{"cells":[{"cell_type":"code","execution_count":32,"metadata":{"executionInfo":{"elapsed":476,"status":"ok","timestamp":1720679526275,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"uWKRSV6eZsCn"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n","The autoreload extension is already loaded. To reload it, use:\n"," %reload_ext autoreload\n"]}],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":33,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"eb33b19f-1206-41ee-84e2-e6258a12eef7","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2534,"status":"ok","timestamp":1720679529344,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"xwFh14uiZBrI","outputId":"d767799c-34c2-46a5-f052-378146a55321"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n"," try:\n"," from google.colab import drive\n","\n"," drive.mount(\"/content/drive\")\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n"," except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":34,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"6d394937-6c99-4a7c-9d32-7600a280032f","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5,"status":"ok","timestamp":1720679529345,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"G5pNu3zgZBrL","outputId":"160a554f-fb08-4aa0-bc00-0422fb7c1fac"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","from pathlib import Path\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["working dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["# haotian comp\n","import os\n","import sys\n","from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n"," workding_dir = str(Path.cwd().parent)\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"working dir:\", workding_dir)"]},{"cell_type":"code","execution_count":36,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1720679529345,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"hPCC-6m7ZBrM","outputId":"c7aa2c96-5e99-440a-c148-201d79465ff9"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":36,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n"," found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":37,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"f1597656-8042-4878-9d3b-9ebfb8dd86dc","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1720679529345,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"1M3IraVtZBrM","outputId":"29ab35f6-2970-4ade-d85d-3174acf8cda0"},"outputs":[],"source":["model_orders = {\n"," \"Mistral-7B-v0.3-Chinese-Chat\": 5,\n"," \"internlm2_5-7b-chat\": 9,\n"," \"internlm2_5-7b-chat-1m\": 10,\n"," \"Qwen2-7B-Instruct\": 20,\n"," \"Llama3.1-8B-Chinese-Chat\": 30,\n"," \"Llama3.1-70B-Chinese-Chat\": 40,\n"," \"Qwen2-72B-Instruct\": 50,\n","}"]},{"cell_type":"code","execution_count":38,"metadata":{},"outputs":[],"source":["markers = [\n"," \"o\",\n"," \"x\",\n"," \"^\",\n"," \"s\",\n"," \"d\",\n"," \"P\",\n"," \"X\",\n"," \"*\",\n"," \"v\",\n"," \">\",\n"," \"<\",\n"," \"p\",\n"," \"h\",\n"," \"H\",\n"," \"+\",\n"," \"|\",\n"," \"_\",\n","]\n","model_markers = {k: markers[i] for i, k in enumerate(model_orders.keys())}"]},{"cell_type":"code","execution_count":39,"metadata":{},"outputs":[{"data":{"text/html":["
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epochmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00.0Mistral-7B-v0.3-Chinese-Chatshenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torc...0.7113330.7022050.7113330.6894970.004
10.2Mistral-7B-v0.3-Chinese-Chatshenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...0.7020000.7932730.7020000.7342711.000
20.4Mistral-7B-v0.3-Chinese-Chatshenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...0.7420000.7898290.7420000.7536681.000
30.6Mistral-7B-v0.3-Chinese-Chatshenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...0.6596670.7923400.6596670.7067541.000
40.8Mistral-7B-v0.3-Chinese-Chatshenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...0.7146670.7861340.7146670.7404681.000
...........................
61.2Qwen2-72B-InstructQwen/Qwen2-72B-Instruct/checkpoint-210_torch.b...0.7630000.8318880.7630000.7901081.000
71.4Qwen2-72B-InstructQwen/Qwen2-72B-Instruct/checkpoint-245_torch.b...0.7656670.8288270.7656670.7906271.000
81.6Qwen2-72B-InstructQwen/Qwen2-72B-Instruct/checkpoint-280_torch.b...0.7693330.8292800.7693330.7930171.000
91.8Qwen2-72B-InstructQwen/Qwen2-72B-Instruct/checkpoint-315_torch.b...0.7840000.8354350.7840000.8041951.000
102.0Qwen2-72B-InstructQwen/Qwen2-72B-Instruct/checkpoint-350_torch.b...0.7736670.8330150.7736670.7973661.000
\n","

76 rows × 8 columns

\n","
"],"text/plain":[" epoch model \\\n","0 0.0 Mistral-7B-v0.3-Chinese-Chat \n","1 0.2 Mistral-7B-v0.3-Chinese-Chat \n","2 0.4 Mistral-7B-v0.3-Chinese-Chat \n","3 0.6 Mistral-7B-v0.3-Chinese-Chat \n","4 0.8 Mistral-7B-v0.3-Chinese-Chat \n",".. ... ... \n","6 1.2 Qwen2-72B-Instruct \n","7 1.4 Qwen2-72B-Instruct \n","8 1.6 Qwen2-72B-Instruct \n","9 1.8 Qwen2-72B-Instruct \n","10 2.0 Qwen2-72B-Instruct \n","\n"," run accuracy precision \\\n","0 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torc... 0.711333 0.702205 \n","1 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec... 0.702000 0.793273 \n","2 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec... 0.742000 0.789829 \n","3 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec... 0.659667 0.792340 \n","4 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec... 0.714667 0.786134 \n",".. ... ... ... \n","6 Qwen/Qwen2-72B-Instruct/checkpoint-210_torch.b... 0.763000 0.831888 \n","7 Qwen/Qwen2-72B-Instruct/checkpoint-245_torch.b... 0.765667 0.828827 \n","8 Qwen/Qwen2-72B-Instruct/checkpoint-280_torch.b... 0.769333 0.829280 \n","9 Qwen/Qwen2-72B-Instruct/checkpoint-315_torch.b... 0.784000 0.835435 \n","10 Qwen/Qwen2-72B-Instruct/checkpoint-350_torch.b... 0.773667 0.833015 \n","\n"," recall f1 ratio_valid_classifications \n","0 0.711333 0.689497 0.004 \n","1 0.702000 0.734271 1.000 \n","2 0.742000 0.753668 1.000 \n","3 0.659667 0.706754 1.000 \n","4 0.714667 0.740468 1.000 \n",".. ... ... ... \n","6 0.763000 0.790108 1.000 \n","7 0.765667 0.790627 1.000 \n","8 0.769333 0.793017 1.000 \n","9 0.784000 0.804195 1.000 \n","10 0.773667 0.797366 1.000 \n","\n","[76 rows x 8 columns]"]},"execution_count":39,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = None\n","model_perf_dfs = {}\n","for model_name in model_orders.keys():\n"," metrics_csv = f\"data/{model_name}_metrics.csv\"\n"," if not Path(metrics_csv).exists():\n"," continue\n"," df = pd.read_csv(metrics_csv)\n"," model_perf_dfs[model_name] = df\n"," perf_df = df if perf_df is None else pd.concat([perf_df, df])\n","\n","perf_df"]},{"cell_type":"code","execution_count":40,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib.ticker import MultipleLocator\n","\n","def plot_perf(\n"," model_perf_dfs,\n"," model_markers,\n"," x_major_locator=0.2,\n"," y_offset=0.005,\n","):\n"," fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n","\n"," for model_name, perf_df in model_perf_dfs.items():\n"," # Ensure the lengths of perf_df[\"epoch\"], perf_df[\"accuracy\"], and perf_df[\"f1\"] are the same\n"," min_length = min(len(perf_df[\"epoch\"]), len(perf_df[\"accuracy\"]), len(perf_df[\"f1\"]))\n"," perf_df = perf_df.iloc[:min_length]\n","\n"," (line,) = ax.plot(\n"," perf_df[\"epoch\"],\n"," perf_df[\"f1\"],\n"," marker=model_markers[model_name],\n"," label=model_name,\n"," )\n","\n"," line_color = line.get_color()\n","\n"," best_f1 = perf_df[\"f1\"].idxmax()\n"," print(\n"," f\"Best F1 for {model_name} @ {perf_df['epoch'].iloc[best_f1]:.2f} epoch: {perf_df['f1'].iloc[best_f1]}\"\n"," )\n"," ax.annotate(\n"," f\"{perf_df['f1'].iloc[best_f1]*100:.2f}%\",\n"," (perf_df[\"epoch\"].iloc[best_f1], perf_df[\"f1\"].iloc[best_f1]),\n"," ha=\"center\",\n"," va=\"bottom\",\n"," xytext=(0, 0),\n"," textcoords=\"offset points\",\n"," fontsize=10,\n"," color=line_color,\n"," )\n","\n"," # Set y-axis limit\n"," y_scales = ax.get_ylim()\n"," ax.set_ylim(y_scales[0], y_scales[1] + y_offset)\n","\n"," # Add title and labels\n"," ax.set_xlabel(\"Epoch (0: base model, 0.2 - 2: fine-tuned models)\")\n"," ax.set_ylabel(\"F1 