIUlJk+cOIE+ffrAwMAAQGWPocTERHWFRyLGZJxE4erVq5g2bZrSDUIVCwsLeZc/oURFRUEmk8mT8Xv37mHatGnQ0dGBqakpfvnlF7Rs2RKjRo0SNC516dChg8pK2NWrV3HgwAGldgBwcXERrFtv165dsXjxYkRERGD69OkAgO+++w4ymQwmJiaIioqSd00UytM34mIYZ+fj44Pz588jNDQUJiYmkEgkmDFjBnJycvD48WN4eXlh+PDhgsQiNmIb31+lTZs2iI6ORnh4uHy94xUrVgCoHAbx/fffC1bFaqifjZchxmtZdQlUQ/Tll1/iiy++wPr16+U9OQ4fPlztMnSA8Mm4GK9l8+bNw/nz57F3716V2ydOnIiePXsKPtmdmJiZmSEzMxNAZQ+GS5cu4YsvvpBvLy0tFWVPDFI/JuMkGjWNVX348CEaN24sYDSVN1V+fn7y3/ft2wepVIrdu3fDwsICEyZMwLZt2xpMMv7ee++JfjbQ/v37IzExESdOnEBqaiqkUinatGkDFxcXtXxjL7ZxdxKJBD/++CPc3d2xd+9e+WvUp08feHl5KSyb1dCIbXz/06rGG/7vf/9DamoqZDIZrK2tucSYSIntWrZhwwZBzydmrVu3xpYtW/D48WM8fPgQrq6uCA8Ph5ubm7pDUyC2a9mpU6dqHFc/aNCgBr0SB1BZ+d66dSvatWuHY8eOQSqVon///vLtaWlpaN68ufoCJNFiMk6iYGdnh9OnTyskv1VkMhkOHz6Mzp07CxpTXl4emjZtKv/9+PHj6NWrl3zsb//+/bFo0SJBY1KnefPmqTuEF6KtrY0BAwZgwIAB6g5FtOPuBg0ahEGDBqk7DFER2/h+Vdq3by94RUyV+/fv48qVKygoKFBZ6Xl6aE9DI8ZrGSnT1tZGy5YtMXz4cNjb24vmb3VpaSkOHjwIGxsb2Nvbi+ZalpWVhRYtWlS7vXnz5sjKyhIwIvGZNm0a/v77b3zyyScAgI8++kg+yW15eTkOHz6MgQMHqjNEEikm4yQKfn5+CA0NxYoVK+Dh4SFvz8jIwMKFC3Ht2jUsXbpU0JiMjIzk3QkfP34sXxaqikwmw5MnTwSNieqWF1n6TiKRNNhx2upUF9fRLSkpQV5ensoEWIiuyOXl5fjqq6+we/duSKXSavdryMm4GK9lVf755x8kJibizp07ACqrxK6urmjTpo1a4hEDsc2DoK2tjYiICERERMDe3l7d4cjp6ekhIyOj2u0ZGRmiG+IjNEtLS+zfvx83btyAoaGhwhc8paWlmD17NicAJpUkMg5gIJFYtGgRVqxYgUaNGqGiogJaWlooLy+HTCbDpEmT5N82CmXKlClISUnBwoULceTIEaxcuRLx8fHy2abnzZuHxMTEGsea1XePHz/Gjh07cOLECWRnZyMiIgJdunRBXl4eDh06BBcXF0HHK4ptaaoXufAKOft0TWvHVsXSuHFjtGjRAr169VLoGVLfvMpNkTpmCq+oqMDKlSuxadMmZGdnV7ufEHEtWbIES5YswfDhw9G7d2+EhYUhNDQUhoaG2LhxI7S1tREaGgpnZ+daj0XMxHYtA4AFCxZgzZo1Sl+iaGhoIDg4GJ999pngMZFq7u7uGDFihOCTtNVk0qRJuHz5Mvbt2wdjY2OFbXl5eRg2bBjefPNN+XwWDcXChQsxcOBAhWVwiV4Wk3ESlStXrmDv3r24efOmfIyUp6enWv7QXb9+HUFBQfJK1LBhw/DDDz/It7u5ucHR0bHOdN9+3QoLCxEQEIDk5GTo6uqitLRUvp5u1VgpLy8v+QQ0te3ppans7e2rXZpK3ZUQqVSKO3fuIDo6GsnJyVi9erV8Vt/a9vQkfM/+6X+2XVNTE0FBQQgNDRUkNqHVVOWpidDdWSMjIxETE4P27dujV69e1X6uQ0JCaj0Wd3d32NraYtmyZcjNzYWzszPWrVsHZ2dnlJWVYcSIEfDw8MCkSZNqPRaxE9O1bNu2bfj666/h5OSEDz/8EO3atQMApKSkYPXq1Thz5gxmz56NMWPGCB4bKYuOjsamTZsQGxsr2LXheS5evAhfX180a9YMwcHB8qLEtWvXsGbNGty/fx/r169H9+7d1RypsJycnFBQUAAzMzO4urrCzc0Nzs7O0NbWVndoVIcwGSeqQW5uLv773//CyMgIjo6O8vb8/HzEx8fDycmpwXY7+u6777B9+3b8/PPPsLe3R58+feQ35lXbk5KSEBcXJ0g8/fv3R8uWLUW3NFVNpkyZAhMTE3z33XeCnC8lJQVhYWHQ1dWFv7+/vHtqWloaNm7ciLKyMnz55ZfIyspCTEwM/vvf/yIiIgK+vr6CxEfK+vbtiy5dumD58uXqDgVdunTBjBkz4Ovri4KCAvTq1QsrV67E22+/DQBYuXIltm/f3iCWyKpL3nvvPejr62PDhg1KQy+kUin8/f1RVFSE+Ph4NUVIT4uLi5MvD+rl5QUrKyuVk7YJPRzkyJEjiIiIQH5+vsKXt8bGxpgzZw7c3d0FjUcMpFIpkpKSkJCQgMTERNy+fRt6enp466234Obmhv79+yv1JCB6FseMk2ikp6dj+/bt8i7Gqip3MTExgsZkYmKicpZVY2NjBAYGChqL2Bw9ehTe3t4YMGCAylmoraysql0GpTaIdWmqmvTt2xdRUVGCJeNbt26Fnp4e1q9fr3BT3qFDBwwePBiBgYHYu3cvIiIi4ObmhlGjRmH79u0NIhkX6zq6RUVFopjACQAMDAzk3Zz19fXRqFEjhUmbDAwM8ODBA3WFJxpiu5alpaUhNDRU5XJrGhoaeOedd+TL5pH6PT3XyLp161TuI5FIBE/GBw0ahL59++LEiRP4559/AAA2Njbo27dvg11fXENDA46OjnB0dMSMGTNw48YNHD16FImJiZgxYwYaNWoEBwcHuLm5wc3NDa1bt1Z3yCRCTMZJFBITEzF16lSUl5dDX19fFN8kpqenIyMjA05OTvK25ORkLF++HHl5efDy8sLIkSPVGKF6PXz4UN7dURUtLS2UlJQIFo+Yl6aqTlZWFkpLSwU736+//orJkyervClv1KgR3N3dsXz5ckRERKBRo0Z499131TbZlNDEuo7um2+++cpd6l+3Nm3a4MaNGwAqPy/t27fH7t278d5776GiogJ79uypccblhkCM1zIdHR3k5+dXuz0vL69OfYlZ361fv17dIVRLT0+PK3HUoG3btmjbti0mTpyIBw8eyCvmCxcuxPfff4+2bdvCzc0NI0aMkM+0TsRknERh0aJFaNq0KZYuXSqatXPnz5+P3NxceTKel5eH8ePHo6ioCDo6Ojh79iyMjY0b7FIVTZs2xd27d6vdfu3aNUFvzMW4NFVmZqbK9oKCApw+fRoxMTFwcHAQLJ6ioqIav7DIyclBUVGR/HcjIyOViXt9JNZ1dENDQxESEgJ3d3e1/210cXFBTEwMZs2aBW1tbQQFBSEsLAyOjo6QSCQoLS1FRESEWmNUNzFey7p3745NmzbB09NTKQG4c+cONm/e3ODG+opZr1691B0CvQbm5ubw9vaGt7c3iouL8eeffyIhIQFbtmyBpqamIPN8UN3AZJxE4Z9//sFnn30mmpsXALh06RJGjx4t/33//v0oLCxEXFwcbGxs4O/vj5iYmAabjL/99tvYsWMH/P39lbZdvXoVcXFxgnZvTk5OFt3SVK6urvKxdc+SyWSwtrbGl19+KVg8Xbt2xcaNG+Hm5oY333xTYVtycjI2bdqELl26yNtu3LiB5s2bCxafOollHV1Vy+E1a9YMY8aMQbdu3dCqVSuVn2shlsebNGkSgoOD5ZMTeXl5QVtbG/v374eGhgYGDhwIT0/PWo9DzMR4LZs6dSp8fHzg4eGBd955B7a2tgAq/30fPnwYGhoaapnhncTL1dUVGhoa+PXXX6GlpaVyuN6zJBIJ54uohp6eHtzd3eHu7g6pVKpytRdquJiMkyg0a9as2qRFXbKzsxUqrH/++Sd69OiB9u3bAwA8PDwaTBdeVUJCQpCYmAgvLy8MHjwYEokE+/fvx549e7B//36YmZnho48+Eiyep5ft2r17t8p9hE7Gp0yZovJz3aRJE1hbW6Nv376CVp7DwsIQEBCAUaNGoUePHrCxsQFQOaY0KSkJOjo6CAsLAwCUlZXht99+azBfNollHd2aJjxMSkpCUlKSUrtQybhEIlGaJfjdd9/Fu+++W+vnrivEeC178803ERMTg7lz52LPnj0K27p164bw8HB07NhRTdGRKoWFhdi/f3+N8w7U5r/5qlUjqj7LQi5RWhddu3YNAQEB+OabbzBkyBCl7T/++CN2796Nw4cPQ1dXF6ampmqIksSKs6mTKKxatQoHDx7E9u3b0ahRI3WHAwBwdnbGhAkTEBQUhIqKCjg5OSEoKEjetWjbtm2YO3cuLl68qOZI1efu3buYM2cOjh07Jp/YSSKRwMXFBd98842gF/AXHVcr9NJUYpOWloZFixbhzz//lI/p19XVhYuLCz755BN51ayh4Tq69DqI8Vr2tOzsbKSnpwMAWrVqBTMzMzVHRM86f/48Jk6cWOM4f4lEgqtXrwoYFT3Pu+++C0tLS6xevVqhXSqV4u2330avXr2wcOFCNUVHYsbKOKnF2bNnFX7v2rUrjhw5gjFjxsDHxweWlpYqb2SeXl6stnXo0AHx8fHw8vLCwYMHUVRUBBcXF/n29PT0Bn8j06JFC/zyyy8oLCzEzZs3IZPJYGVlBRMTE8FjaehJ9ouysbFBVFQUpFIpcnJyAACmpqYNZmx4dSZOnAhfX18MHz5c5Tq6ubm5mDBhgpqjFJaqLvPPI1SVXizqwrUsPj4ePXv2lCffz1630tPTce7cOcFn5ybVIiMjIZPJEBUVBScnJ7VPAlhcXIy1a9fC3t5e4R6IFHl6emLp0qXIzs5W+Dd28uRJPHz4EF5eXmqMjsSMlXFSiw4dOih15Xv6o6hqm9DfBJ89exbBwcF4/PgxAMDJyQnR0dHy7cOGDYOtrS1++uknwWIiotojxnV079+/j9u3b6Nnz54qt587dw7W1tYwNzd/7efu0KGDUtvTr8uz7er4O61udeFa1rFjR8yfP7/aCQoPHDiA6dOnN6j3Tcy6du2KyZMnY+LEieoORa5Lly746quvFObRIUWZmZlwc3PDzJkzERAQIG8PCwvDiRMn8McffzT4L71JNVbGSS0iIyPVHcJzOTo6IjY2FidOnICRkZHCOKC8vDw4Ozs3mPG0wP/NDF7V9by6mcKfJWRXdZW+xMAAABttSURBVLGt7ytGubm5/6+9+4+qOc//AP68/fKjmkikX5RRG0IZ01TL5NRg/Wy0Vkm1M20zmDFKKJG1zqaMUDLNaJvyYxgJITTrR8qUwYk9nDHJGaPZRNOeuhWVsd263z/ofkv3k8ZyP/d2n4+/+tz3de5zhrq97vv9eb2QlpaGCxcuoKamBklJSRg/fjykUil27dqFWbNmdTmyridTxzm6mzdvRnl5OTIzM5Wub9myBba2tq/kZ2ppaWmH65qaGnzwwQewtrbGX/7ylw6NwDIyMlBRUdHpiGZPpwnvZc/bc/nvf/+rlkfqtZWJiQmMjIzEjtGBnZ2dShpYajJLS0uMHz8ex44dUxTjv/76q+KkDAtxEsJinEQxZ84csSN0y+uvv670Htp+/fph9erVIiQST1t31WvXrsHAwKDLTuHtqWq3RR3n+6qbqqoqzJ8/H1VVVRg6dChqamrQ3NwM4MlR9VOnTqGpqUmrx1Op2xzd4uJizJs3T3Dd09MTWVlZKskSFxeHgQMHIjk5ucPjzs7