diff --git "a/gpt-2/load_and_test.ipynb" "b/gpt-2/load_and_test.ipynb" new file mode 100644--- /dev/null +++ "b/gpt-2/load_and_test.ipynb" @@ -0,0 +1,558 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using device: mps\n", + "Model initialized. Model has 124,475,904 trainable parameters\n", + "Model loaded from gpt2_final.pth\n", + "Today is ________ for all those with asthma. Do you have asthma?\n", + "I know you use to have it\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import torch\n", + "import tiktoken\n", + "from model import GPT, GPTConfig\n", + "import matplotlib.pyplot as plt\n", + "# ***************************#\n", + "# Device Configuration\n", + "# ***************************#\n", + "device = torch.device(\"cpu\")\n", + "if torch.cuda.is_available():\n", + " device = torch.device(\"cuda\")\n", + "elif hasattr(torch.backends, \"mps\") and torch.backends.mps.is_available():\n", + " device = torch.device(\"mps\")\n", + "\n", + "print(\"Using device:\", device)\n", + "\n", + "# ***************************#\n", + "# Tokenizer Setup\n", + "# ***************************#\n", + "enc = tiktoken.get_encoding('gpt2')\n", + "\n", + "# ***************************#\n", + "# Model Configuration\n", + "# ***************************#\n", + "gpt_config = GPTConfig(vocab_size=50304)\n", + "gpt = GPT(gpt_config, master_process=True).to(device)\n", + "\n", + "# Load the saved model\n", + "model_path = \"gpt2_final.pth\"\n", + "gpt.load_state_dict(torch.load(model_path, map_location=device))\n", + "\n", + "print(f\"Model loaded from {model_path}\")\n", + "\n", + "# ***************************#\n", + "# Text Generation Function\n", + "# ***************************#\n", + "import torch\n", + "\n", + "# Assuming `gpt.config.block_size` and `device` are defined elsewhere in the code.\n", + "\n", + "# ***************************#\n", + "# Text Generation Function\n", + "# ***************************#\n", + "# ***************************#\n", + "# Text Generation Function\n", + "# ***************************#\n", + "def sample_from_logits(logits, top_k=50, temperature=1.0):\n", + " if temperature != 1.0:\n", + " logits = logits / temperature\n", + " if top_k > 0:\n", + " logits, indices = torch.topk(logits, top_k, dim=-1)\n", + " probs = torch.nn.functional.softmax(logits, dim=-1)\n", + " next_token = torch.multinomial(probs, 1)\n", + " next_token = indices.gather(-1, next_token)\n", + " else:\n", + " probs = torch.nn.functional.softmax(logits, dim=-1)\n", + " next_token = torch.multinomial(probs, 1)\n", + " return next_token, probs\n", + "\n", + "def generate_text(seed_text, model, enc, max_len=100, print_while_generating=True, show_probabilities=False):\n", + " seed_length = len(enc.encode(seed_text))\n", + " if print_while_generating:\n", + " print(seed_text, end=\"\")\n", + " model.eval()\n", + " with torch.no_grad():\n", + " tokens = enc.encode(seed_text)\n", + " if len(tokens) == 0:\n", + " tokens = [enc.encode(\"<|endoftext|>\", allowed_special={'<|endoftext|>'})[0]]\n", + " all_probs = []\n", + " for _ in range(max_len):\n", + " x = torch.tensor(tokens[-model.config.block_size:], dtype=torch.long,\n", + " device=device).unsqueeze(0)\n", + " logits, _ = model(x)\n", + " next_token, probs = sample_from_logits(logits[:, -1, :])\n", + " next_token = next_token[0].item()\n", + " tokens.append(int(next_token))\n", + " all_probs.append(probs.squeeze().cpu().numpy())\n", + " if next_token == enc._special_tokens['<|endoftext|>']:\n", + " break\n", + " if print_while_generating:\n", + " print(enc.decode([int(next_token)]), end=\"\")\n", + " print()\n", + "\n", + " if show_probabilities:\n", + " plot_probabilities(tokens[seed_length:], all_probs, enc)\n", + "\n", + " return enc.decode(tokens)\n", + "\n", + "def plot_probabilities(tokens, all_probs, enc):\n", + " words = [enc.decode([token]) for token in tokens]\n", + " confidences = [max(prob) for prob in all_probs]\n", + " \n", + " plt.figure(figsize=(15, 5))\n", + " plt.bar(range(len(words)), confidences)\n", + " plt.xticks(range(len(words)), words, rotation='vertical')\n", + " plt.xlabel('Generated Tokens')\n", + " plt.ylabel('Confidence')\n", + " plt.title('Model Confidence for Each Generated Token')\n", + " plt.show()\n", + "# ***************************#\n", + "# Example Usage\n", + "# ***************************#\n", + "\n", + "seed_text = \"Today is \"\n", + "generated_text = generate_text(seed_text, gpt, enc, max_len=20, print_while_generating=True, show_probabilities=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'Why did you leave me?', she asked. 'Because I don't know you' answered Dora. We had no idea why I left me, you say.' There she was, sitting in a pool, holding hands and gazing at the pool.\n", + "Sandra asked questions like, Why am I here now? she said. 'I can't keep you down now because of that and, why? The water comes down and everything is suspended in the air and" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[3], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m seed_text \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mWhy did you leave me?\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m, she asked. \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBecause I don\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m----> 2\u001b[0m generated_text \u001b[38;5;241m=\u001b[39m \u001b[43mgenerate_text\u001b[49m\u001b[43m(\u001b[49m\u001b[43mseed_text\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgpt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43menc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_len\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1024\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprint_while_generating\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshow_probabilities\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n", + "Cell \u001b[0;32mIn[2], line 72\u001b[0m, in \u001b[0;36mgenerate_text\u001b[0;34m(seed_text, model, enc, max_len, print_while_generating, show_probabilities)\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(max_len):\n\u001b[1;32m 70\u001b[0m x \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mtensor(tokens[\u001b[38;5;241m-\u001b[39mmodel\u001b[38;5;241m.\u001b[39mconfig\u001b[38;5;241m.\u001b[39mblock_size:], dtype\u001b[38;5;241m=\u001b[39mtorch\u001b[38;5;241m.\u001b[39mlong,\n\u001b[1;32m 71\u001b[0m device\u001b[38;5;241m=\u001b[39mdevice)\u001b[38;5;241m.\u001b[39munsqueeze(\u001b[38;5;241m0\u001b[39m)\n\u001b[0;32m---> 72\u001b[0m logits, _ \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 73\u001b[0m next_token, probs \u001b[38;5;241m=\u001b[39m sample_from_logits(logits[:, \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, :])\n\u001b[1;32m 74\u001b[0m next_token \u001b[38;5;241m=\u001b[39m next_token[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mitem()\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/torch/nn/modules/module.py:1532\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1530\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m 1531\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1532\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/torch/nn/modules/module.py:1541\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1536\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1537\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1538\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1539\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1540\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1541\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1543\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 1544\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n", + "File \u001b[0;32m~/Desktop/zero_to_hero/gpt-2/model.py:102\u001b[0m, in \u001b[0;36mGPT.forward\u001b[0;34m(self, idx, targets)\u001b[0m\n\u001b[1;32m 100\u001b[0m x \u001b[38;5;241m=\u001b[39m tok_emb \u001b[38;5;241m+\u001b[39m pos_emb\n\u001b[1;32m 101\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m block \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransformer\u001b[38;5;241m.\u001b[39mh:\n\u001b[0;32m--> 102\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[43mblock\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 103\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransformer\u001b[38;5;241m.\u001b[39mln_f(x)\n\u001b[1;32m 104\u001b[0m logits \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlm_head(x)\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/torch/nn/modules/module.py:1532\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1530\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m 1531\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1532\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/torch/nn/modules/module.py:1541\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1536\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1537\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1538\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1539\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1540\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1541\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1543\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 1544\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n", + "File \u001b[0;32m~/Desktop/zero_to_hero/gpt-2/model.py:63\u001b[0m, in \u001b[0;36mBlock.forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, x):\n\u001b[1;32m 62\u001b[0m x \u001b[38;5;241m=\u001b[39m x \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mattn(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mln_1(x))\n\u001b[0;32m---> 63\u001b[0m x \u001b[38;5;241m=\u001b[39m x \u001b[38;5;241m+\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmlp\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mln_2\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 64\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m x\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/torch/nn/modules/module.py:1532\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1530\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m 1531\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1532\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/torch/nn/modules/module.py:1541\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1536\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1537\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1538\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1539\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1540\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1541\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1543\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 1544\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n", + "File \u001b[0;32m~/Desktop/zero_to_hero/gpt-2/model.py:49\u001b[0m, in \u001b[0;36mMLP.forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, x):\n\u001b[0;32m---> 49\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgelu\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mc_fc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 50\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mc_proj(x)\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m x\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/torch/nn/modules/module.py:1532\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1530\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m 1531\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1532\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/torch/nn/modules/module.py:1541\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1536\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1537\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1538\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1539\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1540\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1541\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1543\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 1544\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/torch/nn/modules/activation.py:696\u001b[0m, in \u001b[0;36mGELU.forward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m 695\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m: Tensor) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tensor:\n\u001b[0;32m--> 696\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgelu\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mapproximate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapproximate\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "seed_text = \"'Why did you leave me?', she asked. 