OSE5Oxocffoi4uDhs3rxZJXnUgbq+lzU0NODBgweK67q6OqUfoD548AAnTpxQm3GQ9OS489mzZxEYGCh2FIXQ0FBs3LgRPj4+sLGxETuO2vLx8cHatWvx888/w9bWFnl5eXj06BFvAaEusRgnom5p6wyup6fX4VpdqON8X3WTmJiIBw8e4NChQzA3N4eHh0eHdS8vLxQVFYmUjpSprq6GmZmZ4PqAAQNQXV2tkiyFhYUIDw8XXPf09OxUqJM4du3apZj20XYfv9C9/HK5HBEREaqMR+08+yHJ3LlzUVxcjCVLliAwMFCw74AqT52Vl5fDzMwMM2bMwKRJkzBkyBD07t27w3NUPa1EHf3hD39AbGwsjh07hrCwMOTk5MDBwUHpLT9EbViMEz3FuZpd++STT7q8Fps6zvdVN4WFhViwYAFGjBiB2traTuvW1taorKwUIZl6KCsrw65du/D999/j4cOHigkBbcT4fjcxMUFZWZng+p07d1R2pFUmk+Hu3buC63fv3lWctCBxubq6AnhSaKekpGDy5MmKpoTtGRoaYsyYMXjjjTdUHZGeUnbKrO3Wgry8PME/p8p7/NuPDj19+rTS57AYB4yMjODl5YXjx48jKCgIFy5c4Add9Fwsxome4lzNrj3bNbi7VNU1WB3n+6qb+vp6WFtbC67L5XKtKabOnz+PESNGYNCgQQCAGzduICgoCDKZDHZ2drh79y7s7e1RX1+P//znP7CxscHgwYNVnvOtt97CwYMHERAQ0OnvrqKiAgcPHsSECRNUksXd3R379u2Di4sLpkyZ0mHt1KlT2LdvH95++22VZKGuubq6Kgry+/fvw9/fH2PHjhU5FSmjbqfMlOnqQwHqyMfHB7m5uYiNjYVcLhdsnEjUhsU40VNfffVVl9faLigo6Df9wqDqrsH+/v6KT6PZjEg5CwuLLndZr1+/jiFDhqgwkXgWLlyIhIQExS9KycnJMDQ0xL59+2BsbAwPDw+sXr0a7u7uOHbsGOLj47F9+3aV5/z444+Rn58PHx8f+Pv7dxi5lpWVhZaWFixZskQlWdasWYOAgACEhYXBwsICdnZ2AJ6cKKisrIS5ubnW9dJQd42Njbh37x5+/PFHFuNqSt1OmSnD0aHdN3HiRJiZmeGbb77B73//+1cy6YJ6FhbjRNQt6t41ePTo0Wo331fdTJ48GYcOHcK8efM6NbgrKChAbm4uFi9eLFI61YqPj4ezs7Pi+tq1awgKCsLQoUNRV1cH4P+Pivr4+ODq1atISEhAenq6SnMOGzYM6enpWL16NdLT0xUjxNrWNmzYgOHDh6ski6WlJXJycvCPf/wD586dU5yWaeuuHhoain79+qkkC3WPoaEhvv/+e+7OqbG276O296bunkIT472stbUVt27dQnV1NUaPHs3vdyV0dHQwY8YM7N69m43bqFs4Z5yoG5qamlBfX690RAyPs6uHZxukqMN8X3XT0NAAPz8/VFZWws3NDfn5+fD09ERjYyOuXLkCBwcHZGZmijbGS0xjx45FTEwM/vSnP6GpqQnjxo3D9u3bFZ3Vs7Ky8Omnn+Lq1auiZSwpKekwcm3EiBGiZSHNERwcDHt7e6xdu1bsKKRE26z669evw8DAQOns+vbEei/Lzc1FfHy8omFkRkYG3N3dUVNTA19fX0RGRmLGjBkqzaSuHj16BKlUisGDB/OkHj0Xd8aJBMhkMqSmpmL//v2oqakRfJ42F3fqRN137tWBkZERDhw4gKSkJJw4cQJyuRwFBQUwNjaGv78/IiIitKYQd3d3x/r16xX3Pg8aNEgxR7dv374wMTFBSUmJohgvLy9XTBIQy8iRIzFy5EhRM5DmWblyJUJDQ+Hs7MwdcjUUFxcHiUQCfX19AOr5Xvbtt99i+fLlcHJygp+fX4eGbgMGDICDgwNOnjzJYvypPn368Gg