'Because I don't\"\n", + "generated_text = generate_text(seed_text, gpt, enc, max_len=1024, print_while_generating=True, show_probabilities=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "plot = True\n", + "master_process = True\n", + "# load lossi and val lossi from /Users/mattia/Downloads/lossi_step_16000.pth (torch.load)\n", + "lossi = torch.load(\"lossi_final.pth\")\n", + "val_lossi = torch.load(\"val_lossi_final.pth\")\n", + "\n", + "plt.plot(lossi, label=\"Train Loss\")\n", + "\n", + "# Stretch val_lossi to match the length of lossi\n", + "val_lossi_stretched = np.interp(\n", + " np.linspace(0, len(val_lossi) - 1, len(lossi)),\n", + " np.arange(len(val_lossi)),\n", + " val_lossi\n", + ")\n", + "\n", + "plt.plot(val_lossi_stretched, label=\"Validation Loss\")\n", + "plt.legend()\n", + "plt.xlabel(\"Step\")\n", + "plt.ylabel(\"Loss\")\n", + "\n", + "plt.show()\n", + "\n", + "# we plot the log of the loss\n", + "plt.plot(np.log(lossi), label=\"Train Loss\")\n", + "plt.plot(np.log(val_lossi_stretched), label=\"Validation Loss\")\n", + "plt.legend()\n", + "plt.xlabel(\"Step\")\n", + "plt.ylabel(\"Log Loss\")\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display the positional encoding weights in grey\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "state_dict = torch.load(\"gpt2_final.pth\", map_location=\"cpu\")\n", + "plt.imshow(state_dict[\"transformer.wte.weight\"], cmap=\"Greys\", aspect=\"auto\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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oXppOBC+CIBwjXTOHXaxuMxBRVPOiKSuw8XmY+n0zmbV2C+RMhqQB5jabX4JoELzBwx//aAKXg7lSoGAWbH25++Njr4W6bbD7ffMxxQqKDcKeoztH8kDImwbr/ntsbTzU3o87v28pNb8O2PC0+XXAC5ea/xbOhpRB8NnDgAQ3L4P6nbDwJ+bzW1/Z/773F2vCfAmJ4KWPAu0eDgQrhmSIsEUQhM/n43vM3BCAUVfCmGvguYs7nz80eLC4AKN7DsrRGHGpeVE+/yFIGwFNe0CPQt122LIApt4B464zc2a+8YQ57GJ1gnv/UM6Bi3ig1Qyg3Onmz94GM5E37DUDsgXfBCT4WbE5ZNO4x9w3bVhnWwzDHBIydHjtht7bnFgIzfu6P5453syd2fXusb0X+xaZX2Zj4NFpXZ//4C4ItUPqULjgH+bry58pcmi+JETOSx/VlRUzfncTEdXC1Yu3c8fau7CdeTupP/nJcTuHIAhfEd4GcCaBvH9Cp6/JHNIY803Y9AL0PxOePu/4n1dSYObPIGMMLPod1G3tfO7ad8zejqa9ZkAgn8DJpt4GMyiK7XfkbcHsYfp9aufPc39vzlgaNA/SR5gzmd66DYo/Ad/+mUkD5sKkmzsDPtVuBkJa+Li+lC4m3mQmHHvrzPeyZCmUrYIZPz2x7+fXhMh5OQEkf6hj2ChHsZM2sY26iHZS2yQIwpdQxVr4z5nm91N/AJte7LzgHuhpWfHgsR/f6obZd5tDJXs+MB+78iUzIJIUs4dDksxhqZeuNPM/Lnu2M5BIHnDs5+6rmJSj2161wXULzTyV0+/s3ruhWuHix83XtfVVM3flzN9A2lC45EkzUCyYac4+0kJQugI2PWcOc1Wth/JVZu9WfC78d64Z5ByLNY+ZX2DOnlrzuPl9czGcdjP0G9353vc2Q0o4LkTPSx/V79jEhIoIIYuFJ5bXcVbkCj5uvoVz/nnvcTuHIAiniLAPVEfn3famF6FmM8z6P/hj9ok5p6zC1a+a05QlCRp2w3/Pgsm3wYweeoANwxwOShkEiqX7819XjXvMfKBRV4K/2cyP2fS8mRejRz/fse1xnXVwBp9nTvWe/zDY3J+72V8HouflBDAsDgzM7sjdYY05yGjaMUbvgiCcWgzD7BWIz4V/7p+KO+IyuPBfsO4/8P4vzMdWP3L0x75pGWx/HZY/0PnYd5bAh780A4+5fwB/o9mrEpfZuU3KQDOnpLdkUkmC9OFH356vuuQBnb1PriTzK2ucOb081G7OMKrZbAaGR+vgAn473zH/LVsJ31lkzoI6YNvrEJsBOacd88v4uvtCgpeHH36YP//5z9TU1DBs2DAefPBBpk+f3uO2NTU1/PjHP2b9+vXs2bOH73//+zz44INfRDMPS7E6kTB/MVuiYKiIyUaC8FUWCUL1RvNi1l7dtagamAm1218//N16Qj4MPAvisvYHI4PhunfNQOj175iJoP1Gml8Ayx+EGxdB5li4fmHncaw5PR9fzII5fhQVnInm9zmnwbl/NQvtla2EyjXm/5uumYnK65+CVf/s23H9jfDQKEgdBi0lXROur3wJsieZPXlV682CfOL/tE9OePCyYMEC7rjjDh5++GGmTp3KY489xrx58ygqKiInp/sfZCgUIiUlhbvuuosHHnighyOeHFFV7sh5MYA2PQMx50gQviIMw7xoRALm92Ur4KWrzfwJgMIzet6vt8Cl4HRznynf77wYnXabmWuhqDDyMvNCpdo69znjVzD9x2KI4ctiwo3mv+Ou7f7c7LvNWVWJBWbSbtV6yBhrDs9VrO75ePXbuz/24hVm4nHDTrPqscUJ33rLXC4hfbiZyFy9CT77F1z6NCTmH7eXd6o74TkvkyZNYuzYsTzySGd36pAhQ5g/fz733XffYfc9/fTTGT169FH1vJyonJfiqhLOWF9L0GLl+qW15OkVJLS2ctljvzhu5xCEU4Xf7+e1115j5MiRjBo16piPo2kahmGgqoe/j9J1HVmWqa+vx+Vy4XJ1Vkw1DAPDMPj0009ZuXIlc+bMISsrC7vdjqqqhEIhVqxYwdSpU0lJMRNJt27dSmtrK+PTNBwvXAhA+4VPY1v6B2wtu4/txWRNxJj4HQJpE3jn07UMHz4ch8OBy+UiNTX1yPsLpyZdg/ois2cl4of79g/tDb8EqtaZyzL46o9tFpSkgLF/YsiQC8xKw19hX5qcl3A4zPr16/nFL7pe4OfOncvKlSuPyzlCoRChUOeqpO3t7cfluIeKSjZY2UyMeytL8xezMua73PCpyCYXvkYCreBvgqRCVq5cyb59+9i3bx+jRo3CMAzC4TA2mw1dN3PBNE1jzZo1fPrpp1xwwQUMGTKEYDDI7t27SUtLo7W1lZdffpmsrCzOPvts3nnnHU4//XTq6urYtWsXbreb+fPn8/7777N582YSEhJoaWkB4Gc/+xnRaBSLxcKCBQsoLS3taObChQt7aDxs2rSJmTNn8umnn3Y8NpInOFBDNfatHu6we+GTYnjEuIpvswBsbrZO/Bsr12wg9HoRSUl1NDU1UVRU1LH97NmzmTRpEqqqsn79enJycoiPj6empoZIJEJqaipxcXF9Pr/wJSIr5nRuAFuMORQUaIXRhwwzGoZZlO+zR8w6On1Zods4aEbrviVmEUPFCm/eCpO+C1O+d9xeRp/oGmgRsNi/2PP24IT2vFRXV5OZmcmKFSuYMmVKx+P33nsvTz/9NLt27Trs/n3pebnnnnv4zW9+0+3x493zsq+mlNkPbcc9xAzEIrbRXFZ8KXddMRNbgfjQEb5gIY/ZxXys0zEjQfNuMWOMOayx6UVY/je49ClIHoTRtJdtle1kRYuJ3/pfpJTB6LveB18D7QMvoTQUh1a2inFsw0gawJL4K9iyr4pRBelUV5YTSh3FyIa3yAnt4CUuoJl4CpNttDbW0kw8I9iJgsZWBhM94j2U+RF1Np/gw8UyJgIQi4cCytnCEHS61tiQ0CmklDNYSQWZfMBMdCTc+JjDMvpTipMjVKjd7xMmkUUtuVSyinFMZgMvcgHF5CJhIKGjc+T/h5SUFOLj49mzZw9Op5N+/fqxb19n8bUpU6awZcsWvF4vmZmZjBw5knA4TEZGBtnZ2bS2tpKSkoIkSQQCASorK+nfvz+SyJE4NbXXwN8Gd/58xQtmYFO6rO/HuKfNDIp2LYR+o8zcquPJ3wyLfwejrzangb98jXkuxQa3roKkwuN6uqPpeflCgpeVK1cyefLkjsf/8Ic/8Oyzz7Jz587D7t+X4KWnnpfs7OzjHrzsqiph5s5WUiq/BUDEOoDW9LtZ94GHtB8PxZKSdNzOJQjUboP4nJ5XB65aD0/Mhvzp5tTMGT81P7jA/CCLBs0k088eNWtSzPiZOQ00qdAcX6/eCCEvrH0C7PEQbD3uzS8hm3wq+rTtU1yClTAKOhoKjSTQQjwyGjNZzQQ28w6zuRSzR+VP3EIAOzfzLOk0soipLGMiEjoGEiAxl6VMoeudbQMJpNDSS3uzSKUJF4GOx17ifCrIwI8DGQMZjWyqOYOVvM0cvLjwd/TbfDGmTJnC3LlzefrppykpKeHcc89l5MiReL1eXnrpJYYMGcIZZ/SSnyN8+ez+AF64zPz+J3vMnKsVD5mrcZethDduOvz+6SOgdn8hwgFz4epXjm/73v4ebHjG/D5lCDTs6Hxu8u1w1h+O6+m+NMFLOBzG6XTyyiuvcNFFF3U8/oMf/IBNmzZ16b7tyZcp56W0qpzTdjeTUn4NAKrRj5rc+1n3gQej/VWyH37ouJ1L+AqqWGuWIp/+k+4FuFrL4YkzzNLtIy83Vwf+3w/MwltXvGjOUFj3pBlkzP41rPwHlB8y7Jox1uxCPnSBvlOQBxcBbKTS3OPzPhz4cZBy0POabEHSo8gY6IodWetbr0o3U76Hr6mKFbvqqSCDfKo4bcJYnMk5GGv/jdTY2VusyxYWD/0zRlwWW7duJRAIMDlDJ7/hYxyXPExT0acUljxLYPZ9bKozjvh5d7yMHj2aWbNm4fF4sNlsFBcXY7FYqKiooKqqiuuvvx6Ho/egS9M0wuHwYbcRjhMtAo9ON4ebbvio60yjSMCcpeSt6/vxTv8/swJwW4W5nERSoTnUs2UBeGrM5RSSCiG3cySEHe+YvbAzftr1/Ls/7FwHqifDLjJ7ao+jL03wAmbC7rhx43j44Yc7Hhs6dCgXXnjhKZWwW1NdwZhdTR3BS3KLlR2j/sO6Dzx43vkeOU88gqVfP6x5ecftnMJXyD37hxbzppszFGb+zBz2+fBXZiXQU8hOChlMD2vNHCU/9j4P3XypnfFLyJsBH90NFZ+ZjyXkm0EngMWJMesuWqyZuEreQ86fTnXpbmw1a7CmFLA9cR6Dx0zmgw8+ID4+nnnz5rH0lYcpLSvnjCtuZ/HixbS0tHTk8yloaH0YpuqNw+FgxowZjB49mnA4zK5du1i1ahUzZsxgyJAh/P3vf8fv93PWWWcxcuRIIpEIbW1t5Obmft53SujJ/hyxHpcX8DaAp9qcSl25FmIzD78OVF+ljTBnLl3yX/hdsvlY3nTIGG1WcNYjsPTPhz/GoHPhyhc+f1sO8qUKXhYsWMA111zDo48+yuTJk3n88cd54okn2L59O7m5udx5551UVVXxzDPPdOyzadMmAG688UYGDRrET3/6U6xWK0OHDj3i+U5U8FLbWM/ordUdwYvFm0Rzyy/4xOtkx/o/k1exF4CBqz/Dv2EDwR07SL7lFjEe/XViGOBrgNWPmVNst75qLkTnSoXNx/ePvC+q5EzW6sMYRDEV9GMmq9GQOwKGPeTxJmcxmfVMYx0A93Erd2LeaNQmTiKpeR3vWs5jRGYM/Upf4z9cThOJ5FNOf0oZkR3P7vQL+HjtTuaylMzx5xIzcDrWD35KQ9JEMnZ3/l37Mqbiql4BgD9nFo83jGP+YJW8okcg1MYXxp0Ontov7nxHMuQCwIDS5ebvypzfmjVlLE74URGGLRbDMPjotafJ2P4IQ9jLIqayinFkZGQwbtw43n//fSKRSI+Hd+JnICU95gYdjRtuuIHs7Gy2bt1KSUkJ55xzzhFniQknQMlSc3HNuX8wA4wDS058UQ4slJkzGb79/nE99JcqeAGzSN39999PTU0Nw4cP54EHHmDGjBkAXHfddZSWlvLJJ590NqqHC35ubm6XGQW9OVHBS1VtGeN2tHQEL1ogC3/p7fwFJ3fNiufNH1wFgLWwkPD+JLzsJ54gZrq5Umlg0yYaH3uc1J/9FFu+mKt/yjhQ/+OAYLt5F3RgnZiP7zHrMFz+HPzv+7DtteNz3l5W0tVdaci+rt3I6xlOEBtTWU8UhX9zBYPZyxaG0kx8n043Jw8Kh43h0Xc3kkktl11yMXHD5xIOh9F1HbvdTmVlJQkJCfj9fjZs2MDMmTOx281ZB36/H5vNhqIc0iOw52P49E9wwd8hdYhZ7E2xgisZwzC6/q1rETOoePp88DXCxY/BOz8yZ1xc8YL5/Ds/hMbDJ/ojyZ1r18TnQmuZmRN0yZPgSjHziPZ8DM9/o+t+Z91rzuboWGn4yy06ZD6SOx1l1i8g0AJL/0pr8jje2mPgL9uA35pCXngHZ7MUF36KC6/jmX0Jn+ucgwYN6phokZuby6xZs8jNzUWSpI7p7AC1tbUkJyeL4OZEi4bN5Q02PN170bzeVuU+GkMuMIel935s9iq+eTMkD4Lb13y+4x7iSxe8fJFO2LDRviLGlgZJrjSnU2qBTPyl3+N+HPz69Hhev+Pqbvuk/+Y3JFxuJmPtGDwEgJjTTyf70WMoIS588ZbcZ97V3LjILBvetBc2PGsODdy42CwidfBKuJ+X6oBogE3xZ8Ppd1JbtIrCqtcY4FsLwAaG8zZzcOHHToh2YtCRDzuEkJ+fj6Io7N27t+OxQYMGMXbsWFJTUykvL2fkyJEdQUQoFMJisXRchL5wC38Ga57YX6ir1qxCC2Z3eWymWen0cGb8zBySW3ANuJLNCraV68wKtgcXhAOzENj/7oDx3zZL7cfnmAHSK9eZuQHn/MUsDhYNmXkET59vrg7tawB3mhnIJhXC2X/qXIgRzFwlf5P5/dl/7Fw6YMRlZi5C+arj8U71yrC5kUKe7k+kj+Ce2jO7PFSYKDOk+UPic0ciV63FFW2mknQSaKOKdKazlhZieZyrCHRLTjaArjeaQ4cOpbS0FL/fT25uLomJiQwfPpxwOExiYiIxMTFdavR8FYRCIcLhMG73iSkuqGkaixcvJi8vjwEDBpg3ACVLzd+nA3+numbWmFlwjdljd/Fj5kyhx2bsD+QNc4YigCMJAk1HPrFsMYePAGLS4caPoW6bWVgPzBuBn+7tff9jIIKXExC8VOxex6RyiaSq6wDQAhn4S7/P/Tj4zenxvPCT67BGu3bbpt/za+IvvxyAnUPMIS/H+HHkPXdq5Th8pUQCZuEnWek+zVjXzenCWRPMyqnPXfz5znXmb8wxZMVqXgxVOwSa4dFpnae0xyMHW2nKmsPi2EvxFH1EFeloB00fPotPGMN2HuNqWnroSZk3bx5xcXE0NzcjSRKtra2UlJQwfvx4Ro8ejdVqxev1Ulpayp49e5g3b15Hj8mXghY17xwVizm7AcyeEqsbypb3vp8km+vRfPaw+e+AOV9Me6Nhc5HEgwO8l642g5Lb1ppr5ZSugLZKGHW5OWskscAcrooE4dmLuidcH8yVanbHPzMf2so7Hz9OM8PqSMKqyNhTC3DU9FINtgfLGc/HTCOVJm7FLJb2CuewnUEAyOhHHJZKTk7m1ltvPWxw3K1HDrP0xcaNGxk3btwRgwRN05BluU9D9rqus2rVKrKyssjNzUXTNILB4FEFWP/4xz9obm7mJz/5SY/7NTQ0oGkaycnJ+P3+zuuSYUDFGrwxeewpq2bIEPMG9+C/zZaWFh5++GEikQjp1PPN79+N6++DkTDM3sgBc82FJt/5oVml94aPwBFvfr/lZdh4HIvaJQ2Apj2dP0sK3N10XJczEMHLCQhetm/9jLNqVRKqzdkcRjAdb8kd/AkH986I59svPcKUrRuICXSuW6EkJ4MEWQ88QNk3zeGmuIsuIuM+sRL1SeGpg4cnmV3sjgQYey2sfhS+8W9zuuHWV8yl7Y9V/zlmBcyit8yL24hLOk/t8VBTU4Pb7UZZ/S9idr3KfwJziahuJsXWsbi5a8ByqAMXBpfLRb9+/aivr0eWZTIyMrjkkktOXk9JX4T95tTtQz/kmvaZQWLt1qNPQsybDlctAOuX5C5e319M7Gjq7oQ88NS55muZ8zuzV8aRYAa5qtXcpmaLWbvDkdD5/kUC5vIFW16G7W8cW+XWY9Q+5mZiNz7a5bEazN7HVBrZxkCKyaWMTNpwYyAznw/IpJZXOJcCymklFil1MNPGj8RRuZTtCWej+xoZKpfiGXgRzzz3Ina7nUsvvZTm5mb0jc9TWV3LVgajqiqXXXYZbrebhIQEli1bxpgxY0hOTiYUCuH1enn66adJTU3lm9/8Jk1NTUQiEZYsWUJKSgqyLLNv3z6GDh3K1KlT2bhxI2+99RYAv/71r3nvvfdYu3YtI0eORJZlysrKyMrK4uKLzRsZXdcJBoNYLBbeeecdYlwuVq9cykCK2UM+U0+fw7QchdJdW1nTEo/H46G5phRFgsHOFsp8NnL6D2VmchOqv46YLU9RqhTylHYBFiKcx8ekKD7SElwojTupdQ5mub+AeNo4kxVd3nfDkYAkKebaSQdzJJo3SX1hjYGw9xh+E4DUoXDz8mOvNdUDEbycgOBlw5YVXFhrIb7G/JB1hBKoL/45v9Nk/jYrjRqHzKDSfTz6p18e9jhxF15Ixp/+iHf5CiSLBdekicetjcJhaBFY9jf45BgDR1eKmT9RZSa2Mu1HZi8NwND5cNnT3XZpamri9ddfJxQK0djY2O35ozV69GguvPDCUysJvHSFWccid0rXGhQtpeY00CMpnG0GOIPPNXsessabwzuK5US1+NRSv8Mc+jr952YP31u3Q+Ess5LrQbwTfoCteSeWfR90P0bWBHMmS8YYjLThSPvv1sOxeagON3Ld1mNq2grGsdc+mmuD/+n2XBQFFa2HvTptZBhLmcgPeBIwk8ldBMiimng87Caf2v2B0/Tp01m2zCzuNoBixrKN8qTTaWpqIIyVEexkK4MpJbvj+FdddRX/e+FxIqgEsWO1WgmHw6hE0fZX9jnYvHnzWLZsGV5v58X+PD5mPOb7s48c3uBsfsLjAPyTb9GOm1t4lgROTOX3z+XOKjMQfv4ysLng9DvNG7vlD3R+zmWMMRNzJ91kJpSXrTKHRPd8YPa83L7G7FU8TkTwcgKCl3Ubl/GNeiuxteZiXc5QPHXFv+BnoTb+c+ZgqpzmL/obP/0u8d4expsP0n/Rx+ydbY49D96yGclqPW7t/Npqr4Ylf4AJ3zH/mHwNZj7CznfNFWBrt5p1Do7WabeaheCGXQQpg8yhAFeqeWes61DyiTntMCaFkpISVq1aRU5ODuvXr+8oZd8bSZI4+M/voosuIiMjA4fDwcKFCxk6dCiFhYUoioLFYjm1ghYwS6T/6aDptde+A1tegm1vQMTX8z7OZHMcffWjZvLuGb8Ugcph6LrO66+/DsA3vvENJEnC7/ejbnsZa0oB1O/EV1fMXzbYsDuc/OCKM7HJOrvXfERGaC/R4ZezojTAjHwbsXlj2La3HPtbN1JJOp8whUGDBjH7jDNIeP5MLO3lR2jN8bebfAZiTjlvJ4ZYuvYSbGUQNsIsZSIaCpewkCRaezyWByfPcxHJNFNIOasYyw0soA03D3MNcXi4npeJx0MAG4uYynYGcTVvkEXn7LQGErvUGPoy2EcOhZj/P5pkQTEilJLF25zJCHYyi8+67RP9ZRONjY2kp6d3P2BbpTmsFW8Ge5oWYNPmGwiHGxgy+D4i6x5GLTiLuLyLkOXjd/0SwcsJCF42bVrN/BoDd72ZQOiMxFC395f8LNRKWWwznw7IozQzG3swyNI1H+B78aVej+WaOhXfCrMLMOepp7APH4YSE3Pc2vq19NBos65GxhjzDrRitblK7+Lfdd+2t9yBhDwYfJ6ZDNdcDBNuMPNWDhM01NTUsHz5cmRZpri4GJ+vl4tyD66//nree+89amtrGTJkCJfvz4/6ylhyrznTqK/m/h7GXGOO2X9F1NbWYrfbiY+P7/M+Xq+XTz75hMmTJ5OUlITf72fjxo2MGjWKmP2fE7quU1xczIsvvoimmT0YqqoydOhQiouLUVWVOXPmUFNTw65du2hoaOjxXBaLpdcp1gcbyQ4uxpwWuyzjJpZWW0ilkWmsYyPDqKAfF/M+Ayjt8+sUOhmSgmR07Yl6kQtoIoGxMfXkDp/MO2uLOUv7mBKyOY0NODAryzcTx9/5NuewGAdBXufsbr1GM1hNAq28y2xmsZJQ9kyWVpiX/osvvhin00lOTg7W/TfSoVADVmvy/qUoKtiy9Va83qIux5QkhenT1mCxxB+390EELycgeCnatZXz9nlwNZjlmi2alebdv+GcGI0fvPkgureWeQ8+T9Am80KSlejtt5HRUIfSh7dXTU+n4O23UA5qrxEOU/v7P+CaNpXYuXOP2+s4pUX3LwNxYNZIyGNOqX3lWqjZ3LdjxOfC99ZD+WfmSq+GYeYOnHkPpB25jtDB9uzZw/PPP3/E7TIzM7niiisoKysjMTGRuLg4VFXFZrPR2trKunXrmDp16qlb0XTba2ZX86xfwtL7IW24mYB7JLlTzTVTkvpDzqQT384T4MCK1l6vF5/Ph6qqPPzww8TGxnL55Zfz+OPmEMLdd99NY2MjoVCIxYsXM3z4cMaNGwd0zvDavn07H374IR6P2XPrcDj4+c9/zqJFizqGROx2O8HgySjsZ5BBHbWk9LqOk4TOHJZTTRp7yGMCm8mkDi9OqkhnGLv5kOnE4OdazJIC7WoSsVFz5osfO40ksp7hXMSHx7X1taSQTs8B3PHmw4G/4BxSis3X2JI9h4UVLlpxkzt0AudYViNvNj83DIsL6f+qzBskLYrWXIKsR0C1o8XlsHPnTgoLC3E4HGiaxj//+U9aWlpw4WegVMYoYxsfMp1q0rnpppt47LHHPlfbCwoSGDvOYNu2t2lrS8Ud00Raes95gPHxkxg39itcpO6LdsISdrdv5YLSdpyNN3c8Fm4djz9pPu/+62EsLeW8dMGjPDYvjgxVpjqqc/bKTzh/+SJSmptIaTv8EELWv/6Je/ZsNK8P2WGn9dXXqP31rwEYsnPHYff9WjAMeHKeOaNj0Llw1u/NsdqDs9/74s4qsxT3MTXBYNOmTSxfvpympp6nGsbHxxOJRJg4cSKbN28mPj6eK664ouOO5iunagM8Mavv21/6NNjcZu/WjJ8e8//FF6Guro729nZzeupBvF4vqqpit9tZtWoVH3zQQx4JkJaWRl2dWZNn+PDh7Nq1q0svx49+9CPWrFnD8uXLcblcPfbaHfgs+yLIstyxIvjROOuss3BYVDav/oyShj5MwQUuH5tA8vb/UDPwVnJ3/QMj3M6jXE0Qc6aNCz83Sq/glEIs1ccwB3PWWXPsUCxn38uu958i178WZ85IXMXvdTm2Dwd1JFNw0Npav+d75FJJGAsT2MJIOtfV05EoIxMFnRSaOno0ANYwimSa2cgwZKuLGCVMmXM0oxL9DBk0kKUr1nBOy38otQ5GGX0FjcRTqSUzb9481KjfnLasqGzdupXFixczf/58s1Jxc7G5SvS4644q4VXTNHRdp7KykuTkZOx2O/X19WRkZCBJEkVFRbz88ssA9OvXD6/X2zGD6lj+bwGysreR0W8XVpu/Syf0oIG/ISvrm8d0zN6I4OUEBC87i9ZxfnEQe9MtXR6PeIbxwgIvjoZ9LJv1L+67OIGA2nWYYfjenTz4wO+QDANDklB6+SXKfeEFyq+9lvhLL0WOddP0qBlFD95RdOrlOxwvYZ85K2X9k92SEPuk8Ayo226uDzLwbHOGSi8CgQCyLGO1WmloaCA+Pp66ujri4uL49NNPWb/+8EvYZ2Vlcf3113cv1PZVEw1D8SdmXtFbt3Fg1eduEvJg9t3QWgFrHodvvg6pg3ve9kvgQO9JQkICNTU1PPmkmSh67rnnkp2djcfjYcWKFZSWlpKUlISiKNTX15+09l5//fUkJiby17/+tdtzFosFi8VCjtPGzsYWbKrCNd/6Fv9+/AnooXDc7bfcQigY4L133sFitVBR18DoUaNoK9pEKypNgSAGYCBx9qTx7F35KQNnn82gMePY/ekilj5vvldRVyxRdwKGLBON67pY7ZgRw6neVUT73p0kx7jwNDeiRSJIGBh2G7omIUdC3arHRB0x9E+PMtxZzsboZKp2HVxwzeCOqwpRtBCh7QvZFhpASb8L8IXCTBngJHfTvaxNvoRlbRldeqzOmDKZzRvX0BoGXYvuX9DTlEwzl/EOy5nAFoYc8f8hjQaaiSdC19wst9vNpEmTmDZtGmVlZR2/T2eddRaxsbEUFBTw3nvvsX37dr71rW+RnZ3dZdZgaWkpqampOJ3OI7bhAF3XWbRoEdnZ2QwePLgjp06SJOrr61m27F2Ki8vx+QzOP38Amza9T0VF31aG7t+/hH79xtHuaWVA/1aGDv0Tsnx889FE8HICgpetm9bxjYoAtuZbuzw+tCmDn7xtJ6ahFPf5/yQqwWlzu9chcPu86LLMwLJi/vrQHzhSKJJ43XU0P/UUYC45oMTFHadXcgqp3QpPX9C3aX+Z4+CyZ8y7mSV/MJNzDywcdmDJ+KyJEJPSsUs0GuWNN94gLy+PoUOH8uc/m2t59PVud8qUKQwePJjY2Fj27t3LqFGjsFi+YsmlumYWecscZ94hGrq5aOSR6kd89xMz/+h4NeOg6q09qampYf369cycORNZlnE4HMiyTDAY5Nlnn6W2tpbrrruO2NhYli5dSlxcHBs2bMBisTBu3DjWr1/fa17I56UoCrqu0/NHrcEASqkmFXd6IaNGjerSkzNhwgTWrl2Lqqqkp6ZSWV2NlTDfnZpK8szvgtXJ0qVLWbx4MaNGjWLo5t+S5Qwj3/A+vgAs/L9r8BoO/JqVlMxs6qvNIQopEkYCNKudRIsXp+6nMeQkoqv7W2WSgBg1xNk5xSTaArzaPp1IXRMRQyGoWRg8ZhiB3csp88VzaMG6zlcIutWOHA4e8XPvWPTrPwi/p422uq5LPsSmpDHm7PNorChj5/JPGDhlJmfeeCvRUJBHvnM1hiQDBtfc+wCbP1vJyt2fo0zCcSDLMpMmTeKss85i165dvPjii+Tm5nL99d0XW92+fTvl5eXMnTu315ulxsYl7N13P0OG/JG4WHNm36LFhYRCTsJhB253E5GIlb17JuH3x+P3x/e5rd/85jfp37//Mb3OwxHBywkIXvasW8P51QEsLbd3eXxrSTmLm04jcw24ZpnTpCfMjcE4TE/JC2XbGH7mLFrmz0dNSiJcVnbYc8dd8g1i587F++lSUn/6E+QvU4Gx4yXsN9dzKVkKVy4wv9ejR95v3HWw43/wzde6Xiyb9pn1MQ6tqnqQ5557rkvl2b668cYbsVqtpKYex+q6XzaeOihdZlYWfueHZiKzFjGnSB7JNW+a03WPk1deeYXS0lLOOOMMkpKSCIVCrFu3jokTJzJgwACi0Si///3vu+wTFxfHqFGjWLp06XFrR1/NmDGDrKwsXnjheRyEueH2H2O1WvE0ViHv+RBvWOezigia6uLi4S5iP/yBOaNt1i9hzNXUb/qA5soSEkdfQKraRHPEzmu/v5PhCfWEYpM5/aCZI1viLmbjxhJmj5BJSk3FUfJej216tXw4g2PribWEeKNiGGl2L1NSyshxdQ3S93kS+bBmAHP77aGfw4MBuNTuCb0RXeaZ4rGcn7WDVLs53LW7PYn1zZm0hh2EdJXZ6XvxRqysbMzrsU1OJUyaw0u5Lx7N6BqYJll9hHUFT/T4ftYpFgtaLwnKusVKJDYJa0s9kq4x7rpbqPf4GDNiBJKh8cKrr3cMvQwdOpSiIjOB9bTTTuOzz7rP5jmm9ikKt956Kw8//HBHInZBQQH9+/cnLS2N2tpa8vLyeOKJJwA4++yzKSgoQFEUVq1axfjx4ztmDy1abPao2GzpTJ2yHJ9vN6vXnNNxLsOAhoY8nM42XK4WwmE7RUXfwOuR+3QDd+WVVzJo0KDj8roPEMHLCQheSjat45xSL2rb97o8vrWknBZi2LztXBg4h/56OpPnxBCRew9eRrodbPEEuC87kWuzUtk1uu93qGl3/wrHyFG0LniJlO9/HzUl5cg7fdm1lMFDI49+P1k1Kzz2UWVlJYqi0NzczM6dO9m6tW/1KxRF6fggOZpZQSv3NVJU3c4N0/J7HfYzDIP2QJQ4Z/cem/ZghKLqdsbnJqAqhy9CF9V0fvbqFmLsKjmJTsbmJtDsDTNzUAqWI+wLmNO+2yvhxaugj3U9mi54hj+sk7hy6hAmDMgwe71aSsw1UA7y5sYqshOdjMs9/Lo6uq7T3t7eZWZOT4HJwcaOHcuGDRv61N6jNWPGDIqKijpq9BRSytW8yZvMZQtDAYOfnpWLvv4ZfH4/y9K+TcQSyxXfuBB56f3464px7n0bgOqEmWS0fNp5cNmCJikoWu/Jt2FdxiofW57C4exuT2JgbN//bj6vRbWFDMmUqG3wU+pLoCHoIqip3DJoLVYpQivJ2G9ZhPH+L3hrSRVtETs3DTCXgXh8zwT6DRpOcoyBXPwxm1oy8EZtqJKGTdHwRS3EWkK0R2z01vPzuUkSGAan3/ojsgcPI2X/TUs4HKaqsoJEdwxvLnyfUCjEvHnzKC0tZfHixd0OM3z4cMaMGcMLL7zQ8XlyvNntVk4//QwmTJjAhx+NoK6uEJ83Ebs9B6TtRCM2cvM2s2/vBBoaOtfYS0lxoetWrrnmWuLj46mqqiIUClFUVMS6det6PFdaWhq33HJLj88dKxG8nIjZRtu3cOnuJuT273d5fGtJOa26iwfl7wJwWWgy556R2i3vpTe1s0bT/Mwz1N17H7LLReK119L48MO9bp/8/e/R+Pd/ABB7wflk3n//Mb6iL5ivCf57FlidZtXQfiPNirRDLzDX3+jNxJtgzWMw+9fm9OYVD5mPO5Pg+vfNNWl60NraSjAYpL29nY8//piEhISOBeWOZODAgdTU1DB+/HhmzJhBXUMjn+2uY+6EwTisSq+BSDiq4w1FSdgfiOTfuRCAp66fwLCMOBxWBVWWWLq7gVmDU7EoMv9dXsJv3ynixmn5xDstFKbE8NGOOlbta6KmzbywnTeyH8kxNpp8Yf566ShUWeKplaWsLW3mltMLSXRZeejjPbyyvrJbmy4bn8Uv5g3BF4qSleDglXWVJMVYmZ7rYFetl+z0ZOKVENr9/Q97IT1UjZHI5FDnQnDF955DaZMPX0hjcD83FkWmrj1IgyfEef8wky3vOHMAHxXVMbRfLH++dBRNTU3ouk7K/gB8xYoVfPTRR7jiElHzJ3DZhFwWLnyXqqqqPrcLzO53u92O3+8/8saAgtaxPlRsbCzfuXgW7oQUs+cOCPrakb01WB/pLCi5NuUyJjS83P1g035oFvpa/9RRtVnoFNUlVLnzsnTo2qgHfjYMaI/YiLOG0HQ4OEavC7pYXFvAxKQqNEPif1VDOK7BzYEG7HftX/5FcnYuhmFQvXsHckwsq9euY9OmTQDMnz+fYcOGdQwr33PPPQAMGDCA4cOH8/HHH3fMMgNITEykufmLryXjdDqxWq20trb2+NzBf1MZliRuuONmFNfxGyoXwcsJCF5WrFnLTZXtSJ47ujy+taScUEjlPpt5t3leaBxXzsrCY+l78GJoGqG9+7AN6I/W1saeyVMAcM+dS+x551L1/R/0uv/ANau7TLH+0vE1woZnoGGXWaDsaPxyfw5C3VbIGAvRoLmqaf5Mc2XggxxY1Xj37t0sWNB7Uu7hDBo0iHPOOYe4Q/KL7nx9Cy+uqeDGafn88ryh3dZe2VTRiqYbPLxkL4t2mgmcuUlOypp6v3jePqs/P5wzkML/W3hUbYx3WoixqVS2BI5qP4dF4fYz+vPnD3aZRb1sd5AmtQLgURNxRw//QfmnyBU8qZ3FeHk3Nyn/477oVRQZeR3Pj8qKY3Ol2c3stqskuqxUNXmQMBis1JMqe1keySe0P6nxynH9sG1/u2N/a2wy4fbPV4X4QA/Z+PHjqWnxUbXPnKU3d3gKe3Zso0RLM38eFMOkXX+ghGzc075L2vK7eEObzvnTxqJGPGZiuDMJ5vwW4393IOlHroNytMp8ceS6unfL+6IWqvyxuNQIBrCiIZepKWVkObtXaG0OOUi0mb8H5j5h4q1dA1DdgMN0AlPtd9PP4Tmey9N8KW1s7sfiuv5kONoI6SpNIRf97O3UBDs/R26f4cHInsy/nt/KsQQ6Z5x/Bhs/WUqLJ8qQ6bPIGDWO91d8xrixY8mLi6Fg3AQU1fz937JlC2vWrOHSSy/t+LyJRCK89NJLSJLE5ZdfTklJCS+80PNU5Lw8K6WlnctCKEoETfti8u36JadR01hHEm5u//WPjutkEhG8nIDgZeXmz7h5rxfD+0MsURsRJQySwdaScsJBmXvtZoBxXmgs18zMosVm3gZYJYlwL29xilXl/JR4VrZ6eX1MfxItZrJc1c9+Rvvb/6PfffcRN//CjkUdexJ/5RX02z+l+ktn3ZPwzh19375gFgy90Myx+Ma/u6wN1Ju2tjY++OCDjvHnvgpljsFWtRGA2bNnQ9pg/rBwB7+5YBjNvjDJbhu1bUEy4h1845Hui+h9f/YAhmXEctOzh5+BdLIMkCopNdKZLW9gpryZZ7U53KAuZJU+jHbDyePWB3rd96eR75IlNfBMdA5T5SKypXrWSGPxGxaKtPSOmRmDlTqSJD+btX5kyO0EsOI17EQMiSlqKRlK9wtuuRaPTYqSJh/9eioWIiTRQo2Rym4thUGqGdwGDJW3Q8O4etpAGlraeWt7ExZ0JlnKuKWwnqmlfwegZMQdhJOHM2jJjUd97s9LN+D1iuFcmFVES9jBsyVjkdEZGNtIhstLqs3LWu8Q9jV2XoAGFiQydtZM4uR2YpbfA5g3+0FdxR9VSbIFO45dH3ThtoSwyhoW+Qv4SE8bYa4yLMnmCsUr/m4ukAkdq6MDMOX7Zh0lb23vx4rNMocsJdn86kuu2zEIaCo2OYqEmUTs1ywYhsSTxWPJd7Vyflbn9OnaQAzrmzMpiGnio9oBHYnMJoNcVytV/liixuFnFs696fvU7t3NlkXvM/qs85j97ZsPu/3BdF1nyZJPkCRzaZAXX3yRlJQUzj9/FitXnUZDfS67dk1j4KAVpKaWUlE+jNLSsR37x8TV4XfF4vK48Xi6v6dTp07FarWyZMkSwFyBvqSkpM/tsys2fvGrO/u8fV+I4OUEBC/LPv6Qe2tl3M2PMbPoFiridvLu0Ee6BS/nhsZyw7QMmqwGmnr0kfAnEwcxyGkn2tCAZf/Yattbb1H981/0uo9t6BDSfv4LHKNH0fraa8TOm4eakECopAS9vR3HqD6sIfN5tVWaK+bG55il870N8Jc+ZqPf8DFkT+j8Wdd6rX2gaRqvv/46qampTJ48mccff7zP6waNGjWKjdt3UR5y8EmkPwfmVNx1zlD+sPDLUUvHokhEtK5/kkP7xfKPq8bw45c3s6mitWO7wpQYdtaaXc0pbhsNHrM+xXeV//F/lhd5MTqLK9UlRzznSm0o/9bOYYM+gHZcpMse/IaV+a49DBs2lPpWHw1luzu21w2J7VoaI9TDXJA+B6vWxjhlL58xFgOJN0LDCRgWfqf+h8vVT/lndD7r9EHkWcMMN4pw6C08Gr2A0+VN/NjyKm9pU1ivD+Bu9VlU6fPnjHxSl8+wxAZSLF4qfHFsaMmg2h+LRdaQJQNFMtANCZcaxiJruNQwDUEXdUE3DiWCIukokoEnYwLhxCT8e7cz/vS5eDa8SaFtHxOsezt6Pl4tH06Zz8wN+tHgZYftEdntGsdA3zEGzwn55t/sgV6lOb81bzY8tXDDh+BKhrYqcy2p1jKzns9rN5oLYfY/01zF+6CZe+g61G2DtGFmAPLajWYRyStfNP+Ww35zHaaIz1wf58AaY2f/EU67xax7ojrMNrWWmaslL7jaTOD/Ahw6NHWoar+bqCGT4WgnasjYFY2ithTeqzan/mc62tCRqAkc/prTPPJcEre8S0K/TKZffR0FYyexvryVMTnxfFbcxKA0N6mxZpLyjU+vZUtlK78928/K3bs4a/QknvwMhsR9iBrdRL0/mcK4EpZWTWF+//dQpTDLtp+DHrGx3D+ImlByx3mtRBnlbGX6xDGM759BTbMHTwSum5rP3noPSTaJ+FgXbW1tPPjggwB85zvfoaKigq1bt/Y4dCsb8PMf3oHtKKpHH4kIXk5A8LL03dcpWGb+sb7T4keTLDw6+QfmsFFA5T6HOWx0TngMpXveJhxq4yc/NGcf/aawH7/e17d1dUa5HXwwvnsGt2fxEipvvbWHPTq5zz4bz/tmCe+C9xZSPM/MLE/7vztJ/Na3+vZCj0XNFnhsuvl95niY/mNzhebtr/e8/aBzYfJt5tBP2Ac5p/W4mc/nM5PiqqpYtWoVtbW1R53o5ug/kef2yAxJtXPb7CFc+9RaTlRi34yBKSzd3Tnd9vuzB6DrBqoi8d/lJYSiOqGoTkGyi+LGzoJkj1w9lrnD0tF0g6ius6vWw0UPr2TmwBQeu8aswmq3mMGcYRi8v62WgeluCpJd/HtZCblJTuYOM2cYVLUGyHywh7VKDqMw+BwTE0PU6TGcHVuDv/7ws9+O1tkXXExDVRlbtmzpKNIWMFQ+Dg9guMvHULcHq2yhrameQsq4BvP35mNjMoujQ4nHy0C5gvlK1x6wIj2XofLna+sLoZl4y/1MSKpkaHwDi2oK2dGeQqLVz/TUMoraUtnjST7sMUbG17CltV+vz4+Ir+FVfSbZiX5+5XgRgI+0ccxRugce/qiFj2v7MyK+lvyY3gtbXh/+KUv0Mfyg3zZ+2HLQYqPXvAnPzu/4se26T/EnDKK9Zh+DXpoKQOTiJynvN5fClBizBo8kQVwWgbZG7ISQ4jJ7PmkkCJb9s390zQxO6rabM/oSC8wAx+pES8hnz773KIzNx6JHIXuS+bceCbC1aSfbW3dxaf+LUJr2msEOsKNpB2/sfYNbR91KrC0WWZKhuQRevBIm3wpv708Cn3c/tNfAmkfNRQXBrN+kR80h5RPuQL+NqTnk4O2qIVxXYCaN/3ffOAa6G/FFLWxr6/134gB1+iWs3rKXLbEj8Kox5CQ6GJW0lU1NBhXNA464/+d193lD+e07RZw+KIWrJuaQHmcnES+LKhaRn53PjKwZ6IbO39b9DaMxwulLh7JlzF9wybCmaCB/vetxpONY10oELycgeFn+1tPkrTJXz3y31UsUW0fwEvYr3Os0E3nH6zk0lj5MUeoMPu43heoxhVSePpqsT/tWvt4hy5TM7D7zxtB1mp95hkh1NS3PHKHGBuAYPZrA/mQxgEGbNh6fKda+RvPOKHNc52MLvmlOVz6cWXfBoHOgZpNZEv6Q25x9DV5W7WviknFZHRfqBx54oE/1VnR3OgNHjuPPi8sYqdZQpiXQajjwGLYuxaeOlysmZLNgXUVHvp5Nlfn3teOZPiCFix9ewYbyVl74ziSmFHa96BmGwWfFzYzOjmdjeQtX/Xs1V07M5r6Lu/9/lzT6iNX9JKYkH3ZM2dPejn3nq1hS+hMtege2vIIa6jl/xYcDF11zZV7mXIroOen5aJxfEGF1cRv1JJNKI2flRnixLIXM3EIuvPBCIpEoa9d8RlJiOt6GSgZs+hV2gtjjM4hv3cL7zGSisYlE6cRXk60PutgczGFNXSZ2PXTkHXqRG9PKRVnbUCSD2pCbFeEhFDgaSAi3kmL1srYpixHxtSTZOt9zwwBDk5DVY/vYbTOc/Dl6Oc9pczoee8zyN85S1vFedAKJcW6eax3Gj21vYbvs35zzchv4m3jPdicptKBI8D/lTCpDDh6Jnk87MfxgUhyXbb2Ohmgs71nncKvyFktCA9g68dfcNj6Dprd+Tmr9KkLuHFLat+MfcAGuHT0kKx+GX3GgaGFqVImcaJTytEFsdsYwtaGKtrOe4f1Pr+YFp5XsaJQH6hp5OfFbpI6/gyuHOog272PFp78mRXVjmf4jBvzn3M7305GAFDCDvCK7gzxLPE5PjVnoLj4XPdCEHPISdaWy0ZmP0VSCXW2jQNOI0fo+PKUjIfdWjLEXW1vT2NzSj7rggbpfh5bf62pD3CjiIu0U+s2hm6WJU9kcO4KESAvuqJdyR3a3z83LsBLCIAmZVUTYweF7Gh2EiaIQ6WWJB4CBIxZQEzWH1AvjCgkFg1SGzJ4Xp2xwb6b5+7xt+3TmXvRzhmQduZBfX4ng5QQEL5+++V8KPzMj4YUtXiKSGbx8UlaJ2yt1BC+v5ZvrWQSqLifaPobQ1FR2zR7GwNW7ez12T54dkc+c5DiCmk5Q14m3dI65ej75hMqbj26KmpKQQME7/0NNSuqWcHpUnrsE9n4E5z8EY6+Fkk/hmQt73z55EHz7fXAmdntK1w3k/dmEFz28gmDVTkYnGtx6zSW8u3wDtVuO3GX8abiAEj3piNv1RVqsjQSnFVWR2FXr6TJ886+rxuIPRxmdHc+ANDdtgQiSBC2+MLlJro7toppORDOwqRANhbA6OqtjappGUVERAwYMwG63U9bkIy3Wjq+9FZvN1rHoHsCe1St5+2/3MuHCS5hx1XUYhsGCBQvQNI0rr7yStpZmti98goZ9G7mInmuvHPyBu4c8FnA+p7OKGHy8y2wcBGmne0HFnjgtbgJRLw6Ho2PGgaSroMsUqLu5hjcA8EuxOA0z10UzZP7luZdznM8Ra/hItfRtPD3QbCHUqhKXH+hTIml7hZ2IT0Htp7A4cBHZtl24YgJ82JLNbOsadrenMMRZT39HE/Wai5eqRnHwRUTRzA/8eH+QqCLjs1nN+iZojCqtwemLsjszmeSYdjaoGWiyhFXRuDpvEzavQcQrE5sRoGWfE1tcFFd6qNd2122MpWWPi7y5Ddjje754vh09jSFyOdlSA3bJ7KnyGHaW6iM5V1nDPr0fu40sVuhDsaITg5/r1fdJkDp78xZroxkt72WrXsBr2nT+bv1Xj+f6U+QKrlY/JkvqPvS6Wh/MJHlnD3t99eyR3QzQPUfe8CgZhoyODoaEgUxNwMW65iziLUG2t6WS52ql3B9HQOt5+ZASVyH5vn3oikqtMx+nqlEeM5ntqhvFkHhN6nqNO0+qQ0WjxXCgofCX2YmU7NjEk9VpJDitnKFvwI/BO64WQk2zARnZ0sQUqQnZ0swqVSIx7T2CcghdMj87rJJBRIM7muYzVOtHZuswJENh+cBHueLbR17b7WiI4OVEJOy+/w6ZS1xIkswHLV7CkoNHJ/8Aw4DfV7awKWomAR4IXsItkwjVXkRKto9v7fiIMb/7G38uqWV1W9f1S0a5HWz29Dxz5O9Dcvj5rgo0AzZPHUbC/gDG0HUaHngQ2+BBVP/4J132ib/0UlpfeaXH49lHjST+oouovec32IcNI/f5546uNyYaht8fNM595m+gvgi2LMCIzURqryIQk43j2tcwXrkOqb4I45InkYZf3LGLYRjsrvNy//s7WbSznqkxDQxW6tBCRzd7plKLY000h3aje/vjnRYeumIMBckuFm6t4b73un4Av3nbVIb2i2VzZSsjs+L464e72VLZypPXTcRh7bwjWbmvkTtf38q84f34+dmDjhjwtTfWY3U4KVq6hPXvvoGnqZFr/vR3UnLyMAyDt196no279pKcmMjt3/8+O9Z8xvK1a6navx7M/PPOZfT4CbS0tPDkb+4iFAwiB/3kn3MxZWVlHWvfxOJhFqsYw/Ze27Ka0WxgOOH9s3vaiEWnD/VegMRIlHY9ETkSIuLQcXtziQs5GOr4iMnuF6k1UoiVPLRryaxp+zb5riWMsC3r07EPMHTw1thwpoSJ+BQsLg3FatBW6qD6MzPnIzbHjzsrSO3uFPBF8BOP364STA9gV2IYPXgvVt3Pnte7d88XZSRREx/DiIoGFF0nydc5C6cywU1RZhLJngA5Te0ke4/udw+gMWcEgws307ik+3uaNraNxIE+Wsqd1K6MN1/LgAAxo4JUv9pZ6yZ7ZhPBZguJg3x8YO/HGZ561kevItO6jSxpI7LF6BYEHSk348us1kjgbW0K31XfPWltMAwZ6SjyoCJ6Jg3he9FJQpFqiFOfxiEvxxO9HJe6EEU69oDHi5N3OAPNkAlV1BEMSoyKr0YnjhWhPCx6EEvQQ0iNwVewP5dovyFte6mJWoi1DQBbDOWWZnL9TsqcnTMcJXPhBQC0eA1LogW92HztHouHbQnbaLA3MLppNDm+HAAsis41vtmssBfxfsxnpLo8XJDZQOquq3A1De/S/oC9Act548kbn3PM78GhRPByAoKXRQvfY9ma1QBk1o0jbLjM4EW34jZCnFVuzow5ELzITZOxNMzmtMZV5HmLGf+Du9myq4TKsl00O9y0nHkublVmvLKd39dlH/H8/x2exzkp8d0e9332Gbo/gPsMs6JpuLKSfWfO6bZdb/LffAP74EPWm/E3Q3s1pA41K6w69p93wTWw4+1uxwD4aPzjfGe52XMwfUAyxTXNDDH2sciXy9CMeH545kDSYu1srmhm06tPEOO20qQ7SJKP/sIRMhReDo1CQyEjWE1EstBgTeauuG3EGn60cJiB4ycy/vyL2bd+NU9tbOLZveav+Yc/nMHAtJ57G3RdQz7MImm+1haaKsux2h0k5+ShWq0EPO3YXTE0VpTxzM++122fQWeeQ5kvhG/jKkKpWWgu83dyTE4mG8u7J8Hlp6VSUmdOt47ByyQ2sZt8GkgiiJ08KriOV3tt45Ncip0Qe8jrWP1XjtqxhOPQVD9qJAYJmYCrCgyJmPZCvHF7sXrtuH1jkZDop+5iXOBZSozTSEmqYYB9GVb86FEJxdr5cREJyGhBGXtC9x4ET5UNJFBtOhanhurQ0SIS3io7lpgo3io7TTs6/x8kRSdpsI/G7X3rCToVtSYUEt+yr8fnZIuOHpGpzJiBJeIhrWEjlpgoikUnokJyjp9wu4X2MjvxBX7i+/uxOM38r2hIRrWbF6XjHdh8yCBKlFjypVq2q/3J1gJcEuleTXarnsdWPZ//aOdQbPTD2B8o95cquURZSgJeHtQvolZPIk+qY4ntx4c97/fCt/Md9V1GyiVEFAlV6xwA/kd0Psu1EdyqvsXr2jTaiOEp6/2s1gfzu8g3acXNy7G/pC6czFC9khAqZUYaBUYBLZEfAdBEAA86DcprnC0X0xa9AbfyKqDg1eahSmaOYkDvXoPKIu0lYvRHoYZ29XW2qzqxeJnIJmLpvrjmAUEs2DF70upI4hGu4R4e7HHbveTixku80U6llkqeWsNHTCeElfFsIXP/Ct9PcAXpNFBPMjH46Ec9Z7CSDQxnJeM7jpdDJRfyEe9zOsVGIeOjhSjI7FVq8EkhnIYN1ZCZoKaQGjCDkWZ7NQnBdKRDbnoUqQa38hZt+vloPxpLTvLnH3Y+QAQvJyB4+XjhSpavMZdpz6obS8iI4dHJP0CPuLFF3AyuOp8BSiOvF5jBy7D2/oz09iccciFFw2ytSkQyYGCOj2++/BK5zz2Lc/x4xv93DtW5f0SXFf46KJuf7KrodWS1v9NG8v7el5dHF2LtZa2X9g8/pOGvfzvisgMASnIyA5d33jVr0Qjyo1OQGneb05aL3jaT8exxUN1zJdOwrvDnPTN5OusawkrP5fiTJB+Jsp8xcgVOpeekWyUcQrOa+4cMhTdCIxim1rJLS8FvWHFEfcxt+pSYxER+9MufsWRHLSUPmR+CMZf+GO8rXReoU602omEzp6Hs/Lu54rQCpvRPxtvcxCfP/ofC8ZMYMnUmABvf/x9Ln3+KCRdczMT5l6FaLJRt24w9Jpa0PLMS5ZM/uoXmKnOl2mGnn0lq4QA+eO0VYmQINzeiWe34C827E2tDNdbGarxDxnM0bIQopIwSsrmEhRRS3qf9nuUi7ITYTtdkb1sghdi2IYBOvFJDq5aBLkcIOKtIDlrIDW+mweuiQNrJ+IIPMGQVzWew7x2zJkr+WfUYmkRriZPWYid5ZzbiSIqghSSK30slGpKJy/fTVuJEjZdQZI1Q01d8YcovibDFwBoxL+lh1UCR4bWLNNwxOoYGeOFbO4O0lThx5wTY1BZDvi9K4ZmNvBaXQpuicU6glXYlHXtSC2vXDyAnWM390xTuq2+iIBLlX42jKHGDJTuFOf23oclRniyx0A48XNdMYTRIY4KF+/r1Z2HFeFzBVFyJzXjrxzEpfR2fVExjeuYqvjHgfyiyzp6WAv689vv8Yui/yEmN4HPEs2uDnXHsZYdSwNrgIHY1D6CBeBQ0JqZu4MbRzxLWVNYVncWmmhmsx9HlfchEIgQ07v/kzHTW8Jchb7EjauHNyknURxNw4OChtgwSOfLq7hIeDOxw0EKLNnkTMm2gLqLcyCApci059ksBaCYOFY1Yuk//ryUZH84+/x0fT0uYjI0Q9SQznw87Hm/TJqHrYzCwI9OGT5uHgYJdXk9QnwD0PEvWIX9C1OhHouXvFMkO4vVYGi+6l3FjJvS4/bEQwcsJCF4+XLSMlcsWAZBe5iNMLk/MfAw9koRv308BmGEtYmPhMwBcEBfmjNgoK5Zfga5b+Kgxn29v/x9PjzuPx975E/brr+PZqgB6IgTc8PSYC7nPamVQfj+sMTaKi1v4QUkVRkLPwcBH4wcywt2ZT7GkfAn5cfnkxeUBoHk8NPzjH8SdfwHWvFxKLrqYSGX3CqwAQ3buAMMg7Pfw3x/fzs3pbx32vajMnU9c5XLcmjlOXu1382LZaN5NPZtil3mhlw0NAwlDkpkT2UCmu/dZQjtb7ExOiBDdsRpdtbB8/G2cVpjCT88dwd1PvgcVG4jLG4n6/hMd++SOHEN7Yz0t1X2rviorCvljxtNcUU5L3ZFnfuWMGkeRL4yhWPjGIBuDLv0pf7rrF0iRMBZPC5rNSdQdj+4w812kcBDDesgQlhYFpfsKvodzAy+RTd9mph2w3nc+K/xX4ospwxZMQo3EYkgaSAbp1JJhLSJGaWKM6y32tY7H8EdJSGkiyVJB8fsphFrNDyt3doDEAT4CzRbqN/W+EGjy8HbaSpxEfEf32nqzLi+dsWW1HFqepDHG0WVIZ11+OgNqm4kLhOmNIz1CICENdnRPWk4cFcBbbiPcYgb9kYwUgoMLiDVqcEdrWF91Hg2pY4gqdtJaNpKdvIPoPi96SCK+cQ8AOwZehTcmizGbHkTVw/gcadQMzsddGSJkSySz6lMUw+yJqsg8nX0FFyDrUaav+DnSUSZ8HivbyCtAixDa/lrXJyxOiAbRVZ0lE5M5S/4mDQ0rsTk/w14ci2rEo7dV8vfrXVT18zFr6wjO/p+5VETz77MJu2uQm/wk328hgkL5z1zEKG6MlNIup2luyiQxqQrXIhUtVic44aBhGgPSPvs1roib0sm/Qrd07Xm1+FPZE4qhYuMlJMTtZfi4zhmLeSt/h82bzTq1kWI1zAbZx3mReKZFzKHszZkf8kDdYP6iOEneP004Ym9CjjhRtK4BDxhYpd2EjXzYH9Aoynv0s5i5Qa3aDNbTH92wkWakMNLy2y57R1CwcGJK/H/RQvpwVKkMRfLg086gNXITBjZAwaV8QETPxaF8hlt9DS8O3mU2OxgAGAwbUsCll1973NoigpcTMlV6CUvWfIohQb+SCrzBOpxaGZLu4o8DfwWANWkRttSPALg4PswMd5S1a+YTDLp5KmhGp/01jd+WL2dLexU1Wf2QMs2hlr3xCSyvNeuivHlBFvPfNgON4Fm9TFsE/jc6h2xrmJK2Er77kbk8wYLzFvDfbf/lB2N+QHZs1+Go5mefo+4Pf0CTZRS98wOl38cf4vr4+0TL1vJKzQi+ld69KNsBG3w5PNUwjdxABeMSK5mQVMmr5SNoDLkodeRgtUgQiRIba0W3WIi44g+7PoscCuAq3o6c0592ix1n2W6++5s/EYpEcGdn86e/7O9NMXTcOzt7fgxJwpAVJC2KoVqRo10vaAevimtIEsG0HCRNQ/W2IkcjyJFQl0tJNNZMKFbbm4kkpIBuEMrIA8xelKg7Ht3e96Xp+yKueTgJahmjYt5gWXQ2Y63LmUbP64gcrC5SSKklBm+tjaFNe9jjnocRK1EVmcRY53/xR0KURL/JmcqfiY1v7ahk7qu1Ubk8EUOTyD2zAYtDZ+//0o7ra+qLigQ3tXEurLpBvdtBRFXAMIgLhEhr85HZ4qEyMZY96YnIuk6CL4gtqlGd4MYRijC+IkzqgFrcUhutVU6SRnhwucKsbspmjTebAe5GTrNWEClVWRpzGmmVTeQnFpM7rhlJgmhQpr3MQSQT3PYQNkXjg5rBlMjmlONJzkcpaqynNWJHBs7J2EmGvZ2N7VPYGLwGDC92XSGp9kXKYuIIqWGQFFQpDz1ajmodhdU2Hl3pvMvPrviYvLIPkPUoit75u9oaV0hbbAGVmWYPYGrDRpKat5PYshNNUkGSUPbXYinOO4+gPZEBe1/BEu160ZcTCzBCHjAMYuaar8P3yb3Yhn+D8N6PMIJtOGf8HK25GCUuG8nSeTEPbnwa+5hrMQydwIq/oTXuRs0+Da25GPQo9nHfRk0eiBZpILD8EezDL0NvLUPNPg3ZHkdj8guE61YQGi0jORLJ2vhjM4COBNC9tbSN2IWrZThIBhF7EzGNowFoynsXayAVZ9MwGgvfIKFiNla/Oc2/Kf9/tGZ+gqFEcDWMwtU0nNi6SUf9u6YTRZE34DUSWW/ZwVmsJE7aDWiokhlkNmtn0KSPYIDloR72l2ghjiRaj/rch6oknSzM2kgvRqZxpWX5YbcPyRI23fyUqjWySZcqetxunxpLYdRMkm/ThxInH13Bzp4YhoRXOwf3/vykalJZyTh2UUBkf7CXTBMj+09jxjf7ttZbX4jg5QQEL+ve/4iFq1aiSwb9SqvwBmqYu60SVQsx/7x7CalWLAnLsae/A8Ach4OJToPiracTDrlYG8miVo+lyXAyL87Fe22diVVT1WJAYkXU7LXI8DVS7TLvHGLOTqHROKSr86CsvbSqW5iTPZUPSs0ZJ7HWWKK+KAO1TG7vfx3jZ52LJEnIksz2Zct4ZZHZezRt02Yydu5EAhxJYfLmHLnQWyCq8lzpGNoj3ZNkozFxBNOyzd6HvmQVRsOgWrHWVWJtru0YXlFbG3HUlBKNiUNKTsfv2J8DYUCW30Z7yx4MTz3+nEFoLjdKezOGOwnF04K9ai8GoKsW/AXDQVGQgn6MQ4MOw8C5bxuB3EEYiooUDXe0295SQzAx44jvRV9JOtgavARTY0Ayh4WGsJcGkjgrtJ0c25bD7t8SzSBBre74+dXGP5BiLWVM67NUreycwWWLj5A9owktJNNa4qRld0xPhztu2hxW1uelc8aOzu7wulgnXpuVvMY2dqcnYo1qFDa0UpngZktOKvZwhJBFPeyK632jwEF3vRmONgpimll+0EJzPUmOi+IyfNQ7c/BYE1HLS9DsTtQEN0ZNHapjFrKahT/6DkhRVL+HUGI6UjSMpb25o8JHILMQSdewNtYQTM9Bj+nspbI01mDbH+za9VGAgRatxu48H11rJOz/CIvNSmpDNWrES1liDqp1IIYtFYuUC0CcAjZJoj5qgKEzZtPfsUQ8rBv3c+KsNk5zKVQEI8jrH8XIngLuDAqSjt/v7FeDhktZSJz6HLLUex7K8bKLfAZRwidMopRs5rIUBZ0FnMcodrDZms+n7krOCe8mz3clQXIZH7CQtn9ZGd2wU6ddTJxUjlNZjm7Y2J4zncQ938GjvoM7eiGgEW95DMOw4tEuIUH9O17tPIL6FKxSEapchV87EzBIstyLTd6KROCoEpQP5cOOBDzCNQSxETloSGkkO7Baszjv//7a+wGOkgheTkDwsvipN1hRshVN0sksq6XdX8nI8has0SC3zPg//KqdkboHb95/icRWUbHdXDDxG4kLWR2/mdM3pRETcbEyZRpbdLM3RQJmobIDjZpeupQvcKwkQbfQpAR5dcKlSCpctHkZIYuFd0dMwR5sJLf+ReqsDVjCpWT4MpjcMBkA596t7BkUxaZmszt1FzNrpuKKtjGUPaxlFDI6NweeJcHRc8b8v7mCwexlGuuoJpVnuRh57140h4tQWha2ukrQdYJpWXDokMkhpEgYKRQwP+gNCSXqRFN9XcoeJOlu2iU/avl2Arldk4gLtTRmRYZTL7WxtvpNavKzsBoqKXosVcr+IQIDYg0H7XIAu78fStSJz70Pl2HDJx97PY8e6Tr0lHNkyCQ2TKA5ZS1IOgVelbnWtygKnMFqSx43OP5KqtTQfb8ePFLxaybFLWZsrJmTFPYotJU58FTZCbUceez+89ibGk9VohvJgBm7zDu+oowkqjL60a+mluqEGIIxceRWVjOqsoENuWnUxncNmGRdJ9kToCnGgdaXla1Pkog7HountdfnddWC5opFbWvq+HWNumJRfV2XPwglpWNtqkPCIJyQQiQ+BZwWdM2CGnURVf1AlH6ZO2lv64e/xUXMvq1oVhvRIYVMOu01mj67mSntZtHG3dYSmhN2MJB4mptyqWxJZaRDIVE130tN9aJET2yQeqLZ5PVE9Vw0ei8EKBEApP15KAA6IAPa/lyUIAF9PDa5CBkvQX08serzuNU3j3t723GxjImkGx6i0VuJsb7DOj0OXc/GomxiH/kYyIyXk9gpNzHWP5QYbGTo3UtFmK/Nj1NZhF+bhUEMEj4c8moC+mkYHI+eXgMDgwTr38CxldpUmYg1SmaVSrsrjqymvX0+ko7Ey5zDzv11oQa3bySx/wXMvfWG49BOkwheTkDw8s4z/2Xzvkoikk5meT1G2Is30krYHUd76mhq/YMYF3Tizl1OwtgFfG+JGbz0y/o3Yfs+rvrIzOD2Fo5jMf1xSmGytWzuxoGGwRl4uBALw1G5nwAHJnbOt24lXg7SpDt4JzyUTFcLM6OlvBseSqI1REJahBH1pbTZnawoGM45RWt6bL9hGMjI3Cw9QxqNrGUEdSRwHj3XUjm4eJmDAEHsGEjIAV9HnscRai4BIBlgHFyUUgKnJw+XL4eo6iXX5adcacAia8yLjiZAmCK1kr1SA6onm6jFhxqJwecuQZfDxLeMQEVCsu/CFR6MYm9jn70Uuz8dNeLGH1OGw5eJ0985ZBa2tuCJ240SdRCxtpmNOajd1mAiStRFwFWBZKgYcufsGWtDNeGUrne1kq4Q3zAKGRtWyUdIsqHLESRdRdEcSEhEFT+6rZYfxnbOqji0F6UnTbucJA3yEwxYqFkWhySB1R0h0Gwl3P75Fl5rjHFQleyi3WrDHtHw2G0U1rfQ4HbS7LZhi+ike71UJCbTkj8QV6k5xVzWdRJ9QZpj44i448izD8DhTGV701IsnhZk3UA/3Op/+9lcKmFfuGMmCoBZBcP82aFECOxfXC7eEqA1Yg5tGEggS0j6sd9BHitDVvAVDMWw2LA2VGNrPPz/nypZibem0hiqxDVUIiW7nLbWgbjifVh29yczOIoNDYvwR9txxankqFNwSU68E98jQXGSuO88YgIFx/U1eAjSHJHItfScP3csIlXrsRxcqBIwIn58i3/LsnkXMZQCdiiV5OtpJOgu1lj2Uiu1kmi4SDRclMiNTDPKmCW/SqORQlnkZ2xX62jCRn+vjTHWsYBBteV1xssvoxnx1IUfxiEvI8n6l+P2OjQjAd2IwSJXYBgqVaFXcCpLQFlGJPJtYqQXcKqrKK+eS0u2k8TIORhaCmE5gF2LwfA2INniaC1YRt2gF2htS8PnTSQzq4jCZX9GDSZ1m60DYEhRWnI+IuJoJHXXlUjGseePRYhiYX8ZDQykgz7clp32L5IdG1FkGUPpOrTeVjyKuPJ6hsh1BG2QHWrGQveZg22lDrSwjD0xTO3aeDYXDGbzoPGEaisYl2rnkt/2XEPoWIjg5QQELwueeZR9exsIyxoTmtyMck2k2r+PhYmlADh8mcR4CgF4NKUeT8Qc7rjQuo31/V5n3o6xWFoaKMycyZK4XSSHkrFp8VwTMT8AFhDicswPl38TpDhzCZmhJCY0FfIQPsqMeNyAF5hmKWZ9pIBMZKZYVx88/R+boZKtJ1Mq1xM9qLswVY/jnPAY8uyHKSi33wvapewzBqCph0xjNgwzCfXQNZsMGUlXSPQUELX4MMJxyLqFWXY3S/1BonIICRlv7F6iFi8ptd2nHwK0x+0iYm1BjdqJaxnd9RQY+GJKifF2HxqIKn5Ure93KbocxhO7B2soAZBwBMw6IboURTIUIlIFqhYLSgyGFCUS2YAvxSBJV8yLbeuUHtvgc5cSE7JSEG1Ej4Y5PeVJYuXWXtsR9il8pozBsCuMZAd1S2Iot2axY+owAtg5f8HbBOyJ1KeOJrFlPfagH0OS8DudfHTWXGRNI6GlBcXQOH37UiJNCjUDM2gZnkzezgqaG8MkuQ1id7ZRkp5CRYaVq/M3U+pL5MOa/uiqDQydM5JtjEt8H92QkCWD7ZHpNGlzCPteobLNis/Ipb9jK20RO1V+s16MIcsE03JAUbBXlSAZOrpqwVAtKEE/oZRMojFxOMp3c1G/zWQ4PFhUnepALJKuE2cJ0hJ2EHTE0xKyk6a0UGCr409l89CcsTjsOlplHcgSek4eAWssCVXbCSX0Q/F6KIhUUhXNoi3GTtQdh7N8D+HkdGz1ZgJ3OC6ZcHwyFgN0WUZub0aKRlD9HiRdI+pyo/raCSemYcgKtqYaBrRF2T6wP7ZqczqzIcn4+o/AOOj33V5VjBwKoIQCWGQbua5hlPuKCOtBDGBC9uUUqnlsbVnG1uAmslMmM00d1+WCArBFKWOkltvn39ne+AixR6mhQa6iQCvEjpUauYUipRKnYcUnhYhI5hCbbEhYUMnVkrGgMDlqzkzbpJSySS1hdDSP0Vo+eyJ+fLrBaJt5k7JW3Uuz5MWCyrTIYJZYtlGtt4JqdNQRkZEAidjmOlqSknqsbB2Lh9t4hm0M5H/M4UZe7MgBiaBiIcqHTDfrnmhzGC6/QX+5cwmF1siNxFv+fXTvj3YGfm0WKVYzL7Gy/Ca01J2kOD/DqYcoLvoxks1JQsYu/MER6I4xGGE/0cZdSKqNwNpHkKUAeljGPf9xdF8jktWJZHHi8+/leXZQm5HP5QPfQHJXoJZqaKkauks279wkA4s/haR9F6EHJWz1dtqGrcHdNJlaq5196WWMDJfTb3v33ouN8QpVTonzqrsHFC2Jm6ly7yRpvUpk4CL8ozTU1ly0lN0k77mY2NJZtMT8FXVxJZEcg9ZrzN+BoA4WCUINhQx4vhJjj8GWc/uTfG4R/sYkppaWkeAJmtXDJahelYCn0gGKFeeU24k2lRDe8TatGXZezp/NGePSOf+WHx7V/8nhiODlBAQvf/7P74mWQUiOcnFoEomG2V37b7uZQ2L3ZeD2mAm3T7mDtMoGEQnOt25DspWTGEkBLcqKhA+pTQwwu+oMhgYLmBoZjB0LtoPGEje7yrBPNVeKHvThUzxEgHVoPIOLt6VGPpbruUgbyBn792kkyHrLTmxYOD1irhVSJFcQlCIUK3W0yn4uCI0n1Ygjy37eEV/rPxv/ixRNwO+sJGrxErI3IhkyVk0mwZ9EMJKGIWu0JWwHSSO+cSyWaN/qcwQctTgCR7f2zpdB2GqWILeGE7o8bkgaEEQ2bEiShm6YAWiKZTdnxD7COu+lVEcGMdL5Hvm2tVikAA6ljfZoOls+S+Kz8ZehRJ0Y+6cvI4Hql7BoKQzc8zEVWd9B0W34Ykrxx/Q+3XKqvob12miCimIuhGdAXPMINCWIN35Px3Zq2I0m+Ygp24QmK/jzh3IhHyNLUXZRyFTWkUYDQcNKtZSOFMzAE01Fcu1in1FIeXgMHmuwS+9UWrCSVD3MTls+EUXC3lZPMDYFs7tNJt2ThqS20uxsw0BiTKgeb6iQETGv8ZJ8fsdxztW2864yrOPn1KbdNCT0x+ilJICkWzBkM5lVihoYioTV7yXsikENh9EVBf2QdVfsuooz2kSztetsqjwqaMeNR7JjbQkQtKhoTjdTooOwGxaWWLZjSAaKIaNJOpIeZXZ0LHm6OdPlbe/b5OupjIjtXKerWfJ2fE58XjuVKtaq+xiqZZGmm20PEWWZZQdR6RhnvRhm0HGgkmpPrIZKWOr8v47ICp8MGkOir52x5bsZx1Yq1TTeyZrJ8Pq9JCY38VL6PE7fuom4gI/GmDgMFabUbub0uBVkhcwaRr+TvsfZzsWM921HQ8Gv2LlqxP3kByoxkFANjQsalnBGi9mTHJZU7s/7NhHZwl3Fj2HdP6Or2ppCtT2VHw78ORY9wp83/pXFcRN4YeB5DGkt4ebtW1g/q5aJeyy82TqcZ08zP/9mNK8hr62FZ/LP4oy1K5mwcxuZtVV4xl/BqxkwfN8O2l0xXPHh/0hvbqQsPYMUWwZ/OOd0hu/dRdhi5anzO1e9P2/FJ0QlaI6L55wVS8jPnY27qQx3y2Y8/WrxVru47fpfMWnbJu566l80nn0Xl15ollX415PPM2zzp9TO/Qm1aVlMa9TQwj4mnW9+Tt735iJOswxBS1qF7nHw9oQgI+PeIFoVT+bfGvE7ktn03WxG5KzGuR1iFssEC+DDFguGBJesMLj/vqu5bO/T3J1mI8eqc7sjRPrPrbS4Y/nlzT9mcGAHN777EnJSFPsmGa/bwSfzptDYlkjp4Mn8ZV/ntdQXbsURieJbfA8rLp/AjXcfXUB5OCJ4ORF1Xt54nXUbiwjKUWaHh2MA2XoyT9s/ATqHQg623RJlvT3IPOdGMwoH6tVyXHoSi7IW8ceaGxnkGcrHlq0MimYih5KIkcGWupPK8eawU+rHD1EkNeDRssiSG9iRvJTCIStx2XwkFp9Pyt5v9NrmmrCO3zD4TN1Dqq+AS5N+S4yyqdftn2l4FAwJj57a7Tlpf4fkl5khRZAMCwY6jWkrQDJI1tw4vblUO0tx+LKwB7u/tkPpchhdinbpzYmqXqKqH2s4Hlk3800O3HUeelfdpU1otCRtRNYtxLWM7LJt2NrSJRjyxhQTUveS0DQOWUkiqniQdbt5BkMhZK/HE2suM+H0JBNytKHjwdLWiG5zYqsrB8mClHwuuqzj9OcgIeG1bcVqZBK0NxDbPgg92kg0sAw9WkEoMRUjJgssbgwjjKO+Bas0AuQ4gjEtOP2Z6NEqPLF7sWvDsPqtRGw6bUlbiWnvjyWg4UmoJ6FlLFHVS2vCVjPxuWYHit9LOHM67tZM9EgxLbkRJE0jpngvippDNGkE3rg9ZrldSQJJxtCSiPEm4XfvA0LYgpkE7XWo7Y1oMXFdekEMLUrEasd6hDVqEmjFaGrGq8YRjUvCZdjwEzKHM4EMavkuL6IZEgujf2eMlk+N1MIayx4uDE/sOM5uuZqBegZlTomYKCSFj/2j08Bgt1KDZIDbcGDDwoe2HYyMZFCMlyrZy0jXKD7op5JcvhS7Fjnmc4EZdPitNtRwPcFIKUF3Apn+rjMZo1KUQkqQDDulmMOu5QmpeO0O8htrsEaivDDpTHz7E+Bz/VV8p+pVnsqcz15n33uRrql+m9iol3/lXMXt5c/zfvK0Xvc/r3YJmqqyKHESYbkzz+uhv99DTVwKf7z2tqN8J74YSoUPQ5VIcIRoik844vaTtm1k9fAxAIys2MP/PfIQV9z7z163v3VPiOm1rfwi65fUxV9BMGE2V216jhnvrqd/ZS0BO9x9ayYXN8/mf873abRZGVouoaSnMsMzjg+r3bRKKulxtbw1aw6y3oYtFOactdv47t4gRfn9mR7NZEGOhcvLe/7d81W8z+rB+/jWr146tjepByJ4OQHByxuv/ofdW2oJyJGOu69UPY562VxILqa9Pw5/BgYGmupDU4LYQsk0yDqkrOgIXvL3uvG6BvPesMepdzRQGEnjkurzqY3ZA6VmZdy42Hr6nX0XAMuWXgPAeYGJBMNO2mf8Ci3sonnXHNLGvET60vtxxTQQ9CbTHJFJVCQssoQiwYftURKVMka53maoczEAYd2BRepcM6bIfyZDneZqrP+qfeNzvUfJajmN0b6Vig5ZI9jCnReiyiSFrKaud5D/m+Di/LXmTIGIEsSimQl7gbhqKpzJVGnN9A95KMTCNL0/94620eZvY1zZVpr6afgddn61ewx/Ty7C7TVrp8Q3zMDSy41qdVYDqdUptCav7OhZsAWTcLUX7E/ANbdztw3EkPbgjTGwhOOJbRuKhIQuRdGUIGrUiWSoSEgEbQ2UxZUSLwWwhxKxBVOwB9MwMMwhsogbMziRzX+R0OQQ7fE7ANBUH4asYQ0mEbY3YfOnEdveWYgu2PYE6B70mEHI1mxsxnAi1lbaErbh8hSgRJ1EbC24PPndxt618E4ivoUg2ZCUNFxpO4nN8VCzOgVDN7eV1Tz0aGmX/SQ5FklJQZJcaOEtyJZBqI5JSJITLbyZaGBVx7aKdSRa2JxRpTimImEhGvjkoGPFY+itAKiOmSi2EeiRfQTtHhQlA7llM3pkFwCGGos3vxBFd2FpbURt2knA5sLliidV0qlx5KFY3AT71VDfkEV+nZOAu5gxkUVsqzcTJttHXMGgukyG2GQMRUOJtrAqsJTM5GlstwY4vy2JisR4DN1gbYyPb9SoxGHFq8BTBVYGeHTuGuUg26fz2nLfIe9oBLu8gaA+FrBgYLDKJdHoVniuwMa1JWF2OwL4g2WkNpchYQYVK/qPIKIoTImsJ89bxV/KLuB2+U3+fKY5E0XSo3x39ds0qqlUxRVycfVHbEncx3s5t+JxxXHh9rc4LbiFVxMmE2vbQoo2nJ1KO2c0pPJG7kT6BXeTILVRpOdQbWslLRJPe0oyjXZzTTBHOMg9W2p5Oi+GomQzcTYh0I6s6zS54jteXWqwmXp7z4mnX0dnV0dosElsSVDI8+oUx8hosoQUiGJbWgdAcE4GHJQPpugGigFhRSLbp1Pg0/g01cI1JWHmV4b53jgnltYqQhYrw7ZsZ65P5Y9zxuBufJbUQBo7cs/D2OFjaZ352flg+nN8kLCShn5PkFB3N4pWi82wkaYN4fG93wGg1FbNLQW/Z7hvIn8uv67H17LXVs6H8aso0M/n7Ia+DcFH0Xg/9jNu/r9ffI53sSsRvJyA4OXNf7/K7rJd+JWeo1BXWxYpFjvljmL0/bkmSU2jkSOxNKQt7bjwHcj3CCsBrJqDvWmfkBJxk+VLwRPqvPBHhv0bNdjELs9skmQ/I6MqNY1dcy2s7hoUTzqGu4qgJ2v/owYXJv2QT5u+TQsDkbCjEuKm9Cso8s9mSfvtTHY/zWbf+fj1BOyxZUyV3mBPcBrl4TFgqIyL/ztDrOt4ueGv+NuXgdqP4oLpDKyJdpzDHyvjbDcoVzUSNZlMt06bwwZ1Pd8FvzAjhsEVXrKqW/Brsbx/ZgIXr/SR2q6xu5+FBRMd2Foi9JNVrvnEgyFp3HdRIq4QxAdaaHdaSWtVGKetw264eSbcH7XYg0WOMi2tHSXJxTuZXRMd5dYQ39haRJLeWWn4o8ETGbHDR7K2j40FA9iYnc+U5hrG7/Dz2ORsztq2nowWD7KhElW9WMIJxLeMIOCswhu7j1bdjksKYTmoqz1iyEjoqD10wOwJ5vCZkcZ4SxlD1HpKtES80ViGqFWoSoQW3YYExMshM7PZgAPV2gwDanU3DilCvNy5Nk9CwziiFh+N9laitmZcUtdEPEnSUOQovqiTBj2GDLkNjy+frKAbw+InYvEwcPwryIEkyhYNRrbkI6uZDLn8VgBq1uVTu95OOCkdXbWiBjxEYxJQvO1Y280p9brFjuaMwZBlVE8LcrTz7yIcn4IcDaN629Al2Rz63z9DRLNazfwYiw3dasPS2nTUxdsObB1OySCcmI6zbCdK0N9tO1nVscaGqQuns37EZCZtXIor6MMW/0MMorRZP0Q2PFibapEMDUkxqErMoXzcKM5au5C2RoOAMx0X/WlKTWBjgZUp/nWsTxzJypxJqNEQdxUV0dTooyQ5hYfaf8DbKbNIroN3AuO50vkqf3Bex7qx+3tvwjqZegMZ4QY2xQwmv3UnimEwRKvh9bSzOto9YcNnXJC5iF+lmTcwqh5lXs2n5AcqeCnrPJqt8UTl/Qme+8sSXLfiXezRCIsLR1MRiSOQf+S7/ePBGQqQ3t5McXJGt/II/esrmda2jm1xA6hTkqlI6ntNoTi/l4ii4LcdWlwOHCGd/LoIuzKtaErviz+N2LsTayTC+sHDcYQNJCOIu72FulSzx+mS8jB2Dd7vp+JVJYKqhKobZLV7KY03h8HnV4QpiZHZnGC+39N3rsGrOJGTBvPYWjMnsNlRSWIgiwcH2ngu30pySS3e3eYdUui0FAYHDVIkhWv2NTKm3UWTCm9kK9xY0v0uak1MkBFLX6Rd8hPvKsA2cB5hI0hY0YnRzaAiRKQjzeCh9Od5P2EFs1smcHnZOGzYSbV1L9f/QOpTXN5yDhmRI/c8H0ml3EQUjVjsLIx/gV/87PgtziiClxMQvPz1H4+j1zfg6yV46clIfy7Vrak0ZqzteCyjbgaRg95xXYoi95Bp3pqwlSWRLDIiMQw1/LRZfGT5us56OTSzvCcHVpAe4XyXrf5zD7vtAbFKDaoUIhDdQ4s6AF1SsEazkPUwEc/LyJZ8LI5pFCfpLAqH0a0Snpnx3P3uRnzBQj5OUohrryE7ZikZp9WyquL7LE6P4eodS4gJG+zzDic5YTOVaiyl6RMYa7Gwfk8zyYEQ28YmMsSvMXJHPSMCyYx2Kjwqt7BLaWPPrCFYWwOMrS6mrbwf2VGZT+wRHtr6dz4ZO5UthXPQJJlofTWR1jDxITf7VIPRlnIyjQjWYCJt9maKcTNFqaHFsFGHjYjNRponjgrFxzBLBWkNk1GN7iXuSwcuxN+aRorsMwONgwKYdZEsHBEbrdg4MxKhwtGMPRJHvieLNbYICWozA3xpeJUwC2MbmWItwXagVslB/4WGAS2ai/T2AoJqkOWym2JV4cpIE0m6is9dTINhZZ2WRabcjobMEC2M3dKGIUeIGhIxNhl31Xg+swdZplrJctZRGUjj21oNquojbGsiO3s7DmcbFdvOwtJegIyMO6WYTYZGotqKU/ER8qWjyyFadQepUTthaytWxYNc2kg0cwDR/X8LchQSG0cT0Rrw6UvQM4YT3zyasKMKi5GCrEUg52l2tU0jWQoe+OU1X/j+93BFTiHj1y8hYHGSYG8i21LB5mAyadahTPDnsj6yGdnTiGKN4uk3vMs0dTnqwxWqZm3uSD4bNJ3Ja5ZQWLqLnNOaIcXg+ci3cHmgJdHCjbsfoLY+G597aJfhppBVwqkHaUVlZ+Yg6tQ6JLmA1HCIRF87hY3VvDNiCi0uN1cue5mnT7+KWJ9E2BKmX00xLWnJNMSYOQpnb15FXmsdjTFxvDl6OtH9VZZT2lvQZYkmVxwSkNreTH1sAobUyzRywyDV00pBQxVBiw1HJIhkQMBqI9HXztq8IbQ7XCT42rl8ndmzuiM9h08HjsEVDuKzOUj0thGwuQgctCo9hsGQmlLOb17CKutYtmT1p80Zg2QYpLf9P3tnHSdXee//99Hxmd2ddbe4O/HgUihwC6WlpaUtNercutxbp7eu1KCFCi1QSnGXECcum6wl6y4zOz5Hf3/MsptlNyGQpO29Pz6vV17Zc+Y5z/HnfJ6vfL5DDHn9XNyyjSExm7mdx3hqznJag0Us6Gxm5bE6DFHEkx4mWuhBHcp8RGVvgh53LvVF5byztZxzBlL8Q9lKWjAQTRPBtnEbwzgFgUPBWbTl5uHKCVF77GmmbfFx95VvZlFHE82FVawdELDjzcRsm7vWXMQPdvRwNLkDzTmAHXGRlVxBkEJqvRob80Z4uHgXn9jrpj6nCTW9kM7C2VQ5/kLJ4ykqmhrZtPKDZDODWV4Bn6XxoHyYFxedwx17xxMaOuV+vpnXz3siVayIe/hm0W78vT183M7EyHymJsx5Pc+yun8Rfu+Js8G6ont5Tu7G597AodghurI7+bF2NY5TLIr67wjbtkg8+1U6p1VRVXEDf3BuBOBQ/h5q+6bxna/9H9Z5ue222/je975HT08Pc+bM4cc//jFr1649YfuNGzdyyy23UFdXR3FxMZ/97Gf50Ic+dEr7Olvk5fe/uY2hjhCx10Be8q0A0Z5mkiXjlZhvSp3Pi1GDkHnczJ1ekr5+3PFqqu0hsh1FHEypnG5iqKm3occfRXFfgKSOs3HLDCOILgTBgW1r2OYAglQ8oWqybcVIj/wGAEfWJxEEESO1DyP53Oi6T421z6KHULqLdCKTdi05lmCmx7MEBDGIbQ0hSH7KXRUMWVkYjozi8BJ3glI1QKcWYXfChS4lcNtp0raP870q/tGAyz+PaDwb6OPipEgSAZdgn1L8Sqsao9TSkY3MTNQQDEx1BEc6iCUYNAUPMmNQAuaDbWAqLyAZF0zZV52aZo42Md3Utk1C9l6cQgiHMRNJycQKWEY/ln4UybkMQZhITlOuXkwxjTeWjWCLDGXtw3BoIMkIlkJu/8rx/rGJqGECo7ExutLGUWcPe+UKLnA0oaSzyArNR5ejWIKGmvaAIGKmDyMqFYhSNs944mBbXJAYD6pOOwYQbAVVy5pwbIaUQLBFRFtBsCVMMYUl6iiGD00NYYkahr+fpBBG0QLYgokarcGjZ961UHAPzkTxpKBsS4gzkL8byZaxBYNAaA6qFsSQ43R728lJ5aBaCklVIKK6CPmPUjFiIVgqrkQhih4g5msm6e5GMl2jrjuLkaw63PEy0s4BdDmBFptDjuHncPkgldFMoLJoOBEQqSWbKqOQPREZTUoRyTqCYIt4I7WoWg6mmGI4dxfueDnueAnhnAMY6nEaSLaAmg6SVkIgmggCiKaKYRXzSE0hc8PH6M3LZ3VjA7LpRlcyLmVNyEbUi5GV8Srg7YEK5rQ7aC6OEfI6Kegro71omIEsB23Z+dyweyeORAhbsCi1sxkQR0gLBlmWh6QJSqKIhLcDwZIpi84i7epnUIxwsMjHzD4/L1hpZnr6WZ12ca4+l59UQKstcWHCxqOFadJ2IuluREtBVVOsNebRLvRyWJ5YQkSyRM415tDFIEfkPhDAhUyxlU1IiDMsZur5FFhZqLZEke1nvpH5uG+WGmmQuln/wjNkxTWcF34V3RYJCQmaGGTIAFlM40x1058j44lWMtcsYZ7TiY3NveJeREljjT6bw2mNfmc7i4xqZkoTn9k6sYNZZsnoHEBAEAQ60kcpc2SyP1vTFpWO/73kYSqk0EkJGlm256TtDkkdeG3nWGB5bOdv2Lv8HCqFYsqsjIswvvFWHDOvQArWYqVG0Nq3kphzATEhxdHkIbKadjIczKE/N0jCN/5NjcSfIy8ygy/8+rdT7vv14N+KvNxzzz3ccMMN3HbbbaxevZpf//rX3H777Rw+fJjy8snxES0tLcydO5f3v//9fPCDH2TLli3cfPPN/OUvf+EtbzlxcOrLOFvk5d6776TjcDdR+cR1VU4FN6TWEdYltsUNYv5GvIYPy93NsJwxe78pvZhs20tLUqQxbaEpI0Sz6vFGapAslVh2HYuNKqKRIgYMG1NMkXR34owXIR/3INu2Rjo8HvDlzM5UU8UcxpF8hIhpIuRdjZ7chG32o0iLkcVaBNGFbMvY6RdJJHYhAI7AB0FwokXuGo9PUKZxfsElZCkZU2Z3opmNgw9iuTxIsZEp7UG1vkUsyb2IpBHjsZF+TNXkfH8hacEgx/Lw0kiYHDVI1EhQLYcocI0/H/cPd2PEHkd2LEJSKkiPjEa4Cx5kx0Ik55IxkqApYSTTiWipU2osWGYYy+jErZSClMXxcZe2bWKmdiOqNQiiD5AzGRl2jGzZR6Eq0pCyxlwXRnIHRmrL2PYvk7pU6IeZ6+Rciew6joyMvm6KIFDlEOnVYgwM/wpb8uPy34QhjGSsOsnDiEolQUcRaa2JcGIviucKBHFcDNCQkohaGsvoRFLnYKS2YqZ2TIgjEZUZKO7zx7bziJl0SYtx94uNjSmlsBON2FoDkmMRCA4kpRxTTBHzH8MTK0c+ThDNttPo8WeQ1Jk4HTVYNpMqvdhWEtvWMFJbEKUCZOe4LsgKj0SWJPBc1CCtDyCIXqa5PAhAU3oybS+UBQKyQEvaIimkJt1bU0pmLENaFtFAI654KWkxhSCl8MUyH7ErszJWgsNJc8p9vAxFgHJVJE+xaBaG6E5LeASRtY4sjqZsNhMj4hygWnPiSo2TtLRgEZR1YnqG4IbcXUy3cljl9NOWtnjWsxm/VUi1XkmBKSMKsCtu0qNEyCLNAimfGc5xotuSNnFJFoWyQpuVpM9MsFwJ0qGn2eY4TFBwUBybwSxXhuAbtk3YssmVRDabOgcEjZVKP0lBY6UxnSHDJndU4K5Z7CUey+OYGUfJacaLA4ctEyVNoZWFz/LxgpZmgZHDYncmULZft2hOW6zyjh/jkGGxnzjnyZOzDcOGxYgJqghFyuT3sCllUqgIhJRhAqYLzXCR94p2BibNUi9VZj5t4iAINiEhTq7lp8aa7IaKkwZs3Dhe1Sp9KugQBxkQIiwwK5EQCQtx+sURpplFCGNpDJn/DcwxvRWYGNBvmxrCceUiLCOFKDuxsHhU3YOl6QR7Spin6DiHGuiftZxGqYdUepgRh41bcDPNLCI52MLc7JU8qu4mJMYpsALUann0G100eZMEEzbr4xVsFQ6iZtfQLmXcvEUxqImpbC4c/37dlDqfBGkONv2ag/PGs/xOFSu2baOpUubjv3709V7eSfi3Ii8rVqxg8eLF/PKXvxxbN2vWLK666ipuvfXWSe0/97nP8dBDD3HkyJGxdR/60IfYv38/27Ztm9T+lThrAbt/+TUtdUNETpO8VJp5zIjPZpsxRCTnEJDRXzg+XbHYzGZZrIYtcYGhwj3Y4mTf6I2pDTwZThPLPUhUzsx+cvqXk/B0IiDi6OtgZaACvxrksf4/I/nfhpE+QLnbSSTgxjPQT0PhRIuAYOgIooNLjAU8pu5lplZIz7HHEcUs/HnV9MoRSIRRQgMUOytZW3gNreIALlulQeqmSc4ExSqhAVy97ZiyjF00HcPhwNPawFvKPoqBSa8Y5gV9KynPxMAwn+XCEiziQpolejULzUoEBEaEBPer21HjMeSOzHOh5RYjxSPIycy5B9QK1hRezVE7yk7v/sz52ALZ8Vzy4g60ZCODGGhZfvK0JENuizXyCvKsbB6PpZCtjG894KgnHjvIsN+B6Q0QsDyca81n68DDTMtfT41VwC6jn5bUAE59GunIH9HdJrYoIUeGqcx5O62eKDF3Nx6crI6WEVQKqUtIdBkapns79nAvqwLnk+fKJaYnebrzNmxBQMq6kpHCTpyWxJwhBwe8Q1Qp1awxZhHRBujTUnS6IrS4elAND2pPE0KiNxMmo8zA0htJF5YhJeMoI0Nj1/XlJyvoXs6FBecCYNhWphinLfBIeguRHA3Bssnu6yc3rdCfakdzZpGorBzrJyuVjZgOQDKAldiDmd6LX8ljQelVaKLJwfbHSFg2oncpWXaUgJig3tGHLxxD0yKcX3ILiihwOGmy0iuTQudQshvbGUdXJOaZ5USFFEOajtv2cjiu4BItbBsuCKiEhThtepJd3gNkpwqZnZzJdKfIlpjJiGkzxynykmcPMSWjfKukA+iOEaZH5yO4hvDaDhaZVTSnTOpTFiYv6wcdwSm4KE9VEzJsZrkkSlSokzqxLZPdQjuyIrDQqGSeWc496jaiYoJavZiomKQsUU1/0k2RJ8ZMKYCCRKdmZY7JJZFCZ4tSz0yzhCIrC3FUmq9LHKbYyqE+mWn3MtrEAWJCijlmGTY2Q0IMGRHFlvDgpFcI84gjY9l8Z2odztH4hwRpYkKKPNtPg9TNAamNiJiJy3DaCnmWn3X6bFzHVVa+T93GiDgxXugSbSGlVnDSmDMiJIgLaXItHyoyI0KCdnGQPjFMVEjhtZ3oGOTYXuaYZfjszDuVRueg3M4Msxif7Rr7qGsYbFeaaJJ6KDVzuETPZNvoGNiAiswOuYmD8tQSATemNiAjjW0TE1I8qu4hJeiUmDlcOtrffqmVBqmblcZ0SqwgURNa0jolntRYKrsxSr0fVffgt12cr8/jiNTJVqVxbH/nanN4Xs1Yz85Pz2NYirFXbplwTCu0acyzyjkm9vG8UkfQyEFMZdPva0Y2XFhSGtV0IhhuPGoaj+2kTcoobvvCMxBsGV/8SbpKSzkRgkM6Q8HTE6wEEJGwTqO4ZH7XUUxXio/99L7TPpaX8W9DXjRNw+12c99993H11VePrf/EJz7Bvn372Lhx46Rt1q1bx6JFi/jJT8aLZD3wwAO89a1vJZFIoCgnv2lni7zcdvuvSLcMMaKcXsoiZD6qgilhySdO8axOZzPY30mk7MRmQZcuklSmnkGWxVQulFfTJQ7zpLL/VZVwT4RSI5uA6aTOMbHS8Tn9PvIC03nYsXvK7ZbrtbykjEtPlxpZLDGn8aBj55Ttp8IqfQbTzSK2KPU0Sb1TtplmFtFu95KWT/wY+y0Xb9VW8QfHxgmaFZApSTAkRJEsUESFlHDy+6vY0pjo14xUkAbn0ITfi81suqXQqZzeKeOV1/Jl5Ose7FSUAd/obPU4xWPPcIjquIeIYtCe70I0TVYwhzzLT8B2o47OEIeFGH937JjUt9dyEjsuSPiVyOsbJi/tYLC0iH4xMmUbwRawR0m5ZIssM2pokHoosALUyyevBi7aArMTs2hyNyEjkm8FaJH6J7Q5R59OruWj0M6iNZ2i2CGP+eNPhFX6dHbKRym1gswwi6mTOuiQMvdwjT4TA5MmqYehUXfIK3Eq9/dibQGqrfCwumvK926DNocXRj+CQctHlu3Bbau0SP1ItjiJTByPKjN/0nUoNrMREMbLZLwK8q0AblulzMplk3Jk0u+FVhbn6NNokLqxgUVGFS1SH9uVpsmdnQRFZharjZk8ou4mJegINmzQ5/K8egjJFvHazgnnWmLmMM8s5wl1HwBlZnDs3pwMi9LTaWSIuGNi2zkDeXQF44RfcT1l3YuhTH1/zwTctoOEcIbLkfwLIMVGQBBQh3oxnW5ELY0cC2P4c0gVVyGYBkKwk//65J1nbJ//NuSlu7ubkpIStmzZwqpV45ky3/72t7nrrrtoaGiYtM306dO58cYb+eIXvzi2buvWraxevZru7m6KioomtE+n06TT4w9KJBKhrKzsLJCXX6K1hAgrp2d5+b+CoOWjwApM8pG/gX8fTDOLaJJ6pvzNZaskhdN7loOWjyFx6rpYb+ANvIEzg5ctiCeDo6cVwTRIldZO/MEGsDheht1OpXAN92CLIunCqfV1XG0NyImp320bSFTNRkwnyJcMPvD9X72Gszk5Xgt5+adEMQmvSKF7OQPmtbSfaj3ArbfeSiAQGPtXVlY2qc2ZgJIaZtwAf3ZQbZ5+Gts/C0NidIy4uG2VPOv1EcUc6393Ybl/BdZrs0+p3YmIC3DaxAUYIy7VRh4btDm47ddXO2exfvJq0P8O8FgTC2E67dM3258uvKHwKbWTjMww748mqTw6iGi+/nFMTWcsFydDcODMillaU9TbORlavC2YJ1Adti0d6ySpENm9E4umtls+jjqmtrRZloioTRz3ZN0L6Sxi+uTx0NBNDEvASOcgpR0o0fFjFFPJzD9TQR3qRwn1I8d0At05eHtOcP62jZiI4T52CDU8iBwNo4YyFiVHXwe+I7vw1e/CV78Hb/0eHL1teBv24m85hDIyhBoawHtkF86uY3iaD6AM96GEBnB2tyAdR1yOuSv5ZcVNPJ17Lp3OYn5fdgNi+1GGdJOdOScPGD6beP3VoE4Bubm5SJJEb+9Ek39/fz8FBVPn/BcWFk7ZXpZlgsHJftgvfOEL3HLLLWPLL1tezjg8+Qh2/6u3Ow3MNEs59gqT8DSziE5xaOxjc7zb4mW8mon/ZJAMA1M+tcdgmV5DrxieZMpdZFRRYxbyN+F5EsdF9V+bXsnf1R2YJyjJvsyopLv1BZwui9RxGi0Fvb0EdJnGskw0vNd2EhMmnl+ZlUOHOLWZ3NHXQTKvAFE8tcrLfss1FhtwPJyGQGrUHVVh5pEfTrAzGD+lPl95TyrMXNKCQb4VYCTWTnsAXKaAFuvHDATBzEyOji9wKMVGUBNxrLxy0qPurqLeEXaH/oBrxkqSo9L4F2kL2GLtIe6cmN79clHMKj2HZqUTl65SLpbisR0MWcN0jmbSlJo5BDWVQ0IrpjMT2Fs8otMdGP9A+7u7yBODdGvtGLklmA4ZS3IgpuJ0dewFuZj1geUIipvDI9voZYhUac2k66Kk0rRaW8iNBykccXB50XuJGyMcjreQKh4nMZcm5/G8sx7ZEjjfWEBS0NjZ/yih0ViAXMtH3IqTlF/xbFkWlYM67XnOsTgyR08brpSO5naTKMjIDazRZ1JsZbNFOkKXHEaKjWB6A5SZQbzRBG3Du0gVV2E53SjhQcSeVjyyQqJyJtg28rHduBUHgmViKQ5ELQWShB4IYmQXYEkSjr4OlOE+0kWVGB4//v5+asRKWo0WUkYUcopJBLKQEnFMtwd5ZChT+NGyECwLS3VgujzYkoKopUiVVKMM96OMDCGmEwi2jSxWYQQmjovTUjm0ppuwATkeQY6EOFpp4egxGTIlHK2duNx+ki4vuiBl9HgcLmxZxmlYRHMzY/NIeCf+wBIEQSS/rY7VOw7z6JJcNNWmanCQHUvmUWjNQh3oQh3u58llPVhuH1V6jLLhCvpKqslPjgeY9zg6KEpnxub85no2z0+xrK6P0qES6pZmpPJNTI7kJvCYtZSHexnyahx1exDMdqaNOBEJotga3fompsfmgW88k7PPU8FLhUEGU+UIM4q5cfd2ALZOizDUPpOFkTYOl28h7PdwXVMm23F3SSW7CmdT2D+IO5GgK6VQpEWYG+inOVhMg78KqXshPm0n+XbmfR6Ya/Co+2Ly97WxpGkHjaWzKJVNSlMSHWYW09rvRRBVEvnluLK8GIJAy7DEot5MAkRd4Rzm9NZhA4rTg6ilEKzMmP5scAPnD70c49OOBaNUa2nmWe5tB2wsxYFjoAvhOMeJADh663FM4WEXbAs1NLmavQAokcw46uzrmPgqSdkMSyJ7stdiCgr1vpnU+2YCcHvZeyCgcmXyqck7+yfhnxKwu2TJEm677baxdbNnz+bKK688YcDuww8/zOHDh8fWffjDH2bfvn3/0oDdR5/+B0efr2NYPbWYF7etslqfydPqgVPex1XpZTylHpjgL305Ivxu52YAlujVVFh5/EPehiWJvCm9mCI7m+1SI3VyB6VWLiVW9gT/dImZQ6GVhXr4WZTsStRUgmemZwbLCzduIVRSzYw5H6FHDFNkZY+VPNiWv40CM4vFA0uoMQvRm//Kr5d3sjL6H2N9DzoGiXkHybZ8POPfhihI1Iaq0WWD6yMXUOdoIZYWcJkuNhduwgbichzFUkgoCaq63XiSMu1lcG73ubR522hz7GXRUZu+6mnM1KrQRYN6sZviRDGNgUY0WWBQ6WIhQaRYAe1KP30OjUvqz8Fjp3ksP0wsT8dlNZKXzENAoDReRau3CSyTuCPF4s5p5FODFQvTokCZt5THc6tJ2XdwXrgGn+5jY3AP5TGF2kQx24uPMKAOs2xgObmpXDo8HQw7h7k0toKqZAl/CjxDRI0w5Bzkh82fp8QK8sjAnQSkPAYjjdx5SQurogtpldvxDWi0FqaYf9TPnFYfPcEUT67oIz+dy7s6rqVF6qfD086e4F6wTapC2ZzbupiIpOHozSizSs5sYmVBtpfU0+buwmk4mTYyDYfloChRxHPFz2HaOpcOLGJ/sItjzoyVrGY4D7+Uxd5A01hMSjDq5IpNBViSTPOCfNp87XR5usCGylglfa4+rnsqYxUMeTWay7toLBEI6kWE1TApOYWiCyw/kkNrUZwZbT6ibgOvlWb1wQQC8ND6fHxWAdsLD2GMEsLsiMK1W2uwbBPD1hgMpNkzH5SUxrpDQY5VpDlWnOQXTZ+hJXaAP+c8Qihg8dPQt5CR+E7eHeRGKpDiUVwdjVguD4KhI+oaKaeIXj4fORHF1TlaaBHQs/MQ00nyTR8jUow71h/i0u0FFIQyH9lstYCIPoRpG0TcOk21UNZu0VaYYFn9uCaLJZjY2MjWqRmvX60AuyUrmYD5U+pt6v717HykZGxKwb5Xojsvh0AsjSc5kYzboojp8iLFI4wXgxdOKCRoi9LYh7e+PMq5c4pYdvTdnLsul9U7n2Xu0b1IrqyMkKGWonvWcvK6mlHDgzy5vI/+7DQF8QDr9AU87t2HktSY11VGU/XVrBF7WF77a0Rsdg/O4Ii7mDl/7J10jeb5z+HZQIK9VVUEwwNsXHEx9x66jt6yfAzDSU39El48nIntGfEG+Pv17+Tmw38kEs3nroVXEFH8XNz3COdGnuQHAx+nNNDNB+ffhZsER+0aOh8pwN8bQQ/kYOpJll2zG0GB+r9Uo8cUUGwW3FjPs+LF5NzbhRgyR++JgBYsQI6NIKUnT45eCwyPH8Pjx9Hf9ZpFHU8EQcqEYAiiH0H0gq1jagcQpCIU9/mIcj4RRcevK3RLFn/J1tEDCtJQ5vvkM3Terhzii7d++YwcD/wbxbzAeKr0r371K1auXMlvfvMbfvvb31JXV