/dRuLcSIBsbGxyMzMhJOTE6ZPn47XXntN7EjUBXWd96tujIyMEBMTg5iYGEilUrS2tsLU1BQ6OjpiR1Op4cOHw9jYWHHt4uKCy5cvK+6/njRpEnbu3Al9fX20trZi7969nUbBEWmChIQEGBsbIzIyEvHx8bC2tlY6lmr37t0iJdRuvr6+Ha7V8b1sx44dcHJywoEDB1BfX9+hGAeenCzKzs4WKR2RZmMxTiQgNzcX06ZNQ2JiothRiF4JU1NTsSOI5tkGjQEBATh9+jQeP36MXr16YcWKFSgpKVHMzbazs0N0dPQrz+Xo6AgdHR1cu3atW0dWgSeFVElJySvPRpqpoqICwJMGjgBUNpeeeo6bN28iPDxc8ENbc3Nz/rsiekEsxokEyOVyuLm5iR2DBBw9ehTAk+ZaEolEcf082tRQRd3H0akTZ2fnDg3dBg4ciJycHNy6dQu6uroYNmyYSu79e/fddyGRSBSv1XZN9KLOnTsndgTqAbr6+VddXd3ptAURdQ8buBEJWLJkCQYMGID169eLHYWUEGp609WPNG1r4NadXdX22OSOiIie5e/vDzMzM3z22Weora2Fu7s7du7cCXd3d8jlcvj6+qJ///7IyMgQOyqRxuHOOJGA6OhoBAUF4euvv8a8efNEb95EHe3ZswcAYGBg0OGa/p86NgJSd01NTbh//z7q6uqUfrCjjacGiEi7BQYGYsWKFUhNTcXMmTMVj9+7dw9bt25FaWkpUlJSRExIpLm4M07UhWPHjiE6Oho6OjoYOHBgp/ulJBIJzp49K1I6InpZGhsbER8fj6NHj6KlpaXTuqpODdy/f/+F/hxHLJIQb2/v5z6H72X0PImJiUhNTYWuri5aWlqgr68PmUwGuVyOxYsXIywsTOyIRBqJW31EArKysrBu3ToYGBjAzs6uQ+dlIupZYmNjceTIEUyaNAlubm4wMTERJYeXl9cL3SPOWwtIiLIPalpbW1FRUYGqqioMHToUgwYNEiEZaZJly5ZhypQpOH78OO7cuYPW1lbY2tpi9uzZGDNmjNjxiDQWd8aJBHh5ecHU1BRffvkl+vXrJ3Yceo5nR608SyKRoHfv3rCwsICrqyvMzMxUlEw83W1q9yxtanLXxtXVFZMmTcKmTZtEzbF9+/YXKsbbRrIR/Ra5ubmIi4vDrl27MHz4cLHjkAaQSqWKDv3W1tZaPZWD6GVgMU4kwNnZGZGRkQgICBA7CnVD+2Zlz/5Ye/ZxPT09vPfee1ixYoVqQ6pYd5raPUtbG7i5uLhg1apV8PPzEzsKkUrFxsairKwM6enpYkchNXb9+nXEx8fj+vXrHR4fO3YsoqKi4OLiIlIyIs3GY+pEAhwcHDg3U4McP34cUVFR6NOnD4KCgmBrawsAKCsrw969e/H48WOsXbsWVVVV2L17N9LT02FhYYEFCxaIG/wVYlO77hs3bhx+/PFHsWN0cv/+fRgaGgoem//1118hlUp5zzi9MHt7exw+fFjsGKTGiouLERISAh0dHcycOROvv/46AOD27ds4c+YMgoODkZGRwQaXRC+AO+NEAi5evIgVK1YgPT0djo6OYseh5/j73/+OW7duYc+ePZ0a7bW0tODPf/4zHB0dERMTg5aWFsydOxetra04duyYSIlJnfz000947733sG7dOrzzzjtix1FwdHRE37598emnn2Ly5Mmd1nNychAVFaWVpxno5YiMjMT58+dx+fJlsaOQmvLz80NlZSW+/vprWFtbd1i7e/cuAgICYGVlhczMTJESEmku7owTCcjJyYGZmRn++Mc/wsXFBVZWVkq7qcfFxYmUkNr75ptv8NFHH3X6OwIAXV1dTJ06FTt27EBMTAx0dXUxbdo0rR/FIpVKAYD3/AFYv349+vbti08++QTm5uawtrZW+v2+e/dulWfT19dHWFgYli5dikWLFqn89UmzCfWOqK+vx6VLl1BQUKCVfSKo+0pLS7Fo0aJOhTgA2NjYYP78+UhNTRUhGZHmYzFOJODIkSOKr69cuYIrV650eg6LcfXR2NiI2tpawXWpVIrGxkbF9Wuvvaa0cO/pfvnlF2zZsgX5+fmK/x+Ghobw8vLCsmXLYGFhIXJCcbQ1JGr773/REWOvwqpVq1BcXIykpCT89NNP2LBhAwwMDMSORRpi1apVgr0j9PT04Ovri+joaBGSkaYwMTFB7969Bdf79OnDRrdEL4jFOJGA0tJSsSPQbzBmzBjs3bsX3t7eGDlyZIe1kpIS7Nu3D6NHj1Y8dvv2bQwePFjVMUVVUVEBPz8/1NTUwNnZWdE9+fbt28jJycF3332HzMxMpbsfPd25c+fEjiBIT08PcXFxGDZsGLZu3Yq7d+/i888/54kG6hZlvSMkEglMTExgZWUFQ0NDEVKRJvHx8cGRI0cwf/78TkV5U1MTsrOzebqC6AWxGCeiHiEqKgrBwcGYO3cu3njjDdjZ2QF40sDt6tWr6NWrF6KiogAAjx8/Rn5+vlrdG6wKiYmJaGxsxM6dO+Hu7t5h7fLly1i0aBGSkpKwefNmkRJSV0JDQ2Fra4uVK1di7ty5+OKLL8SORBrA1dVV8XX7sVRmZmYsxEmp4uLiDtceHh4oKirC7Nmz4e/vr3h/vXPnDg4cOAAjIyO4ubmJEZVI47GBGxH1GGVlZUhMTERhYSEePXoE4MnxuYkTJyIsLEzRAVZbeXh4YM6cOVi5cqXS9YSEBGRnZ+PixYsqTkZCHB0dkZCQgFmzZikeu3nzJhYvXowHDx7Ay8sLJ0+eZAM36hLHUtFv0X5UaJv25YKyMaLaOhaT6H/FnXGiLly5cgX79+/Hzz//jPr6eqXzq8+ePStSOnqWnZ0dkpOT0dra2qE5mTbeG67Mw4cPYWVlJbhuaWmJhoYGFSZSH97e3s99jrp8v48YMQIHDx7ERx99hBMnTnT6pZmoPY6lot8qPj5e7AhEWoPFOJGAffv2ITY2FgYGBrCzs9PaxlaaSEdHB2ZmZmLHUDvW1tYoKipCQECA0vWioqIui/WeTNmc7tbWVlRUVKCqqgpDhw7FoEGDVJ4rPj5e6a7lwIEDsXfvXmzbtq3LxoVEmzdvRv/+/bscS7VlyxaOpSKFOXPmiB2BSGuwGCcSkJaWhlGjRuHLL79kl1ANUVtbi7S0NFy4cAE1NTVISkrC+PHjIZVKsWvXLsyaNQv29vZixxTN7NmzsW3bNqxZswYLFy7EkCFDAADl5eVIS0tDQUEBwsPDRU4pjq+++kpwLTc3F3FxcVi3bp0KEz1pjHTv3j2YmZkpbarXq1cvREZGqjQTaR6OpSIiUl8sxokE1NXV4cMPP2QhriGqqqowf/58xS5mTU0NmpubATw5qn7q1Ck0NTUhJiZG5KTi+eCDD3Dz5k0cPnwY2dnZ0NfXBwA0NzdDLpdjypQpCA0NFTml+pk+fTr+9a9/IT4+Hunp6Sp73b59+yI1NRV//etfVfaa1PNwLBURkfpiMU4kwNHRETU1NWLHoG5KTEzEgwcPcOjQIZibm8PDw6PDupeXF4qKikRKpx709PSQnJyMwsJC5OXlKboq29jYwNvbGxMmTIBMJhM5pXqyt7fH4cOHVf66dnZ2qKqqUvnrUs/BsVREROqLxTiRgPDwcERERGDq1KlwcHAQOw49R2FhIRYsWIARI0YovYfW2toalZWVIiRTHxkZGQgJCcHEiRMxceLETuvNzc0IDw9HSkqKCOnU29WrV2FgYKDy1w0NDcXGjRvh4+MDGxsblb8+aR6OpSIi0hwsxokEuLm5Yf369fD19YWLiwssLS07deWWSCSIi4sTKSG1V19fr/SeyDZyuVxxbF1bbdq0Caampkp3wWQyGcLCwnD+/HkRkonv6NGjSh+vr6/HpUuXUFBQIMruYXl5OczMzDBjxgxMmjQJQ4YM6bS7KZFI8PHHH6s8G6mnoKAgwbFUmzZtUjqWKiQkhGOpiIhEwGKcSMDVq1exatUqyGSyTjsNbViMqw8LCwuUlZUJrl+/fl3RsExbBQYGIiYmBv3794enp6fi8ebmZoSFhaGgoEBr/z2vWrVKcE1PTw++vr6Ijo5WYaInPvvsM8XXp0+fVvocFuPUHsdSERFpDhbjRAI2bNiA3r17Y+vWrRg3bhyMjY3FjkRdmDx5Mg4dOoR58+bBxMSkw1pBQQFyc3OxePFikdKph5iYGEilUoSHhyMjIwMuLi6dCnFtvXd0z549nR6TSCQwMTGBlZUVDA0NRUgF5OXlifK6pLk4loqISHNI5O3PKRGRwtixYxEWFoaQkBCxo1A3NDQ0wM/PD5WVlXBzc0N+fj48PT3R2NiIK1euwMHBAZmZmejTp4/YUUUlk8mwcOFC3LhxAxkZGUhJSdH6Qhx4sgM9cOBA+Pn5KV2/desWzpw5gyVLlqg4GREREfVULMaJBEydOhV+fn4sxjVIQ0MDkpKScOLECdTV1QEAjI2NMXPmTERERPB0w1OPHj1CcHAwSkpKAABxcXHw8fEROZW4HB0dIZFI8M4772DTpk2dPrTJyclBVFSUaPfVtra24tatW6iursbo0aM5ioqIiKgHYDFOJGDv3r3Yv38/Dh8+3OWMVlJPUqkUra2tMDU17dR4T1sI9ToAgNraWkRHR2PatGmdCvE333zzVUdTO46Ojnj77bfx3Xffwd7eHjt27IC5ubliXcxiPDc3F/Hx8aiurgbwpCu+u7s7ampq4Ovri8jISMyYMUPluYiIiOh/w3vGiQQYGRmhd+/emD59OubMmQNLS0vo6up2ep42H+1VZ6ampmJHEJ2yrsrtyeVyHDp0SDE/Wy6XQyKRaG1X5VmzZuH9999HWFgY5s6di5SUFIwZM0bUTN9++y2WL18OJycn+Pn5dWjoNmDAADg4OODkyZMsxomIiDQQi3EiAe27KwvNXZZIJCzGRdLVrm9XtGnXl12Vfzt3d3ccOHAAixYtQnBwMOLi4jB9+nTR8uzYsQNOTk44cOAA6uvrOxTjwJPeFtnZ2SKlIyIiov8Fi3EiAcq6K5P6eN6u77O0cdeXXZVfjJ2dHbKysrBkyRIsX74ct2/fxtChQ0XJcvPmTYSHhwveamFubq44vk5ERESahcU4kQBXV1exI1AXuOtLr5KJiQl27tyJv/3tb/j8889haWkpWhZlt8e0qa6uZk8LIiIiDcVinKibpFIpAN6LrC6460uvmp6eHmJjYzFs2DBs3rxZlAy/+93vcOnSJQQGBnZak8vlOH36NJycnERIRkRERP8rFuNEXfjll1+wZcsW5Ofno7GxEQBgaGgILy8vLFu2DBYWFiInJKKXobS0VHAtJCQEEydORG1trQoTPREYGIgVK1YgNTUVM2fOVDx+7949bN26FaWlpYI9LYiIiEi9cbQZkYCKigr4+fmhpqYGzs7OGD58OADg9u3buHbtGszMzJCZmQlra2uRk2qno0ePvtCfY8M90jSJiYlITU2Frq4uWlpaoK+vD5lMBrlcjsWLFyMsLEzsiERERPQCWIwTCVi+fDny8vLwxRdfwN3dvcPa5cuXsWjRInh7e4t2fFXbOTo6QiKR4Lf8CNO2Bm7Uc/zwww84fvw47ty5g9bWVtja2mL27Nmij14jIiKiF8dj6kQCLl68iAULFnQqxAHgrbfeQkBAAEcKiYjd7kmbjBo1CqNGjRI7BhEREb1ELMaJBDx8+BBWVlaC65aWlmhoaFBhImqP3e5JW1RUVCArKwv//ve/UVdX1+k0iEQiwe7du0VKR0RERC+KxTiRAGtraxQVFSEgIEDpelFRUZfFOomL3e+pJzh37hyWLl0KmUwGQ0NDmJiYiB2JiIiIXhIW40QCZs+ejW3btmHNmjVYuHAhhgwZAgAoLy9HWloaCgoKEB4eLnJKao/d76mnSUxMhJmZGVJSUnhMnYiIqIdhAzciATKZDBERETh9+jQkEgn09fUBAM3NzZDL5ZgyZQoSExOhq6srclIC2P2eeqbRo0cjIiIC77//vthRiIiI6CXjzjiRAD09PSQnJ6OwsBB5eXmoqKgAANjY2MDb2xsTJkyATCYTOSW1SUxMRGNjI3bu3CnY/T4pKYnd70mjDBo0CBKJROwYRERE9ApwZ5xIQEZGBkJCQgTXm5ubER4ejpSUFBWmIiEeHh6YM2cOVq5cqXQ9ISEB2dnZuHjxooqTEb24tLQ0/POf/0RWVhZP4RAREfUw3BknErBp0yaYmpri3Xff7bQmk8kQFhaG8+fPi5CMlGH3e+oJiouLO1yPGTMGZ86cwbx58xAQEAArKyulRfmbb76pqohERET0krAYJxIQGBiImJgY9O/fH56enorHm5ubERYWhoKCAsTFxYmYkNpj93vqCYKCgjodS287wLZmzRqlaxKJBDdv3lRZRiIiIno5WIwTCYiJiYFUKkV4eDgyMjLg4uLSqRBXtmtO4mD3e+oJ4uPjxY5AREREKsJ7xom6IJPJsHDhQty4cQMZGRlISUlhIa6m2P2eiIiIiDQJi3Gi53j06BGCg4NRUlICAIiLi4OPj4/IqUjI87rf6+nxQBARERERiY/FONFTzzZOaq+2thbR0dGYNm1ap0KcjZPUA7vfExEREZEmYTFO9JSjo2OX83zbvlXansPGSerF0dERGzduFOx+v3TpUpw/fx4//PCDCOmIiIiIiDrieU2ip9g4SbOx+z0RERERaRLujBNRjxEREYH8/Hx2vyciIiIitcdinIh6DHa/JyIiIiJNwWKciHoUdr8nIiIiIk3AYpyINBK73xMRERGRJmMxTkQaid3viYiIiEiTsZs6EWkkdr8nIiIiIk3GnXEiIiIiIiIiFdMROwARERERERGRtmExTkRERERERKRiLMaJiIiIiIiIVIzFOBEREREREZGKsRgnIiIiIiIiUrH/A4XhOvtossyYAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Hard alignment\n",
    "a_argmax = np.argmax(alignments_src_tgt, -1)\n",
    "contributions_word_word_hard = np.zeros(alignments_src_tgt.shape)\n",
    "\n",
    "for i, j in enumerate(a_argmax):\n",
    "    contributions_word_word_hard[i][j] = 1\n",
    "\n",
    "plt.figure(figsize=(20,8))\n",
    "df = pd.DataFrame(contributions_word_word_hard, columns = source_sentence_[1:], index = predicted_sentence_[1:-1])\n",
    "sns.set(font_scale=1.6)\n",
    "sns.heatmap(df,cmap=\"Blues\",square=True,cbar=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.0 ('alti_plus_2': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  },
  "vscode": {
   "interpreter": {
    "hash": "3892138343a57821d4fb7fe2e6212e7856d107da7ca09e07d7276d4fc8fc51ff"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}