0dFRQVf+MIX6Orq4g9/+AMwnir9wQ9+kPe///1s27aND33oQ//yVOnHb7+TpqNdDDtOjbxMM4tYYFTwN8f2Setbxf4x68lF2gKeUjPZMdekzyGFPpZJcHl6CVZ8iP5kG11WLyWFq5hrlnFoaCP1sT2cX/kB8mw/9S1/JjVygOGCRawtuJoDwxtx586gV4nR7ezhiq2DCK1bwMw8dNtmCvz2skwtG9nQmdlpU+FbR0DK5xkeYEG7j/0zsmjxt4MAiiXjtdyE5ExgZnG8GJ/uoyHQ8JoDgQsdRfSmJ7szHIKNbkpYgoVbdpAwpw54y07V8omqg3ToInOcJt/pddFvCCz0urnYJ6FpEg+5rmO3NYes7o8DkCcLXBO0+WVGsZvrc9J4LAEhNIN0gcJLjtWkcbKKTWzri/DevHY+zJ1YRJk5/AjLkh2sLd5FqybyyIhKtyaOnbcQfBfKyANoxriZtVjLw8Ri7RYn3mTGqnXnZRmV32wRQqPGAsmE6m4vbYVxNCXzGi6KzUQwZfb4D024tovrs8iJqjy3uJ8bnszULHpieR+9uVNY3F7xpfQKMjH75Kb3qm43mmLRlTe1Be+6Z0pxaRJ7poc4UDt1gO7rQV7IQW2nhz0zwqTVqS10+cMOAjGFpvKMSfy8yPlUJwPckf8AgZSXlft9BMMSu2aGGchKUzykcqQizoKj2Qz6UuTEFBY0ZwFgYbNx0SAFIQf15VEiXoN5zX6WNGZjCTaPn9PH+v35uHWVv25oQTsuIL6ix825ezMz/b+v60KXbdY016AZYaq6JyvBHo+mMifTOl7dOqqpcHjVpczd9BSyOdn10V6SRXlXmBr/YgJqPrhcHAi9iBF79cDWs42oS6dcz8PpzKMn9tqCewFGAhqBkYy11JXW2T+jk8Byg9weD/bWEuTX4O6yBTuTbbhoiK0hkVmt44rDAwGdvJFxq2I6W8ARyvRduq4bbAEjKdO7K29Svy/DlZskOTjxnouKiaVPFrc8K5AtXHlp4lEPORVhrKhApH08Xb3ywk6G6mcS7ZgcmCxIReQvKCLSvhLbfKVuVRpQEE4gnPjkQhcX7x3GMbCfOc33c9/6K/jhz756xk7r34q8QEak7rvf/S49PT3MnTuXH/3oR6xbl5HJv/HGG2ltbeWFF14Ya79x40Y+9alPjYnUfe5zn/uXi9Td9bufMtIYYdh5av7XaWYRq/UZ3DlqxXgZK3qczMw+h/sc25BtkWu0c/id83kAzuv1owkGbbF6Li55DwAHQ5toGNqMLQjke2oIOoq5L/AYs9v8+JQgXjnA99Y8x4wum2WHx83uzSUxNs8fAgFKBm3mt9i8ME9g8VGb3bUCKceps463Zad5IKySHq1kV+500z46u7s6S8MCShSLXw84MF/BZt6Rk8Yr2vx6MDOz/W5Jgsa0xK64xL7RD/sHclPMdlmkLdBs8EnwxIjMzrjM+/PSCIBzYC6/TMYIpOHDs8fTE0OGwIGkxDkegyPdxSws7UZHJoaXbSNx0hZcIGbj9vfzgz4nDsHm4/npVyqZAzBoCPy9uZa31jbTKc/lUesC3iP+mXwyrryoCYeTEiWKxW0DDlaGLa6Yq2GZNh0HNX6Tl0XcynQsYnPBjgKKhzID3IOXt2ABI5bAy8xiupGD5h5As6F7dNCzBBeWWsZ04SiyncYv2TgEaEqJvD2o8/tBFSumEojJdOVnPoZXZWn8I/xyscjjeIsNki1hCgbZMQh5mSThfmLYSDB2P/0xmeJBFw3lUewpxzUBJxapk7BZh2aTVk/9uYv7LqVo5BARcaI5W7TLsISOCefqS3qQDJ2wb+pYnrI+F5ZoM+IxiLknvsOCCfOPBSgaTlOAjx1z3dR72pANG0sAUxIwlGokyyYn3E7YZ4IN2YafhD3ChqZK4qJGd16adS9lPiCabNFWkGBalxdRVXhyXTVNeTVc+8RmBn1daIrFnBYfumzj0iQeWS8z7DKwxAzJDYZVlkfXYMf7SCb7KBz2EHNnMZjdwaI2nd6Fi3kqdwcJKcWbthSSN/L64o3OBAzROmUL1GvBc4v6CSQUljScXqmDs3V8Zwr+iijKql4cvW46d+SjGCKmJiFIFtOuasWdm5nIpcIq9fdkXLGz3taMIzBxIt2+sQgzJVJ5YRdTcY9Qs4/ubSX4ymdTuvoRbFtAEGxEWSPatYDhxgvRowWUrv0poebzGGlZc9LjLm27h2Mz/XzqR987MxeCf0Py8s/E2SIvd/72G4w0W4Rcp3a5ppmFrNfncLvzWQB8lpNpAzbHwk1cXf5uDMFEQEBFJkEaE4ufF/2JbZ59zGr1o+f5efux1bT2vURFXx+yZbF9eoCQT2frvCHmNweY2e7jkVW9Y4PxwkYPC5tzGfKneWJFH/robL5AtugbDdpb6DK4JKBj2PD9vpPPFiHzYdzgM6hLitw97ODtORp6pJajnYP06gJXew1K5oYBSFrQ8GIN23LDlJaOMM9l4Xoqm95QNjuW9yPEcrlU16nqGaCzcCFdgz6M9EHedHCI0AcNjBIbT10ZeeEP07ryKziiZRQeeTexvL2od+1CSqsIqhfzklXEKuuwexfh7moitSiNM1KFv3sVHcu+g6V5KHpiKfGu+5EiBoFzf05YDvHCnB/hs1LU+GT8PasItlyBjUWbq5W/z7+VnXGJL+97N99ddBelqkVTTMWv2HzEIyAeDVDd3s/dVStZEV3NQznPs923n88ai1jdcSVVvI+3FxVwyJn5iPxkxM/2rCShbdkcrI7wyeQNVA4mKc/5Ni2qgiEIFBkmDtviKY8bx8D1fGXmUyyJz+BzveU8mrOTZfEiTOMyWhzN/LD4H3hFG9mCMAIewSI+yiKWuA3yZItdw35cpp/i1l6qvCrLpTj7nRoXJOLcUJwRUyvUbRKCi0LD5qpYD9/Nfe2F9m4Kj3BlNM6vvefySPZ4xqBiyejiRGIgmjYFYejJ4TUQp/+9WL83l6oeDy8sGqC1KIFsCJiifQLCB9ig6iLaCaxOL0OwMvFLU3HDGW1eVtYF2TF7mO5giuVHsunIT+CPK2TFFEI+ncJhB8HIyQmOKdhoikXUrdOXk6YrL0lNp5dpXScP0L37wnbe9kwZoj31/U0rJo5/lkXiJNg7Lcyipqx/yr5ycqYxPHxi65PsgKJyP2ptF8be6RRqs2jO6UFEIVZcR3lxE/qgE1dZFGX02TB1gYO/y8SczL+pHlF6xbfIhpy9HkodPfQUOBjIfXVC64saFPWlaKydeI9tW0CLFNHy5NcA8JbsJda1aEIbTQiTLt7J578yOfzj9eIN8nIWyMu2x+9mx/P1hN2nxuBL0h4WGTN4TN2BpShs0OYw1LebRlmlRjmXJW6Rl4YeZG3euP7N58p/zAHPuCiSJynx9fYYfy4UqXOpk2etUzjS3919KXcVPz62fHNeih5dZGNUZrbL5LKAjluE4ptV/vI/Fv26wJZ4xoSaFbe5sdHkiCSwp0ok4hX4hhRALcm4eYQRgY7b5jCCn90VJcyPZkT2Kq7uQgzYfGnLl0gabsBGcXZTpBj0hQtYHt7FId8cQmo2pdF+Pr37L3xywycA2LrvZkZa3ZhZNlqVjXO/gGAJ6AU2slSBM28t5sARvN5NhBszke1y8WKUirXsCe3FazzH/LIKjMB/Y0Z7kHwZP+430p+lqTLCd39n0Z8/h6GqBSx76THsVBgxUAaCiIbAnpIKNhSex+b8o8QP38fGnEs5cM5DAHzlbhNVV5jrvQCjaxd2vB/fVZmSCeFkG0eDMWY++RjOhe/E73oWRbiPe/pymXlYIicG9poPce/Mo6x+cjflES92OoKsjuBdchn5+X9CFJLEjMsJJ64h+vhXsKpW4JQDIDlwzLgMADPUQuLF79KSbyLLPvL6o/z4GjdHCw0+friWGt8NfLr4G5zbnMN71f8iuft3GB0vuyptRKeKZ9m1/Km2nkRrHR8I/Gzs2bDiB/ib+2nK67r52rUTffJf+4dGdXIpzeUqe3I6uFS9iaeztnFObD6Lkx6MyBCxrXdz7SfHXUgP1v8EXTD4ZPm36XQNcW59LsdyBlkVX8q7Uu8lcvBP3HLeFkJemDbsZ39xlEWRWuY0+clLzeWF4qdpz+5nfoOf3Qs0Is5MPIZsSRijQo2FWpCQFCE9WqbjIw3rWW1dyG428oNZT096D2vjZTR7Oiatz1wdmWT+r5k1ZKHL7ajxJziYtxjZ6MMZfQiQsOQ8RHMQwR636KRdS3AkJ+obZaULCKZ8tHib8ScUwl590ru5pmsDrd5OOgMTNXs2dG/gheIXxparI9VMG5lGXXYdnd4TSxFIloQ5el1UXRhzPU7Z1szi2ufzcWppIm6djYsGWX44m0Bc4VBVhIhHp71w6riM2g4Paw7mji335kDhcbHyd17WxsXbCygadk7Y7m8busiRSulQW7lycwlZ0TObH6JLFop5auOxJlv8bUMXczovZUH9IbL81fxh/QUEe5pZPVoX6mWEvBq2AEdL4jTVXILpWMQNf8+kA//h6nfzrgfuOq5fGdWYSNgP187n0QveSklPK9NaDrPswFbi2YXEs8tR++v4+0Vz+dPhc8lL29xTrtDvEPhIkzaW+mvZJl3pOAOWmxwjxJ/yt7J65Q68UZvndy+huD1ETtVaqtd/DxuBrs0fIRmqxNKdYMsUKkcoUQ9xOHUeck4355r3otceJewIUHLEScOaCLqa2dt5Lw5iCdBb4EDVbSTTJuGSsAUo7knxxMhnaNMWU33JVzj6yGQLy3DBY3zla98/1Vv2qniDvJwF8nJw6wM88dBe4s5Te1mU8AD7sg+zoimHleXvoMLK48Xe+/jLzFYW953L3pLN9PqbWTAyk/8e+igAt3l+ycPlByf0s7mtgx65iPOW/ILKli+jpuMMZU09S3OnBK5uvQotK8z9BRv5wSE4tkbC6nRhHnIx+5IQlj+MMpJN2cM30X35/aSyjqH2z6PkxeuIv/B1ZAucS97HcN1dGIKBPwnxVSZ6hU1B8wdI7/sLourGKF3JE85MENx0Vw0HcwP8Rl5xStfmwraXeLoiU2n3v7U7WfL4EY4FiqmM9GBuUHA8n0ayJ55j9IYh7Cfy8A9k1h8pyOO+GetprBwiKgaw4mX85eE7yF/+Cfa4A3zKIYEg4NZTIMlclU5zw5P/DcC1l32d2nAnMxQv92QXc07fbv57x33cPW0Dj868iOXxn6O5Q+yxPktYdrGmaz/nxMO0igJ5BfPI8RXxO9L8p6gTSURx7H2Axf0NYJtEXX70ivUM+/Oo3fVHBNmBrU32O3dccAMz3eeAniL+3NchPVHHQa7agDXUjFy8CK3+4akvpCgj+oqxRkazEyQVzMlukwPBGuYPHSVaqxAIVyMGa+nu2EbCK1HZn8lAeLRqCRUFRdxfZjKSfYwf/KZh7NuriwqDb72Fij0HMHoP8tNlN/CE18OieB1Zi55ihzzChdu8fOhIGaI7lz57G6EbNVzZKeRuyPu+F9EdxEz30P+fGvKLTh4OXcz2aefTJWTKCvjVCJHj006lOO8N7mRdZCF/JcBj2RbT9L9RMnwVB7FxZz1FYmQBCzoiLBlq49dzLqRKcHCjIDIs2vyi+pvIuKk69g5y3P1sSkwjbYoUZ3mRvO30yQ8hpd9CtC8HwQbLJbGuKpvtBQoxdeI7/s72h/lT7oVIyhCO+DZS3g0gyIhmCEOpQLCiIPoRDYOZxx6h3/V3AFT1i/TkFlDct49lrTOIeLMJRkyq+qKMOPoYCTThT+fiSxbQUPQCR7KOsGhoEcH0ePbQrtxd9Ln6WDS0iIgSoS6njspIJRWxCnLSOYTVMEk5iWRLFCQLsLDo8HaQxIFseSiK+9ldtJNC/RxKQzId7lwO5z+IV8tGEyL4Yh0MZulUDhbSWlRDKOc8QKK4t5GP/+1uZrcZfOhzn2bxwXqmtR5h65IN7JmzkKquLi7d9BJblp7PS7M8lPZ0cv6WRzlS0U3pgIu66Rs4MutKFg8b/GZnkmfyRL44z+A/7xj/AD657kryB3uo7GzgQHUzSYeProrPMJxTwJIDWzlv62MTn+MZC5nfsG/82pz3PpY+d8fY8nAglxeXX8B5rYNUHt5ISoStc+YTjEUxPHEeWHM1kpXFrI5W3re/jX7F5tY3XcDlz9zL9JbDxNw+Qp40j24oQ3POIu1ePqaPMqdhLw4txZ55K/nMr8YDVB/b8B9c9sLfaS2tobliJovqdvC3y95NxD/q6rItyrpb6c0vRVfGsx9V0yag2wwc9z1Z3q1xQ2MawSXS2q3h0mx0CX54ZTbzWtPM6NLIilsEY5kxUHKGEWUNPXZyiQ2nEMEv99Kv15ItdbF+zmepn+llv76U5qEl3Nb4rRNua9sw7PUwErToOHYlhwavIzjzMRRfH66sFp7rvI7vf+JjJ93/a8Eb5OUskJc9j/6Vh3ccwRZPbvoWtBSIEu7WI2yZ1U1t7wwu0GaSpeaztf9B7jx/FrZj/KUcDN5GWf+nkJD4U08zhxwOvpw3PngdaGkn0u3iqc7lzGppRpRsDi7w8K0L0sxqh08/YPDeT2VmNMERm9tuM7ERsEQb2RZxb/gKtpEmUX8/jgvfwXD1w+QcuwJHohjdMcxIySayOs9FDBvEn/o8AJ5Lvo+guknt/h1G1y6k/DlIOTWoM940QWsnrA3QFW9kRmAZoqjQItQzOPIg9KoMTf8o3+bU0rffpz/KHcp4xesgEaYPDfPlzbchjpKY71z/EWYdfgKHaSHaYEgi+c5yhtO9PJOzgiPeGTgMA9k2GXF4ub7zr+zOWkyDdzq34OQ/UIl1vsSvRJPrgzUMxA8T0Ydw5l7M7ZLAjHATFyg+2oef4Sdlb+cruFiNzH1oFCKyAQUdG2UKu339cBOx+oeZVnMhgYJ5Y+vNcAdWIhN3JHryMYeasJIhMNM45r517FraepLUwXswevaBpCDnzcK15L2Z32yb9P4/oXfvAy0TFKxUrceKdBPOCRJUipDz59C353e8UFbD+t6j+Ie6AWguKaZxwRwG/bk8kJpFCjffm/VVftl0I+tnbGZ2ThPdh8rRux08n72GqOlhUf4B1pdtZdbnM2Sqd4aH6PtTuF1J5H7QO9ykF1oYuozHkQDBot8Q+NMLN/OBF55EWB3Fd1nfhOujHBWwXDZWLtij43dCd9IdL+KRYxeR4wxx3YwH2NS5EhuRpOFkZk4jM3xdtDT9B9/qWIkF3HHRx3lm6/U4TMjunUFPfitOwSBhelk860UM5wja3g/RqVmk3YcREJBtGVlOE8jupGVwOpIlopsO8iwJl5zmEm0VT6LRYg3ykuCjxyHyQdnFz8/xkxdKclFLE9mpRtqlHF5QZzBD9uELOnmmzEFpa5jsgTCNso+59lG+ltjHAxWF/K7sAtS+bqyeHKw8J5gWZokHqS+JWeJGMWH1kSRrD6d4YpEbUzRZ3pWxGsWEueTGQ1hiCs0xjCdajSMVBAFsLBLOEClf8+uu2yNYMrZg4kqU4EwUMpC3h7Cjn2A6SHBgOT0eD9mudvyRNCk9n6K+fTRXzSLuGSLuSJFQ/eworeSDz43v/6dXORlxuJl17CCD8ncBGCj9LYzW03rPM89woLSI3TPnkD/QRWl/D3tmLQZR5OLGJEEjxaacPjrzSrClTMzQm9sfZqt3Oefsfo5ZRzNqxP9Y/G4q/TLLG35D4/L5/C3/Wt70/P3Maj7I0fLpPHr+taQdGVe4O5Eg6XBgS1O7q2RDp7K9kebqOciGjjc2wgWbH+EfF1+PMUoyFtf3U1flo6ivg5zwIJYgsm/eOeQPduOPjtBcmXHhlPS20x8sRFePc9PYNpIFpghlgwY92TKqYZMVt+gOTrZAOdMWn/lH+HXd01eioUThaIGCS7OxBXhpmhNTAtGCyn4d3ZFEyBmgkwoMQeHH9beyMNrAmxbdxtEtl560710LAowEFKpb4jh0i5+F38ytn7/9jBw3vEFezgp52fvovTz4Ut1J/fZiOom75TDYNgKwed4gOSPVHJ5zLtc8/iAAv3jXp/EMjjPVAt+Xqe37EoOSxF+7e5GBblniiKoSNE0WpjXCx9z0vJQ1YV9xBzg1kGx46xcyL8OioxZfuPeVVpnR45Wd+C4fL7kQe/JzOBe8E7kw87E1BhpJbsmY/7yX/yxjMTB1rEgXYlb5CaPPTwQbmy0YBBDIQ8QBXMHUktxu0iSY6J89H5kPPvNtumUHpiiyYt2XuLfluzT6ZjM36xyuksfN2GnChFNP0qh6+Lq4jr9bKj7RSWd8K1tEP9e55o611SwdVZwoMKZbGsopasKcafQl29g1+CS1/kVM92c0NfZKLUzT8vBKXl40j1GkuOhnmPl/z9y/oSu/ilv08IS6j3el1wOwSz7KPrmV2YfqmHco4867523X4exoQnd42GeWUKCmWLl0O8VlGUvNltsXU+edxZxYA4VBm67sGeREZkEkTNZIDHVgC79aeC1zVRerC/cQallNNNZBlryZ/PNGODA8DVP3sGHhn4npbvrjeVRntY0FAm6ru4iVc05PB8KyBR5ruZC5wSNUBsbdP6bmYuDoGqIpJ7ULHkUQJz73sb4ZhLvmE21fTsnSu/GX7gVg8MilRNpW4M5rIn/RX/F3rkWyVNp0na7DV5DQ3VTNfohkOpuKfxwlP7yb7nW1bM1fhG1LFEdmsywywrHBo+QMNdBTfCHx7Ok4rWEKXTmUO1ooVJ9jyHgnt0aGedo/MaZIlky+Iv+JF7U5LPP189VzbgIbFu09iJzQ2btyMS7NxhXWOPfAMI+uLyTmFLhg/wCW6OWlaU4++VCIwcJNk66VLzwDXY2Qcp9YnPDVIBkuTHncfeQLzySaVT+hTZdzDQtbx8eDe1d7sUS4blOUuoLN+NKFJLyz+ftKL96UxU1PRfCkbbbNcPLMQjfvfGGEgojOvukeVu1PgkNgVo5Cl3iQhoJOXsqdw4HscSHGi/c9wbU9+3kp72IeqpnLf/Q/T/7BWbTnKvxhTQ61LYdprprN/FaT/BGTpxa6kS3QZCaM1/lhA8WwGc7SWNv3JANFZewVl1E8ZBBxi8RcJx7jnFaalOhAsG08KZu4Q8AWBfxxk5yYRWuBQn7YoLZHZ9sMJ6uPpFhfl+Rwmcrcdo091Q5KhgwKRkxMERqKFerKHZx3IDFmSXm9eHG2k6QITltgT42DuG5g+zPjmdQeQ0iYGDMDYFhIHXHMKh9iKIWV7cSha6xr3Ed7j4sFjh4WWY1U0slLLORm/kAELyWMT0Y0WcBQBNxJiyfNZewtW8/nP/CV0zr+4/EGeTkL5OWZx+5m80vj8SiSLbLEqCYiJMfqtLzkS7Ls0D78iczH8emlfQwWfpiieC0bns/MSH76js/gD310rJ/bh/ysiBw6qQ7E0Ufz0KInVvTcUyPw2DKBDz1mkXuSLFbXOR9FcAVJbPw2WJmYAe/lP8VKhlB8KlLvbxGFBOmCr5/CFXnteByNb52iNeaV+DouliJzGRnrw1P4cJ+BqrGvFxFtiLQVJ885uTL66SBKkrAQp8weJ2cHpDYO2o3I/W3owUJSrvFA6xIzhxqzkK1KA4ZgIpomcw8eorukmMG8qVM9CwsbsUMpokckxHRy7CragCvHQWo4jSDXIAhg6R1AxhUlSGXIrqVgp5DUWaPK1xqu4FO480FSdAbrrkB2hTB1CTOlkj1tN7apMNK6mplvff+E4zBSXpLDRcT6FNw5aQIVR8/glXztMHUnqaEqPIUZd2jhJxUi71RJLI2T2lFNrDObWbsOMvRFDTEikH2HjNIrYIoqoqVhKzaRJV6ch5xIxUmkrjhGrk1c8+DtTbGrdj6lZZdyUf7Hx/b5jfS3eNjI52v996FfIBEq6WFz2zXc0PMkK9M7eLBgPQuiDXjMJD+ovJE/F13O2rok/sQIQzkD7KqcxeJjDViChH+klJVHEwwVbAUgZ2AZgqVgCwZxXwtp12SRstcD//BcREtFNtyAgOYYQjJdSIZryiruL8PGwhYNDDmGJeo4U5OFSh9c7uFAVWYiUzhsUDJksLvWwfxWjStfysRAHS5VmN2ZGb++eW12xhpu23zl3owS7p5qB/Nb0/QHJPbUOCgbNOjOkVl/KIlbs/njBl+GqNiwoDXNqvqJY9KeagcvznGRUgWu3xjFn7CoL1WQLAgkLKZ3Z/a9dYaTZc0pFBOem+fivIPJsfWrGl7fOHcytPsFyiOZz3XYKfCAO41Ds+kaFWq03BlXuRg3sGUBJAEhbWELYJZ5EAfTiAkDWxXx6QnmefopliL4TqBBI2AjYPNfZCZNR6xyEjhYIjbxiLmCT+k387XZca5/1zvO2Dm+QV7OAnn50+1fp6UhjOnJ9Flu5nKRvoC9Ugu7lWMAhEIdbJu9m7ywSnDEwd7pYQbKf8/SZoP37aljx5wX2SRfSsxzD5bdjKGU8UJLIwX65EFluNtD3yY/kmphpiebPkU39FxUTcE/jp3wmOPvvoTcxx/CNiE1pBJftQjP1r1jvyu1F+GaezlB5Vac0ngAYtqazYD2XVShjlz168TMN2PbKlHzWgCCytdIW4vwSI+giN2krZkMav+NjW/C/h3iTtLWsgnrLibCqWnUTsb/4OJzjL9ob0HhU7x6xtSpwJBjyMaJsypsLGxbIKQPMqBb1GvZlAW7WGKNp6cP6gPkKhnCMKINElBzT9Td68ITnXcQNkN4vKUszr2Qxx37TrtPR287ciyMHggix0YQ0ymwLZJl07BFCVtWUId7UcJDWKqKlM4MynqgGD3gxdV1FGFUj0QQs7BtDUFwYluZiE5RrkGQ/MiudeRMf5aCRffRvT2PaLcHbUTF1F5+tm1q3zwEtkDbswFE9a2AQuHSO5GULBIDVQweOoTq15FdBZSuOYLqPXN6M68Xrm0iVraKNKyhl9ro5VMPp/lfUUgutRDSkJcbJyes091XSe87E6h1Btl/EOi+LUMSpSFwb5ZwHhKQe6FsZRhfaQojJTLi8XLYV8uw4OO8yE72+2YwfeQYj+sr+INxIbJeTI5yjF6rmDzNx9d8/4npdfHJaZ9lVftB1PaZiILN0fwwuVoE0TTZ5JnHQo6RGz95/ZxXQta9iKYD7RXFSSXdg2Q6cCVKM21sGV2JEPMdw1DH71n2wFJkM1NZ3sYiI4YnMOCXaM+VWXIskyLcUKJQ1T+AqcRRU7lI1riV1hQy1uf/S9jntej2pVH8w+R2pUnpZex3mETFzIlmmQKaYJN4DcZwBzoSFglUVhT3Mmv41GvSpY0UcUvgH4HzEEMaVcIgEVxoLpUvzkjx9uve9lpP8YR4g7ycBfLywJP30XzXn4lPXwhAsZnDZfoiDEz+pj8OqWKEwaexBJvdiyqoK9yE5VjBUMFHWdma5kf1aXZU/ozr+p5iWBT5u8/Lm2Nx8qcQogJ4LL2esoeOjQtVSQI5H3gven8Tqn8f0RUr8ZZ9meGv/ydCbAAlaaEdaxvbvuIvd+OeXQu3ZuTUY0t+gfv8qwk/+Gv+mFjEipafIgq9LJcOT7V7bFsFtDGrq2Hn0Zv+PQAljssnec8s20XcOB+HVM+w/llEwmh2NTAxA6ENk2Ys5iMxhM0HiFOOiAs4cpKaIyfCt3CxDPmEVpiE0EQqoJEq20yg8WpEJUmDo4Xq/nV06xYznTK6I8Sx9Z8idHQdfbtvACBHEljry7jjIqbN89Gp9X2mOUQKFEgaMerSDmy9HZkUQ9HxjK9pwbcjiPnkqSpZkkBDrIUZngK88unVBUmQ5hF1N6ZgMccoY55Zzha54VUrNp8OXO2NGN4Aek5m1qwM9eLs78xofgrCBLnyybDxZomkRmQM+/Sqs0uqiacogSBA1cWTB+L0iDJJB+NlmLqApNiYuoCRkLFMgZYnZ1JxbhOeE2TcnG0o7cIJiU/wkWyK/QH6exO0XZgkqFWT1ZuD/I/ncV6cpFSLkxYKEG0ThUE0W+Iz+oeYLnbyVn8LeYkDpK25JM2lDAibudO8kPeKvTjNd+CXfktY2sNnnR9jXTRMIjkdsFmb9RceEVcgWpnnXtVy0dTB13VupiAjTSGSKOlusoYXYIka4ZwD2JKOO1aOI5kJQDXlJKIlI1gKobxdAIiGg+DgqSUG/DvBkA1kIzOepKxGnOJ0AEyjj+c9Cr1CjPnxJnZlrWZYzMSq+IwIUfnE37DLhrZwsGYWHSM5mNkOrFwHckJjXucB4kmVrnUzyTOSxFUnlxzYjvNVhCpfxkuVsygOD1IaHqC+eAa7jvkxgIWzcojXh2myLYSVQSS3xK/lCOefe/5pX5+X8QZ5ORsBuw//kef/dA/RWZkaEwuNSpYaGcGgF8L9hO0s0uEfAbCs1+DBC+fw51XvAEFkQ59ORdzigvh/ceHw9hPu43g8wEVY067iP667juTBgzhjGxGf/W9AgCt/DovemWn47Ddg0/cJDc2k9+nMrObAD/7AdW9aBv31cNvoi159Lsy4DB7/DLYgItivnSikzAWIQhxVzKR6mraPsP4Rgup3SJrLGNL/+zX3+TI0bH5NmpXI1GPiReAgJk/y6h85AZvv4mYxMo5REvMoGm1YfCCtg+ykbagbz/7fYwsiVlYVbbkLqSqZQ5EioslRhiqe4OCRtWTpuURMm7iVISa1DpFNMYPj3dJuMaNpc7IXxzK6MLVGZNcaBGFql59PhLkuiXwlM4WKmjY+6fRdYRYWe+QW9smtY+tEW2DZsJ94wI+CBAjslVtO2MepojwdYOTYC8SLyzF82XiOHULUMxaEGt9CPHIWB0MbsbFRRAeXltyEZqV4ouuOV+n51SELKllqHoPpLiSnAbaAII1bKisv6MIR0OjfH8SVZxLvVkj0O9HiyujNe8W1Fm1qLmvHVzJRXn+kzUuiqxpvRTOWIeIvj00g7y/H+PzLMDqEe+Mm8/bmEXEHMfz76ClwEHNmUdkURO36LDZeXOKL+OT76dfG49980t1EzesBaEk3I5BNpSNIlCR1cgfzjHJU20FDyqDD3UyXo3vSITi0AGk1Y7nJCCNOPSl7PRAsCVsc7y8wPJeorwVLTpIzuATJzFhfbcEk5exDNjwoemCs/W7VYIk2OUg26e6iw2/zbCKXT8WdpE5wyPmyQL8x8f7q2PRLFm2yxTtEBx0pi+Ob7FUNumWLNyVUBNlG99g8rRkMSBZ9o+Ux3mmorBUlPjhFXbVXw4dwcL2QYjC3ge1qPYc5j30uF1e0WEwTRmhM+WizDlFwCp9AUxBYuGsP3miE29/xCTbVVqIYOuuOtnJraz4d2CQBcWQvXc6DFFaUYyYvpErr5yl/Kx/71Kde8/GfCG+Ql7NAXl585Lfs/OODmKoTw5fFRe7rKZQzH6UXojqRZB/J+J8BuKwlzT2XreZX66/KbGzbIAj84dAXuGho6yntb9eiW5mz4a24tn4f5l0Lt583scE77wfZCXeOZ+nU31tE8dok/gsvgBUfgi0/hvpHRn8VoGQxdE3UpzgZbFslpH+MHPUHAFi2E8MuHSMvIeEWEtaFeKuHiB1xYr/CynK6SGHzG9LEsFmKzNc5+UsuAUWIlCKy/bhKtMuQ+CHuCRkaVjqK6Jjo5kpZNs7RbLKdMYM+w0ZQYhi6lxqHiGbblCsiuYqIads8GTHQX+Pb4xdhulPiSMokPkqIBEAWwLShVBXo0W1cIhg2XOjPPGOHkiZzXRPdh/ui3VS5iwicgPDYo/QqjYEuGPjsiS62zXL9mJXmnal13OfYOlYA8pTPx3JRkfZx0JVRIXb0tJEbt5nmX0ReYCYe20Fn7AiK4CBpxqj0zycqJDnU8wR9qTYkQWZO1mpKPNNImXFieoihdA/NkT1jxz8RGd1fgHUFb6XIXcW2/odoj2fiVCR1HqZ2EJ8SJKoPISBQ5plJb7IFzUqNXm8RGwtZUDGO02+RBWXMIpRVHSFQHSE54GK4MYCRHP/4CaMxBpJqkkUphmFj5PVSfUkjsX3TyWUarbGDxHo9LNngJZq/G0QTLAkEE0//IuL5o+7bKW6dGitG0rwkcxon/3gcvP2LMeUEyaxGgi2Xo7sGKDr0QQBiufuJFrxEUd370dztqIkzF5uVQicmJAGBRqmbhUYlbhxoGMhIiAg0ij28qI5bdddrszMuITFCnTy17s7poDU+HVuJUaWOE6u6ZA1RyeSYlc01UTcFpshfvSnKTZOAqVCcswOA+1LziePAZWWerg9Hxt+TTU6d3Q6DOZrEhUmVlxw6CQF2Ogx8YooyMYxmFhASDYYshWJDJCRaJEddOheaMi+IBvopzkmysblIjHOf5caaIn5oKTDLv5taScMZXsYRx97JnbxGeGIxLn/k0bFlQ5TYtHAZK+qP8PulN7LH5eDS2GF2F2XzsfPuQDAcTHvul1hygrZZXta9Y+1pH8PLeIO8nAXysvHBX7Lr7vEbnBu8hfNHPyzPRXSO2o/gH84MNlf0D+BcP8Ln5n2K53PGTZx/PvAZzg+9dGo7vPYuaHoa9v3plI/RkjyI5uuNKBmH7SlAv247WneU8D8yVUyzV0YIb5Ow8VJy3nMIffvgbX/Blh0IgsDIU61En+tAynFgDk9dl+h08TvS/G7UOvNWVB5G4zlO7WP7JhQ+hxPxDAb5pi2bVkcftcFKCv9jBlFR4MEf7mXxJZXULM6j4W9NFC4tYP9zHQidMdo0iwsDMi5BQLNtzDUlJNwqm+9rQgIKSzzUWBbulEFPsZfhpEm0PYph2cQsyJYEXCJUqCL7EibJ0Td3nVciSxLYmzCpcIgE5cygN2xYJC2oT5ms98nIr/D1HdRj7PLuZLpZxGpjJml0usUQz6oZrSGf5WStMYuokMJvuXjUsedVr0mW5SbfCtAoZzJenLZCgZVF0PIy1yxnu9w49tt18WX4JD9JNDYqh5lpFlNpZVwGDXojh93DrDRmMDB8kP5EO3nuMlxqDiPJbuZnr0eVxslyS/QgDfFB8ktWsdBUEEcH/oQRwS376Uu28kLvPawtuIYsNY+Q1k+xq4bne/7KiN7P5eUfRkYhqg+xse8+VuVfjS14iKTbKXPXEjVC1IU2syDnXGxsuhPN2FjMzloFwP2tP+a84reTrRaM7de2waP4GSnazNHeFhbbN6A5B1BSuQgIWFKSlLcTRBPHSCWGM4Ss+ZGMjDsxFjyAYIvYoslQ1YNYchrDNYRnYCF5DdehaKcnm/9qSPuacURrX/f2NjaN0k6qpYfIMs9BII1lZ2GKDeyRTLYJ4xlFpi1QIcfpHI2BOdNoMYJ0GUHWODNjtKGCPMpbw5aT3UYpi+VO6sxCCkhQqLnYYRegKxHiqEhYpC2VlDA+gbjesRtVsNirF7PfLJlw5gvlbnRbZMj2kC0kaDDzKRIjFIsR9hillIshpksDbNRrSDFumV0utzNb7qPNzCJsu6gSh2m3sjhkFLFU6aBWOjM1rP6RnkuVNMQCuYdoq8aaht0MOf2URfv56cJr+J/Nv0QanTxsLFnId5ZlLP3ZjhCV/g4+WPM4d0QMvrX8h0yfec4ZOSZ4g7ycFfLy0kN/Y9Of7xxbDgZv4YKXyUv3Uzxzo4v3fP5+ZMtm/poOAlmZN6Nw/caxbfZsu4Zi7RQj/s/7Mjz3zTNz8JJjrCjjBHyqDn40Z+K6N/8cai8AfxG2bRN/qRclz42c76LnmzsQnDIlX105qSvbtDAGksi5LpJ1g6TbIsS3jqdsynkujIGJlhNDMJDt8RntzVXf57aWT5/wNAxsDmEyFwkZgW4s3k3sVewx4/gkTi5D4fukWIdMHBs/Ams5cSbXa4HtlxEiBnKBGyngIN0YOq3+BIdE4NIqojt7Ge6NI83NpdeC/m09rPBINKUtGlIW5/tkvJJAS9qkQhURBYGQYXEkZWHaELdsFAFcIgi2wGKPhEMUOJw0menKBEkmTNBtmyxZpFMcYrvcxBp9JnlkjQVE7pSb2S+3nfygXyPW6DPpEodpkTKWm5tS52Nicbdj05gV6OXK6bvlY+yVWrhUX0SJ9drLGpi2gSRMdh/YtvWapQAm92FP0ED6d4Lm6kdJ5dA7+07yGq9D1n0nbT9Y/SCWEidU/jRSOoBneDaWEKe47r0IVgBZaMfybUY03IjJmXjlh4l6ZIaci3Eom3H0XwXpOSjCMQKOn+DkxFlkf+RqOijiZv6Iis79XEoVHXRTQBw3bZQi2SYiJpdmPcqm6AZCVjZv40G8dozbhTOX6XIq2G8UEbdVbARWK61j63frJTgFgzly35Tb9VleCsSMVIRmS6jHudWOmjkcMIqxEHiL4+CU279e/C09n5jtoEwMcb7aTJ/lZa9RQq/lB2wcGKSPG/88pDlPbWbhof2sOjw+WfnzO/6DLi2PQcvDRZ5H2OftRO70cNNHb2NZ+dwp9vz68AZ5OQvkZeejT/DiH34+tpydcwsXBTI3/e74k+y+Opuv3pwR6ym7qg+vc1TOfJS8zI4189zu952x43lNuGxUvvm5b8K6z0DHDihdBqs/Dtt/CRu/C/OuySi0XvTNE2rZGMMpBEVE8p2aJoqVMuj+6jYAAm+uxjkzB6M/QZ8rxD299/Oeue8hO+2j7++H+YfrGX5t/ImP9X2cMr0Cv6FSkhSRRy0ll6xzM6IK6JLIBxtTvKtV50czHDhC21jeN4fPMZmcXYrC46cQM/MbPAxhUY7Iixhch4r6L0zDPtPQRsnL6X5cLSwapR7KzCAiIk+p+6k086g1CwmJcZ5Q9wEZGQFTsFBsaax6+qmixMyhSxqetN5nuYgeFxuQbwW4VFuEjIiGQVow8NtnJvPs/xqSgSbCpc/j61vOYM0DBDrPxT08HSWdi2hl3mVTTCJaTkwlQirrGF2LRmNiLImqrd9CTRRO2bfb9Vv8wiPsnVVJ/v5vkfK3oSRyUVMFGGoEwbLxOv5M0BwX5kyobtxaJq7IQMJAwsnUBTXD+PASRx4N5k/iwETCS2b7RquEo1RSIIZ5iIsAuIm7eYGVNFM1ZZ//F7FZryRfiFEuhRiwvHRaWbSa2UjYJFFQMTCQMBFZJbeQJ8aoMwuZIQ0QEFLsM4oxEFlNI+U9uxnQ/aypO0p2IuNqHfqoTgc5dG4vQ9THx9orPvNdpi+dfaLDes14g7ycBfKy4+HH2fynX4wtZ+XcwsWj5CXy+H/yhR/dyPkPHCFrcA/rZzVSYWVexmGhjMcK5vPO3ken7NdSfYijyqmnjDf9ELb+DEInCLhc+2lofAIK58HS90Hp0pMXxRuNyTkbCD3QRPrYCPkfWYjoPHltk85oJ32JPiLpCHccuoNb13ybuhfraU66+HZWCkse1y2RLBtzND4lMPBzxEgUfWAevxlZQxIb5CHuL7ifPY5uPMZ5dLUvPeVjvgyFL56hFOz/X2Bj0yuECdo+VDL32cJiu9xEWtA5Ko3PSIvMbHrE0ImFjV4DnLZCSsgQ1GV6DWEhwbAYo9zKpVXsZ60+iw5pkGlmEX4745JIkOaY1M90s2jsWP9/QspMUB9rJ1fxUOoum7LNpsG/MvMciUD32imJi25pUKYi9pvobp3dXU8jJ0X8SpARfZDuRDNuyU+us4SoPsDiHKgLp/ErNl2JLt5XuxOAvlQ5Bc72KfoXsRFRRYOwVyErNnESYtoBJGFiancrJYTxs3A0b7GfXNKoJHDxJOsJE+BKnuQ5VmEhYiOwhIP4lBEO2IswDBtsm15hsv7MvxK2DR1WgF7Lx1K5kxQKui3iFTSkVwSK1xkFuASdDjOLqO3gErWeCqGbTruIY1aQ5exljXiYZ+uD2IoDhyOBZrvR1SyEnCwuMl9AReCZ6CocA12sPtKEMlq7qamikJ5gEW4lC6+STcSM8LZf/ACH+8wJfL5BXs4Cedn1yBNs/OPUlpfoo5/gkZ/UMi3ayg98t/Cn7V+lQjtFlct3PQR/eHPmb4cfFDfEeie2CZTBxd+Ce9+VWX7H/VC1Fnr2wx0XTu7z7X+FGSeXef7fhp8d/Au39uZhybm4Io+Q9F8+qY2kdbLj+UyWQYtzhJurvgBkXv5Eyyex0lPPHqfCd3CxCpkUTEjDTmz5Ee7Vnxrt9/TdDcfDvawALBvn9ByiW7vQ215BamURjNNT43wlRL+KFdPBshkyLI5JIstOkVRM5Srp0ixUARwiNKQsRkybC/wKI0KCLXID88wyyqxcbGyaxN6xoM7FehV75JYzQmhOhHem1uJAYbNcT4PcTYWZxwX6vNcttT8VhlJddCWOMi97LYOpLo5G97Es9xIkUaYz3sjh8DYuKnk3AN2JoxQ4K5DEDIHSzBQJM4okyKiiE1EQkQQF8RSesYFUF3nO8biLlBmnKbIbh+hmemAprdFDNEf34ZI8dCYaQXCDneDSkpvwq0EMS6cz3kDaSpI2ExwZ2U6tbzEOyUVP4hhJM8Y5+VeQ7yyjPXaEnYNPYNgavmAe0aHXKn5nc3VZHbol8UjXTERsqr0hPMqVhLUOch1baIzkkTAz46tpi5S4RrigKJ9sdQ+mrfN83/UcjDex2NvGeYVHiRtZ6JZEljp1TEgcFzHcFDA0qigzXtf25bvfZhdxo/ZZOu0gF6sN7NWLmSYPUSmFCFkutuiVyILFJWrD1PuwFTzCyS29aVtExTprBdbPYwvPsXpseb21i7nGpfTY1aTRKLMfJ2kWcGREodxTSJZjBrZtY9t/Jd+xG81eRMQYd8WZw0dJvPg/Y8vqzDfjmJkZezUzRddVAdauXn7Gjv8N8nI2Yl4ef4JNd46TF2/2Lbwpa5S8PHQz3T/PmDG/yre4fdutzNBbT9zZjDdBy0a4/Icw/zr40TwYaYfKtRDpguHjhOfWfRY2ZGoO8dd3ZFw+H90JnlEBtD9fC02vkGD/6G7Iff2Bdv/OSBpJtnZt5emQyZ2hyQXJ/mdfkvP7DP5rnpPnfC/iC90JgG3JYCs4JVja8yaeCJ+6Jea33buYWbie1N67MDq2o1SuB1lFCpSjlJ05zQm1yo/W8urCa64FeShFHpL1w+it4+3lAjdS0En68GS3y8tQSrwIqogxlMKKTDTVb48bnJPtAO3Erp60ItIf0ylzZAIX46ZN2rbJkUVs26YuaTHXnfntVFK/e4UwDmSybS8tYj9JQaPEykG2RXbLLQRtLxY2O5Qm8i0/tWYhOiY7lUwcRdDyMSSemuUyYLmxsIiK4+qnK/RptEkDBC0fQdtLju2kXmhAtkTOsTP39g8Ln+AiYRWFeyeOJwNlMQ6lXmJGWznF7lpao4doUvcz3N2JQ3ShWamxjKkCZwXDWi+6lWZhznkUuap5pueP6NZkd+fLZOr4bKt8ZznTA8uoD29nON2LjUWJexr5znL2DT+HhUW+s5xcZwlHwtvHthUQyHWWMpjqnDJ7yyl5qPTOpTmyd0Lm1b8CoiRjmScOwLf8edgeH46+RgxLJjp9EWq4H5eVZM2111OeFyS15y78C68mUPd7xPqHSaHSYJWQowqUGePj6j6rho3CauI4+Wt6GRFOpLlkUy6GGbTck0qYFAkjrFRacQgGQ5aHfUYJa5QW/OKZT1h4E8/yKOezhpdYZSaImW8hZnsIS82E5T2sYjeWOZeIcRMvyh0cllIs06uYb1adNjlPH3kQrWHUcyCpeC/9AYLsoNluZ/anN5CfV3LyDl4D3iAvZ4G8PHbfXzjytz+PLTuzbyFHEli853tYoRZC7zBIrrZ4oeEtvL/vIco5ieXlqyNgWSCOzqiGW2D7bbDyI3Dvu6FnX2b9BV+DFR8EZdSFYdtgmSAdZ+qOD8H3qjN/f3gbxPqg5twzdt7/zkiZFj9qaWX/cCtRqYTdkSSKZVMZs2jyiSAIlJsH6BBnIZnD+Pu/i2RkAkOjR74z1o/kamVeYRX7WqZ+FVRJ4/NHvsa9qw0+8aBJZX9m1tZZMIfKlR+fUiBP79mHUrTwbJz2vzVioonXmroY3utF2LCJWTalo9WeTSyapV4qzTwcKBiY3Ol84Yzu0xsvwXQNorpUSmrKWDB/ASVRP7GjrVhVLpSQAYsKyMopJB2O0PjcZtzlQaTcAsrLylBVlZGRMD6/H0mSqd/6Io/+5LuUzp7PFZ/+Evf+12cY6myncNq5iOIAQ50tbHjX++lpqqd+y0a0ZCa+Z+31N9KwdRP9rUcRRJGP3XkvLft28/APbx07VsXhZNqKVRx+8bmTnlNh7XQ8Wdkc3bUDSVFwuP0kRoYm/N7bfOL07As/8DGe/s3PTvh7fmUNl37is7x0/184svmFsfWz1p5LMhoh0t/Hymvejm3btO7fQ3/rMS58/0cJlpZhWzZ/ue8++jc9jZhK4Fy8Gp+eoi8SQU+lESwDPTszWZHDg8iRYSibgw2kBZ21S1dx5NARBlMhukw/bVY25/g0Yolh/q7NR8bkHe4DPGXOpS8tY53iB/3N6iGOmkFazCAJVHxCiguVRkxEbCDndWi0vBJVtBPGh5SIMd/dxhp28hAXsY85iJi8k39wxLyEFWYBohAmYV7AC/kOFoRMsqfQarBGSeqZyqy0TR2jew+pfX8EU8Ox4B30V8/hfsvg299+C4p05qzPb5CXs0BeHn7yYRp/9+uxZWf2LQCc98JHsIHUIovQ+w327buYd0aeoIATpLRd8FVYcxJRn96D8PcPZrKNZl52agc32ASqB/zFp9b+/ygORhNcuOvEg6+EhZTcjyOxEzpd6L3noQafRw2+gBGdQ6rnrSftX/YdQJRH0ELjugZL+hv5TscBrGgPjrWfRpYys7P4M/8FigvJX4LRdwjPRf9NOnyUHrdKpWMGdjqKNdJBykriLTp1K9DZgKWAOIW1W630o67P54+77uTNdSuROLOk5GW0Kn1U6pk4AwubnVIH8VARmg37Cl5kVu86IJMtdY5HZsCwOJy0WOmVyJVFmlMme9UmRtxdnKNPY7vSBEBBspQIGrYtYokatmCiO8bjJETTgSWd+ixZUZLo+tSxUJIkUVZWRmtrK7k5+bgkPx0DzbhcLt773vcS7jQIFnq4755/0BM+xhWXX87W33Qiin5mnJPHmmurcHoy5Sksy2Kg9Ri55ZVIcmaisnfbVnYdOMhbrr2WQCBAb08PimVw8EgDcxYsoLCwkJZjR3nk/r8Rb6xDjgxz/Te+jz8vn2333U1BdS3zL7hktH8T27IwTYun7r2bHLeLynkLKZo2A9uyGO7uZN/Ol7C9fhruvQuX28ONP/wltiUgqxL/+N43ad61A8MXQI5FWHLpFXjKq3lh524SiQRz587lmmuuIdTbTfNL20jnFBAKhVi7di0PPfQQJSUl1NTUUFdXh9vtZu/uvWh6mlQ6DbZNvhUgKqRIiie2BCmCxGy9dFL2W4/p40l95pTb1EoDNJtT1/uaCgukLhYp47oxpi1gA/Ir4kw0RSKhOMkmzFWJZ3iKdUhYfIg/0uIsoTdVyBaWYiEhY7DE2k4UL28RX6DFVcqTzhv4fcF6yjq2ZqpXzy8kv19ByxpiS3Ax1U0BlhzVcGs22ZLAMZeAaILTtLEkkESBYZdIeczkIpeIZIvUp0zuqlK4XBdYPWiyx5Pi9qx2lg1O55IFRRTv78c2LHJvnMON4QGa+mO8u0Xjuv5jeKxHCRsfyjzX9GOSIY1G/e9J1mcSMGreHOFS+7/4zYffSk31mUvZf4O8nA3Ly3NPcOTX426jl8mLlHUvqx7eTGKGxMB7JPbsuZxP2r8jwCtM2bPeDNmVcNE3ztgxvYHJ2DQcpTOtYQO31J9EDMu2eW9uNpfnDXPTc59BSCWIN315QhPJ3YyZeHX323f2fJ5tOet5suICfrDjbmpTEazwiVOKRwIBEGUCoQzBvee667hUW0SJPTH9NyTFyTZPr4TA64GNTaOzjbzcQkKpYbLCbp72b+Ntw68vjuqLZT/l6uHzOehuZI/UzS1D/0G1XgTAAbWVz9V8l5pUKe1qLyICs7MW4N1XTWPeS/T5WhFskSt813Dzopv5zkM/5Rj15CZLWNF9OcuuL+bZJ7bh7SvHlBMU4aG7+BnSpoKvfwm2PrFelSUYDOfuREAge3AJodzdWNI/x13ySqVYAGeiiGyxjLd/bj2NzUdo2N5Py+BBVq48h/MvWU9TUxOJRIIHHnhgbJvq6mqOHZtY0+w973kPv//978eWF86fx/pzz8PlchHuTlP3YhfnXF2DJ+BgeHiYxsZGDhw4QHd35uPs9XrJzc3l2muv5dlnn2XPnkyabH5eHheefz79HXG2PVGHnTdAZXUZdYenLivyMhYsWMCsWbNQY/CHR/56ytdollHCkddY3sKyIW6r7DFKabGCr2nbV6JIHCFsucjy6eQWGGiqwszeNg4XVdEaLCTq8lDT38WFR3bSmF/KczOXTEh2qEp08qf932S3fDW/rFnG6l0SgapHUcQUjsEcnq2qpE2Yw6r6FM/PczGrQ2Pd4Ywb88/rfXQGZW5+LIwnbXOkVKV00CCQPHmcm8unsOxNVeSW+cj1K8T39qMsKUTNdnAsmcYlCnypqYuelMbP5BxmLMzDHExiayZqqY/WZJpPHmnn01WFrFFSMNKO7phN8uAA3uUF6Hd9HKunCSm5j6OPjAczWyUi0x7fi6q+EbB7RnC2yMuWzc+y/Wc/Glt+mbwkAs9w+YMP0FlSgm+tzjnsm7qDzxwDz+m9WG/gtWFA09kcinFX1yDbR04u3lca/zuDCR9VVhPXl34eQ0iwsfkw249kyIMgRbHNk+tjAMwKH8Gf0jhUZfDne/+C4xQyhe9523Vg2bwpXEGhswpEiSQaD6u7UZE5V59DnDQvyU3Ms8qoNf+1FrZeeZBCIxcDA3k0W8fE4sPV32RRfCaqpXDjwJWkxTQ/L/wrzwd24rAUPuv5KLFohMO1nVxWfhnzo7U4q7KwHQJ3HLyDOw7eAQJsfttmvIqXw1t3UZVbjVml4lE8yKOBrTt7dzI9ezoBRyY4u/XgII/+4gAAedN6OfddeeTlXYiumSRjI2x//iv0HqlAkHQSA9PQNRe26UC0ZSzBIOXqxZnKB1sklLtrjMw4E4V4IzUM5+38pxGc4yFLCoZ5ejWgVNmBHM5H1gLYkkbVGhcHDu4/Q0f4z4VpC4RtJyomXVaAammYsO3kMe31p+oKiwMUpYdpzSqiwBjBn4rTFiwkpThOup07nSShOidlaT43rYqeh9uo3z9eB0qTQLRBfpVYe10CQxRw6Ta+sp1EO5adtP27v1eNw1GGop4di+gYLAuGmiC7kkOfvBrpmUyWqyDaVN19O46Fa87Yrt4gL2eBvDz/4jPs+cWPx5ad2bfQWJLmyue+R1FPD8M1QVYvO4nA0FeGJsaqvIF/Kq7ff5Tnhk89JV0EvhrI4dv3HsSlCBQUH6G1LWOOlv17MSKLXrWPirxvU9Ut42aYjz164kDE6z8tcdVON2/dGCWSlc2mi99MTEhN2VawBRREZtpFLNdm8ExgBz8ovotLQqupTZUzqIRYF1nC7/IfoEsd4KLwSt42dMmkfg64G5mfmH5qF+MUYPjgt7n38+GWt0xYn7zKx0jvEIXbx2dn7iUF6P0JfOtKGXnsGEq+GwSBSOcgLddpnD/tQsyoRs+3MvLtJd9YhW3YiK4Tvz+WZSOKJyiTYNuEGw5wbMfPSYkp8pacT197Mw3PT0cQDdKRIgoW3oMa6KZz64fQNRd5M54ib84jhI5uoOfAVWhqCNFSSXjbcadyUeOlWKJOzN+MrkSwpdMjGf8/Q7BkbHHq98OfKiSheTF8zTypT6fHCkzZ7pXQ52Sh1IUnrAtUQH9JPo6tmbg3fWYAs+LEleQBRMvGesVztawxxZLmFLtrnaw9nCTklQh5RGZ0a6inWF3DXVBHom/OpPXekr2UrLoNQYCmB3+AmfYz93yLZCiP9dfPoutYAy891MQF715Oflnpqe3sDCIVHuHohg2IWoqKH38V90XXndH+3yAvZ4G8bN6xjR0//NbY8o9v+gZfeuk3XBx5jvQmka2rVvFe799O3MFXX1u5+TdwZjGkGfyyo593FgdxiyLzt9a9+ka2TUXU4v51s3AqElf9YgsVBdCifA2r89P0hk4eqJaff4z+/mqmFQm8S3yCLQ3ZXLx7OzNDE3UtOoNQ+ooQqYjHwaYN5xPzepFMk5TLRtHHlTBFW6DYyuH+okfJSQVp97ajiRpew0tCThBTMmqe+XoO32j/KH3KIN8p+R0/q/oeTyae497BB/h989cp1HO5M/8h3rrseh6wnmBz/UZ+2fKlU7uoZwGCUyL49pmkGkPEtkwsABi4ohpRlUgeHiJwcSWxbd3IuW4clX5SjSGMoST+iyuRA5NnzSNPthJ9PuNGLPn2GgRRIBZpJHGkF2eyCilXokX4Hh1Ht2JbMg5/Rq7A1J20PP4NFG8/5Rt+gKm5kZ0xbEsk0r6CWM9coh1LsaR0JvXWUhAQqLn0i/QfeAuh3lmEc/ciiQaVhW2ke+fRrRuo6RxE00HS3Y0t6SjpAIqWheUeICWNF4b0RmqJ+TO1xJR0FoHQPFKuXnR1hPRoPamTQTTV07ca2eCJVWIJJklvB1gi2UNLMOU4cV/rKPnQ8Ifmknb1k3T14IvUEve2YcpJXPFSnMkCkp4uXPESEt420q4BBEsiZ2AFtqgznLdz7BxNOYElaaTDc/mLMxNjtEYz2Kye2uRPn+bHrPaBaSOkTDAtbJ8yZiURB1KI/UmMWVlM79HpzpGJuSa+y860xUcfHcGp29SXKhSGTMIekUDcIif+KiYUQJDSBKq2kBysIbtmI4qvn5GWVajeAfyV21A9Q6QjBRipAIN1byZ/zlbWXfQT3L4Ag0OPIkluhntCqOI8quZOHcPzr0KqoRE7ncI1f/4Z7/sN8nIWyMsLWzaz+6fjGSo/eP/X6N6cKZY4YOdwn/AmbuaPEzc6XuL/DfLyb4Xb2vv5+tGJH8fzcnxTWmeuys/iExUFnLszo+/w8fJ8Pl9dRH1vlMt+suk17/tyOrn2yTvJT4bHkldPlBeQLsjD0TdAzk03samygkOHDp3SPkqqSxgQB9COaTT4GjiUc4htb9+GV/Vi2zYNoQaOtTSw3FiAPc9DnjsTyHg0fJTY/j5qfTVg2tiGheecIrS2CNGNnWjtEay4gZTjxBye2jr0r4ZS6MG7poToCx0Yg0nkfDdG/zghyL1pLo7KAIm9/YTubxpbb2PRfsHXSYmtE/qzTQkEEMTJPkDbFrAMB6KcJj1YQ3/dFeQvvBdX9hBGWiDWM5+iGXGsZJSU0Da2TXKwBkegm769b0MQDdz59QQqMnXPUikPrccWk6WAP6uXnqOXMRx2UJQ1yIKKEY52r6b3qA9djmKoESzBQDIdeLK6SQ/MRLRUIllHcBke5mi11NvDhANHJliH1FQumjPj2sgeWIotmEimc5RECOQMLMUWjcx6w41wXJFAlwjFisjR9OSPuCLY6PaJs1w6JJMu2WKZBqItIowGgdtYxOQ0zzhEOiWL1AnmBRJgKiLoFrYAryzmnV5XgO2UQBBwaBbnHkzyxJKJcWP/sTXGtplO5remWdaUZneNg8eXZtp8/m/DWELGxbP8Mg+7H8m4m3PLvGRXNtG0qWhCXzVr92J770f19VF/728z19bXQ/Wl/3XCa/BKlJffRFHhW/B6z5wl9Gyis+tumptvZdas/6Eg/xSTSk4Rb5CXs0FeNj7H7tt+OLb8s/d8mdbtFwMZieu/cCU38PeJG928HW47B7Kr4BP7ztixvIHTh23bNCXSiALUup10pTSKHQp3dQ/x+cZOrinI5m99J69NVONy4Ns1RH3nCG9ZXMKc4gC1+V7qo0l+83gDg7ETz3iXlmdx742L+OnVH+YnC6/hm1t/y+KBphO2Byi643aOOVSKaks5tPMQW7ZsOeXzXf6W5ayrWkc4HOb+++9n8eLFrF17etVgbd0itrWbVFMIQRFJHRnXl5GyHJjhV8/k8V9cQbopTPrYvwe5t8Q0hmOEVOAYarwQ3TlMKquZ4aqMvL2U9mNJGs5IBcmcqcXKThW+nhXYgomalcOw86kTtrMtgeRwNa6cYwhiZrjW4zm0PP1fePKPEJz9CFqkCG/xfmxbxHjxSzjjxVT7Y0i6F9uS2J0w6dZNpvvjFFh+HIKELaWJkiTf9rMnYTNk2ATUNClLYIbioi6VIWvTHBLdukXJ/CBRM0y0q4mVxnS6NItdyTSyZKJaDpa4JZ5ybyNlyrjipYiWjKplgtBjgo2nyOL7icw78YnyAmpllY7+OIUVfm7r7Kd5JDH1BTgO6XPyMlYUyETqSgIIAmJfEtsjY3szv+2oqUYLpdFjOhXLC7h5ezPPGEkWeBx8ORRi7wMZ4r3kTR5qVuby5b8NUtqUZOa0u8mZ/uzY/mI9cxFj7yU497ck00fo3vEeIm2rkJxhilfcgaegfqztSNtyRlpXUbj0j6iejCk1J3s1Xu9M2jvuYO7cn4197E0zRX39l8jNO/+ME4CzAdu2aWn9Gb29D5JMtgIgSW7WrtmJdFyB1NPFG+TlLJCXTc9u5KXffG9s+Vfv/hxNL01WeZ2Ar45kNFy8+ZlU5jfwvwJdKY18VUGzLGo2vUqhNMsG02Z6wM29C2v4WVsfd3QNsrA9Rf2R11YB9ndDT1O06cmx5bjsxMrKwjc4UXFZzssDScL1wQ8QnjePF198kUgkQip1ckuIqqpo2jih+tjHPobf7ycej5OVlfWajnUq6P0Jhu9rJHBxBUq+m2T9MEqem/CDzei94x+m/I8sRC3zYWkmgiJihtMM3V2Pd1khzlk5xLb3kNjVhzkymfx4VhSS2NOPrZ85peHgu2Yz9IeTZ8+8EqaUZKj277jC04gH6xgp3fjqG70CUtqP6Xh1UcITwbZEEGyEV5ofXgHnSDWpQCY7KefY5SQLGrBMjYLD76Z37u3o7iHy6q/D370KwVIQkfCuKyG6sRMbUGp8/K7rERTPIIJgE/ANURKex2DcP1ZQs8jMRkWm4txZFBUV4XQ6URSF7pjNO/94CM2ceL9mTs9hX6kDde8QYujU3FpGpRdjxsSYl1/NrmCeV+GP921BP+rk+YuyeJ/7KZapLeQGN1Bc/FaGhjYRjR5CFFWamr8NQMemj5Ecqqbm0i8hORLIYjnJ+AiK6+Qk2rYFLN2JpE6t7yLLPny+uYRCmZTi88/LiCkaRhxZ/t/5DRgcfJ79B26atD4nZy2zZn0Hp+PUlctfDW+Ql7NAXrZt283WH//32HL6ohl8seP2k2/0hqvofz0+caSde3qH+f6MMtqSaf7QPcSIcQopRCmTufUx/mNRCXXdER498OrlIgTg5+5mHuvUWFAZ5I9COcNJg3t2/gKrtQVbAEuQcJrjg335nXciqAruxYvZuHEj+/fvp7a2ltLSUmpqavj5z39OMnliIS1xVChx0aJFOBwOXC4XK1asOKPpj2ZcR+uIovfGcc/LRQ6eWt0o27KJPt+BUuhB8qvYuomjOgsroTPydBuiKuFZVkiyYZiRhzMfZ9GnYEV1nHOC2JpJuik81l/pd9Yy+PtDpBoyFrWsK6qxdAvfulJC9zWS2PvqMSSuOUGUYi+Rp8dT4W3BxJJS6K4BbNHANVKLKcdJ+9oZrniSeP6+U79YrwIplY3pDCGYytkJErahzPdh1PyZ5AU3sHP3JgaHvollSQSDE1OYt255G6Y5Hod1ySWXkDttLj8/3E1BiY+lioP3/2Lb6z6U1AVFSD1JrCyVSguumZPPu8qLcYgijw+M4Oz/NXmJZ8jPu4jWljuwDAeS49WtN5AhIbYlIUqnGGF7EsybexuBrCX09T5IVtYyJMnD0WM/pLrq43i9M067/38V0togsWgdh498Fk0bnPDbjOlfo7T0nWd8n2+Ql7NRmPGlPWz+wbgfc/2yIZbGTjJbO+dmuOTWE//+Bv7XwLJtxONSIn/Q0sv3Wnv5r5pi4qbJD1r7ptyuwqnyk1nlHBtJooxorKsMsuLbz07Z9mT4qLOHLe0R9uZnBsIv77iT1T2Z2BcbeKpiOavfvIFFb78SQVUBASseRynIp7Ozk9tvfxWS/QrU1tZi2zaGYTB37lwKCgooLS1FFEX27dtHNBo9bZfTmYRt24T/0Ywgi2RdUTO23kroJBtCpJvD+NaXouS7MSNpRp5oxbeuFKVwfCZs6yZmTKf3f3aOrcu7eQFGb4LQg82Z4E+nRMFHF4EAvd/bBYDokbHiEz+Acp4LY2CcMFpSmub1H8eW02S3Xkzu0avRHcNE3vw4iZEWdG0EU3qNxVlPAMkOYAr/vEnTUWrxWpfx9vM/zvDwJlb9Kkk6amBmq0inaFF5GaJfYFlwN7v7lpKYlsW6gs1cxOMk8DCLzFjrdleRSLTgdJaSSnWe8fNRlCA11bfQ1X030WgdZWXvZXh4E7IcwOOupqrqY4iik02bM2nMCxf8jpycdaddsf3fEQcO3szAwJOT1k+r/SLl5e87K/t8g7ycBfLSdOAgD33rC2PLG5YNsiR2ZHJDZwBuOZIpsPh/8IF+A5mPZWtSo9KlYgEP94f5ZH07Kevkr9JNpbk0d0TojKX4SG0RPzrYQbtfYlpXio7m8Gs6hu9uug2PnuS5siXcP20DTiPNA49MnSWUWLSIpyrKSTszvunrrrsOXdfZuXMn2dnZHDhw4JT2edlll/HYY5nYjw9/+MPk5ubS1tZGSUkJDsfJdTH+tyC+t5/QfQ3kXDcT94JMELMRTiEoEqJDQpAzlip79F7bukX44aOopV5El4xt2rgX5tN/2z6MwRSFn1mKFdcxnGEsMY3Q4mX4z/UITpmSr64c22/v7mdo7voW5eXvw1texd59mSKsZWXvobjoWpLJNsIje2hv/+0/+YqMY2vvMrBsphW30cAsDjOXjWSSFlaFXmCbsArHS4Ov0stkfGnVDyj29uIk4yZ8tSD2U4XXO5vYFBNMn3cOsuInFNpOddUnUB359PU9QmHhlRQXXZM5BtsmkWjB7a5AECbrqCSTHYCNy1V+mkf574dweBfpdB+H6j4+Yb2i5FBa8g6qqj5+RgvSHo83yMtZIC/th49w39c+M7a8YekgS+JTkJfpl8D195yx/b6B/x2oiyV5YmCEdTk+bjhwDFGAYf0U3EsAlk3uwTCx3lMzeZ8IDz34ORQ7s89Bp5+nKpZzWct2srTRtOnf/w6mTycYnCiW2NHRQTKZpLa2lu9+97uvGjvzMl5+z5YuXUogEKChoYG3ve1tPPPMMwSDwUnWGcMwaGtro7KyEkk6y8JapwFbtxCU0xucLc0Ec7I2jW3bpOqGUEq9yFknDnQ0jDiCICBJ7gnr+/ofo7X1F9RUf5rs7BUMDj7HobpPnN6xIhLHjY/YpN8GyONZLmZ7ZDnR7Zl1ZoETqS+FrYrYTgkx8uruq/Q5edhumfIjdfT3ZIJ4P7zgDpbk73+dczyZDM3JPO/VVZ8iEFhM89HvEI3WUVn5EWqqbyEaPczg4LPk5KwhHN5JTs5qfL45WFYay9KQ5VcXnvz/AYlEG4IgIwgiW7ZOFJ3LyVlLYcEVFBW95QRbnzm8QV7OAnnpO1rPn7746bHlc5cOsngq8jLrCrjuT2dsv2/gfy+GNIMftfVye+erz0al1hhKQ8bcb5S6kTtfO5FZ2lfP17fdjgB8ct3HaMipYGXPIT676+6xOJng+28i/z//E9u2Gb7jDtTKSnwXXDDWR0NDA48++v/au/PwqKqDDeDvnT3rZJ3sJGEJYQmyySaKiEQQtGpFEQ1ov+LSolJaq2BVbKtYa13qDiJaweIGitamoCDKkkQIYQsJBELIQvbJZJ/1fH8MDAxZmAkZJoH39zzzkNw5M/fMSci8c+5Z/oNx48Zh48aOZ8B0JCoqCidP2sf3zJgxA/3790dwcLDT5auUlBTMnDnzkumt8ZaGhgaUl59EReXTUCrk+O9/+yMwsAp+/hoEBOxHaOgJHDwwBfHxe9EcLMPuhqswTJGNOJ9CyHBmAO1q3Iv/SjchThRBBSMmYBtSkIOduBrrpVmA0QrND+Wd1KQt43gd/iYtxNM7liDI34CHJ6yEFXLEWIuxo3QMUsJyEe7b8e7n56NQBEKSlLBYDADkuGrCFqjV9qXrOxocazJVw2YzQaOxr1AthA2AaLdn5VLW1HQUanUEFAr7An21+p3Ys6fj8SvXTT580dqI4cUD4aW48DA+fWKR4/spoyoxvLmdqZIJVwP3ftNt56XeL9vQhBUlVQhTKbDirCCzKCECxa0mfFauB6wC8uMNsEX6QvjIAbMNUMuhyDdAcbztJ+KOrHtoPPTNZvzfh7scx1RWM1786S3U+ASiwjcENx/bDrlcBljsYzVC5s2DMiYatuZmhNx7LyS1GpIkITc3F0ePHsX06dNRVVWFsrIyfP31193WLikpKQgJCUFycjIiIyMhSRJMJhNkMhkUpzYkLCkpwZEjRzBo0CBs2bIFU6dORVhYWLfVoScTQsBqtUKhUEAIgby8PGRnZ2Ps2LGIiorCp59+iqKijvfQalEqASHBx2LCO5NucRy/tnYLrmjZCSlAhQYE4X3ZPAiFDMoDekitVpjGhtunIFsE5CcaoTx6/vE4QyIlXJEkYXqSP54urcYU2U78Zsit+Gnv+4AxA/6qC+tVdJePpg/69f8jzGY9Dh9eiv79nsCxwldgtTbjmquzoVAEYteu22C1tWDMld9AJrs8Vj/X6zORveduhARPgMmsb/ey2tlCQ67B8OGr2hw3HiuEKi4WklLZzqO6juHFA+GlsCAf6578veP7W4cUoq+tnQFjfuHAYwXddl66dAghsLu+GSWtJtSYLUiLDkWL1YZb9xQgt6mDSzVWGxR5Bgh/JRSHDZBOfWC2RvtCXta1N4SF2Z/ghhM/Ox3Tq/2hsFkROWYkdI/9Ac3Z2dDe/AvI/e2fYM0VFZD5+EDy98cPP/wAhUKBsLAwlJWVISsrCzKZzOXLTa4KDw9HVVWV07GwsDAsWLDgTL31ehw4cAApKSmO6d51dXWwWq1tLo+dZjQacezYMSQlJUEul+PIkSOQy+Xo27evUzkhBDZu3AibzYZp06Zd0KDMmpoaBAYGQnnqj73VakVhYSFUKhXi4uKcnruwsBAffvihy89dr/GFn7EVR3SxCGsyILipHgW6WGxNGgGbTIbBFSeQG3FmbIZyVzXkNUZYI30gq2xx/E6549qB4fi5SI/YcD+8cfsVGBDR/uUXIaw4eXIdNJoYVFV/h4SE30AmKXC86G2cONHxQPLRo76AyVSNffsfcL9y5zFixGr4+Q3Atm1jAQAjR66FyVQNP7/+8NHEIi/vTwgLuw4RETNgs1lgs7X02MtLFksj9PqdCAu7DpIkh9FYhZqaLYiMvA0ymQIGQw6USi0aGvPg75eEjMzU8z5nbGwafH0SAEmOuNg0x3FrQwMklQrCbMbh0VdCUioxYOcOyP0732LBHQwvnhiwe3AfNvx5ieP7OwYVIA7tTH+NGQXM39xt56VLn9kmsORICT4rr3UM+u3ro8bEYH9oFXK8W1wFkxCAxQapyQKhkgE+Cmj+d2bqqiXOD4rizjefPFtCSzUWZq5BbmgCoppq8NKouxBgasakkhyU+ofhtoKteG3kHZjaLwiP3zkOx266Gap+/ZD42ac4WGaAWiFHf53zH626ujq8+uqrAICkpCSkpKRg48aNaGjonpk0pwUHB0Ov10Mmk8FmO/POm5qaihEjRuDFF1+EEAJBQUGYOnUqhgwZgqKiImg0GoSFhWH9+vWOlYpnzZqFzz77DAAwf/58FBQUQK+3T6UuLy9Hebn9cklMTAz69euH+vp6XH311VAqlQgMDMSBAweg1+sRGBiI2tpaTJo0Cbm5ufj888+RkJCAgQMH4n//s8/YCAwMRFRUFKxWK44fPw6L5cwsJT8/P/j4+GDYsGHYvNn1vx/5EXHYkjwKKosZJoUScosFERVVKIuOdJ4wYLZBpjdCqORQZ1Z1/IQuOvb8jR3uJeUqs9mAg7m/Q4TuJgQEDoWwmVGr346Y6NmOsFBfvx++vn1hMlVBr9+JltZSFBW9DQBQqXRQKoMQEDAYra0nYTJVo7n56HnPm5T0DAyGPaio2NBpuejo2ait3QajsQJXjl6PgIBBMBorkZv7GKKjZyEsbApkMpXTJRUhxAXPPNLX/WxfL8a/7bYAQlhx9Og/4OPTBzExs5G95x7o9TsRGfELqNQ6x4Du5OTn4euTiOw9d7l2UgFM7LsJte9/AFtzM8xlZQh94H74XXklatd8jObMTDRt3w6/CeMRMH06yp96GoqICAzY+sMFvdZz9Zjwotfr8cgjj2DDBvsvyc0334zXX3+90wWx1q1bh3fffRe7d+9GTU0N9uzZg+HDh7t8Tk+Fl6OH8/DlU2fGvLQJL7e+CxR8D1z9e0DXs/aioN6jtNUEhSQhQn2mO/ak0YT/O3Ac2fX2nhZ/uQyNVpsjvAiVDMarIqD+qRySRcA4JgwiSAXlXj3kFR2v8eKq+/d/hVWDb8Rfdr6HQ3f9Fh8W2wPDgTnxsBYVoub9VfCfdA3CH3kEOXv3wmazYdSoUQDgWBTv+efti4PddtttsNls+PLLLwHY/yac/vtwMZy7UF93i46ORllZ2fkLdsAkVyAzcTD6V5bAz9iKQGMzdvcZiCa1BlNLjuCKO+fgnR+2wSzJkKhWYF1EX8iLmwAhYO3jD1lpM1QH9DD3D4C1XyAgBGRlzVAdqOtynRJCffGXW4ZibGIo9pcaoPVRoL/Oez0RQthgMlU5xricraLyWzQ3HcWxwle79ZwadTSGDVuOrJ/PLEyqUoXBxycBAwc+C5mkhCTJ8POu2xEVdRtCQ65BTe2PCAgYgrDQyVAqtaiq2gSlKgRWSzM0mmiUV3yFyspvMWDAn1BUtBxB2pHw9x/kmOXTp898KBVaREbeApUqFFVVm2C2GJCf/xQAYFDy33Ao73HnipqBoH/LYRwo0DL2TLCXjIDfFhlsvoD2lltg+PpLKMolyOUBUPqGIMg0GI3fujfGTRkTg/7ff9fFFm1fjwkv06dPR0lJCZYvXw4AuP/++5GQkNDpdfOPPvoIhYWFiI6Oxvz583tMeDlxrBBvvLgQEXorkgKqMDzW4BxefpPJ0EIeVdZqgg1ArEaF4y1GTPhiF5R5BphGhEKEqCG1WCAkCdCcNbjOZIVmy5nBlkIlg2Tq2uq0EU21qPALcXz/+pZXkBuSgKvL9iLY2IiA6dPQnPUzIp9cgoDp09G4eTN8hg+HPDgYJaWlOFxUhkOmEMwZ0wdVpccRHR2NgIAANDU1ob6+HhEREdDr9fjhhx+wf/9+TJw4EY2NjcjJyXG5jkL03BUKyrShkAmByPpatCqUKA7WoWTAEPTN24tWpQohTfXYG9sfBRFxjsekKm3YaLbPfIo82YraonqYRoQCavvPWGo0Q73dvrieaXQoVLvOrOos5BKgkCC1swfR+Sy9aTCWfm0fD/Hdomu8Gla6orDwDRwrfMXb1QBgn5odGXUrjhz5a5ce7+83EBqfOFRXnwkKqnwJqiIJjdfboCiVoM6X0DTZBt/tMgStPTN+xxxrQ81DFkQ+2X2LTp4W+uAD0C1c2K3P2SPCy6FDhzB48GBkZGRg7Fj7tcWMjAyMHz8eeXl5GDiw85UHjx8/jsTExJ4TXvKPYGbmM1i9excGBlajUq5zDi+/OwhoL/4W5XT5Ot5ixLidua69WxutgEoGSJLT5abuMKoiD3cc3oyXxszB0OpjGFBbjD71FRhedQR7w/tjaE0hBnz0AZ4+psDnu0vQX+eP309NQk5xHX4u0uNgXRNmTe2PZ0fGQ37WpaCth6ux7Ugl9h8pwp+m9UdEaBDeftt+yWD69OkQQiA9Pd1Rj32WKORaInCj6hACZfY1Q2JjY1FSUuIYaxITE4Pjx48DsK8qvGfPHliFBAEJinYGf5x9Wem0gQMHIj+/7WD9EyE6bE0agcl5u1Gv8UOdXwCMciXyo+IxrKQA+2L7AwB09bWoDDwTAnF6fSCbgPKAHrYwDayxfoDJClmDxX6/ydqm98Qaqoa85vz7R51PqJ8KNU323qhJSeEY2zcED03qh1e+OwJ9kwl//sWQXrcIm81mRnHJhwgPm4qysk9QdOJdp/uTkpaipGQ1mpsLMCj5b4iImIGsn29Bc7PzeMXY2DSUlJyz4W430+yRELBBAf3/WWCJPeft2AwoSySY4wVURyQEv6+AKckGn9328Np0tRV+P9m/tvX3g6zA9UvH7Ql7eAEs5RWoO+t3PmLJYtT/51tIvj6AAHxHjYI8NATam26CPKB7Q22PCC/vv/8+Fi1ahLq6OqfjQUFBeOWVV3Dfffd1+vieFl6KDuchNftJ5OfZ028rVNDgrO7nx4sAn6BuOx+RK4pbTciqa8R1oYEw2QTCVAqsq9Djm6o6pEWHIUqtxJSfnd9o+xW1oDTPPk319M68QoYuDdzsTpZ4fwy+MhKfD+2Hv/33ENZknnC6/9cTE/HH1P4wmUzw9/fHz7WN2FhjQN+Du3Bg3z6saR4JAJg+OBzzhyowdOhQqFQqCCFQ3WhCeIAatWYLnjtQgFlaDcb1TcDJZiOm/X0z6lutMF0ZhjidL14clIDmPVmQIqKwuAGoMJqxqLUKUt4BzLr9dvhHRmHZwWPYW9sIZaAf5oUF4NmSGlSfu65PiwWKkmb7tg7hGgitCoqCeiiONkCoZLDE+8MW6QPFoTrIq51DiCXGF7JaI2QtLq4V5IKYIB/YhMBJg31gddaSKWg0WpAY5odDJxuQV16P20Zeeh/ASkv/jbz8Pzkdm3xtHmQypdMYFYulATW12xAeNhUWSz1swgSNOhLNzUXYmXFdu88dGDgCarWu3ZVoh6W8jX37Hmp3tT1FmQSbj4AtGIj+jb1XxBokUPH8mTVzgpcr4JNj73UzDrBBfaT7FobzmzABMa+9ipJHHoGp4CgUOh0inngcvlfaVw4+lDwIACAPCkJSRte3eHCXO+/fHpsfVl5eDp1O1+a4TqdzDILrDkajEUbjmf/49fVd3+isMza1GkrjYcf3TsEFAFTdN+KayFVxGhXiIkOcjs2KDMGss45tHJ2EhYdOYLTWDxUmM54bMwjL9xRjeUu9fUpsqxWSgH1RtVojpBYLFEVnPsEZx4VD+Cuh+a7rYzlcIS9tQq7tJIZ93v5svfe2FWL53hKEBmsQ2z8I+7aVQmjkEBp/yFpHOt4j/ptbhe+KlFhiLENNswnrs0tRWtOM8FE6mOtNqKltwcd9AxD4XTHqQ1VQt9gASFBm1eDEUBvuOr4fg3U6HDjSCKGRQxLA333DIQ2YiJe2lUAElENqtUG1qxo2HzkWJvhDqjcDyVpIDWbImiywRvhAvb0SkvXUZ8OjDfbnOrVTs2SyQXmkHqKgHu3tq6godX0mWXLfYEwcHY287ApsK6hGf50/Cirt0+tvGxGDe8bHw1+tQNKpGUG5ZfUI0CigC9Tg9F/owdGBGBzdfR/2epKoqF+i1ViO0JCroVAEQCZTQSaz98Sd3aOkUAQgQjcdAKBSnfn/4+sbj5DgiajVb4O//yCMufIrCGGFTHbmUowQNkiSDA0NeTiyfiEi+vwCWHsYMZ+EomJhA0S4ClZrI6RmQFEhIfwfKsAmYJ0aCcD+fiivkxDxVgh8FX2giI1BU84mx/N3JbjEf/QvGAsKYD5ZjppTQzcinn4KPldcAVVsLOQBAYhf1XYaNAD4XX01mn76CUF3zXb7vBeL2+Fl6dKlePbZZzst8/PP9mmY7XU1dsdo7LMtW7bsvPXpDjZYOl+uWn55rBNAvc+wAF9sHuM8HmvBlfFYm3UIRpvAQ8mRsAqB1DAt/OUyJPtp8MvtedjR0gLJaEOSzh/5Ta0wDw6CMrcO1mhfwGyDvMr+Cd7mK4es2f6mbInxdeuN92ySRZx3xpSswQx9gxn6Ew2QYA8BaGeFV3OTGc9+ddDpWNVu+9gQOQB5jRFGAOpjzo9THbDPNDqCOpy9hJ7NXwFZY9tN/GQtVsgO2RcXPPt1Kw/WtX19rW17Uc6zIXS73rlnFN7ZehQ5xXW4e2wf/HFaMrQ+StiGxyP9YDnG9Q3F+9sK8f72Qvz2uv7oF+78wepSDSkdkclU6Nf3dxf0HIMGLUPRifcQH38/JEneZtG208vlix0n4PN8EeqVbwNm+++l7k+AekAfyAfEovnbH049wv6Dl29y/iAvP9AII3JhzGl//ZXAGTMQ84+XAADNe/ag+edd8Bl+BTQDB6Jl/wH4DB8OWC2wVFZCPWCAoyfFb8J4WGpqoJ0xw6XXG/OPl9C0Ywf8J092qbw3uH3ZqLq6GtXVna8YmpCQgI8//viiXDZqr+clLi6u2y8b5R8+iNt3zsb+whPtF+AO0tTLNFqsUEgSNPK2n+rqLVYcamzBGK0fTELgq8o6qGUSHtxxBMJPAQhAmVuHgDh/1GoVkJW3IEClgCFc7RhEKhQSJMuZPy+2YBUs8f6ATIIq2z6wVEgA5M7l2mO6Mgyqn93fN6c3uyJWi70l9r8r4/qG4JqkcMxIiUJ8qB9aTFYUVjd1GES6+0MiAcJkgrm8HM1ZWfAdOxaquDhYamrQmnsIkkoF35EjcPLpZ2BYv75bzxs4cyZ8R49G0/btiFq2zLH20qXIo5eNwsLCXFrhcvz48TAYDMjKysKYMWMAAJmZmTAYDJgwYYK7p+2QWq2+KMuMaxQ+Hd95A3ePpt7HX9Hxkt+BCjnGBtk/saslCXecugwVOmkQ5u4vxPWhgXjz+hEoM5rwbnEVHrgqHH00Kjx/7CQsQuDmSUMwd/8xDDfKUJtbi0UzB6Lk6cVoBUuiagAAINZJREFU3mvBs/MXovWaCEg2gUe/+heu2rsLrw25HbsikmENUcM8MhT9y4pwRUYOdsQNwwCpAj+GxCBGa0Gp4cyfLKGWYZiyBjm+URABSsjKWyBrats74k2LpyfjvwfKcbiyEc1G57rtW5qKP3y6F1ofJf5yy1BolHLsLqpFZmEtfnVVIjRKOf75/RH8eLgK79wzCkG+Zy5T+KjknfagMLhcGGEyoWHrVvhfdRWq33kXTdu2AXI5Wvfvd5SJfetNnHz6GVjP82HeFcr4PlD3H4Cov/4FTTt2oGn7DoTMTYM8OBgKnQ6SJCF49p0XfJ5LicenSpeVleHdd+0jve+//37Ex8c7TZVOTk7GsmXLcOuttwIAamtrceLECZSVlWHGjBlYu3YtBg4ciMjISERGRp73nJ4asHuypASp309vv+dlUR4QGNVt5yK6FJkrKwGzGZ+YZVhXcALPlh6B4oXnofvDH1BdcBz/yq3DSEMBBpcXtnlsk8YHCpMZe3RJOBiaiIqEAbg3zoLId9/EDyPHYlhBPoLrDfh8zhO4KtIHQ2bdiPpWC/7830PYkV+Nh/TZuO/XM/CFMQgHT9Rh6uAIrNp+HDnFdQDsg1lL6+xr4rz4y2EYGR+E61/+EQAQpdU4Brm+Nns4RieE4J73MjF9aCQEgLd/OIrlaaNQ12JGSW0z3t9+HI1GC64eEIYVc0dDo7SHxP/sOwmVQoZWsxXD44IQF+Lb5nWS5zVs3gxFRARMR49CUqmhSkyEZmASAMDw9deo++RTWPR6mI6ef8G7DkkS1AMGwHj4sNNhRXg4+pxaPVnm6wNLVRWUMTFQhIS09yyXnR4x2wiwB5FzF6l74403nBapkyQJq1atwr333gsA+OCDD9q9pPTMM89g6dKl5z2np8JL2fFjuGHrL9oPL48dBfwuj/1WiLrT6csbttZW1H/zDXyGD4ekUKBh8xYYvvoKpmPHIMzn37X4XH4TJ0L32B9Qu+oDVHz9H6itZkgA+v73W6gSEiBJEgoqGzHv/Sz8ZnI/zBnTB7uK9Mgvb8DdY/tAkiRYbQLyU6vImq021DWbER7g3MtrsdpQ02RCROCZHaJbzVbIZRKU7VyOo4vHePQoKl/8O0L+71dQRseg+P77YTp2rN2ykc88Df/rpqBg0qQunUt7yy2wVFWhaft2AED/H7dCqdPBXGEfZ1UwaRIkX18M3L2LvWKd6DHhxRs8FV6qTx7Hrz5/BBtqtra9k9OkiTzGajDA2tCIo9OmATYblNHRMJe0s6+Yi4Lvvhut+XmQFEq05ubC1tAAmZ8fAqdPR9Rf/gwAsJlMkKnOv7CXsFggKThY39OE2dxmE0CLXg+bwQBVQoK9jBCofOklWGtqEXjjdOg/+RSN33/fLef3nzIFTdu3I2LJYoiWFjRu346g236JgKnX29dZOhVIxKnVm2XnDGUwlZRAplZDER7eLfW5VDG8eCC81FUV4dU3V2Ep2lm1cUkZoLp0B1ER9QTNe/ZA5ucHZWQkala+D1tDPXzHj0fA9dej/pv/4OSTTzrePLqq/5bNqP3XR9CvXo2Ip59C0O23QzQ3Q+Zn//8thLAvxa/Xozk7G6UPP4Lov/8d2ptmnueZvc/W0gJrQwOU7Sxh4S02oxHm4mIIsxnq5GQ0Z2ZCFR+PkgUPo/WgfbaYZsgQGI8dg27RIphLS1H74YfwGT4cLXv22O8fPBjmigpYa2o6O5VLJF9fRC19BvX/+RaNW+0fVCOWLEHI3DQG1YuA4cUD4cVQfgSvvLOm/fDyVA2nShN5mbBaUTD5Olgq7V31gTfdBL+rJkC/5mOI1lbErViOgmvdm/qpGToUrQcOQJWYCHlQECy1NZAgwVRU5FSuz4cfwlpvgGg1XlCQEVYrhNEImW/b8TC21lZIcnmbHghXHbvlVhjz8tB/61YoI84EGCEEYLFAUiphKipCy759CJw+3emNunH7dphPnEDQ7NmOyx7Wxka0HsyF75grHceE1QrIZE6XRpqz98Dw1VcInnMXlBERkJ3ahbg1NxfH7zgzCFVSqyGMF75i8Ll8x4xBc1YWACDmtddQ98laGI8eg/ammfCfPBl1X6yDum8iWvMPI/T/fgVNsn1ZgfqNG2GprELQrNvb9KSQZ/SIReouNSZLBytdTnuBwYWoB5DkcoT/7nc4uXgxAm64ATF/fxEAoL35Zkgy+/iTkPvug+GbryGaW2BrOv9S6q2ndp82FbYdRHy2E/PmOb621tagcdt2NP30EyCX29/8/PwQfOedqPtiHeo+/RSxb74JVWICFMHBTs9zcskSNGz6DtH/eAk1761E68GDCJk7FyFz03B0xkz4jhyJuLffanN+/Sefoub9leizfDkUkZH2kKNQoPXwYdS+vwpybSCMeXn2sqtXQxYQAJ/hV6Dmvfdg1dehNS8PwbNuh/7jf9tfb3Exgn55O5qzMmFrbUX5U08DABQ6HQKmTIGttRVFd90F4xH7goJxK99DzYr30JyRAf9rr0X0319EyW9+i9a8PNhO7Spe98knAAC/q66CZvBg1KxY4fQaujO4+IwaheA7ZkHS+CDwhlRYqqpgqaqCZvBgBN6Q6lTW99QmoucKTE1t9zj1DOx5cVFJ4R689+FXbXte7v0PkDCx285DRF0nbDa0HjwI9YABkGk0nZar/+YbKHQRaD14EDZjK6r/+fpFrKmdJiUFAalTETJ3LiqWLUPd2k/aLXd270G/TRvRkpODssf+CAAIufde1H7wgaOsIioKlpMnPdaT4TNyJFqys7v9eQH7cvTWc9YGk1QqhP3mN2jYuBGtuWcWbxuUd8h+Kay+AdXvvI3mjExELFlsD1633dbpz596Jl428kR4KdiH91avaxtefr0ZiG0/uRNR72E1GFCzYgUklQo+I0dBnTQANSveg6X8JBo2fQf1gP6I+utfUfPeewhIvQE1q96HMfeQt6vd48kCAhy9L+fyv+46BN81G4rQUNiam+E7ejTMpaUomHI9AEAZHY24le9BnZgIAKhZuRKVf38JYb/9LcIfXnDRXgNdHAwvHggvxcfysPJfa9uGlwe3A5FDu+08RNTztBw8CGVkJBShoU7HbSYTjPn5MHy1AX7jxqLyHy/DWlsLSBKsjY0ISUtD7erVjqXiFeHhUCUkoPnUFirnkvn52S9nyeWIff11GI8WoOofL3e53rLAQASkToXh8y+cjiv79EHwnXeiNT8P9RvOrLsVMm8eQubNRckjj8JSVYWov/wZ6gED0LB5MySlEvp/r4UiOBhNO3dCnZSEuHffQeOPP6L6zbegjIlB7Buvoz49HRXPPQ/dokX2S2b+/oAQEFYrGn/4AaWPPAoAiP/3x/AdMaLdelevWIHqt99B/L/+BZ+hQxzHhdUKY0EB1P36cfDsJYjhxQPh5cTxY3j/g3+1DS8LDwBBcd12HiLq3c5dmt9cWekYZKsIDoYwmaD/979hKi5B2IMPwPDVV6j7Yh3CH16AwOnT7VOAm5qhio0BAFhqanB0aiqgVCJq6TNoOXAA2hkzoBk8GABgra9H0b33QhkdDUVwMMxlJxFy333wHXOlY7q3Ra+HTK2GYcPXkPloEHjjjZCUSgiLBcaCAqgSE2EuKYEqMdExPuiC2sBiAeTyNmuaCCHQuncv1ElJ7Q5KdiprtUKSd7wKNF16GF48sUjdyRIsf/c95/Ay/UVg7APddg4iovaYioogKZVQRkd7uypEHsPZRh7g569te3DEPRe/IkR02VHFx3u7CkQ9CtevdpFK1k73pcQuTSIioouN4cVVwtb2mIwdV0RERBcbw4urpHaGBrXXG0NEREQexfDiIkV745q5OygREdFFx/DiIslmAXBJTcwiIiLqlRheXGSzmiExvBAREXkdw4uLbEJAxvBCRETkdQwvLrJKCva8EBER9QAML65ieCEiIuoRGF5cZLVaGV6IiIh6AIYXFwmLkeGFiIioB2B4cZHcZuOAXSIioh6A4cVFNpmMPS9EREQ9AMOLi+RqP4YXIiKiHoDhxUUyjRoSztqcUeXvvcoQERFdxhheXGQRgNNORgv3e6sqRERElzWGFxdZhBWyUz0vFsgB3xAv14iIiOjyxPDiIstZ67wIcDdpIiIib2F4cZHMxvBCRETUEzC8uMwGFcynvmKzEREReQvfhV2kkiT0QxEAoBQRXq4NERHR5YvhxUVWmxXBMAAAShDl5doQERFdvhheXCRTahxjXmwc80JEROQ1DC8uUsvVjq85YJeIiMh7PBpe9Ho90tLSoNVqodVqkZaWhrq6ug7Lm81mPP7440hJSYGfnx+io6Mxd+5clJWVebKaLhFCnLU9AMMLERGRt3g0vMyZMwc5OTlIT09Heno6cnJykJaW1mH55uZmZGdn46mnnkJ2djbWrVuHw4cP4+abb/ZkNd3GHY6IiIi8R+GpJz506BDS09ORkZGBsWPHAgBWrFiB8ePHIz8/HwMHDmzzGK1Wi02bNjkde/311zFmzBicOHECffr08VR1z0shnd3fwp4XIiIib/FYz8vOnTuh1WodwQUAxo0bB61Wix07drj8PAaDAZIkISgoqN37jUYj6uvrnW6eIJNJgGOROiIiIvIWj4WX8vJy6HS6Nsd1Oh3Ky8tdeo7W1lY88cQTmDNnDgIDA9sts2zZMseYGq1Wi7i4uAuqd2fY30JEROR9boeXpUuXQpKkTm+7du0CAEhS27d7IUS7x89lNpsxe/Zs2Gw2vPXWWx2WW7x4MQwGg+NWXFzs7ktyiaRUAtwegIiIyOvcHvOyYMECzJ49u9MyCQkJ2LdvHyoqKtrcV1VVhYiIzleoNZvNuOOOO1BYWIjNmzd32OsCAGq1Gmq1usP7u4skSYwsREREPYDb4SUsLAxhYWHnLTd+/HgYDAZkZWVhzJgxAIDMzEwYDAZMmDChw8edDi5HjhzBli1bEBoa6m4VPYg9L0RERN7msTEvgwYNwrRp0zB//nxkZGQgIyMD8+fPx8yZM51mGiUnJ2P9+vUAAIvFgttvvx27du3CmjVrYLVaUV5ejvLycphMJk9V1WWMLERERN7n0XVe1qxZg5SUFKSmpiI1NRXDhg3DRx995FQmPz8fBsOpPYNKSrBhwwaUlJRg+PDhiIqKctzcmaHkOex5ISIi8jaPrfMCACEhIVi9enWnZYQ4M/E4ISHB6fuehpGFiIjI+7i3kYvO3h6APS9ERETew/DiorN7hHpu3xAREdGlj+HFRdyYkYiIqGdgeHERe16IiIh6BoYXN7DnhYiIyPsYXlx09pYG7HkhIiLyHoYXF8nlcva8EBER9QAML13AnhciIiLvYXhxkX22EREREXkbw4uL7LONuEgdERGRtzG8uIGRhYiIyPsYXlzEnhciIqKegeHFRc4r7BIREZG3MLy46OwBu+x5ISIi8h6GFxfJ5XLH1wwvRERE3sPw4iKZTMbLRkRERD0Aw0sXMMIQERF5D8OLG7g9ABERkfcxvHQBe16IiIi8h+HFDex5ISIi8j6Gly5gzwsREZH3MLy4gT0vRERE3sfw0gXseSEiIvIehhc3SO18RURERBcXw4sbJMfGjEREROQtDC9u4a7SRERE3sbw4gZGFiIiIu9jeHELe16IiIi8jeHFDYwsRERE3sfw4hb2vBAREXkbw4sbGFmIiIi8j+GlC9jzQkRE5D0eDS96vR5paWnQarXQarVIS0tDXV1dp49ZunQpkpOT4efnh+DgYFx//fXIzMz0ZDVdJnGFFyIiIq/zaHiZM2cOcnJykJ6ejvT0dOTk5CAtLa3TxyQlJeGNN97A/v37sW3bNiQkJCA1NRVVVVWerKpbGGGIiIi8R+GpJz506BDS09ORkZGBsWPHAgBWrFiB8ePHIz8/HwMHDmz3cXPmzHH6/uWXX8bKlSuxb98+TJkyxVPVdQk3ZiQiIvI+j/W87Ny5E1qt1hFcAGDcuHHQarXYsWOHS89hMpmwfPlyaLVaXHHFFe2WMRqNqK+vd7p5GnteiIiIvMdj4aW8vBw6na7NcZ1Oh/Ly8k4f+80338Df3x8ajQavvPIKNm3ahLCwsHbLLlu2zDGmRqvVIi4urlvq3x72vBAREXmf2+Fl6dKlkCSp09uuXbsAAJLU9k1eCNHu8bNNnjwZOTk52LFjB6ZNm4Y77rgDlZWV7ZZdvHgxDAaD41ZcXOzuS3LZ6VpzthEREZH3uD3mZcGCBZg9e3anZRISErBv3z5UVFS0ua+qqgoRERGdPt7Pzw/9+/dH//79MW7cOAwYMAArV67E4sWL25RVq9VQq9XuvYgu467SRERE3uZ2eAkLC+vwEs7Zxo8fD4PBgKysLIwZMwYAkJmZCYPBgAkTJrh1TiEEjEaju1XtdlI7XxEREdHF5bExL4MGDcK0adMwf/58ZGRkICMjA/Pnz8fMmTOdZholJydj/fr1AICmpiYsWbIEGRkZKCoqQnZ2Nn7961+jpKQEs2bN8lRV3cCeFyIiIm/z6Dova9asQUpKClJTU5Gamophw4bho48+ciqTn58Pg8EAAJDL5cjLy8Mvf/lLJCUlYebMmaiqqsJPP/2EIUOGeLKqLmF/CxERkfd5bJ0XAAgJCcHq1as7LSPEmX4MjUaDdevWebJKF4gbMxIREXkb9zZyAyMLERGR9zG8uEoIsOeFiIjI+xhe3MDIQkRE5H0ML646a2wOe16IiIi8h+HFZeKs7QGIiIjIWxheuoARhoiIyHsYXlwlzvS88LIRERGR9zC8uOxMeFGpVF6uCxER0eWL4cUNAWgCAEybcq13K0JERHQZY3hxlRBQwgIACA8N8XJliIiILl8ML10hsdmIiIi8he/CLjt7jhEH7BIREXkLw4urJDmg8rd/reCAXSIiIm9heHGVXAFoguxfKzRerQoREdHljOHFLacuHUm8bEREROQtDC/ucOxvxPBCRETkLQwvbmHPCxERkbcxvLiDPS9ERERex/DiDmGz/8t1XoiIiLyG78Ju4WUjIiIib2N4cQcvGxEREXkdw4tb2PNCRETkbQwv7mDPCxERkdcxvLiFPS9ERETexvDiDva8EBEReR3Di1vY80JERORtDC/uON3xwp4XIiIir2F4cQt7XoiIiLyN4cUdjjEvRERE5C0ML25hzwsREZG3Mby443TPC/c2IiIi8hq+C7vj9MaMHLBLRETkNR4NL3q9HmlpadBqtdBqtUhLS0NdXZ3Lj3/ggQcgSRJeffVVj9XRPbxsRERE5G0eDS9z5sxBTk4O0tPTkZ6ejpycHKSlpbn02C+//BKZmZmIjo72ZBXdw0XqiIiIvE7hqSc+dOgQ0tPTkZGRgbFjxwIAVqxYgfHjxyM/Px8DBw7s8LGlpaVYsGAB/ve//2HGjBmeqmIXsOeFiIjI2zzW87Jz505otVpHcAGAcePGQavVYseOHR0+zmazIS0tDY899hiGDBly3vMYjUbU19c73TyGPS9ERERe57HwUl5eDp1O1+a4TqdDeXl5h4/729/+BoVCgUceecSl8yxbtswxpkar1SIuLq7LdT4/9rwQERF5m9vhZenSpZAkqdPbrl27AABSO2/yQoh2jwPA7t278dprr+GDDz7osMy5Fi9eDIPB4LgVFxe7+5Jcx54XIiIir3N7zMuCBQswe/bsTsskJCRg3759qKioaHNfVVUVIiIi2n3cTz/9hMrKSvTp08dxzGq14ve//z1effVVHD9+vM1j1Go11Gq1ey+iy9jzQkRE5G1uh5ewsDCEhYWdt9z48eNhMBiQlZWFMWPGAAAyMzNhMBgwYcKEdh+TlpaG66+/3unYDTfcgLS0NNx3333uVrX7seeFiIjI6zw222jQoEGYNm0a5s+fj3fffRcAcP/992PmzJlOM42Sk5OxbNky3HrrrQgNDUVoaKjT8yiVSkRGRnY6O+niYc8LERGRt3l0nZc1a9YgJSUFqampSE1NxbBhw/DRRx85lcnPz4fBYPBkNTyA4YWIiMhbPNbzAgAhISFYvXp1p2XEeXZqbm+ci1ecXU/ubUREROQ1fBd2lWNfI/CyERERkRcxvLjqPD1EREREdHEwvLjs7MtG7HkhIiLyFoYXVzn1vDC8EBEReQvDi8vY80JERNQTeHS20SVFkgNX/wGAAOQXa0VfIiIiOhfDi6vkCmDKU96uBRER0WWPl42IiIioV2F4ISIiol6F4YWIiIh6FYYXIiIi6lUYXoiIiKhXYXghIiKiXoXhhYiIiHoVhhciIiLqVRheiIiIqFdheCEiIqJeheGFiIiIehWGFyIiIupVGF6IiIioV7nkdpUWQgAA6uvrvVwTIiIictXp9+3T7+OdueTCS0NDAwAgLi7OyzUhIiIidzU0NECr1XZaRhKuRJxexGazoaysDAEBAZAkqVufu76+HnFxcSguLkZgYGC3PjexfT2N7etZbF/PYxt7lrfbVwiBhoYGREdHQybrfFTLJdfzIpPJEBsb69FzBAYG8j+OB7F9PYvt61lsX89jG3uWN9v3fD0up3HALhEREfUqDC9ERETUqzC8uEGtVuOZZ56BWq32dlUuSWxfz2L7ehbb1/PYxp7Vm9r3khuwS0RERJc29rwQERFRr8LwQkRERL0KwwsRERH1KgwvRERE1KswvLjorbfeQmJiIjQaDUaNGoWffvrJ21XqFZYtW4Yrr7wSAQEB0Ol0uOWWW5Cfn+9URgiBpUuXIjo6Gj4+Prj22mtx8OBBpzJGoxEPP/wwwsLC4Ofnh5tvvhklJSUX86X0CsuWLYMkSVi4cKHjGNv3wpSWluKee+5BaGgofH19MXz4cOzevdtxP9u36ywWC/70pz8hMTERPj4+6Nu3L/785z/DZrM5yrB93fPjjz/ipptuQnR0NCRJwpdfful0f3e1p16vR1paGrRaLbRaLdLS0lBXV+fhV+f8Qug81q5dK5RKpVixYoXIzc0Vjz76qPDz8xNFRUXerlqPd8MNN4hVq1aJAwcOiJycHDFjxgzRp08f0djY6CjzwgsviICAAPHFF1+I/fv3izvvvFNERUWJ+vp6R5kHH3xQxMTEiE2bNons7GwxefJkccUVVwiLxeKNl9UjZWVliYSEBDFs2DDx6KOPOo6zfbuutrZWxMfHi3vvvVdkZmaKwsJC8d1334mCggJHGbZv1/31r38VoaGh4ptvvhGFhYXis88+E/7+/uLVV191lGH7uufbb78VTz75pPjiiy8EALF+/Xqn+7urPadNmyaGDh0qduzYIXbs2CGGDh0qZs6cebFepmB4ccGYMWPEgw8+6HQsOTlZPPHEE16qUe9VWVkpAIitW7cKIYSw2WwiMjJSvPDCC44yra2tQqvVinfeeUcIIURdXZ1QKpVi7dq1jjKlpaVCJpOJ9PT0i/sCeqiGhgYxYMAAsWnTJjFp0iRHeGH7XpjHH39cTJw4scP72b4XZsaMGeJXv/qV07HbbrtN3HPPPUIItu+FOje8dFd75ubmCgAiIyPDUWbnzp0CgMjLy/Pwq7LjZaPzMJlM2L17N1JTU52Op6amYseOHV6qVe9lMBgAACEhIQCAwsJClJeXO7WvWq3GpEmTHO27e/dumM1mpzLR0dEYOnQofwan/Pa3v8WMGTNw/fXXOx1n+16YDRs2YPTo0Zg1axZ0Oh1GjBiBFStWOO5n+16YiRMn4vvvv8fhw4cBAHv37sW2bdtw4403AmD7drfuas+dO3dCq9Vi7NixjjLjxo2DVqu9aG1+yW3M2N2qq6thtVoRERHhdDwiIgLl5eVeqlXvJITAokWLMHHiRAwdOhQAHG3YXvsWFRU5yqhUKgQHB7cpw58BsHbtWmRnZ+Pnn39ucx/b98IcO3YMb7/9NhYtWoQlS5YgKysLjzzyCNRqNebOncv2vUCPP/44DAYDkpOTIZfLYbVa8dxzz+Guu+4CwN/f7tZd7VleXg6dTtfm+XU63UVrc4YXF0mS5PS9EKLNMercggULsG/fPmzbtq3NfV1pX/4MgOLiYjz66KPYuHEjNBpNh+XYvl1js9kwevRoPP/88wCAESNG4ODBg3j77bcxd+5cRzm2b9d88sknWL16NT7++GMMGTIEOTk5WLhwIaKjozFv3jxHObZv9+qO9myv/MVsc142Oo+wsDDI5fI2abKysrJNeqWOPfzww9iwYQO2bNmC2NhYx/HIyEgA6LR9IyMjYTKZoNfrOyxzudq9ezcqKysxatQoKBQKKBQKbN26Ff/85z+hUCgc7cP27ZqoqCgMHjzY6digQYNw4sQJAPz9vVCPPfYYnnjiCcyePRspKSlIS0vD7373OyxbtgwA27e7dVd7RkZGoqKios3zV1VVXbQ2Z3g5D5VKhVGjRmHTpk1Oxzdt2oQJEyZ4qVa9hxACCxYswLp167B582YkJiY63Z+YmIjIyEin9jWZTNi6daujfUeNGgWlUulU5uTJkzhw4MBl/zOYMmUK9u/fj5ycHMdt9OjRuPvuu5GTk4O+ffuyfS/AVVdd1WZq/+HDhxEfHw+Av78Xqrm5GTKZ89uQXC53TJVm+3av7mrP8ePHw2AwICsry1EmMzMTBoPh4rX5RRkW3Mudniq9cuVKkZubKxYuXCj8/PzE8ePHvV21Hu+hhx4SWq1W/PDDD+LkyZOOW3Nzs6PMCy+8ILRarVi3bp3Yv3+/uOuuu9qduhcbGyu+++47kZ2dLa677rrLdirk+Zw920gItu+FyMrKEgqFQjz33HPiyJEjYs2aNcLX11esXr3aUYbt23Xz5s0TMTExjqnS69atE2FhYeKPf/yjowzb1z0NDQ1iz549Ys+ePQKAePnll8WePXscS3t0V3tOmzZNDBs2TOzcuVPs3LlTpKSkcKp0T/Tmm2+K+Ph4oVKpxMiRIx1TfalzANq9rVq1ylHGZrOJZ555RkRGRgq1Wi2uueYasX//fqfnaWlpEQsWLBAhISHCx8dHzJw5U5w4ceIiv5re4dzwwva9MF9//bUYOnSoUKvVIjk5WSxfvtzpfrZv19XX14tHH31U9OnTR2g0GtG3b1/x5JNPCqPR6CjD9nXPli1b2v2bO2/ePCFE97VnTU2NuPvuu0VAQIAICAgQd999t9Dr9RfpVQohCSHExenjISIiIrpwHPNCREREvQrDCxEREfUqDC9ERETUqzC8EBERUa/C8EJERES9CsMLERER9SoML0RERNSrMLwQERFRr8LwQkRERL0KwwsRERH1KgwvRERE1KswvBAREVGv8v/C00JQOQgvegAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "def plot_wpe(num_columns = 768):\n", + " for i in range(num_columns):\n", + " plt.plot(state_dict[\"transformer.wpe.weight\"][:, i].detach().numpy())\n", + " plt.show()\n", + "\n", + "\n", + "plot_wpe()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import torch\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "def plot_embedding_norms():\n", + " # Compute the norms of the embeddings\n", + " norms = torch.norm(state_dict[\"transformer.wte.weight\"], dim=1).detach().numpy()\n", + " \n", + " # Create histogram bins and counts\n", + " bin_count = 75 # Number of bins\n", + " counts, bin_edges = np.histogram(norms, bins=bin_count)\n", + " \n", + " # Plot the histogram as a bar graph\n", + " plt.bar(bin_edges[:-1], counts, width=np.diff(bin_edges), edgecolor='black')\n", + " plt.xlabel(\"Norm\")\n", + " plt.ylabel(\"Frequency\")\n", + " plt.title(\"Frequency count of embedding norms\")\n", + " plt.show()\n", + "\n", + "plot_embedding_norms()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "thread '' panicked at src/lib.rs:201:64:\n", + "no entry found for key\n" + ] + }, + { + "ename": "PanicException", + "evalue": "no entry found for key", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mPanicException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[26], line 46\u001b[0m\n\u001b[1;32m 41\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEmbeddings after clustering\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 42\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[0;32m---> 46\u001b[0m \u001b[43mcluster_and_plot_embeddings\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstate_dict\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43menc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_embeddings\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_clusters\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m20\u001b[39;49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[0;32mIn[26], line 37\u001b[0m, in \u001b[0;36mcluster_and_plot_embeddings\u001b[0;34m(state_dict, enc, num_embeddings, n_clusters)\u001b[0m\n\u001b[1;32m 35\u001b[0m plt\u001b[38;5;241m.\u001b[39mscatter(cluster_points[:, \u001b[38;5;241m0\u001b[39m], cluster_points[:, \u001b[38;5;241m1\u001b[39m], label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCluster \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mi\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 36\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m point, index \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(cluster_points, np\u001b[38;5;241m.\u001b[39mwhere(kmeans\u001b[38;5;241m.\u001b[39mlabels_ \u001b[38;5;241m==\u001b[39m i)[\u001b[38;5;241m0\u001b[39m]):\n\u001b[0;32m---> 37\u001b[0m token \u001b[38;5;241m=\u001b[39m \u001b[43mindex_to_token\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrandom_indices\u001b[49m\u001b[43m[\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43menc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 38\u001b[0m plt\u001b[38;5;241m.\u001b[39mtext(point[\u001b[38;5;241m0\u001b[39m], point[\u001b[38;5;241m1\u001b[39m], token, fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4\u001b[39m)\n\u001b[1;32m 40\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend()\n", + "Cell \u001b[0;32mIn[26], line 9\u001b[0m, in \u001b[0;36mindex_to_token\u001b[0;34m(index, enc)\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mindex_to_token\u001b[39m(index, enc):\n\u001b[1;32m 8\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Takes a single index and returns the corresponding token\"\"\"\u001b[39;00m\n\u001b[0;32m----> 9\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43menc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/general_ml/lib/python3.11/site-packages/tiktoken/core.py:254\u001b[0m, in \u001b[0;36mEncoding.decode\u001b[0;34m(self, tokens, errors)\u001b[0m\n\u001b[1;32m 242\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdecode\u001b[39m(\u001b[38;5;28mself\u001b[39m, tokens: \u001b[38;5;28mlist\u001b[39m[\u001b[38;5;28mint\u001b[39m], errors: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreplace\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mstr\u001b[39m:\n\u001b[1;32m 243\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Decodes a list of tokens into a string.\u001b[39;00m\n\u001b[1;32m 244\u001b[0m \n\u001b[1;32m 245\u001b[0m \u001b[38;5;124;03m WARNING: the default behaviour of this function is lossy, since decoded bytes are not\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[38;5;124;03m ```\u001b[39;00m\n\u001b[1;32m 253\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 254\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_core_bpe\u001b[38;5;241m.\u001b[39mdecode_bytes(tokens)\u001b[38;5;241m.\u001b[39mdecode(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mutf-8\u001b[39m\u001b[38;5;124m\"\u001b[39m, errors\u001b[38;5;241m=\u001b[39merrors)\n", + "\u001b[0;31mPanicException\u001b[0m: no entry found for key" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mattia/miniconda3/envs/general_ml/lib/python3.11/site-packages/IPython/core/events.py:82: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from current font.\n", + " func(*args, **kwargs)\n", + "/Users/mattia/miniconda3/envs/general_ml/lib/python3.11/site-packages/IPython/core/events.py:82: UserWarning: Glyph 12527 (\\N{KATAKANA LETTER WA}) missing from current font.\n", + " func(*args, **kwargs)\n", + "/Users/mattia/miniconda3/envs/general_ml/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from current font.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n", + "/Users/mattia/miniconda3/envs/general_ml/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12527 (\\N{KATAKANA LETTER WA}) missing from current font.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import torch\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.manifold import TSNE\n", + "from sklearn.cluster import KMeans\n", + "\n", + "def index_to_token(index, enc):\n", + " \"\"\"Takes a single index and returns the corresponding token\"\"\"\n", + " return enc.decode([index])\n", + "\n", + "def cluster_and_plot_embeddings(state_dict, enc, num_embeddings=None, n_clusters=10):\n", + " # Load the embeddings\n", + " embeddings = state_dict[\"transformer.wte.weight\"].detach().numpy()\n", + " \n", + " # Use random embeddings if num_embeddings is specified\n", + " if num_embeddings:\n", + " total_embeddings = embeddings.shape[0]\n", + " random_indices = np.random.choice(total_embeddings, num_embeddings, replace=False)\n", + " embeddings = embeddings[random_indices]\n", + " else:\n", + " random_indices = np.arange(embeddings.shape[0])\n", + " \n", + " # Perform t-SNE\n", + " tsne = TSNE(n_components=2, random_state=0)\n", + " embeddings_2d = tsne.fit_transform(embeddings)\n", + " \n", + " # Perform KMeans clustering\n", + " kmeans = KMeans(n_clusters=n_clusters, random_state=0)\n", + " kmeans.fit(embeddings_2d)\n", + " \n", + " # Plot the embeddings with cluster labels and token labels\n", + " plt.figure(figsize=(10, 10))\n", + " for i in range(n_clusters):\n", + " cluster_points = embeddings_2d[kmeans.labels_ == i]\n", + " plt.scatter(cluster_points[:, 0], cluster_points[:, 1], label=f\"Cluster {i}\")\n", + " for point, index in zip(cluster_points, np.where(kmeans.labels_ == i)[0]):\n", + " token = index_to_token(random_indices[index], enc)\n", + " plt.text(point[0], point[1], token, fontsize=4)\n", + " \n", + " plt.legend()\n", + " plt.title(\"Embeddings after clustering\")\n", + " plt.show()\n", + "\n", + "\n", + "\n", + "cluster_and_plot_embeddings(state_dict, enc, num_embeddings=1000, n_clusters=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tokenized words: king -> 3364, queen -> 4188, man -> 805\n", + "Embeddings shapes: king -> torch.Size([768]), queen -> torch.Size([768]), man -> torch.Size([768])\n", + "The closest word to the resulting embedding is: que\n", + "king - man + woman = que\n", + "Tokenized words: walk -> 11152, walking -> 44065, swimming -> 2032\n", + "Embeddings shapes: walk -> torch.Size([768]), walking -> torch.Size([768]), swimming -> torch.Size([768])\n", + "The closest word to the resulting embedding is: sw\n", + "walk - walking + swimming = sw\n", + "Tokenized words: paris -> 1845, france -> 69, germany -> 1362\n", + "Embeddings shapes: paris -> torch.Size([768]), france -> torch.Size([768]), germany -> torch.Size([768])\n", + "The closest word to the resulting embedding is: ger\n", + "paris - france + germany = ger\n", + "Tokenized words: big -> 14261, bigger -> 14261, smaller -> 17470\n", + "Embeddings shapes: big -> torch.Size([768]), bigger -> torch.Size([768]), smaller -> torch.Size([768])\n", + "The closest word to the resulting embedding is: small\n", + "big - bigger + smaller = small\n", + "Tokenized words: run -> 5143, ran -> 2596, swim -> 2032\n", + "Embeddings shapes: run -> torch.Size([768]), ran -> torch.Size([768]), swim -> torch.Size([768])\n", + "The closest word to the resulting embedding is: sw\n", + "run - ran + swim = sw\n" + ] + } + ], + "source": [ + "import torch\n", + "\n", + "def find_closest_embedding(state_dict, enc, word1, word2, target_word):\n", + " # Tokenize the input words\n", + " token1 = enc.encode(word1)[0]\n", + " token2 = enc.encode(word2)[0]\n", + " target_token = enc.encode(target_word)[0]\n", + " \n", + " print(f\"Tokenized words: {word1} -> {token1}, {word2} -> {token2}, {target_word} -> {target_token}\")\n", + " \n", + " # Embed the tokenized words using the model's embedding layer\n", + " embedding1 = state_dict[\"transformer.wte.weight\"][token1]\n", + " embedding2 = state_dict[\"transformer.wte.weight\"][token2]\n", + " target_embedding = state_dict[\"transformer.wte.weight\"][target_token]\n", + " \n", + " print(f\"Embeddings shapes: {word1} -> {embedding1.shape}, {word2} -> {embedding2.shape}, {target_word} -> {target_embedding.shape}\")\n", + " \n", + " # Compute the difference between the two embeddings\n", + " difference = embedding2 - embedding1\n", + " #print(f\"Difference between {word2} and {word1} embeddings: {difference}\")\n", + " \n", + " # Add the difference to the embedding of the target word\n", + " result_embedding = target_embedding + difference\n", + " #print(f\"Resulting embedding after adding the difference to {target_word}: {result_embedding}\")\n", + " \n", + " # Normalize the result embedding for cosine similarity\n", + " result_embedding = result_embedding / result_embedding.norm()\n", + " \n", + " # Find the closest word to the resulting embedding using cosine similarity\n", + " embeddings = state_dict[\"transformer.wte.weight\"]\n", + " normalized_embeddings = embeddings / embeddings.norm(dim=1, keepdim=True)\n", + " similarities = torch.matmul(normalized_embeddings, result_embedding)\n", + " closest_word_token = similarities.argmax().item()\n", + " closest_word = enc.decode([closest_word_token])\n", + " \n", + " print(f\"The closest word to the resulting embedding is: {closest_word}\")\n", + " \n", + " return closest_word\n", + "\n", + "# Example 1: Gender Relations\n", + "closest_word_1 = find_closest_embedding(state_dict, enc, \"king\", \"queen\", \"man\")\n", + "print(f\"king - man + woman = {closest_word_1}\")\n", + "\n", + "# Example 2: Verb Tenses\n", + "closest_word_2 = find_closest_embedding(state_dict, enc, \"walk\", \"walking\", \"swimming\")\n", + "print(f\"walk - walking + swimming = {closest_word_2}\")\n", + "\n", + "# Example 3: Country-Capital Relations\n", + "closest_word_3 = find_closest_embedding(state_dict, enc, \"paris\", \"france\", \"germany\")\n", + "print(f\"paris - france + germany = {closest_word_3}\")\n", + "\n", + "# Example 4: Comparative/Superlative\n", + "closest_word_4 = find_closest_embedding(state_dict, enc, \"big\", \"bigger\", \"smaller\")\n", + "print(f\"big - bigger + smaller = {closest_word_4}\")\n", + "\n", + "# Example 5: Verb Conjugation\n", + "closest_word_5 = find_closest_embedding(state_dict, enc, \"run\", \"ran\", \"swim\")\n", + "print(f\"run - ran + swim = {closest_word_5}\")\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "general_ml", + "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": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}