Score\")\n","\n"," # Set x-axis grid spacing to 0.2\n"," ax.xaxis.set_major_locator(MultipleLocator(x_major_locator))\n"," ax.set_title(\n"," \"Performance Analysis Across Checkpoints for Models\"\n"," )\n","\n"," # Rotate x labels\n"," plt.xticks(rotation=0)\n"," plt.grid(True)\n"," # plt.tight_layout()\n","\n"," # Set legend at the right to avoid overlapping with lines\n"," plt.legend(loc=\"center left\", bbox_to_anchor=(1.0, 0.5))\n","\n"," plt.show()"]},{"cell_type":"code","execution_count":41,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Best F1 for Mistral-7B-v0.3-Chinese-Chat @ 1.40 epoch: 0.7648234347578796\n","Best F1 for internlm2_5-7b-chat @ 0.60 epoch: 0.7660159670998776\n","Best F1 for internlm2_5-7b-chat-1m @ 0.80 epoch: 0.8028064320197301\n","Best F1 for Qwen2-7B-Instruct @ 0.40 epoch: 0.7748745026535183\n","Best F1 for Llama3.1-8B-Chinese-Chat @ 1.00 epoch: 0.7924651054056209\n","Best F1 for Llama3.1-70B-Chinese-Chat @ 1.00 epoch: 0.8076868978089201\n","Best F1 for Qwen2-72B-Instruct @ 1.80 epoch: 0.804194683154365\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABPUAAAIjCAYAAABrkC78AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3wURf/A8c9eL8mlF1JIIPTee5GqIE1EFBt2fexg18fefzYUuz5WwAKIiNK7AtJ7DxAICenlktzl6v7+uOSSIxcIkACBeb9eeSU7O7s7N7ns3X3znRlJlmUZQRAEQRAEQRAEQRAEQRDqDcWFboAgCIIgCIIgCIIgCIIgCGdGBPUEQRAEQRAEQRAEQRAEoZ4RQT1BEARBEARBEARBEARBqGdEUE8QBEEQBEEQBEEQBEEQ6hkR1BMEQRAEQRAEQRAEQRCEekYE9QRBEARBEARBEARBEAShnhFBPUEQBEEQBEEQBEEQBEGoZ0RQTxAEQRAEQRAEQRAEQRDqGRHUEwRBEARBEARBEARBEIR6RgT1BEEQ6tA777xD48aNUSqVdOjQ4UI3RzgHt912G4mJiXVy7u+++w5JkkhJSamT8wseV1xxBW3atDnv101MTGTEiBHn/boX4/Pqcrgnrly5EkmSWLly5RkfezH+zgRBEARBuHiJoJ4gCJeV8g9M5V86nY5mzZrx4IMPkpmZWavXWrx4MU8++SS9e/fm22+/5Y033qjV81/Oxo8fjyRJPPXUUxe6KRe1bt26IUkSn3322YVuSp0ym828/PLLtG/fnoCAAPR6PW3atOGpp54iPT39QjevXtqzZw8vvfRSrQaXzvc98bbbbkOSJEwmE1artcr+gwcPel8L3n333TptiyAIgiAIQl1QXegGCIIgXAivvPIKjRo1orS0lH/++YfPPvuM+fPns2vXLgwGQ61cY/ny5SgUCv73v/+h0Whq5ZyCJ4Azb948EhMT+emnn3jrrbeQJOlCN+uc3HLLLdxwww1otdpaO+fBgwfZuHEjiYmJTJ8+nf/85z+1du6LyeHDhxk8eDDHjh3juuuu45577kGj0bBjxw7+97//MWfOHA4cOHChm3lBnMvzas+ePbz88stcccUVtZaheiHuiSqVCovFwrx58xg/frzPvunTp6PT6SgtLT0vbREEQRAEQahtIlNPEITL0rBhw7j55pu56667+O6773j00Uc5cuQIc+fOPedzWywWALKystDr9bX24VWWZb/ZJpeb2bNn43K5+Oabb0hNTWX16tUXuknnTKlUotPpajU4OW3aNCIjI3nvvfdYu3ZtrWZclZSU1Nq5zoXT6WTs2LFkZmaycuVKfvrpJx544AHuvvtupk6dyuHDh7nuuusudDMvmLp4Xp2LC3FP1Gq1DBo0iJ9++qnKvhkzZnD11VfXSlsEQRAEQRAuBBHUEwRBAAYOHAjAkSNHvGXTpk2jc+fO6PV6QkNDueGGG0hNTfU5rnyOrs2bN9OvXz8MBgPPPvsskiTx7bffUlJS4h3e9d133wGeQMSrr75KUlISWq2WxMREnn32WWw2m8+5y+fhWrRoEV26dEGv1/PFF19452v69ddfefnll4mNjSUwMJBx48ZRWFiIzWbj0UcfJTIykoCAAG6//fYq5/72228ZOHAgkZGRaLVaWrVq5XeIZnkb/vnnH7p164ZOp6Nx48b88MMPVeoWFBQwadIkEhMT0Wq1xMXFceutt5KTk+OtY7PZePHFF2nSpAlarZb4+HiefPLJKu07lenTpzNkyBAGDBhAy5YtmT59epU65cOs16xZw+TJk4mIiMBoNHLNNdeQnZ3tU3fu3LlcffXVxMTEoNVqSUpK4tVXX8XlclXbBlmWSUxMZPTo0VX2lZaWEhQUxL333ustmzp1Kq1bt8ZgMBASEkKXLl2YMWNGlfZWDrxt2rSJK6+8kvDwcPR6PY0aNeKOO+6ocT/NmDGDcePGMWLECIKCgnyuV9n69esZPnw4ISEhGI1G2rVrx4cffujdf9tttxEQEMChQ4cYPnw4gYGB3HTTTYAnuPfYY48RHx+PVqulefPmvPvuu8iy7HONJUuW0KdPH4KDgwkICKB58+Y8++yzPnVO10f+zJ49m+3bt/Pcc8/Rp0+fKvtNJhOvv/56lfI9e/YwYMAADAYDsbGx/N///V+VOmfyXJ02bRrdunXztr1fv34sXrz4lG3//vvvUalUPPHEEwCkpKR4h4F+8MEHJCQkoNfr6d+/P7t27apy/PLly+nbty9Go5Hg4GBGjx7N3r17fer4e17V5G/6u+++8wZDBwwY4L2Hlc8RdzbPzbq8J57OjTfeyIIFCygoKPCWbdy4kYMHD3LjjTf6PaY8IBwaGorBYKBHjx789ddfVeodP36cMWPGYDQaiYyMZNKkSdXez9avX89VV11FUFAQBoOB/v37s2bNmtO2/1zvBYIgCIIgXLrE8FtBEATg0KFDAISFhQHw+uuv8/zzzzN+/HjuuususrOzmTp1Kv369WPr1q0EBwd7j83NzWXYsGHccMMN3HzzzURFRdGlSxe+/PJLNmzYwNdffw1Ar169ALjrrrv4/vvvGTduHI899hjr16/nzTffZO/evcyZM8enXfv372fChAnce++93H333TRv3ty7780330Sv1/P000+TnJzM1KlTUavVKBQK8vPzeemll/j333/57rvvaNSoES+88IL32M8++4zWrVszatQoVCoV8+bN4/7778ftdvPAAw/4tCE5OZlx48Zx5513MnHiRL755htuu+02OnfuTOvWrQEoLi6mb9++7N27lzvuuINOnTqRk5PDH3/8wfHjxwkPD8ftdjNq1Cj++ecf7rnnHlq2bMnOnTv54IMPOHDgAL///vtpf0/p6emsWLGC77//HoAJEybwwQcf8PHHH/vN/nnooYcICQnhxRdfJCUlhSlTpvDggw/yyy+/eOt89913BAQEMHnyZAICAli+fDkvvPACZrOZd955x287JEni5ptv5v/+7//Iy8sjNDTUu2/evHmYzWZuvvlmAL766isefvhhxo0bxyOPPEJpaSk7duxg/fr11QYUsrKyGDp0KBERETz99NMEBweTkpLCb7/9dto+Ak/wIDk5mW+//RaNRsPYsWOZPn16lUDakiVLGDFiBA0aNOCRRx4hOjqavXv38ueff/LII4946zmdTq688kr69OnDu+++i8FgQJZlRo0axYoVK7jzzjvp0KEDixYt4oknniAtLY0PPvgAgN27dzNixAjatWvHK6+8glarJTk52SeYcTZ9BPDHH38AnmGmNZWfn89VV13F2LFjGT9+PLNmzeKpp56ibdu2DBs2DOCMnqsvv/wyL730Er169eKVV15Bo9Gwfv16li9fztChQ/224csvv+S+++7j2Wef5bXXXvPZ98MPP1BUVMQDDzxAaWkpH374IQMHDmTnzp1ERUUBsHTpUoYNG0bjxo156aWXsFqtTJ06ld69e7Nly5bTDpc93d90v379ePjhh/noo4949tlnadmyJQAtW7Y86+fmjz/+WOf3xOqMHTuW++67j99++80bDJsxYwYtWrSgU6dOVepnZmbSq1cvLBYLDz/8MGFhYXz//feMGjWKWbNmcc011wBgtVoZNGgQx44d4+GHHyYmJoYff/yR5cuXVznn8uXLGTZsGJ07d+bFF19EoVB4/7ny999/061bN79tP9d7gSAIgiAIlzhZEAThMvLtt9/KgLx06VI5OztbTk1NlX/++Wc5LCxM1uv18vHjx+WUlBRZqVTKr7/+us+xO3fulFUqlU95//79ZUD+/PPPq1xr4sSJstFo9Cnbtm2bDMh33XWXT/njjz8uA/Ly5cu9ZQkJCTIgL1y40KfuihUrZEBu06aNbLfbveUTJkyQJUmShw0b5lO/Z8+eckJCgk+ZxWKp0t4rr7xSbty4sU9ZeRtWr17tLcvKypK1Wq382GOPecteeOEFGZB/++23Kud1u92yLMvyjz/+KCsUCvnvv//22f/555/LgLxmzZoqx57s3XfflfV6vWw2m2VZluUDBw7IgDxnzhyfeuW/58GDB3uvL8uyPGnSJFmpVMoFBQXeMn99ce+998oGg0EuLS31lk2cONGnH/fv3y8D8meffeZz7KhRo+TExETvdUePHi23bt36lI+rvL1HjhyRZVmW58yZIwPyxo0bT3lcdR588EE5Pj7e24bFixfLgLx161ZvHafTKTdq1EhOSEiQ8/PzfY6v3GcTJ06UAfnpp5/2qfP777/LgPzaa6/5lI8bN06WJElOTk6WZVmWP/jgAxmQs7Ozq21vTfrIn44dO8pBQUE1rl/+9/rDDz94y2w2mxwdHS1fe+213rKaPlcPHjwoKxQK+ZprrpFdLpdP3cp9mJCQIF999dWyLMvyhx9+KEuSJL/66qs+9Y8cOSID3vtQufXr18uAPGnSJG9Zhw4d5MjISDk3N9dbtn37dlmhUMi33nqrt+zk51V5W2ryNz1z5kwZkFesWOHTznN5btbVPbEm1xs3bpw8aNAgWZZl2eVyydHR0fLLL7/s7fd33nnHe9yjjz4qAz6//6KiIrlRo0ZyYmKi93c9ZcoUGZB//fVXb72SkhK5SZMmPn3ndrvlpk2byldeeaXP88JisciNGjWShwwZ4i2r7XuBIAiCIAiXNjH8VhCEy9LgwYOJiIggPj6eG264gYCAAObMmUNsbCy//fYbbreb8ePHk5OT4/2Kjo6madOmrFixwudcWq2W22+/vUbXnT9/PgCTJ0/2KX/ssccAqgzvatSoEVdeeaXfc916662o1Wrvdvfu3ZFlucqwrO7du5OamorT6fSW6fV678+FhYXk5OTQv39/Dh8+TGFhoc/xrVq1om/fvt7tiIgImjdvzuHDh71ls2fPpn379t4MlsrK5/OaOXMmLVu2pEWLFj79Wj70+eR+9Wf69OlcffXVBAYGAtC0aVM6d+7sdwguwD333OMzn1jfvn1xuVwcPXrUb18UFRWRk5ND3759sVgs7Nu3r9q2NGvWjO7du/tcOy8vjwULFnDTTTd5rxscHMzx48fZuHHjaR9fufJM0D///BOHw1Hj48CTVffLL79w/fXXe9tQPtS6clu3bt3KkSNHePTRR30yTwG/c7CdvNDG/PnzUSqVPPzwwz7ljz32GLIss2DBAp/HMnfuXNxut982n00fgWfRlPLnQk0FBAR4sygBNBoN3bp183k+1/S5+vvvv+N2u3nhhRdQKHzfUvnrw//7v//jkUce4e233+a///2v3/aNGTOG2NhY73a3bt3o3r27995x4sQJtm3bxm233eaTIdquXTuGDBnirXcqNfmbrs65PDf9qc174qnceOONrFy5koyMDJYvX05GRka1WaDz58+nW7duPkO6AwICuOeee0hJSWHPnj3eeg0aNGDcuHHeegaDgXvuucfnfNu2bfMO9c3NzfU+n0pKShg0aBCrV68+5d8G1F5/C4IgCIJwaRFBPUEQLkuffPIJS5YsYcWKFezZs4fDhw97PygePHgQWZZp2rQpERERPl979+4lKyvL51yxsbE1nvj96NGjKBQKmjRp4lMeHR1NcHCwT7AJPB9gq9OwYUOf7aCgIADi4+OrlLvdbp9g3Zo1axg8eLB3Pq6IiAjv0MyTg3onXwcgJCSE/Px87/ahQ4do06ZNtW0FT7/u3r27Sp82a9YMoEq/nmzv3r1s3bqV3r17k5yc7P264oor+PPPPzGbzVWOObntISEhAD5t3717N9dccw1BQUGYTCYiIiK8QZ+T++Jkt956K2vWrPH+3mbOnInD4fAZDvrUU08REBBAt27daNq0KQ888MBp59Hq378/1157LS+//DLh4eGMHj2ab7/9tkZzDy5evJjs7Gy6devm7aMjR44wYMAAfvrpJ2/woHzI+el+b+BZQTQuLs6n7OjRo8TExFQJqpUP1Szvk+uvv57evXtz1113ERUVxQ033MCvv/7qE8Q4mz4Cz5x5RUVFp61XWVxcXJWA28nP55o+Vw8dOoRCoaBVq1anve6qVat46qmneOqpp7zz6PnTtGnTKmXNmjXzzotX3q/+hp22bNnSGyw6lZr8TVfnXJ6b/tTmPfFUyueD/OWXX5g+fTpdu3atcs3Kbaquf8v3l39v0qRJlefTyccePHgQgIkTJ1Z5Tn399dfYbLZq7zW13d+CIAiCIFxaxJx6giBclrp160aXLl387nO73UiSxIIFC1AqlVX2BwQE+GxXzvSqqZquRnmqc/tr26nK5bLFCw4dOsSgQYNo0aIF77//PvHx8Wg0GubPn88HH3xQJWPkdOerKbfbTdu2bXn//ff97j85GHmyadOmATBp0iQmTZpUZf/s2bOrZEyeru0FBQX0798fk8nEK6+8QlJSEjqdji1btvDUU09Vmz1T7oYbbmDSpEne+eqmTZtGly5dfD7Ut2zZkv379/Pnn3+ycOFCZs+ezaeffsoLL7zAyy+/7Pe8kiQxa9Ys/v33X+bNm8eiRYu44447eO+99/j333+rPAcrK8/GGz9+vN/9q1atYsCAAad8XCfTarVVMtFqSq/Xs3r1alasWMFff/3FwoUL+eWXXxg4cCCLFy9GqVSeVR8BtGjRgq1bt5Kamnra50+5mjyfz/W56k/r1q0pKCjgxx9/5N577z3r4FRtOJe/6XN5bp7uvDVxNvdb8DyHx44dy/fff8/hw4d56aWXzuo8Z6P8PvLOO+/QoUMHv3Wq67e66m9BEARBEC4NIqgnCIJwkqSkJGRZplGjRt7MnNqSkJCA2+3m4MGD3qwP8EzMXlBQQEJCQq1ez5958+Zhs9n4448/fDJ2ajL8tTpJSUl+V+g8uc727dsZNGhQjT/Al5NlmRkzZjBgwADuv//+KvtfffVVpk+fXuNh0OVWrlxJbm4uv/32G/369fOWV14F+VRCQ0O5+uqrmT59OjfddBNr1qxhypQpVeoZjUauv/56rr/+eux2O2PHjuX111/nmWeeQafTVXv+Hj160KNHD15//XVmzJjBTTfdxM8//8xdd93lt35JSQlz587l+uuv9xkSWO7hhx9m+vTpDBgwgKSkJAB27drF4MGDa/R4K0tISGDp0qUUFRX5ZOuVD1mu/FxWKBQMGjSIQYMG8f777/PGG2/w3HPPsWLFCu+1z6aPRo4cyU8//cS0adN45plnzvgxVKemz9WkpCTcbjd79uypNlhTLjw8nFmzZtGnTx8GDRrEP//8Q0xMTJV65VldlR04cMC7+EV5v+7fv79KvX379hEeHo7RaDxlW2ridH+jZ/rcrM75vCfeeOONfPPNNygUCm644YZTtqm6/i3fX/59165dyLLs018nH1v+t2Yymc7qbw1qr78FQRAEQbi0iOG3giAIJxk7dixKpZKXX365SuaKLMvk5uae9bmHDx8OUCXwU54RdPXVV5/1uWuqPEun8mMrLCzk22+/PetzXnvttWzfvr3KSpWVrzN+/HjS0tL46quvqtSxWq2nHDK4Zs0aUlJSuP322xk3blyVr+uvv54VK1aQnp5+Ru321xd2u51PP/20xue45ZZb2LNnD0888QRKpbJKsODk54tGo6FVq1bIslztHFn5+flVnnvlQaNTDbubM2cOJSUlPPDAA377acSIEcyePRubzUanTp1o1KgRU6ZMoaCgwOc8NcnYGj58OC6Xi48//tin/IMPPkCSJO9Ksnl5eVWOPfmxnE0fAYwbN462bdvy+uuvs27duir7i4qKeO655077WE5W0+fqmDFjUCgUvPLKK1WyOv31YVxcHEuXLsVqtTJkyBC/95Lff/+dtLQ07/aGDRtYv369tz8bNGhAhw4d+P77731+b7t27WLx4sXee8y5Kg8MnvzcONvnZnXO5z1xwIABvPrqq3z88cdER0efsk0bNmzweU6VlJTw5ZdfkpiY6B1uPXz4cNLT05k1a5a3nsVi4csvv/Q5X+fOnUlKSuLdd9+luLi4yvWys7OrbUtt97cgCIIgCJcWkaknCIJwkqSkJF577TWeeeYZUlJSGDNmDIGBgRw5coQ5c+Zwzz338Pjjj5/Vudu3b8/EiRP58ssvvUM/N2zYwPfff8+YMWPOeFjk2Rg6dCgajYaRI0dy7733UlxczFdffUVkZCQnTpw4q3M+8cQTzJo1i+uuu4477riDzp07k5eXxx9//MHnn39O+/btueWWW/j111+57777WLFiBb1798blcrFv3z5+/fVXFi1aVO2Q6OnTp6NUKqv9gD9q1Ciee+45fv755yoT7p9Kr169CAkJYeLEiTz88MNIksSPP/54RkOLr776asLCwpg5cybDhg0jMjLSZ//QoUOJjo6md+/eREVFsXfvXj7++GOfBT9O9v333/Ppp59yzTXXkJSURFFREV999RUmk+mUQZvp06cTFhZGr169/O4fNWoUX331FX/99Rdjx47ls88+Y+TIkXTo0IHbb7+dBg0asG/fPnbv3s2iRYtO+bhHjhzJgAEDeO6550hJSaF9+/YsXryYuXPn8uijj3qzk1555RVWr17N1VdfTUJCAllZWXz66afExcV5FyI4mz4CUKvV/PbbbwwePJh+/foxfvx4evfujVqtZvfu3cyYMYOQkBBef/31Uz6Wk9X0udqkSROee+45Xn31Vfr27cvYsWPRarVs3LiRmJgY3nzzzSrnbtKkCYsXL+aKK67gyiuvZPny5ZhMJp/9ffr04T//+Q82m40pU6YQFhbGk08+6a3zzjvvMGzYMHr27Mmdd96J1Wpl6tSpBAUF1dqw0g4dOqBUKnn77bcpLCxEq9UycOBAZsyYcVbPzeqcz3uiQqGodoGSyp5++ml++uknhg0bxsMPP0xoaCjff/89R44cYfbs2d6h6HfffTcff/wxt956K5s3b6ZBgwb8+OOPGAyGKtf9+uuvGTZsGK1bt+b2228nNjaWtLQ0VqxYgclkYt68eX7bcrb3AkEQBEEQLhPnb6FdQRCEC+/bb7+VAXnjxo2nrTt79my5T58+stFolI1Go9yiRQv5gQcekPfv3++t079/f7l169Z+j584caJsNBqrlDscDvnll1+WGzVqJKvVajk+Pl5+5pln5NLSUp96CQkJ8tVXX13l+BUrVsiAPHPmzBo9thdffFEG5OzsbG/ZH3/8Ibdr107W6XRyYmKi/Pbbb8vffPONDMhHjhw5bRv69+8v9+/f36csNzdXfvDBB+XY2FhZo9HIcXFx8sSJE+WcnBxvHbvdLr/99tty69atZa1WK4eEhMidO3eWX375ZbmwsLBqJ5YdExYWJvft29fv/nKNGjWSO3bseMq+KO+7FStWeMvWrFkj9+jRQ9br9XJMTIz85JNPyosWLapSb+LEiXJCQoLfa99///0yIM+YMaPKvi+++ELu16+fHBYWJmu1WjkpKUl+4oknfB5veXvL+37Lli3yhAkT5IYNG8parVaOjIyUR4wYIW/atKnax5+ZmSmrVCr5lltuqbaOxWKRDQaDfM0113jL/vnnH3nIkCFyYGCgbDQa5Xbt2slTp071edz+nseyLMtFRUXypEmT5JiYGFmtVstNmzaV33nnHdntdnvrLFu2TB49erQcExMjazQaOSYmRp4wYYJ84MCBM+qjU8nPz5dfeOEFuW3btrLBYJB1Op3cpk0b+ZlnnpFPnDjhrVfd36u/3+2ZPFe/+eYbuWPHjt56/fv3l5csWeLd7+/vaP369XJgYKDcr18/2WKxyEeOHJEB+Z133pHfe+89OT4+XtZqtXLfvn3l7du3V2nz0qVL5d69e8t6vV42mUzyyJEj5T179vjUOfl5VV1byvvm5L/pr776Sm7cuLGsVCq9fw9n89wsV1f3xDO9XmWV+72yQ4cOyePGjZODg4NlnU4nd+vWTf7zzz+rHH/06FF51KhRssFgkMPDw+VHHnlEXrhwYZX7hyzL8tatW+WxY8d6n+cJCQny+PHj5WXLlnnr1Ma9QBAEQRCEy4cky2c407kgCIIgCD4mTZrE//73PzIyMqpk6QhCTaSkpNCoUSPeeeeds84EFgRBEARBEC4vYk49QRAEQTgHpaWlTJs2jWuvvVYE9ARBEARBEARBOG/EnHqCIAiCcBaysrJYunQps2bNIjc3l0ceeeRCN0kQBEEQBEEQhMuICOoJgiAIwlnYs2cPN910E5GRkXz00UfeFSkFQRAEQRAEQRDOBzGnniAIgiAIgiAIgiAIgiDUM2JOPUEQBEEQBEEQBEEQBEGoZ0RQTxAEQRAEQRAEQRAEQRDqGTGnnh9ut5v09HQCAwORJOlCN0cQBEEQBEEQBEG4xMmyTFFRETExMSgUIv9GEITTE0E9P9LT04mPj7/QzRAEQRAEQRAEQRAuM6mpqcTFxV3oZgiCUA+IoJ4fgYGBgOdmajKZLnBrqudwOFi8eDFDhw5FrVZf6OZcEkSf1i7Rn7VP9GntEv1Z+0Sf1j7Rp7VL9GftE31au0R/1r760qdms5n4+Hjv51FBEITTEUE9P8qH3JpMpos+qGcwGDCZTBf1i1N9Ivq0don+rH2iT2uX6M/aJ/q09ok+rV2iP2uf6NPaJfqz9tW3PhVTQAmCUFNioL4gCIIgCIIgCIIgCIIg1DMiqCcIgiAIgiAIgiAIgiAI9YwI6gmCIAiCIAiCIAiCIAhCPSOCeoIgCIIgCIIgCIIgCIJQz4igniAIgiAIgiAIgiAIgiDUMyKoJwiCIAiCIAiCIAiCIAj1jAjqCYIgCIIgCIIgCIIgCEI9I4J6giAIgiAIgiAIgiAIglDPiKCeIAiCIAiCIAiCIAiCINQzIqgnCIIgCIIgCIIgCIIgCPWMCOoJgiAIgiAIgiAIgiAIQj0jgnqCIAiCIAiCIAiCIAiCUM+IoJ4gCIIgCIIgCIIgCIIg1DOqC90AQRAEQRDOH7fbxbqZM9jz90osBfkYQ0Np3X8QPcbegCRJAMiyzNqZ09m5bBG2khJimrdk8F33E9IgttrzfvXgHZizs7zbH834CoD2Q69m8J3/oTArk68futPvsSMefZrmPftgLS5i4Sfvk7p7J8ENYrjyvkeIapTkrbf0f58RHBlFl5Fja6EnBEEQBEEQBKF+E0E9QRAEQbiMbJw7m21LFjDs/kmExTUk8/BBFn72IVqDkU7DRnnq/DGbrQvmcdX9kwiKjGLNr9OY/cYL3PbeZ6g0Gr/nvemND5DdbhwOB8uWLaND86b8/tZLNO/RG4DA8HDu++JHn2N2LF3Ixnm/0ahjZwDW//YL9lIrN7/1IduXzGfJl1O5+c0pAKQf2EdG8n4G3n5PHfWMIAiCIAiCINQvYvitIAiCIFxG0g/spUmX7jTu1JWgyCia9ehDYruOZCQfADxZelvmz6X72Otp0rUHEQmNGPbAZIrz80jeuK7a8xpMQRiDQzAGh6DSG0jZuongqAbEtWoLgEKh9O4v/zq4cR3Ne/ZBo9MDkJeWSote/QiNiaXdoKvITUsFwOV0svTrTxh81wMoFMo67iFBEARBEARBqB9EUE8QBEEQLiMxzVpybNd28tLTAMhKOUza/j006uDJlivMyqSkIJ+Eth28x2gNRho0aU76wX01uobscrFvzSraDBjiHdJ7sszDyWSnHKbNgKHesoiERhzbtQO3y0XK9i1ENEwEPJmD8a3aEp3U9CwesSAIgiAIgiBcmsTwW0EQBEG4jHQbPQ6b1cK3k+9DoVDgdrvpc/0ttOw7AICSgnwADEHBPscZgoIpKSio0TWKj6dgs5TQuv+gauvsXL6Y0Nh4Ypu3rGjbmOtY+vWnfP3wXQRFRHHlfY+QfyKNPauXMeHVd1ny1ccc3bGVqMZNGXrvQ2gNxjN78IIgCIIgCIJwCRFBPUEQBEG4jOxf9zd7/1nJ1Q89Tlh8Atkph1nx/VcEhIadMgh3JsyH9pPQvhMBoWF+9zvsNvatWUWPsdf7lGsNRq5++Amfsl9feZZ+N93B3n9WUpiVye0ffMGSL6eybtZPXHHrXbXSXkEQhDMhu2XMS49i2ZqFq8iB0qTB2DmKwIHxPgsOmZccpWRjBm6rC22iieAxTVCH62t0jag0HZnP/0tA7xiCR3oWDHJbHBQuOYrtYAHOAhtKoxp96zBMQxNQ6FTeOnm/HsB2uABVmJ6Qcc3QxAZ4z5v/ezKqUB2B/eJquVcEQRCEC0EMvxUEQRCEy8iq6d/SbfQ4WvTuT0TDRFr1G0jn4aNZ//tMAIzBIQBYCgt8jrMUFmAMDj7t+c05WVgz02l9xeBq6xz8dw0Om41Wpwki7lqxBK3BSJOuPUjdvZMmXXqgVKlo1qMPqXt2nrYtgiAIdaFoVSol/54geHQToid3JmhYIkWrjlO8Nr1SHc92yJimRD7QAUmtIOebXcgO92nP7zheTESmFlWUwafcZbbjNtsJGt6I6EmdCLmuGaUH8smfdcBbx7w8FbfNReRDHdE2DiL/t4PefbZjZuypRQT0qX4lc0EQBKF+EZl6giAIwkXL5Xbx6fZP+evwX+RYc4jQRzC6yWjubXevTzbEJ9s+YfbB2RTZi+gQ2YHnezxPgimh2vN+vfNrlh5dypHCI0guiaWrlzK5y2QaBTXy1smx5vDepvdYl74Oi9NCoimRu9vdzZCEIQDYXXZeXPsiK1JXEK4P57nuz9Ezpqf3+G93fcuJkhM82/3ZOuqds+O02ZAk3//pSQoFyJ4PmkGRURiDQzi2cxuRiY0BsFksnEjeT/shw057/m0L5qHQaAiPq77/d65YTFKXbhhMQdXWsZgLWTf7Z2545W0AZNmN2+UEwOVyIrtP/8FYEAShLtiPFqFrFYa+RSgAqlAd1m3ZOFKLAM/rUvGaNEwDG6Jv7clYDr2+Oemv/Yt1Tw6G9pHVntttc1E4K5mjjUtobQ322aeONhJ2SyvvtipMj2loAnm/7Ed2yUhKCWe2BUP7CNQRBozdG1CyIcPTJpebgjnJhFzbFEnhf65TQRAEof4RmXqCIAjCReubXd/w6/5febb7s8wdM5dJnSfx7a5vmbFvhk+dGXtn8HyP55k+fDp6lZ57l9yLzWWr9rybMjZxQ4sb+H7o99wWcBtOt5N7l9yLxWHx1nn272dJKUxh6sCpzB41m0ENB/H4qsfZm7sXgJkHZrIndw/Thk1jXNNxPP3308iyDMDxouPMPjibhzs+XEc9c/aSOndj/ZxfOLxlI4VZmRzcsJbNf/1Ok66egKQkSXQaPpp/5/xC8qb1ZB9LYcEn7xMQEuqtAzDz1WfZunCez7kLszLYtuhP3DYb055+GHNOVpXr52ekc3zvbtoOvPKU7Vzx3Zd0GTGGwNBwwLPAx56/V5B7PJWdSxcS07zVKY8XBEGoK5qEQGzJBTiyPa8Z9vRibEfN6Jp7gnyuvFLcRQ60TYK9xyh0KjTxgdiPFp3y3AVzk9E2C6Yo2FmjtsilLhQ6JZLSE6hTNzBiO1SA7JIpPZCPuoFn7tGiVcfRNg5CExd4pg9XEARBuIiJTD1BEAThorUtexsD4gfQL64fALEBsSw4soCdOZ6hl7IsM23vNO5pdw8DGw4E4I0+b3DFL1ew/NhyhjXyn1n2+ZDPAXA4HOxX7mdsj7EM+m0Qe3L30CW6i/faz/d4nrYRbQG4t/29/Lj3R/bk7qFlWEuOFB7hivgraBLShLjAON7b/B75tnxCdaG89u9rTOo0iQBNgN/rX0gDb7+XNb9MY+n/PsVaWIgxNJR2g4fRc9wN3jpdR12Lw1bKki+nYrOUENu8FWOfeQWVRuOtU5CZgbXI7HPuw1s2eX92ORxYzWZM4b4ZKbtWLCEwNJzEdh2rbWPKts0UZJ5g+IOPecs6XjWCzMPJzPjvZKKTmtFr3ISz7gNBEIRzEdg/HrnUReb7m0GSQJYxDU3E0NFzv3MVOwBQBmh8jlMGaHAV26s9r2V7Fva0YkLvbQNL9py2Ha4SB+blxzB2a1DRtiviyZ+TTMY7G1GGaAm5timOHCuWLVlE/Kc9+XMOUnqwAE1sACHXNvXOxScIgiDUT+IuLgiCIFy0OkR0YNaBWaQUppAYlMj+vP1sydrCE109iykcLz5OjjWHHjE9vMcEagJpG9GW7dnbqw3qnazI4cmcCNJWDAftENGBhSkL6RfXj0BNIItSFmF32eka3RWAZiHN+PPwn5Q6S1mTvoYIfQQh2hD+PPwnGqWGQQm1s+hEbdPoDQy47R4G3HZPtXUkSaL3+JvpPf7mauvc/fE33p/NOVlYzWZ0Rt/VaPPSUgHQm0ze4F7fCRPpO2HiKduY2KEziR06+5SptTpGTnr6lMcJgiCcD9ad2Vi2ZRF6Q3PUUUbs6cUU/nnYu2DG2XAW2CiYd5jwO9siqU8/mMpd6iTnu92oIg2YBjf0lit0KsImtPCpm/3lDoKGNcKyLQtnXinRj3Umf/ZBzEuPETyi8Vm1VxAEQbg4iKCeIAiCcNG6s+2dFDuKGfX7KJSSEpfs4uFODzOi8QgAcq25AITpfFdZDdOFkWPNqdE13LKbdze/S8fIjjQNaeotf/eKd3li1RP0+bkPKkmFTqVjyhVTaGjyfHi6puk1HMg/wJi5YwjWBvNu/3cx2818svUTvr3qWz7a8hELUxYSHxjPK71eIcp4dh/0LnbmnCy+efReXA6H7w5JYv7H7wGgVKu5Y8oXVbL2BEEQ6qPC+UcIvCLeOzeeOtqIK99G0cpUjJ2jUAaoAXAV21GaKrL1XMV2NA38Z3A70opwFzvImroFgE7uEBwU4ThaRPG6dGJf6+OdC89tc5LzzS4UWiXht7RCUlYfBCzZlIGkV6FvHUbOj3vQtwpDUirQt4vAvORorfSHIAiCcOGIoJ4gCIJw0VqUsoi/Dv/F2/3eJik4if15+3l749veBTNqw5/WP0l1pvLDsB98yj/e+jFF9iK+GvoVIdoQlh9bzuOrHue7Yd/RLKQZaoWa//b4r88x//3nv9zU8ib25u5lReoKZo2cxbe7v+WtDW/xwYAPaqW9F5v89LSqAT2AsvkFofqhuIIgCPWR7HDDyWtNKCQou+0pQ3UoAtXYkgvQxHiCeO5Sp2fl2R4N8EfbJJioRzsB4HQ6Wf3337TPiUETaSSwf1xFQK/UE9BDqSDs1lanzOpzFdsxLztG5H3tPQVuGdlV1kiXG9xytccKgiAI9YMI6gmCIAgXrfc2vcedbe/0DqNtFtKM9OJ0vt75NaObjCZM78nQyy3NJcIQ4T0utzSXFqEt/J6zsrc2vsU+xz6mXzWdaGO0tzzVnMpP+35izqg5NAlpAkDz0OZsztrMz/t+5oWeL1Q514YTGzhUcIiXe73Me5vfo29sXwxqA1cmXMlP+346p364GBVmZbBx3hx2LV/su6NsfqnKlGo1epPpPLZOEASh7uhahFK0PBVlsA51pAFHejHF/xzH0MXzOiJJEgG9YzEvT0UVrkcVqqNw8VGUJi36VuHe82R/tQN963ACesWg0Koo3p2OeclRjIPiKDW4cJc4sGzNQhWuRx1t9AT0/rcL2eEi7JbmyDYXLpsLAIVRXWVV24I/DxPYNw5lkBYAbaIJy9YsdM1CKNmQgSZB3JcFQRDqOxHUEwRBEC5apa5SFCct1K5UKJHL0iHiAuII14ez/sR6bxCv2F7MzuydXN/8+mrPK8syb6x/gxXHV3BHwB3EBsT67Le6rAAopJOuLSlxy+4q57O5bLy+/nXe6vsWSoWnjkP2ZK85ZSdud9Vj6qvsYylsnDuLfWtXI5c9roiERrTsNwCjKZgFn7zvrStJErIsExgWgdNe/eTwgiAI9Unw6CTMi49S8HsyrmKHZy69bg0wDaqY2y6wfxyy3UX+bwdxlzrRJgYRfntrn8w6Z24prhLPa4V52THvcNiSZcdpGhSIu9Bz3ywv1ySasKd65oDNeKdiYSKA6Ce7ogrVebdLD+TjzC0ldHxzb5mxZwz248VkfbINTXygz1x8giAIQv0kgnqCIAjCRat/XH++3PklDQIakBScxL7cffyw+wfGNB0DeIJGN7e8mS92fEHDwIbEBsby8daPiTBEeFfDBbhr0V0MbDiQG1veCMCLs59msXkFkwPv5dPiH2k2N4qgrdBgQHMiBjelUVAjGgY25OV1L/N4l8cJ1gazPHU569LX8fGgj6u084vtX9A3ti8tw1oC0CGyA+9vep8xTcbw076f6BDZoc77qq6l7dvDhrkzObxlo7csoV1Huo+5jrhWbZEkiczDyT7HDL7nIdb+Oo2CjHSmPzuJK//zKM269z7fTRcEQahVCq2K4JFJBI9MqraOJEkEDU0kaGhitXUaPN3N+/PJ89sFFvp+TDMvOUrcW32Je6tvjdqoaxaCrlmIb7s1SsJualmj4wVBEIT6QQT1BEEQhIvWs92f5eOtH/Pav6+RV5pHhD6Ccc3G8Z/2//HWuaPNHVidVl5e9zJF9iI6RnXk88Gfo1VqvXVSi1IpsBUAnmyIOSXzQQmvWqYAcH/JM9AMJm+8hWulGzANasingz9lyuYpPLj8QaxOK/GB8bze53X6xfXzaePB/IMsSlnEzJEzvWVDE4ayKWMTty28jURTIm/3e7vuOqkOybLMkW2b2PD7TNL27fEUShLNuvem2+hxRDVu4lNfbzKhVKtxORwo1WoS23UgqVNX/vzwbY7v2cW899+ky8ix9J0wEYVSeQEekSAIwsUpcEA8RStSvdvSSZP2GTpH4cwrRRmkOeXCGIIgCMLlRQT1BEEQhIuWUW3kqW5P8VS3p6qtI0kSD3Z8kAc7PlhtnUXjFnl/Ni85ygI+9W7LyD4fnsxLjmIa1JAEU0KNFrdoGtKUv8b+5VOmkBT8t8d/qyykUV+4XS72//sPG3+fSfaxFACUKhWt+g+i68ixhDSI9XucKTySW9/5hCULFzDkqmHehTGu++/r/P3T92ya9xub5v1GRvIBRjz6FMbgEL/nEQRBuJS5bU4caSXY04qxpxXhSCvGmWM95TGWzZlYNmeCBEqTFmWIFlWIzvM92PNdGaJDFaxFUomgnyAIwuVCBPUEQRCEy0pA31iK/07zbp+cDWEaknC+m3TRcNrt7Fq5lE3zZlOYlQmAWqen/ZBhdB4+moDQsNOeIzA8Al1oOIHhFQuXKJRK+t98Bw2aNmfRZ1M4vncXPz79CCMefYq4Fq3r7PEIgiBcaG6bC0d6Mfa0YhzHi7CXB/DOcOFZhUGF2+YCl4yr0Iar0IY9xey/bqAGVYgWZXBF4K884KcM0aHQiExpQRCES4UI6gmCIAiXPFexHevOHCzbs6v9EARgVdrYrd9OD1sQQdqg89jCC8tmKWHb4vlsmT8XS2EBAPpAE52GjaLDlSPQBQTUynWade9NeHwCf7z3BrnHjzHzlWfpd9MddBo+CkmSTn8CQRCEi5jb5sJxohj78WIcZVl4zmz/ATxlkAZ1bCCa2ADUcQHkfrvbZ//JWeRui5PYN/rgLnbgLCjFlV+KM9+GK78UV4HN+7PscOMusmMvssOxIr/tVBhVKIN1ZYE/XUXWX7AWVagOhU58RBQEQagvLvgd+5NPPuGdd94hIyOD9u3bM3XqVLp161Zt/SlTpvDZZ59x7NgxwsPDGTduHG+++SY6ne6szykIgiBcetylTqy7crHsyMaWnA81WIBW79LS8g81v/79KXvanqBf0wEMbDjwkg3wlRTks2X+XLYtno/dagE8mXZdR46lzYAhqLW605zhzIXGxHHj6++x+Iup7F+7mpU/fMWJg/sYet/DaHT6Wr+eIAhCXXDbK2fgeb47sy3+A3gmDerYADRxgZ7vsQEoAzU+dUxDEnwWyygKcmIqVPvslxQSSpMGpUkDDU1VriPLMm6LsyLgV1CKK9+GM7/se0EpcqkLd4kTd4kn8OiPpFNWBPnKM/3Kg4AhOhQGlfhHjCAIwkXiggb1fvnlFyZPnsznn39O9+7dmTJlCldeeSX79+8nMjKySv0ZM2bw9NNP880339CrVy8OHDjAbbfdhiRJvP/++2d1TkEQBOHSITtcWPfmYdmeTen+PHBWfLpSxwagbhtMycJUn+yHk7MhFCgYlt+H3muK+fbAXF4NeZVuMd0YmjiUgfEDCdYFn8+HVCcKMjPYNO83dq1cgsvhACAsriHdRo+jea9+KFV1+/ZAo9Nz9cNPENOsBat+/B/71/1N9rEURj32LGGx8XV6bUEQhDPltrtwnCjxDp+1pxXjzPIfwFOYNGjKAnfquEC/ATx/TIMaAp55XY2D4ths2UE/fTtKlh/HNCTBu/9UJElCaVSjNKrRxAX6fyxWpyfIV1AR7HPll+Is8AQB3SVO5NKyx3uixP911ArPcN6yIJ8n+Fc+xFeHIkCNpBBBP0EQhPPhggb13n//fe6++25uv/12AD7//HP++usvvvnmG55++ukq9deuXUvv3r258cYbAUhMTGTChAmsX7/+rM8pCIIg1G+yy03pwQKs27Kw7slDtru8+1SRegztI9G3jyBPb+a+5Q/RITyRW3NGeutsNe6jU0lL7/b6yD10k9thyg7gkYybuKqgN59af+HF9Bd5VXqVbg26MTRhKIMaDqp3Ab7so0fYMHcW+9f+jSx7UhcbNG1OtzHjSerUFUlx/iZXlySJTsNGEdWoCX9OeYu8tFSmPzuZq/7zCM169Dlv7RAEQajMG8ArC97ZjxdVH8ALVKOJDUQTF1CWgRfoyaI7S6ZBDTENaojD4YD5OwgYEEfI0Ebn8GiqUuhVaPQBEON/WgW3zYWrwE+mX1kQ0F3kQHa4cWZZPP3ij0ryLN4RXDGsVxlaPqefFqVJK4J+giAIteSCBfXsdjubN2/mmWee8ZYpFAoGDx7MunXr/B7Tq1cvpk2bxoYNG+jWrRuHDx9m/vz53HLLLWd9TgCbzYbNZvNum82e+ZYcDofnRfUiVd62i7mN9Y3o09ol+rP2iT71kN0yjqNmSnfkUro7D9nq9O5TBGvQtQ1H1zYMVbQBSZLYnbubSX9NIseaw76IfQDcnDOCHyPm8XP4QiZkD+PmnBFMC/+TxbEb+HPETTg35VGy/DjNSxOZkvIk66J2McX0A2vT17I2fS2v/vsqXaO6MrjhYAbEDSBEd/Gu5Jq2bw+b5/1GyvbNaE13og3u7N2XnwOLvi6hVd/99BnfBHO2lX9/P0LG4UJcTpn4liH0GpeE4RQfVLcuTiVlew4FmVaUagkMOnLamwmPrRgeNu/DHZxILvQ5rmXvaPre0JQbXnuPvz76kJzjCSz+tpjVvy7gqv90JSqxYtjzP78mYwrT0W5QXC32TP0g/u5rl+jP2ldf+1R2uHFmlOBI93w500o8Q2j9TNegCFCjijGijjGijg1AFWOsEsBzA+5a6IML2p8KIFSDKlSDiqrZfrLDjcts82T4FdhxF9hwVfpym+3glHHmWHHmWLFVvQIoJBQmTdmwXo0n6Ff2pQjWojRpan0F3/ryHL3Y2ycIwsVHkmX5DNdeqh3p6enExsaydu1aevbs6S1/8sknWbVqlU/2XWUfffQRjz/+OLIs43Q6ue+++/jss8/O6ZwvvfQSL7/8cpXyGTNmYDAYzuVhCoIgCLVFBkOxktBcLSE5GjSOijf8DrWb/DA7eeF2SgKcVF7Qdrt9O3Msc3DiJEoRxSj9KNSS2s8FPIwKI0EKTzBJZZeIO2ogLEcLgF3pYlXMDn42/UW6O917jAIFjVSNaKNuQyt1K4wKYy0/+DMnyzKW9GPk79lOabZnJVskCWNsc4Kbt0UT7AlCOooU5Gw0EN7NgibIReY/RtQmF0FN7QAUHtDgsimI7GmhuimUsjfqMTRwoAlyI8tgPqDFUaQgqm8JirJ/H2at16M2ujGVnRdAUsgoyn4VBXs0lKRbKM2Zg1LbHpUukegrnKj0Bmz5Cgr26IjsVX0bBEEQTkVyg75EibFEhaFYhaFEid6irLICOnheUyxGJyVGF5YAJxajE4dGxk9V4WRu0NgVaGyeL61Ngcam9P6stitQyKfuSBkZh8aNXevGpvV89/zs8vyscSPXcAHf6OM6YlL1pMdbyYgrrbJ9sbFYLNx4440UFhZiMlWdN1EQBOFkF3yhjDOxcuVK3njjDT799FO6d+9OcnIyjzzyCK+++irPP//8WZ/3mWeeYfLkyd5ts9lMfHw8Q4cOvahvpg6HgyVLljBkyBDU6uo/oAo1J/q0don+rH2XY586My2U7syldGcOrryK//lLOiXaVqHo2oWjSTQRp/T9kOCW3Xy+43Nm7p4JQL/Yfrze63WM6oqAW037055ipujPFMi0MCS1I8Ni+2AZqGeJYzVLjy1lX/4+DjkPcch5iD9L/6RzZGcGNxzMoPhB5z2Dz+1yceDff9g87zdyjx8DQKFS0arfQDoNH0NwdAOf+mtnH8Iensc1N/chbV8BC5bu4oaXe6PRe94i2K1OvntqHe2TehLXoprHMrziR4fDwcI/l3JieQCdW/WmQRNPgHTewR2ExRnpdU2S31MsOLqLDmPD0GgjWPLlj8hyO7KWT+PK+x9jww4bI+5tSkRD/3NEXeoux7/7uiT6s/ZdbH0qO9w4My040osrMvCyrOCumssgGVWoYwJQxxhRxXoy8RQmzQVdCOJi68/aJLtl3EV2XAV2T2bfSZl+rgIbkhM0diUau5IA/wv4oghQozgpy69ytp9Cq6R4xXFKUo8DEJtqINCs9i4+EptqoFnTZgQMuLiyv8tHjAmCINTUBQvqhYeHo1QqyczM9CnPzMwkOjra7zHPP/88t9xyC3fddRcAbdu2paSkhHvuuYfnnnvurM4JoNVq0Wq1VcrVanW9eCGtL+2sT0Sf1i7Rn7XvUu9TZ14plu3ZWLdn4ciomLNHUivQtQrD0D4CXbOQaofnWBwWnlvzHEuPLQXg9ja380jHR1Aq/P9r/3T9qW4ahuHhUIrXpWNechRnWgmaaSWM7zqQu668g3RXBouOLmJxymL25u1lQ+YGNmRu4K1Nb9E1qitDEz1z8IXpw86hV07NYbexa8USNs2bg7ksM0+j19N+yHA6DR9NQEholWNcTjfJG7NpPzgejUYDKECS0Om1KNWevlWgRJIkslOKadS2ZgtOyWWjoY0mnbdfJUkieVM2yRuzMQRpSGwbTperE1FrPL+TiHgTJw6aGXpnH/IzQti+dB+W3HzmTZlHXMsuNGgcctmvtnip/92fb6I/a9+F6FPZ6caRUYL9uGc1V/vxIhyZFr8BPIVRhTrWs3iFZx68QJRBFzaAdyqX7HNUq4Fw/7tkWcZd7PBZyMN50iq+st2Fu9iBu9iB87j/xTwUBhVui9OnLLDQ96NvyfLjtT5n4bm6JH/fgiDUqQsW1NNoNHTu3Jlly5YxZswYANxuN8uWLePBBx/0e4zFYkFx0iTeSqXnw4Asy2d1TkEQBOHi4DLbsezIxro9G3tqpX/NKyV0zUI8gbxWYSg0px5zk1GSwUPLH2Jf3j7UCjUv9nyR0U1Gn3P7JKVEYJ9YDO0jKJx/BMvWLEo2ZGDdlUPIlYnc2fVO7mp7F6lFqSxOWczio4vZk7uH9RnrWZ+xntfXv14nAb7SkmK2L57P5vlzsZo9c9bpTUF0Hj6a9kOHozP6nwwd4PC2bGxWJy17erL3ohuZUGsUrJ2TTI8xSSDDujmHkN0yJWZ7teepTHbLFOzVEdXYRFhsxbWbdYsiMFSHMVhLzvFi1s05REGmhWH3tQWg01UJrJqxnx+fX4cpTM+1Tw5i7cwTpB6IJWXr//jh6UIkZTyRiUEMuKUFWn29GmwgCEIt8Abw0oq9C1k4MkrA5SeAZ1B5V5/1rEQbgDJIe9EG8AQPSZJQBmpQBmrQxPuZ00+Wka1Oz0Ie5av25lcs7OHMtyFbnVUCekCVodamIQl19jgEQRDOlwv6jnjy5MlMnDiRLl260K1bN6ZMmUJJSYl35dpbb72V2NhY3nzzTQBGjhzJ+++/T8eOHb3Db59//nlGjhzpDe6d7pyCIAjCxcNtcWDdlYtlexa2w4UVqwtKoE0KxtA+An3rMBSGmv3nelvWNh5d8Si5pbmE6kL5cMCHdIjsUKttVgZqCL2+OcZu0RTMTcaRYaFgTjIlGzIIGdOE+Ph47mx7J3e2vZPUolSWHF3C4pTF7M7d7RPg6xLVxbOKbsIgwvXVpCycQnF+Hlvmz2X7kvnYrVYATBGRdBk5ljYDhqDWVM1AP9netSdIaB2KMdhTVx+o4cp72rBqxn52rDiOJEk07RpJRMPAGn8Q/mdmMo5iBYMeauFT3rpvrPfnsNgAjEEa5k7ZRmG2haAIA1q9iqF3tvY9mbIPrXplsGtVKwpzLAQETsPlvIONfx2hz7imNWqPIAj1k+x048i0YE8rwnG8BgG8stVny1eiVQaLAN6lSJIkJIMajUENsdWs4Fvq9Gb6Ff51BGeOtUodbZNgTIMa1nVzBUEQ6twFDepdf/31ZGdn88ILL5CRkUGHDh1YuHAhUVFRABw7dswnM++///0vkiTx3//+l7S0NCIiIhg5ciSvv/56jc8pCIIgXFhum4vSvblYtmVTejDf5wOapmEg+vYRGNpFoAysfrVVf+YdmseLa1/E4XbQPKQ5Hw38iJiAmNpuvpe2URCRD3Wi+N90zIuP4kgrJuvTbRi7RGO6KhGlUU18YDx3tLmDO9rcwfGi494A367cXWzI2MCGjA28seENOkd1ZmjCUAYnDD5tgC8/I51N835j96pluMpWyQuPT6Db6HE069kXpapmL+3mXCvH9+Zx1b1tfcobtgrjltd6YS22o1BIaA1qvnnyH5qE6057ztU/7efwlhzcTshKMRMSWX2WYFQjz1x7hVlWgiKqLkq1d206WoOaQbcPpzA3iMzkVeSfSKW44GeCY64WQT1BuISUB/A82XdFngDeCf8BPEmvQhNXln1XFshThogAnlBBoVOhiFZh3Z3rN6AHYEsuwLzsmAjsCYJQ713wsSsPPvhgtUNjV65c6bOtUql48cUXefHFF8/6nIIgCML5JzvdlO7Pw7I9m9K9ecgOt3efOtqIvoMnkKcKPX3g6GRu2c2HWz7km13fADAwfiBv9n0Tg7ruVy+XlBKBvWMxtIugcMERLFuyKNmYgWVXDkFXJmLsFo2k8HzQjAuM4/Y2t3N7m9tJK05jScoSFh9dzM6cnWzM2MjGjI28sb4swJc4lCEJQ3wCfFkph9nw+0wO/LsGWfb0X0yzlnQbcx2NO3ZBUvifX7A6+9aeQB+oIbGt/2HA+gBPUPX4vjysRXYatas+2CjLMn//fIBDW7Nxu9zIDonVPyUT3yIcg8l/cDanbIi1IahqRqG1yM7Gv1IY+3hnALSGQLqMHMeRzcWkHSihMCuLFd9/Rb+bbq9xEFMQhNpnXnYM85KjGAd5FhsoXnGckuXHMQ1JqDZYIrsqBfCOnyaApzspgBcnAnhCzZmXHPXZlpF9huCalxwVQT1BEOo98U5YEARBqBOyS8Z2uADLtmysu3OQS13efcowHYb2ERjaR6COMp7iLKdW4ijh6b+fZmXqSgDubns3D3Z8EIV0ZgGuc6UM1BA6vmxI7u+HcGSUUPB7MiUbMwgenYS2oe9K6rEBsdzW5jZua3Mb6cXp3gy+HTk72JS5iU2Zm3hz/Zt0iuxIfzqg25xF+s6d3uMbdexCt9HjiGvZ5qzaK7tl9q47QYue0SiUvn21d206IdFG9IFqMg6b+fvXA7QfFE9IdMXv6fcPttK4QwTtylYNXP3TAQ5szCQs1siJQ4WAhL3UyYrp+7j6P+0ozLZwYEMmCW3C0BnV5KYV88/Mg8Q0DSY8rmo239+/HqTD4IYEhHgCfg2SgkjenMWgO5/mz4//puDEfrbMX07GoYOMfPQpAkLrbgESQRD8Kw/oAZQsO07ToEBKCj0rjZaXB14RVykDr2wI7YlicFYfwFOXzYGniQ1AGaoTATzhrJmGJPgE9oqCnN7Vb8v3C4Ig1HciqCcIlRTlZFOal0NRTjahDepu2J4gXKpkt4w9tQjLtiysO3NwFzu8+5QmDfp2ERg6RKCODTjnD2ppxWk8tPwhDuYfRKPQ8ErvV7i68dXn+hDOiTYxiMiHOlLybzqFSzxDcrM/3Y6hSxRBVyWiDKiatRYTEMPE1hOZ2HoiJ4pPsPjoYhanLCJ/dzJRa9PIK8gFQJZA3zqBQdfdTosWXc6pnan78ijOs9GyV9X7XEGmhXW/H8ZW4iAwTEeXYYm0HxTvU8ecbaW0uGLhjF2r0wA4kVxYUUmGlO05HNyUSXTjII7vy2f78lScNjcBIVqSOkbSZXhilesf251LYbaVIbe38pa1HRBH1tEiZr+zlajEGDoPC2HFN/+Svn8PPz79CCMefYr4Vm2rnEsQhLpzchbUySuLmpccxbwiFZxuTibplGXZdxUr0YoAnlDbyrPwyrNJN1t20E/f7rTZpIIgCPWJCOoJQhlzThY/PPEALoeDH5b9yR1TvsAUHnmhmyUIFz1ZlnGcKMGy3bNyravA5t2nMKjQtw3H0D4CTWKQdyjqudqSuYVJKyeRV5pHuD6cDwd8SLuIdrVy7nMlKSUCeseirzQk17IpE+vuXIKuTMDYrUG1/RCpi6Brbjzy8mByj3vuP24FHIgrYldjM8WGo3yx/m86HunI0MShDG44mCjjmc8Z27BVGA98PtDvvp7XNKHnNU1Oefytb/Ty2b79//ow/cV/sVurrja4asZ+bnypB9c81qlmbWsdRsPWvpl3ao2Sq+7xzUqMbZrAH++9QU7qUWa++hx9b7yNLiOuEUEBQTgDsltGtruQ7W5kuwu33YXscJeVecrdlfbLjooyVZQBZ6bFe66TVxYFwOlG0iq9q89qyufAC9XV2uuBIJyKaVBDTIMa4nA4YP4OAgbEETK00YVuliAIQq0RQT1BKGM1m72TzrscDqxmswjqCcIpOLItWLdnY9mejTO7YiJqSaNE3zoMfYcIdE2CkZS1OxT29+TfeXndyzjdTlqGtuSjgR8RbYyu1WvUBp8huXMP4ThRQsHvhyjZmFllSK7DVsquFUvY9OcczNlZAGj0BjoMHU6n4aMpUttYnLKYxUcXsz17O1uytrAlawtvb3ibDpEdGJrgmYPvbAJ8Z8ppd1FcYKMk30ZxgY3i/FL2/JPuN6AHYC91suqn/Qy7t3Yz6UIaxHLja++x5OtP2Pv3ClZP+4YTB/dx5X2PojXU/XyKQv1zNvO/XQxkZ1nAzRtsqwi6uU8KtvmUVQrQ+QTm7G5kh6fM3zDY2qAM1hJ0VSLquEBUIoAnCIIgCHVGBPWEy545Jwur2UxeWqpPefm23mQSwT1BKOMssGHd4QnkOdKKK3aoJPTNQ9F3iEDfIhRJraz1a7vcLj7Y/AHf7/kegCEJQ3it92vnZUGMc6FNDCLywY6UrD9B4eIUnyG5ur4R7PhnEVsW/IG1yAyAISiYTsNH02HocLQGzzx2RuDW1rdya+tbySjJ8M7Bty17G1uztrI1aytvb3ybDhEdvItsnE2g0251Upxvo7iglOJ8GyUFtooAXtl2aYnj9CeqRHbD4a3Z5KYXExZT/Wq4Z0Ot0zHsgcnENG3Biu+/4uD6teSkHmPU5GcIj6//cyXV1yDUxagm87+dbZ/KsgxOt28wrTzDzW/WW0VgrUpZ2TGVy3DXTeDNhwSSWomkUSBplCjKvksaJZK6vKxiv6RRYDtixnYg3+/pXAU2nLmlGDqI90+CIAiCUJdEUE+4rJlzsvjm0Xu9GXpeksT8j98DQKlWi6G4wmXNVWzHuisHy7Zs7Cnmih0K0DYJwdA+An3rMBS6untJKbYX8+TqJ/k77W8A/tP+P9zX/r7zviDG2ZKUEgG9YtC3C6dwQQqWzZlYNmVSsOEomXm7KS0qIigyii4jr6X1FYNQa6quCFsu2hjNLa1u4ZZWt5BRksHSo0tZfHQxW7O2si17G9uyt/F/G//PJ8AXZYiitMThCcyVZdiVlGXZeYN3+TYcNle1161MpVEQEKLDGKzFGKQhK8VMQbYVqok96E1q5DoKTEiSRIcrryayURLzprxFfvpxZjz3GEPvfYgWvfvXyTXPh7oMQtV3six7nmtuz3fPdkWZXGkfsowsyzWa/00ZqCkLxPlmtblPynrzzYbzBOeqe+7XKoVUKehWEWzzKdMoTgrOVQ7EeY45uUyhUYBKccZD148v+ttnW6wsKgiCIAjnnwjqCZe1ykNufcgV787FUNyztz5jPR+aPyQsI4w+8X0udHOEM+AudWLdnYtleza25HyoNM+5ppHJE8hrE+534YfallqUykPLHuJQ4SG0Si2v9XmNqxKvqvPr1gVzUTab8heRmbmXDsEDCdFG0Tl8KB0aDyFqQjt0jYLP6HzRxmhubHETYxpcR2pGOv8mb2Hv0QPk5xVjPBjEvhVWUu2rCXQEo3DX7CVfa1BhDNYSEKIlIFhb9rMOY6VtrUHlEwCwmO3VzqkHYDU7+OW1jTTtGkX3UY0Iiqj97MqYZi245a0P+evD/+PYru389dE7pB/cR/+b70CpUp/+BBeZmgShFDql5+VKrhTAcpdtlwe3/O3zBr8q9iF75lfzbp98fOVtv/vKjz1p+wwCb1WvU76v/Fqyz73oXPib/y3/t4PnfmKVolKWW9l3dXWZb5XqqZVVM+TKA3PlwTvVxfVPDLGyqCAIgiBceCKoJ1zWnHY7SJJPEO9kkkKB212z7BWhgizLTN02lWx3NlO3TaV3XG8xgf1FTna4sO7Lw7otG+v+PJ+5ltSxAZ5AXvsIVEHVZ5HVto0ZG5m8cjIFtgIi9ZF8NPAjWoe3rrXzH9qSTfoyI4cbZNO8W92teJ15OJkNf8zm4L9rkGVPVGJ3/AZ6tLkG9R4ZpdlFzhc7MXSOImhYxSq5LoebkkLfIbDFBaU+2XYlhfZKWXAhJNCd6j5KW9RFuA02gkKNJDSIITIyxBO0Kw/cBWtRa8986LTBpOGKm5qz+OvdVfb1Gd+UzMOFHNyUxcGNmRzanEWrvjF0GZ6IsZafSwZTENc+9wprfpnGht9nsnXBPDIPJTNi0lMEhobX6rXqkux0o28XjnVHjrfMXxCqYN7h89ms+kcCFJJnaKkkITvdfjPqJK0STVyAn2w23+GmirIA3clZbj6Bucto7jixsqggCIIgXHgiqCdclmRZZveqZaz47guQZVRqDS369GfXiiXeOmFxDck9fgzZ7eaXl56mw9DhdBt9HYag4AvX8IuYLMs43U6sLiulzlLWpK1hT94eAPbk7WFt+lp6x/a+wK0UTia73JQeLMC6PRvr7lxke0UAWxWh9wby1HWQWXU6sw7M4vV/X8cpO2kT1oYPB35IpKH2MmYtZjt//3wQt11i9U/JxLcIx2CqvcxDWZY5vmcn63+fydEdW73ljTt1pevocUQ1auEZ/tq0BOe6dNTHirBszsS8JZNjWhXJJU6sRTWbv05SSBiDNJUy7Coy6xx6C5tLNrA8ZxGbczYhl0c1ZGjnasfQwKEMiRtCcEDoOT3eJp0jSd6UyZEdOchukBTQqH0E7QfGw8B4Og4t4t+5hzi2O49dq9LYt+4E7QfG03FoQ7SG2sukUyiU9J0wkQZNmrPw0w9IP7CXaU8/yohHniS+9cWxQrI/slvGftSMZWsWlh05yKX+sx4BFEY12sZBnqCVJCGVfa8cwEJRVla+7Q1wSUiV9nmPL9uH5Hk+Vbuv8rkV5dcuP99J51ZIFdc++dyn2udz7orrVdQvr1t5X0UbUFDln0iVhzNX6XubC23jYBGEOgtiZVFBEARBuLBEUE+47FjMhSz5cirJG/8FIKZZS4Y9MBmbpcQnqDfsgcnYrRbW/DqNtH172PzXXLYvXUinq0bSZeRY9IGm6i5x0ZFlGZvLRqmzFKvT6g28lX/5bLs8dcrrnlxW6iqtsq982yVXn9H47qZ36RXTS2TrXQRkt4w9pRDL9mysO3NwWyqCB8pgbUUgr4Hxgvy+nG4n7256l+l7pwMwLHEYr/R+BZ1KV2vXkGWZVTP2lc0hJ+Gw1d4KrW6Xi31r17Hxj1nkHEv2FEoKQmLaY4roTakthIVf5mKzrPI5LkQp0U6vJFgl0bjUSagss0MpYZYkn6GvASGVAndl23qTBsUpMoRa0YhbuJ5sSzZLjy1lccpiNmduZkfODnbk7ODdTe/SNrytZxXdxCHEBsSe8eOWJIn+N7bg+P512K1O1Fo1/Sc09+6PaBjIyIc6kLY/n3W/HyLziJnNC4+ya3Uana5KoN0Vcag0tbfASpOuPbjpzQ+Y994bZB9LYeZr/6XvhIl0GTn2oroPObItWLZkYdmWhSvf5i2XtErkauY4dJc4UEcbRRDqDJwc0BPzvwmCIAiCcCkQQT3hsnJo83oWfzEVS2EBCqWKXuNvouuosSgUSgqzM3ErQOEGtwJ0gYFENW7C9S+9zdHtW1jz6zQyDh1kw9xZbFv8F52vHkPnq8d4V6c8Wy63yzdoVh4wq2EgrdRVitVhrVJ2cpDufJKQKrKByiQXJPPQ8od4rfdrBOuCz2t7BE8Qy3G8GMv2bCw7snGb7d59igA1+rbhGDpEomkYeEEDHma7mSdXPcma9DUAPNjhQe5pd0+ttyl5cxaHt1UMbSxfofXgpkyadomq9jjZLWMtdvguMFE2NLYor4ScY1soyl6D7MorO0KJUtsGpbYLVksQ1qMAJd7zqXXKsqGvWowhOkqCNGjMNvQH8wnGTb9AFYbOkQQNa1Qr8xdGGCKY0GICE1pMIMea411kY1PGJnbm7GRnzk7e2/webcLaMDRxKEMTh55RgM9g0tD3hqasmL6HfhOa+M18jG0ewrVPdubI9hz+nXuY/BMlrPvtEDuWH6fr1Ym07NUAhbJ25g4LiY5hwmvvsvSrT9jz9wpWT/+WEwf3c+V/HkVruHCrJruK7RRvzaB4ayZyemlFuVomL7GU1MR8Oi5p4BN0EkGocyPmfxMEQRAE4VIkgnrCZcFutbDi+6/ZtWIx4BlaO/yhx4lMbOyts8uezOz+x9Haldg0LnraDtLNFYLVaUXfNI7eTz3Csa1b2PvHfIrTMlg36yfW//UbQX3aounSCLvKVSUoVzkTrnLQrnJ2nMNds+F1tUWj0KBT6dCpdOhVenRKXcW2Uu+776QynbKivPK2T5lCx60Lb2Vv3l7csu+M5quOr2L4b8N5oOMDjG8+HrWi/k1eX984Mks8GXnbs3HmVgQPJJ0SfZtwDO0j0DYORlJe+Mylo+ajPLjsQVLMKehVel7v8zpDEobU+nUsZjsrp+/3u2/ltH2otUqcdrcncFc+b13ZfHYlhTbcLt+AtSw7cNl24izdDHKRp1DSog3oREhsT4Iiw3yz7CoNjdXo/b8Mu4rtFC5MwbIpE8vmLKy7cwkamoixe4Na+12F68O5ocUN3NDiBp8A3+bMzezK3cWu3F28v/l9Woe19gT4EoYSFxh32vMmdYpgf0YJjTtGVFtHkiQad4ggsV04B9ZnsH7eYYrzbKycvp9tS1PpPqoxSZ0iaiWYq9bquOqBycQ0b8nyb7/k4Ia15KSmMGrys4Q3TDyrc7plNxaHhSJ7EUWOIorsRRTbizHbzRQ7iv1ul1qtNM6KolNWc9qZm6DEk5XowsWmgD0sD9rA+oAd2BQOOA4Twodxa85I7zW3GvfRqaSld/vP+DUcWf0nzUKaeb8iDZEXVRbixUTM/yYIgiAIwqVIkuVTrBBwmTKbzQQFBVFYWIjJdPEOsXQ4HMyfP5/hw4ejVovgSHWO79vNwk/epzArEySJzlePoc/1t6DSVGSQyLLM9X9ez968vac/oQwJGQY6HgwiuNhzDqvGxc7GhexPKMalPPs/qfIgm7/Amd/tSj9XLvMbsCvbVipqb3ibP2vS1nDf0vtOWy8pKIknuz1Jr5heddqeS01N/u6deaVlgbwsHBkWb7mkVqBrFYahXQS65iEX1UqK/574l8dWPobZbibKEMXUgVNpGdby9AeeIVmWWfjFTu+8b2dFAqNJgy7Ajb1kC/lp63DaPdl3uoAg2g4aQefhV2MMPvfXD9sxMwVzD+FIKwZA3cBI8OgktIlB53zu6uRYc1h2dJkngy9zk09wvlVYK4YmeDL44gPj/R7/T+o/vLDyBV654pUar3rtcrjZtTqNTQtSKC32/KMjomEgPa9JIr7luc31V9mJ5P3Me/8tinKzUWk0dLxlAqGdWnqCb/ayYJyj2Ge7ctCufLvYXlwlG9kfSZZoZ2nKwMJu9CnqiMGt9+7br0thedAGNoXtxW2QCNQEEqgOJFATSIAmgABVAAEbnIw9MZAfI+bxc/hCJmQP4+acEUwL/5OfIhZUuV6wNtgnyNcspBmNgxujV+mr1L2cifdPtU/0ae0S/Vn76kuf1pfPoYIgXDxEUM+P+nIzrS8vTheK0+Fg7a/T2DjvN5BlTBGRXHX/JOJbVZ0z63SBKKWkrBo0U+iIPiYRuc2C2uyZk0w2qqFHItqOjdDrDD6BNZ/gm5/Am1aprfcZFrIsM+GvCezJ3eP3A6+ERLQxGqvDSoG9AIAr4q7g8a6Pk2ASQ59OpXySd+OgOFb7yTBxme1YdmRj3ZGN/VhRxYFKCV2zEAztI9C1DENxFiub1rWf9/3MWxvewiW7aBfRjg8HfEi4vm5WKs1NK+bnVzectl54fADBUQafVWEDQjzZdm5XEVsXzGXH0oU4bJ7sx6CoaLqOvJbW/Qf5/MOgNshumZINJyhcdBTZ6rnXGDqVDckNrN1rnSzXmsuyY8tYnLKYjZkbfQJ8LUNbMjRxKFcmXEm8yRPgk2WZG/68gT15e2gV2oqfR/x8Rvc1e6mTbUtT2bbkWNl8hxDXIoQeY5KISvS8HrtlNyWOkiqZcOVfp9u2F5fQc7OJmFxPoGtvgpmNLfNxn0WMW61Qe4JxZQG5AE0AgZpAGpZG0zo9gcTjEegtFa/PTpOEu7UeTftQTDFhGFXGav/RcrrXpfvb349KoeJA/gEO5B8gxZxSJTsaQCEpaBjY0DfYF9qMGGNMvX/NOVvi/VPtyzuRzpKFCxhy1TBCG9TdSuKXC/EcrX31pU/ry+dQQRAuHiKo50d9uZnWlxenCyH76BEWfPwe2cdSAGh9xWAGTLzH7xxK1QWiFJKC5iHNmTZ8Ghpl9R+cXU4ne1YvZ93snyjKyQYgMDyCntdOoFW/gShVl88od7vLztBZQ8ktza22TpgujFmjZvHNrm/4ae9POGUnKoWKW1rewj3t7iFAE3AeW1w/nLxqoznI4TMXlDJEi6vAhvfpK4G2cRCG9pHo24ShqMWVRWuTw+3g7Q1v88v+XwAY0XgEL/V6Ca1SW2fXlGWZBV/s5Mj2HPwlWpWv2OpvwYy89DQ2/jGbPauX43Z5gmsRCY3oNuY6mnXvjUJZtwHTykNywTOEOmhIAsYeMedl+LQ3wHd0MRsz/Af4wnXhPL/2eW/554M/r7Lqtc1lq5L5ViUTzmxFsTUSw4FYFG5Pv6ZH7mdzwwWkq1NqlCV3KpIMHQ4E0/6QJ+PRHC6RNiAIXUiwJ1NOHVARrCvLnDOpTd6gXflX5eeqy2zHsi0Ly9YsHCcq5k2UdCoM7cIxdIxEk2DyrNp6GjX5B0mrsFb8dPVP3sBcqbOUw4WHvUG+A/kHOJB3gHxbvt9rBKgDaBrS1CfY1zSkKUb1uc0TWx+I90+1y5yTxTeP3ovL4UCpVnPHlC8whdfeSuWXIxEkrX315e++vnwOFQTh4iGCen7Ul5tpfXlxOp/cbheb5s1h7a/TcDmd6ANNDLn3IZp27VntMWvS1rDqp7ncnDPC7xCn/hNGV/lQ6o/T4WDX8sX8O+cXSvI9k+QHRzWg53U30qJ3PxR1POz1YpFRkkFeqefxO51O1vyzht59eqMqC26G6kKJNkYDcLjwMO9sfId/0v7x7nuk0yOMThpd58OE65PjT//ts33yhPnlNA0D0bePwNA2AqWfBQouJoW2Qh5b9RjrT6xHQuLhTg9zZ5s76zxzyO1ys+z7vRzYkOl3v9ag4saXevgs8JB5OJkNv8/kwIa1UPaSGdeyDd3GXEdi+07nPdupypDcaCPBY+p2SO7J8krzKjL4MjZWu/K1UW2kkamRT7ac3W33W9efwNJQuhy/imbZXZFQ4MbN/sj1bIpbiENv8QTbNCZvEO5025WDdEaVkZStm1jw8fvYLCXoTUGMeORJGrZpX+P2uW0urHtysWzJxJZcUBEoVkromodi6BiJvkUokvrM0gBr+g+SxeMWn/KfTrIsk1uay4G8ikDf/vz9HC48jNPt9HtMXECcN5uvPNgXHxiPQrp4huufKxEwqV2Zh5OZ9syj3u2b35xCVOMmF65B9ZwIktaN+vK5qb58DhUE4eIhgnp+1JebaX15cTpfCrMyWPDJB6Tt2w1A487dGHrPQxiDQ6o9RpZl/vfZe1x1rLu3bKthHx0tLbzbCxuu587/PFbjD+4Ou40dSxaw/veZWM2FAITGxtPrupto1r0XkuLS+WB0OjV9jq4+vpp3Nr5DijkF8GT9PN3taTpFdTpPLb14ue0uCuYmY9mcVW0dbZNgQsY2RRWqO48tO3uHCw/z8PKHOWo+il6l562+bzGw4cA6v67D5mLR17s4urMiUCK7zchuK5JCj6QwMfSu1jTtEoUsy6Tu3sH632dybOc2b/2kLt3pOmocsc1rf76/MyG7ZUo2ZlC4MOW8D8k9WX5pPsuOLePX/b/WbF5SPJlmlQNvJ88nd/K2qsBI9krI3ecJCCpVEm2viKPzVYnoAs7t9a8g4wR/vP8G2UePIEkK+ky4la6jrq32ni+7ZGyHCrBszcK6OwfZXpGxqEkwYegYgb5tBErjubXrTP5BcqYcLgdHzEd8svoO5h0ky+r/PqNX6WkS3KRKVl+Q9vwFkmuLCJicGVmWcbucuBwOXM5K350OCrOzsBYWkJ9xgn9n/+Q9ptf4mwmOboDBFIQpPAKFUoVCpUSpVFX8rPL8fLkOAT8VESStG/Xlc1N9+RwqCMLF4/IZFyhcsmRZZtfKJaz47iscpVbUOj0DJt5NmwFDTvtm0eF2cOWxbj5lHSzNfbavPNYNh9txymyIytQaLZ2vHkPbQVeydcE8Ns37jby0VP6c8hYRCY3oNf5mkjp3E29kK+kX14+eDXry076f+Hz75+zN28vEhRO5KvEqJneeTIOABhe6ieeN2+7CfsyM7XAhtsOF2FOLwFX9/160TYKJuKvqUNGL1dq0tTy+6nGKHEXEGGP4aOBHNA9tfvoDz5HFbOevT7aTdbQIpVrBkDtasXvVPg6u+xZwAUqa9nqcJp0iOLhhLRvmziIj+QAAkkJBy9796Trq2rNeLbW2SQqJgO4N0LcJx7wohZKNGVi2eFbJNQ1NIOA8DckFCNGFcG3Ta5l1YBYKSeEzLFdCIj4wnpd7vUygJtCTNacJwKg2nnnmVwfIOFzIujmHSD9YwLalqez5J52OQxvSbmA8Gt3ZvaUJjm7AhNfeZdnXn7J71TL+nvEdJw7u46r7J6E1eIaiyrKMI70Ey9YsLNuzcBdVrFquCtNh6BiJoWMkqrDaW5Ai2hjtDdo5HA6OqI7QMrRlrXwYVSvV3uBcZfml+RzMP+iT1Xeo4BBWp5WdOTvZmbOzShtPXpgjwZSASnHxvr20ms24HJ7fn8vhwGo2X/Cgntvt8hs0czudOB2e795yl+P0dZ2V9ztwOcrLKsrdTidO50nnLt/vrePZPlNrf51W47qSQuEJ9qmUnoCfUolCpUKprGa7rJ6yrFyhrGbbez5PmbLSvooAY8UxJ7fBs606o+PO9X2dOScLq9lMXlqqT3n5tt5kuuDPVUEQBOHiIzL1/Kgv/yGpL/9xqkuWwgIWfzmVQ5vWAxDbohVX3T+Z4KiaZy+kL9iNe1VetfulrkHEXNO2RvMg+WOzlLD5r9/Z/Nfv2K1WAKKTmtJ7/M0kXIChe5UlDxyEIz29SnnIjRMIveNODg0e7Pe42CkfYLrqqtOeP+35FzDPnEn4k08Qcccd3nLr7t1kv/ce1p27kBQKAocOJerpp1AYjeSV5vHF3+8R/+EcWh+VyQhVkPXodVw34kkMas+ciBmvvII6Lp6wO24/y0d+8ahJEE/SKpFt/oc3At7FMi5msiwzY98M/m/j/+GW3XSM7MgHV3xAmD6szq9dkGVh3tTtmLOt6Ixqrn6gHdGNgzi6cy+zXnvCW6/LyPEc2ryW/PTjAKjUGtoMHEqXEdcQFBlV5+08F/bUIvLnJuM4XmlI7ugktI3OTybV6RZ18De33tmSZZlje/L49/dD5KR6Hq8+UE2X4Y1o3TcG5Vmu6izLMjuWLmTFd1/gcjoJjm7AyHueQpetxbI1C2dmxUrSCoMKfbsIDJ0i0cQH1vl9/EK+3jvdTo4VHfPO0Vce9EsvqfraAaBRaEgKTqJpSFOahzT3DuMN1dXeKsZno3LAZP7H73nL+0yYSGBoGCqtDp0xALfTgdPp9AS0Tg52VbddKQB2qrp+A2kOB/JZL8V9/kmSAqVajaSQcJSWnra+SqsFt4zL5UR215/HeTbOJUDpcrlI3bWdU30sUyiVDL77QUKiGqAxGNAaDGgMRrR6Q53P6XopqC+fm+rL51BBEC4eIqjnR325mdaXF6e6krzxXxZ/ORWruRCFUkXv62+my8hrajx3neyWKd2bS9HqNOxHzaesK+lVaBsGokk0oWloQhMfiEJzZm+grEVmNs37jS0L5+G02QBPELL39bf4XZH3fHDm5YGrIlhkO3iQY3fcScPvv8fQpTOuPN9gZ/6vv5L3v29o+vdqFMZTT6ZuXrKE7I8/wXLiBNH33esN6jkyszg8ahSmYVcReutE3CXFZL7xJqqICOI++hCAzLfeJm/7Rr4erqbB4u20SJWZ8kAskztP5orCGDJfe43EX39BqodvYmWHC9vRImyHC6oN4imDNGgbB6NtHIS2cRAZ72zyPYefOfXi3upb520/Ww63gzfWv8GsA7MAGJ00mhd6vlDj7NdzkXnEzF+fbsda5MAUrmPkQx1QKIv9frgvp9Hr6XjVKDoNG4khKLjO21hbyofkmhel4LaUDcntGEnQ8Lodkns2izrUynXdMsmbs/j3j8OYsz3/MDGF6+g2sjHNukad9T9iTuzZx9YvfiOKhkTqGla0WSWhbxmGoWMkumYhSGcZPDwbF+PrvdluJjk/2XdhjvwDWJ1Wv/XD9eFVsvoaBTU6L/eBykNu6wOlSoVCpUapVqNUqVCqyr772VaoVKhUnu/e/Wp1RZ2yfaqyulXOpVajVKpRqsv2qX2PO7lu+Xusk/tUkiRkWfZ+B6oMb5bdbtxuF26nC5fLidvlwu30fHe5nLidLs9QX6cTd9m2t97J236Oc7tcZceWbztxVdrndjpxuarZLr92pXP72y5vw8UWoFRptWj1ZUE+gwGN3lDpu7HKtlavr6hr8JSptbpLehRJfZlLs758DhUE4eIhgnp+1Jeb6cX4Jv98sFksrPj+S3avXApAeMNEhj0wmcjExjU6Xna4KdmaSfHfaTiz/X/48KGQwH3Sn4kC1DEBaBua0CSY0CSaUAXVbMXOkoJ8Nv4xi22L53vfDDds057e199MTLMLO09XxhtvULxyFUmLFvp9Y3f4mrHoWrUk5vXXT3keR2YmKeOvp8Hnn3H4jjtocPfd3qBe/i+/kv3RRzT9e7V3fsHS/Qc4Mno0SYsWoklI4Ng99xA4cCDB11/Pyn+mEXL/m9zyuBKlS2bKNA0Rr7xI6z6ja78D6kCNgngmDdqkiiCeMtT3jfXpVr+9mDP1CkoLmLxqMhszNiIh8ViXx7i11a3n5YNDyo4cFn21C6fDTUTDQEY82B6nveC0H+7r+zxbrhKHd0gusifT0zQkgYCedTMkt7YWdThbLpebvWtOsPHPI1jMnjn3wmID6DGmMQltwmr0XJNdbkoPFmDZkol1Tx44Kz6wZ1mP4UpQ0uHu0agDa2947ZmoL6/3btlNWnGaz8IcB/IPkFqU6jfgq5JUJAYl0iykGc1Dm3uDfRH6iFq5R1gKC0je9C+7Vy4j/cDp53sMioxGYzBUDZL5C4R5A1/qqgGzKkGz8gCcn7onnbM+zTNXXfbj8AcfIzQ2/pIeLlrTAGVFoPGkQKLT6XNcSWEBa3+dhttVfVY+kkREfAJOhwO71YLNYsFpt9XaY5IkBRqDvppAYKWAoL9goaFiW3UR3qPq01ya9eVzqCAIF4+Ld9ITQfDj+J5dLPj0A8zZmSBJdB05ll7jb67RGwi3xUHx+hMUr0nHXVz2n2WdErnU9w1UlSwot0zkAx2wHTVjP2rGdtSM22zHcbzYM9RtrWcIkjJIiyYhEG2CJ9CnbhDg9wO0MTiEK269m84jrmH9nJnsXLaIY7u2c2zXdhp17ELv8TdfkAmRZbsd8x/zCL3tNr8fKKy7dmPbu5fo558/9XncbtKffIqwO+9A26Tq45DtdiS12mfBEIXOExC1bN6CJiEBXfMWlPy7nuBx42h/2E1BqzY81HEwmZ9+wqaYUn449DyjpU080ukRwvXh5/jIa5fscGE7VoTt0NkH8U5WHrAzLzmKcVAcmy076KdvR8ny4xd1QO9QwSEeXPYgx4uPY1Qb+b9+/0e/uH7n5dq7/05j1Yz9yDI0bB3GlXe3RqNTcWB98mmzdS6WebbOltKoJmRsU4xdo71Dcgv/PIxlUwbBo5vU+pBcjVLDzyN+Pu2iDnWVkaVUKmjTL5bm3aPZsSKVLYuOkZtWzF+f7KBBkyB6jEkipklwleNkWcZxvLhsnrxs3CWV5smL0KPvGMHetLWs+fMnyICDuRsZMelpTOERdfI4LgUKSUF8YDzxgfEMShjkLbc4LCQXVM3qK7IXkVyQTHJBMvOPzPfWD9YGV8nqSwpOQqc6/WJAhVkZHNywjuSN60jbv9e7YrUPSQI/WWXjX3yj3v7dXwim8Ei//RUaG3/JL+wgKRQoFQqUKjW1FcJq2af/GQdJXU6nN8Dn+V5SsW3xbNusFT/71q04Rna7kWU3tpISbCUlFJF91o9DqVbXLBBYOSCoN3qHFGsNRtQ6XY1H3tTExTiXpiAIQm0RQT2hXnA6HKz55Uc2/TkHZBlTRBTDHphEXMs2pz82v5Tif9Io2ZjhXaVQGaQhoE8sxm7R7PprDaEbKgJMRUHOKllQmvhANPGB0CcWWZZxFdi8AT77UTOOEyW4Cm1Yd9iw7sgBQFIrPMeVZfJp4wNRGCrOGxgazuA7/0PXkWP597df2L1qKUe2buLI1k007daLXtfdeF4n5S9atgxXURFB11zjd3/B7FlokpIwdOp4yvPkfvU1klJJyC234PQzwbaxR3cy336b3P/9j9BbbsFttZL13vsAOLM9byLD7rmbjJdeJnnoUDQxscS+/ga3qVQcOTyTnya1464fFtDuyCz+avA78lP/4caud52XIVz+eIN4hwuxHS7AfqyaIF7jIM+Q2qTTB/H8MQ1qiGlQQxwOB8zfQcCAOEKGNqrNh1KrVh9fzZOrn6TEUUJsQCwfD/yYJiF1/yFPlmU2zDvCpvkpALTo1YArbmpOxsF9bJw32zv/plc1H+71l8B/xzXxgUTe38E7JNeRYSH7ix2eIbnDGqE01d7fTF0u6lBTaq2Szlcl0rpvLFsWHWXHiuOcSC5kzrtbSGwbRvfRSYTHBeDMK/UE8rZl+WRrKwLUGNpHYOgYiTo2AEmS6EECka2bMP/jdzmRvJ9pTz/C1Y88SULbDuftcV0KDGoD7SLa0S6inbdMlmUyLZkVi3Lk7edA/gFSzCkU2ArYkLGBDRkbvPUVkoKGgQ29Qb7yzL5oQzS5qUe9gbzso0d8rh3VuAlNuvakQdPmaI1G8tOOewMmsixfFllldU1vMqFUq71ZUJfC/fNCOJsgqVKlQh9oQh949n0uyzJOuw2b38BfCXaL9aRgYaVAobV824qj1HM/dTkcWB2FWM2FZ90m8EyFUREI1PsfRnzKrEE9FnMhpUVFYvERQRAuaSKoJ1z0slIOs+Dj98hJ9Qw/bDNgKAMm3oVGbzjlcfb0YopWH8e6IxvKRlKpow0E9I/H0C4cSekJ5K1M3E7x4ePckjOCgEHxp82CkiQJVYgOVYgOQwfPGwG3zYU9tagi0HfMjFzq8i5+UE4VaUBbPi9fQiCqcD1BkVFced/DdBt9Letm/8zef1ZycMNaDm5cR4te/eg57kZCY2JrqzurVTBrNgF9+6KOqvrmxl1aivnPvwj/z39OeQ7rrt3k/fgjjWbPrjZopW3alJg33yTz7bfJev8DJIWCkFtuQRke7hnqDCgDA4l9712f445OvI2Yp57m4bR0TqiO89azSnr9uI2iTz9mzJg/eazLYwyMH1jnw5ZqEsRTmDToyoN4jYNQhl3a89RUJssyP+z5gfc3v49bdtM5qjMfXPEBIbqQOr+2y+Vm5Y/72PdvBgBdhjUkJDqLX156khMH9nnrNWzbkRa9+qJSqy/5D/c+q+QuTqFkQwaWrVlY9+TW6ZDcC0lnVNNrbBPaDYhn0/wj7FlzgrRdufy7P49mYToM1op/NkhqBbpWYRg6RaJrEuK3Lxp36srNb37IH++/QXbKYWa//gK9r7+ZbqPH+WQcC2dGkiRvMLhyBq/NZeNQwSHfrL68A+Tb8kkxp5BiTmFxymIi87U0zNSTmBlAgEVZ+cTEtGhJ8+59aNK1R5W/5ZPnI70cssrqmik8klvf+cQ7X9mlcv+8UM53kFSSJNRaHWqtjoCQs1/Qxu12YbdavcE+T0CwUuCvcoZgWSDQt9zzs9vluUfbrVbsVivFedVP7XAmZEAq+17+2n+xD8UVBEGoCRHUEy5abreLjX/8xtpfp+N2OdGbghh678M06dK92mNkWcaWXEDRquPYkgu85domwQT2i0PbNLhKcGV79nY2RGyg2ahujG7U86yyoBRaJbomwejKhnjJbhlnlsWbyWc/asaZW4ozy4Izy0LJBk/QQWFUlQX4TBgSTQy791G6j7mOtTNncODff9i3ZhX71/5Nq34D6TnuBoIia76q75lwpKVRsm4dcVM/8ru/aNEi3KWlBI059Tx21s2bcOXmkjxwoLdM7XKR8+57FE6bTpPlywAIGjmCoJEjcObkoNDrQZLI++47NPHxfs9bMPs3lKZAAgcN4vhDD9Fg2Gi+H3kDK0rexfnlj/xYlMqjKx6le4PuPNX1KZqGND3LnqhKdrix+axOawanCOL5Y3fZee3f15iTPAeAa5tey3Pdn0OtrPtsLXupk0Vf7uLYnjyQnCS1z2X3ip/JP1E2PF6lolW/gXQecQ1hsZ7nWebhZJ9zXMof7pVGNSHXlA3J/b1iSG7JxgxCRjdB2/j8rJJ7PhkD1XTvEE5zqwNHcgEKAKsTWZaxBmqJuCKOoK5RKLSnfysUHBXNhFffYdn/PmP3yqX88/MPnEjez1X3T0JnDKjzx3I50Sq1tAprRauwVt4yWZbJKs5k0/olHNm8Aeu+VBSWiuCsU+EmPbyUY9EWUiOt2DQpxFl20mzHMpqFNvOswhvSjLjAOHSBgbgVoHCDWwG6wMAL8TAvOYHhEehCwwkUw9PPWX0NkioUSnTGgHO+Jzrt9kpDia1VhxB7A4X+hxTbLCXYS61Vht5LJ30HMRRXEIRLgwjqCRelgswMFnzyPun79wCQ1KUHQ+95sNqVKGWXG+uOHIpWH8dxosRTqAB92wgC+8WhifX/BsPpdrIzZycA7SPa11r7JYWEOtqIOtoI3RsA4Cq2Yz9aVBHoSyvCXeKkdG8epXvLVplVSmhiA+jbdDxd249k44Z5HNj6D7tXLWXvPytoM2AIPcbeQGBY7c4jV/DbHJRhoQT07+9//6zZBA4YgCr01P/BNY0ahaFnT++20+nkyG23Ez5uHKHjxlWprwr3PI6C2bORtFqMvXpVqePMyyPn009JmDEd8PyucTpRSAq6RXQi07SGu9sO4vvd37P+xHrGzRvH+GbjeaDDAwTrgmvaBV41CuIFatAmBXmH1Kou0yBeZXmleUxaMYktWVtQSAqe6PIEN7W86bz0S0mhjb8+2UFWShaycweSvIPdK4oA0BkDaD90OB2vGokx2Ddb8HIcMqaJ8wzJtWzKpHDhEZyZFrK/3IGhQwRBwxvX6pDcC0GWZezHijwLXuzM8a4CrACkUB2pTpndqcWUFjpRzUymQ56NDkMaotWf/u2QWqPlyvseIaZZC5Z/8zmHNq1n+jOTGPXYs0QkXLxD4esze6mVI1s3k7xxHYe3bMRutQCe36fWYCSxY2cCWjfCHKNCbTmCLf8A5ryDZFmzOF58nOPFx1meutx7Pr1KT7QhGn3bILocG8DGhBXIR76nTVEbdCqd50upq/pz2XeFJDIzhfPjcg6SqjQaVBrNGa0+73A7MNvMmO1mCm2FFJYWknU8hWMfzwaXZ7hO+ZzZbmQUZaG9y+W1XxCES5sI6gkXFVmW2bl8ESu//xqHrRSNXs+AiffQ+orBfoMDbpuLko0ZFP+ThqvAswKYpFZg7BpNQJ9YVKGnnlQ7uSAZq9NKgDqApOAkXM5TrDp2jpQBGvStw9C3DgNAdrqxpxX7zM3nLnZgP1bkGdIJdKQ3Hdv1Jdt6nKMZOzm2ejO7Vy2n3eAr6T5mfJUgxdmQ3W4K5vxG8JgxSKqqtwT70aNYNm0i/ssv/B5/aNhwIiZPwjRkCKqQEGSrFWd+ftljdIIsIzuduK0WrLt3owoJoWj5CvQdO6AwGChZu5asd94lcvJklH7eWGW+8Saht9+OOioKAEOnjhTO/QNj797k//orAZ0783CnhxnbdCzvb36fJUeX8PP+n5l/ZD73d7if8c3Ho1ZUnykmO9zYU82UHhJBvLN1IP8ADy17iPSSdALVgbzT/x16x/Y+L9fOzyjh9/dXUZixFpd9N8ieibBNEZF0Hj6aNgOHotH5X7G0vmZDnCtJIWHsFo2udVjFkNxt2Vj35mEanEBArwbe6QnqC0eO1TNP3tYsXHml3nKFSYOhQwSGjlFoGhiJBeL25bHu98NkpZjZND+FnauO0/mqRNpeEYtKfeqJ2SVJot2gq4hMTGLeB29SkHmCGf99nCF3P0CrfgNPeaxQMxZzIYc2rSd54zqO7tzms7CNMTiEJl170KRrT+Jbt0Wp8n9vzy/N52D+QZ8hvOWv9ydys5mQdg8a9PQ4Hs1PO17nR/WPNWqbRqGpUfDP774zqHeq16yL1fqM9Xxo/pCwjDD6xPe50M0R6iG37KbIXoTZXhGcM9vNPsG68u1Ce6HPd4vT4vecxn5KtHYlwcVq+m33/CNZgcTq9jk8MOgJeiT1vWxe+wVBuHSJoJ5w0SgpyGfxFx9xeMtGAOJatuGq+ycRFBlVpa6ryE7xmnSK/z2BXFqWiRGgJqBnDMYeDVAaa/aGeEf2DgDahLdBISlwUXdBvZNJKgXaBBPaBBOBeAKarrzSSkN2i3BklkCRmwhiiAiPAcDhtpG7NZ01G74mpF08ra4dijHi7OdAKVm7Dmf6CYLGjvW7v2D2b6iiozH29h+ksR85gruo2NO29HQOXTUM2W737lcBhT/8QOEPP3get0ZDQP/+5EydittiQdO4MQ1efomg0VWH9hb//Q/2Y8eI+b+3vWUhN92EddduUsZfj65dW8IfeACAuMA43r/ifTZmbOStDW9xIP8Ab214i5n7Z/Jk1yfpFevJAiwP4pVn4tmOVRPEaxzk/VKF60UQrxorU1fy1OqnsDgtNAxsyNRBU2kc1Pi8XHvXyi0s/246DusBPLPkQGRiEl1GjaV5jz4olKdfOe9yzobwGZI79xCO1CIK/zpMyaYMQkYnoW0cfKGbeEquEgfWHdlYtmR5VpkuI2kU6NuEY+gYiTYpGEnh+7cb1yKUcU+FcGRbDv/OPUR+hoW1s5PZsTyVriMa0aJHNIrTBDWjk5py85tTmD/1XVK2b/Fklh/YxxUT767RauyCL3N2VsWKtfv2IMtu777g6AY06dqTpt160qBJ8xrNYxiiC6Fbg250a9DNW+Zyu5hz8HfWfXcMtUuLhITapaXf4es42mMtWpUWm9NGqasUq9OKzWWj1FmKzWXznsPutmO32zHbzbXbASdRSSq0Kq3/4N+pgoM1rKdX6dEqtWiV2lp5bZNlmanbppLtzmbqtqn0justXjMvU7IsY3VaTxmU85afVFZkL0LGz2rVZyBQHYhJa8KkMRGkDSJQHcimzE0UUuJTzxzo5JvsmQzp5v+9ryAIQn0ignrCReHghrUs+fJjrEVmlCoVvW+4lc5Xj66ynL0jy0Lx32mUbMn0Lk6gCtcT0DcWY6dIpNNkWZxse/Z2oHaH3p4tSZJQhelRhekxdvIEMt2lTuzHKg3ZPVaE2q4lWt+IaH0jSIG8d3eRaXBgahWDvkkY2oaBZ7S6akCf3rTct7fa/ZGTJxE5eVK1+ysf68zP9wno+SPb7YTdd2+18/f5tK1vHwL6+v7HX6HXEzflg2qP6RrdlV9H/Mpvyb8xdctUjuUf5eO573JMNYTezs5I6XY/QTy1dz48EcSrGVmW+Xb3t0zZPAUZme7R3XnvivcI0tbt3GyyLHNk2yb+nvELOccqFr+Ib92B7teMo2Gb9uJ3d4Y0cYFE/qc9ls2ZFC4oH5K7E32HCIKHN0Jp0l7oJnrJDjfWvblYtmZRuj8f3GV/yxJom4Zg7BSJrlUYCs3pM+4ad4wgsV0Y+9dnsGHeEYrzbaz4cR9bFx+jx+jGNO4Yccrnkj7QxDVPv8i/s39m3eyf2b5kPplHkhk56WmR+XEasix7VqzduI7kDf+SlXLIZ39kYhJNuvWgadeehMUn1MrftEJSsHLVZlrmD64oQ0njvA7YMnKYevfr/kcEyG5vcK/UWYrVZfUJ/vnsqxQMtLoq9p2qXuXzlAc0nLITp8NJiaOkSntqk4SETqVDq9R6g37lAb9qA4N+yo4UHmFPnme6lD15e/h53890b9AdtVKNRqFBo6z4UkkqcY+ugQud+ehwOTxZcKcIylWXOed0O09/gVPQq/QEagIJ0gZ5gnOaIEzaiu/lAbuTvweoA1Ce9LlhTdoalhxbglGjxKlwo3IrcCrcWNVOdufuZm362vM2skAQBKGuiKCecEHZLCWs+O5Ldq/yLKAQkdCIYQ8+RkTDRN96KYUUrU6jdE/FCliahoEE9otD1yqsSiZGTV1MQT1/FDoVumYh6Jp5htnKbhlHRgm2FDN5245gP2pGLwWgsWoo3ZxD6eYcz3GBarQNTWgSPYtwaGICkFT1azjd2ZKdbpzHirnyWDf6FH6I7agZlbv8sZcN0Q5QoUsKEUG8s2Rz2Xhl3Sv8cegPAMY3G8/T3Z+u0yFjLqeDvf+sYtO838g9fqysVIEpqj0jHr6NBk2S6uzalwNJIWHsGo2+dRiFi49Ssv4E1m3ZlO7JwzSkIQG9Yi7YkFzZLWNPKcSyNRvLzmzk0oqManVsAIaOkRjaR6AMPPP5ABVKBS17xdC0axS7VqWxecFRCjItLPxyF5EJgfS4Jon4FtVnQisUSnpddxPRTZqxYOp7ZCQf4MenH2XEw0+S0K7D2TzcS5bsdnMieb83I68g44R3nyQpiG3ZiiZdetKkaw+/GfrnatXBNTTe3gsZNxIVz2UZN42392LVwTVc0axq8EQhKTCoDRjUhlpvU2WyLONwO3wDg04rpa5SvxmElQOF/upVG1B0Wb1BFxlPVpXVaS1/eawVb2x4o9p9EpInwKfQoFaq0Sq1aJQa1Aq1t1yr1PoNCJZvl9c9+VitUus9b03PdTHOk1hbmY8ut4tiR/Hpg3J+yqxO6zk9BpWkOmUAzqQx+QTqKgfsNMramdtVlmWmbp2KhESJ3sWc/ulo7UpsGhclehcSElO3TqVXTC/xHlAQhHpNBPWECyZ19w4WfPoBRTnZSJKCrqPG0vO6m7xDl2S3TOmeXIpWH/fOMQegaxlKYP84tInnlhGUX5rPUfNRANpFtDunc50vkkJCExOAJiaAwF4xyLJM8qq1HPxzFdoSLeHaOEK0UVAE1t25WHeXBUFVEpq4QDQJJk+wLyEQZUD9nhC/nOx0e7IZDxeUDactAmfF0C0VCmSjgj0BR1gmrWGH4QBWk5NHOj/C6KTRVf6rK5xajjWHR1c8yvbs7SglJU93e5obWtxQZ9ezWUrYvmQBWxf8QXF+2YIyaFBq29Kq3zAG397ttEMlhZpTGNSEjGmCsUsUBXMPYU8tovCvI5RsyiR4VBK6pODz1hZHlqVinryCioiDMkjrCeR1jEAdZayVa6nUSjoMbkjL3jFsW3KMbctSyTpaxB9TthHfMoQeY5KITKh+MvXGHbty81tT+OP9N8k6cohZbzxP7/E3033MdTUaLnqpcjkdpO7eSfLGdSRvWk+J92/YM0F9QtsONOnWk6TO3TGY6i7L1+12s2r6fkJdCT4BPQAJBWqXjtXTDtLvpV4oLtDvS5Ikb8CprjndztNmEFaXaVj+c3kQ8YTlBPvz9le5hkFt8AQqXQ6cckXmloyMzWXzDGt2VDnsvFNJqorg4hkGBNWKiqDkycHFykFKf8f6K1cpPFmMa9PX+mQ+rji2gpZhLasNwFWXMVdsLz6n4awSEgGagCqBt9NlzJk0JvSqC//PUofbQUZJhrcPSvSeYF45GZmMkgwcbsd5+bsTBEGoKyKoJ5x3Trudf37+gc3z54IsExQVzbD7JxPbohXgGV5VsiWT4r/TcOaU/adQKWHsFEVA31jUkbXz3/Ly+fQaBTWq8yGDdUWSJJpe0Zukfj3Yv+4f1s2cjvloFiGaaGKCm9A4vhM6qx7Z4sSeYsaeYqa47FhVuB5Nw0A0iZ55/VQRhrPOeCznKlsgoy7JTjf21CJsh/wH8cAzv6I2yXc4bbzUG/3xhuzd+A5p5hReXPsiP+/7mae6PUXnqM513u5Lwb68fTy0/CEySjII1ATyXv/36BnT8/QHnoWi3Bw2z5/LzmULsVs99wGV1gSK9ii17egxpiWdr6qdYXlCVZq4QCLKh+SWrZKb89VO9O0jCL667obkuorsWLZnY9mahSOt2FsuaZXo24Zj7BSJJjHonO9V1dHqVXQf1Zi2V8SxaUEKu1enkbo3n9S9m0jqFEn3UY0IifYfSAyKjGbCK++w7JvP2bViMWt++ZETyfsZ9sBkdEb/K7BfihylpRzZvpnkDZ4Va22WiiGkGr2Bxp260qRrTxp16IRGXzfZb7JbpiDLQtbRIjJTzKQdyCM8s/oVihUoCMtK4KtJqwltEEBIlIHgKD1BkQaCowwERxpQay+dfwCpFCr+n73zDI+jvNrwvV27kla9y2pWcZdc5V5xL4DpHYOBEAgthA+SACGB0AmEECD0atMM2Lj33mXL3ZZk9d5X2l7m+zFqa8m2bEu2ZM99XXPt7NR3Z3dm533mnPMo5Uo8VRcmiguCwC1Lb0Euk+NqUQdRLpMTq49lwcwFyGQynC6nWI/QacPusmNz2rA6rW7vG+c3Da7TjLd477Ytlw27s41ttbFuSxyCA4fDccGRaR2BDBkquapV+uqjGx69oO1qldq2I+XOEkXXVjprd0KtULNw1kKqLOLDBIfDwdYtWxk1ehTKBmM4fw9/SdCTkJDo9kiinsRFpTQ7i+X/ebMpfa7/pKmMv+Ne1FodLpOd+u3F1G8vwlUvPr6VeSjxGh6G18hwFPqO/dPt6qm354JcrqD3qHEkDR/Nkc3r2f7jAg6UbuBA6Qa8AgIZNfUWosP648g3Ys014Cgz4agw46gwY0orA8RjrYn2Rt2YttvD+6x1qRqx5eRQ+eln1Cxa1L4Gn8OD4yYR72StGI2XexoRr8GZVhPngzKo7SfEYyPHMiJ8BAuPLeT9/e9ztOood6+4m2kx03hi8BOEeYW1v2Gn41/9oTav9fSh82Hmm+J4/i5Y+3co3AsyBYT2hzsWgaptl1YADEWw+nmUmauZZalHXhAP1/wXIgaJ8wUB1v8T0r4ASy30SIVZ/4KAhrRUhxUW/wGOLQOvYLEtPSc0b3/rO1BbADNeb3P3a3PX8syWZzA7zMToY3h34rvE+MSc+/E5C+W52exZsohj2zbhcopP1P0jolBoBmOoikKhUDLhjl70GtEB35XEGWkzJTe9HMvRKvRXReE1qmNScl02J5YjDXXyMqqh8fSWy/BI8kM3MBhtb/9zrpl6Iej0asbelEjKpB7sWpLN8V0lZKWVcXJ/Ob1HhjF0Zgxefq3d1ZVqNVN/9wjhib1Y++n7nNy7i6+feYw5T/yZ4JiLYyBzKTDXGcjau0t0rE3fh8PeLJzofHyJHzKc+GEj6NF3QKcYiRhrrJTmGCjNMVCWY6Astw6b+dzrejmsLnH9nNZGGF5+mhYin1Z8DdGhD/C4YqOFtxVt43Dl4VbTXYLLrV6ZQq5AK9eiVZ7hP+4iIQgCDpcDm6uFsOi0N4l/Vqe1WWh02rC6rGcVC+0ueyuR8oyiZaMo2UYU46miYyNymRw/jV+7I+aapqt9UCmuXPOeUM9QQj1DAbDb7WQrs+nt3xuVZGgkISFxGSGJehIXBZfLye5ff2LbD9/icjrQ+fgy5YFH6Dl4GI4qCzWrszDuKUGwib05hY8Gr9EReA4LQa7pnJ9pY6Red0m9bQ9yhYJ+46+i9+hxHFq/mh2LvqO+soKV376LT0goI667hd7XjAerC2teXYPLrgFbfh2CxYHleLVYfB5ADqowLzTRYrquOlqP0te9E2s+eIjKjz+mbtUqUVRqJ2Vvvknkv99B4e3dal5HinhtoZKruKPPHcyMm8l/9v2HnzJ+YkXOCtbnr2dev3nM6zvvwmon3b8eXC1clMuOwFfXQJ9rxPf5u+Dr62D046KAJldCyUE4U10fczV8MhVix+C86TvW7zrIhOQolFrf5mW2vg07P4Rr3wffaFj/Enx1LTy0C1QesPdzKNoP81dDxmr4aT78KRNkMqjOgb1fwP0bWu1aEAQ+OvgR7+57F4ARYSN4fdzrHRrdKggCeYfS2bNkETnpaU3Te/TpT78Js0nfoKCqyIjaQ8G0B/oR1Segw/YtcXaaUnKHhlLzaya2vDpqlzWk5F59fim5gkvAerIGU1oZ5kOVCLbmc0bdwxvdoGC0/QMveZkAfaCWq+b1YeCUKHb8epKcAxUc2VLE8Z0lDBgfyaBp0Xi04bbef+IUgmPiWPzWy9SWlrDgr09y1X0P0XfcpEvwKToHQ0UZmbt3kLlrOwXHDiO4mq/TPiGhomPt0BGEJSa1Mr26EKwme1MEXqMAZ6xtLYQoVHKCengTEqMnOMYbfaCWJe+mtyn2aXRKbvrLUGwWJzWlJqpLTdSWmqgpM1FTasZitFNfbaW+2krhcfeIdLlchj6oWeRrKfjp9OrLNpq4Zb2ytlI8u2q9MplMhkqhQqVQXXCkYkfQMorR5rTxuzW/I7M6ExfukY+9/Xs3RT5KSEhISEi0RBL1JDqd6pIiVrz3L4pOiC6p8UNHMPn+h1HWKahccAzzwfKmyAxVmCfeYyPRDgjs1KLsTpeTgxUHgcsjUu9UFEoVyZNn0HfcVRxYs5ydv/xAbWkJK/77L3b+8gMjr7+FpBFj0DYUgBecLuzFRmy5hgan3TqctVbshfViCty2hu36qFFH6cFZSf2mXzBtXQGC2Bn3Gj8er6smUfLXZ1EnzUTdaw62o79iO7Gs+f2xxdiOL8W0fTvZc68j4l//wqNXb2wFdVizarFm12LLNSDYTyfiiULeuYh4p8Pfw5/nRjzHTUk38eruV9ldspsP0j9gUcYinhj8BDNiZ5zfPjwD3d9v+Rf4xUJMQwH2Fc9A6gMw5onmZQITzrzNLW+DTwRc818Eux2TpgQhbgI0PmkWBNjxPox9EnrNFKdd+wG8ngDHfoP+10P5cUiaDsG9wS8GVj8Lpkqxvb89AZNfAA/3mmEWh4Xntj3H8uzlANzW+zaeHPIkSnnH/HW4nE5O7NjC7iWLKMsW3S9lMjkJw0cxdPZcVNowfns3nfpqIzq9mlkPJxMU1VoIlrg4qCO8CPpdMqa0BpfcshYpuTNiMe4pxbA6F89JkQDUry/AuK4A/eRo9JOiALAVGzHtK8O8vwynoVmIUfh7iHXyUoJQBXWuIcH5EBDhxczfD6A4s4btv2RRnFnLvtV5HN5SxMApUSRP7NEqPTMkLp7bX3mb5e++Qfb+vaz4r/g/OOHuBzolWq2zEQSBqsL8JqOL0pOZbvODomNFIW/YCAKjYi7oGj3qlXUU1rROh0yVaxhbJd4bFCqcbPFwUKx0IfOBcIWKp5Mi6BHnS3CMHv9wTxSn3EeMvy2JVR8fZqfGziatg8FWBRPNasbdmoR3gJayOgv/2VLE5owKjFYHcUGePHx3PBNiA8V03qJ6Xttxkj2VdXgh5yqTih5WqCk1UVNqYpfGjkEucJVZFKNVHgp824ju8w3WodZ271vwU+uVnYpUr6x9tIxi3Fq4lRPVJ1otc2rko4SEhISEREu69x2FRJdGEAQOrFnBxq8+wW61oNZqmXj374gLG0j993lYM2ualtXE++I9NhJNgu9FeQqZWZOJyWHCU+VJT5/L1zVTqVYzaMbV9J84lX0rf2P34p+oLipg6b9fF8W9G28jfshwZAq5aKQR6Y3XqAgAHDXWpkg+a54Be1E9zlob5oOiw64i8Gq8Zk5DpqhHmxyFblAMcrURdZ85aBJnAaDpcw2KwCSUwb3F972vBoUSbEUgD6L07W0ogypAcO94dYaIdzqS/JP4ZMonrMlbw5t73qSwvpCnNz/NwmMLeXrY0/QN7Hv+G3fY4MB3MOIhMSKuvhwK98CAG+HjyVCdDYGJMPFZiD5DbbrjyyF+Enx/J8qcrYwTdMjCKmDYveL86hyoL4W48c3rePhA5BAo2C2KeqH9IP07sJshcy14hYIuAA58D0oP6D3bbZflpnIeXf8oBysOopQp+fPwP3ND4g3nfyxaYLOYObR+NXuX/oqhvBQApVpDvwmTGTzzGnxDQik8Uc2S19OwmR34heqY9XAy+sBLn7p1pSOTy/AcEoq2TwC1q3Mx7hBTcs2HKsDZUIx8bQEJPt4YawsAMKzOxZpTi6vOjr2kub6aTKtENyAQ3cBg1NH6bhGBEhbvy7V/HETuoUp2/HKSysJ6dv56kgPrCxg6I4Y+o8NRtHAa13p5c+3/Pc+ORd+x7cdvObBmBWXZWcx+4hn0gcGX8JO0D8HloiQrg4zd28nctZ3q4sLmmTIZEUl9SBjW6FgbekH7crkEqouNlOUa+L/wUModBqqKTbhcAhUKFz942YgxiL+xmgAliwQLN8QFMzU5nKBwTzIqjUzoE4JGefqowPjBwazZmkd6YTlBTvH3FjcwiIQhotvuH79Px2C28/FdQ/DXqfl1fyEPfZvG4odH0y/OhxXFVZTIXSx+bAwbjpfx4caTrP/9aGrLzBzLruarnVk84R+EtdxCXaUFu8VJeV4d5S3MvhrR6dUtxD5PfENE0U8fqHX7DXVVpHplHUt3jXyUkJCQkLj0SKKeRKdQX13Fqg//Tfa+PQBE9R7AhAnzcO6vo3JFQ/0VOWj7B+E9NhJ1xMUtIt5YT69/YP9uXQS4vag8PBh29fUkT55B2vJf2fvbL1Tk5bD4jZcIiYtn1I23E5My2O1GUemrQekbhEeSNzWLdlK35BtcRiUK/54oghJRBiciU2oADeYDRswHxO+1UdBrRBHcy+29JnGme+MEQLDg0TsEj6RAND07V8RrC5lMxuToyYyNHMuXh7/ko4Mfsb98PzcvvZmre17No4MeJUgXdO4bPvabWN8u5TbxfXWO+LrhZZjyolhLL30hfDkHfr+juf7dqVTnwO5PYMRDOEY8Ss6qr0he9WdQayHlVqgX6yLidYpI4Bkkin0AA++A0sPw3jBRzLvhczGtd/1LcPdSWPsPOPQT+MdyfOyj/H7XPygzleGj8eGtcW8xLGzYuX/+UzDWVLNvxW+kr1qKxSiaIGj1PgycNouUKTPReouRghl7Slnz+RFcDoGwnj7M+P2ANlMcJS4dcp0Kv6vj8RzSnJLbEu9a99sLa0aNOKKQoe3lj25gMB69/JF1A/HiVGQyGTH9A4nuG0DGnlJ2Lj6JocLCpoUn2L8mj9Q5cSQMCWky85DJ5Yy4/hZC4xNZ9u4blGRl8NXTjzHzD08SkzzoEn+a1jgdDgqOHCJj93aydm9v4ToNCqWSqP4pxA8dQfyQVHQ+vue1D0EQqKu0uKfR5tXhsDrdltMBWm81R31chDgEHrxtICGxem75Yjf3JfTkj1OSmpZNijh7SQCTzclCaz0zHRo2y63IFXLG3dK8jb251bx4TT9Seoif6w+TEvhkazaHCmvpF+FDZnk9V/UOITHEmyh/Hf9cdgy7Rk6P3v78ZXsmf7thANP6ieKm0+6itsLcFMUnpvKaqCkzYzbYMDUMRY3nRgMyuQx9gEdTRJ9viBafEB1+ITo8fTSdZhJzPkj1yjoOKfJRQkJCQuJ8kUQ9iQ7nxM6trP7oPSx1BjRqHZNG34NvlR+W5SUAyNRyPIeG4jUqAqV/60LjF4PLySTjXNDodIy47hYGTp3Nnt9+Jm35YkpPZrLolb8RltiL0TfdQVQ/8Zg4a2up/vZbqr76GmeV2KlT+PmhnzYVv1tuQuHji6PCjC2nIWU3z4CjvHW6lIzWHRC5pxiJ5yg/Ts13/8VVnY9lbyQR/3oLVXB45x6EM6BRaLhvwH1cHX8176S9w+Ksxfya9Surc1dz/4D7uaPPHed2M73vK0iYDPoGU4dGd8DB82Dg7eJ4WDKc3Cgue9Xf2t6O4ILwgXDV82C3kxs4gf4hShR7PhVFvfagUDUbdTTyy+8h9XdQfACOLYUHt5K59BEKv7+NsmB/4nzieHfiu0Tpo9r/mdugqqiAPb/9zJFN63DaRRMc39Awhsy6lj7jJqFSNzup7l+Tx9YfxbS+uIFBTJ7XB2U7DVskLj6NKbmVXx/FcqSyafqp573CV4P3hB7o+gci110eHX6ZXEbisFB6DgrmyJYidi/LwVBhYfWnR0hblcfwq+OI7hfQ9IAiNmUwt7/8Nkv+9TKlJzP56eXnGXnDrQy/9iZk8ksrbtqtFnLS05ocaxtFdwC1VktsyhDih40gNmUIGt25p0eb622U5TQIeLmiiGeus7daTqlREBzVWAdPrIWn0at59+W1zB8XR0z/QCrqrezPr+GalHDm/ncreVUm4oK8+NPUJIbG+J+xHc/+eohJvUO4cZwvm3/cT0SiL7oWJlyDo/347UAxE3sFo/dQ8dvBYqx2F8PjxDqevcP0/JxWiMXuZOOJcoK9Nfh7qvllXyEapbxJ0AOxpp9/mCf+Ya3rtlnNDjexr7ZB7KspNWG3OqktN1NbbiaXSrf1lGq5aNYRrMMvVIzy82kQ/6QHH90bKfJRQkJCQuJ8kUQ9iQ7DajKy7tMPOLJ5PR4KT1Jj5hCj6QPZAk5syL1UeI0Mx2t42CXv1F2OJhnngoeXF6NvvoNBM+awe/FP7F/xG8UnjvHDP/5CZEISfQQNquUrEUwmAFQREfjfMw/fuXORa5tTIFXBOlTBOjyHNUQmGO3Ycg3ULM7CWWNttV9lkJaA23ujDNY1dHR7o5/Uk8LHn8BeUEDOrbcR8qcn8bvjjkuaXhKsC+al0S+J9fZ2vcqBigO8nfY2P574kSeHPsnEHhPP3r6aPDi5AW76unmat5jiRZB79CJBiaLz7OnwDoWgJPdpgQlw/DdxvDFCr75MXLYRY7kYDdgW2Zug7CjMeRdWPYuQMJkPjnzJyootfG42MTpiDq+NfQ1v9fnXsCs8doTdSxaRtXdnk5FKWEISQ2dfR8+hqW7F8wWXwNYfM0lflw9A/wmRjL4hAXkXikqRaBuZXEbgnX0o+zAdW3Zr11B1tJ7gBy/fBygKpZz+4yNJGh7KgXUF7FuVS2VBPUvfO0BYvA8jro0nrKcYReYTHMLNL7zGus8/5ODalWz7/htKMk8w/aE/4uF1cSPWzfV1nGxwrM1J34fD1nzN1up9iB+SSvywEUT1SzmnGoB2q5hy2lLAM1RYWi0nl8sIiPQiOEZPSIw3wTF6/EI9W53zvx0owmBxcP1gsVZjXpX4v/T22gz+PKM3fcL0LEor5LaPdrLy8bHEBrZtfrA4vYjDhQZ+fXgUClxo1rrwCXZP6f/PrYN4+Ns0Uv6+GqVchlal4MM7BhPTsM0bh/TgWHEdV721EX9PNe/dNohas523Vp9g4f3DeWPlcZYcKCLKX8fr1ycT6tP2g0uNVklIjJ6QGPc6poIgYKq1uUf2NQh+hnIzDpuLyoJ6KgvqW23Tw0uFX4iuQeRrrt/nE6RFeRGco7PSyila68nJsHKShl26h3PdGSnyUUJCQkLifJBEPYkOIe9QOiv++zYYnAwNnE6svj8yQQY2AWWgFq+xEXgODEGmuvSpVjWWGnIMOcCVF6l3Kjq9D+Nuv4fBM69h+xcfcWj7FgoyjlMABIX40Ncjkvh770c/bSoy5dkvFwpPFfZiY5uCHoCj3Iz5UCX6Sc2dLm3//sQu+oniv/yVutWrKf3nyxh37SL8pZdQ+HScw+r5MCBoAF/N+IqlJ5fy9t63Kagv4LH1j5EamspTw54i0S/x9Cvv+0ZMf02Y2jzNNxq8w6Ayw33ZykyIn3z6bfVIFZdpSVUW+PQQx/1iwCsEsjdCWINQbTFAwR4Yck/r7dktsPRJuO4jkCtwOK1sK9jBf4sNJAngIVfxn4n/Oa/UdJfLSdaenexesojiE8eapvccksqQ2XOJSOrTShB12J2s+ewoWWliGvGIuT0ZODlKqhvUjTCszWtT0AOw5RowrM1rMsu4XFF7KBkyI4Z+YyPYuzKXg+sLKM6sZdHre4kZEMjwq+MIiPBCqVYz5f4/EJ7Qi7WfvM/JtN18/cyjzH7iz4TEdm6N17rKCjL3iI61+UcOujnW6oNCSBg2nPihIwhP6t0ux1qn00VVoVgHrzGNtqrI2KYZum+IjuCY5ii8wEivdolN3+3OZ3xiECF6USATGjZ+67AobhwiXgP7RfiwLauC7/fk83/TerXaRlGNmb8vOcxX96bioVJgP8WMqZG3Vh3HYHHwzfxU/HRqVh0p4aFv0/jhdyPoFapHpZDzj2v6ua3z5A/p3D0yhsNFBlYdKWH5o2P4YONJ/rb4MB/cMfisn68lMpkMT18Nnr4aIpL83OY5nS7qKiyniH2iO6+xxoql3k5xfS3FWbWnbBS8/Vum84opvb7BOrz8PTrkwYnJYGPzwgxcNhmbFmTSo1egWwSkhISEhISEROchiXoSF4TdZmXLt1+St24PyT5jiIhscPEUxOgM77ERePQO6FI1YA5UiFF6MfoYfDSXVjTqCpjS0qj+6GMi168nQKUkM8SXggAfyvU6NuAk/+g+RvXvQ1B0bLu2Z1id6/ZeQHBLxTOszm3VuVfo9UT8+x2qv/mWsldfpX7NWrKPHiPiX2+hHXBpoynlMjmze85mUtQkPj74MV8c/oKdJTu5YckN3JB4Aw+lPISfh3vnC5cL9n8DybeIxiCNyGQw8hGxpl5Iv4aaegugIgNu/LJ5uS9mQ6/ZkHq/+F7lCfk7YdMbkDSbiKptyIu+gtnvwMbXwOWE4Q/CptfBvyf4RcO6l8SovV7uNQ4B2PSamBYclkyJsYQFFbu5qfgovcNCeU2bgEesFs5R0LPbrBzZuI69S3+murgIEOtv9Rk7kcGzriUgokeb61mMdpZ/cJCijBrkChmT7upN4rALK7gvcfE5n/P+csXDS8Wo6+JJnhjJ7t+yObqtmJwDFeQcrCApNZRhs2LRB2rpN2EyQTFxLHnrn9SWlbLw2T8x6d4H6TfhDAL/eVBZmE9mg2NtSZb7A4WgqBjih40gfugIgqJjzyikC4JAbZnZTcArz6/H2YZA5umrITjam5BYPcHReoKjvdGcR4R+QbWJrZkVfHB7szgW7C2Kewkh7pGNPYO9KGrDMRfgYGEtFfU2Zr27pWma0yUja0ceX+/M58SL0ymoNvHF9lxWPT6WxBAxQrlPuJ7dOVV8uT2Xf17bOup5W1YFGaV1vHrdAP657CgTkoLRqZXMGhDGjdtzzvnzngmFQt4UfccpTbFZHNSWmVvU7TNRUyKO2yxO6ipF4478I1Xu21TK8WmM6gtuFvt8Q8V03vY8WBEEgY3fHsNudQIy7FYHGxccZ/oDp4kSl5CQkJCQkOhQJFFP4rwpycxg7wc/EOGIIyH89qbpHn0C8B4bgSamawpm+8v2A1d2lJ7gclG/YSOVH3+MOS1NnCiTETx+Ar3vm481OIjtPy3g6OYNZO3ZQdaeHSSOGMPI628lILJtcaYR/eRotw5+nY8Dfa3KbX5byGQy/G+/DW1KCoWPP449P5+cW28j+Mk/4n/XXZc8akun0vHIoEeYmzCXt/a+xerc1Xx3/DuWZS/joZSHuDHpRlTyhs95cj3U5ovmFKcy4vfgsMDKP4tGFSH94I5fwD+ueZmqHDC1qKXkGynW1dv5AcqNr5Gk9Mc5+UWU1Tmi0cWEv8Cox8BmgiWPiuYcUcPh9kWgOiX9q/QIHP4ZfreFg+UHeXT9o1QIVcR4+/JtWQ3KQCNc9067j4u5zsD+VUvZt+I3zAYxQkTj6UnKlJkMnDYbT1+/065bV2Vhyb/3U11iQu2hYPqDA4hMOv3yEl2X8z3vL2e8/DyYcEdvUiZHsXPxSbLSyjm+o4SM3aX0GxvB4OkxhMT25PaX32H5e29yMm03Kz94h6KMY0y8+wGUW98UxfVxT7XeeKOYP+GZVrMEQaC0hWNtVVGL1H6ZjPDE3iQMFSPyfEPDTtt+Y62VspwGAS+3jrIcA1aTo9Vyaq1SFPAa6+BF6/Hy07SxxXPnhz0FBHhpmNir2QQo0k9LiF7DyXKj27LZ5UbGJ7VtaDQqPpCVj40FwOkSSM+v4o1lh+gVGcBfZvZFIZdhtosmHac+g5TLZE3RgS2x2J089+th3r4pBYVchtMlNEUo2p0unK62DQ86A7WHkqAob4Ki3MslCIKAuc7uHt3XkM5bW27C6XBRVWSkqsjYapsandJd7Gtw6PUJ0qHSND/0ydxbxsn9Fc37dMHJfeVk7CltchWWkJCQkJCQ6DwkUU/inHFabBz5fCXKDBfJqjGgBEEOXkNC8RoTgSro3ItoX0wa6+klB195op5gs1G7dBlVn36CNUNM55SpVPhcczX+8+5BEydG42mB6Q89wbBrbmD7D99yfPtmTmzfTMaOrfQePY4R19962s5gYzSOYXUunpMi2Ws6wFjtAIzrCtBPjj5rtI62X18xHffZ56hbsYKyV17FtGs34f98CYWvb4cdi/Ml0juSt8a/xe6S3by661WOVx/nlV2v8P3x73lq6FOMihgF8ZPgb7Wn38iYJ8ThdDx+0P19Y6d+/Uu4xj7Nuro+zKo/ApteEQW9xvkT/yIOZyKkDzyyj2Unl/HctuewOq3E+yUw9Lp3UXpHnv0ANFBbVsKe337h0IbVOKxiurU+KJjBM66m38QpqD20Z1y/oqCO395Nx1hrw9NXw+w/JBNwkV2wJTqOCz3vL2f8Qj2Zdn9/SnMM7Pgli4Jj1RxYX8CRbcWkXNWDgVdFcc2fnmXnz9+z9YdvOLh2JWXZWcwe6Y/P3lcAqEu8HUtVBXUV5fif+LpZzG/A5XRScPQQGbu2k7lnB/WVzSKLXKEkqn8yCUNH0HNIaptCu9XsoDzXXcCrr25dRkGhlBPYw6tJwAuJ0eMTpO2UaHyXS+DHvQVcNygSpaK5dIdMJuP+sT15e/UJeofp6ROm56e0ArLK63n/9mY34Vs/2sHUvqHcNTIGL42SpFBvVhwq5oUlRyiutQAytmZVce8Xu3l+dh8m9Q4hJkDHnxcd4s8ze+OnU7HqcClbMiv49K6hrdr37roMJiQF0a/BdXdIjB8vLzvGDUMi+XJbLkOiL/0DCplMhk6vRqdXEx7v6zbP5RKor7JQ3SD01bZI562rtmA1OSjNNlDaRlq9l58Gn2Ad3n4aMvaWtbnvjd8eJyLRT0rDlZCQkJCQ6GRkQluPH69wDAYDPj4+1NbWotfrz77CJcJut7Ns2TJmzJhxUYroOo12KtYcx7i9BDXiU3iHzI7XiAj8JsSi8O76N25Ol5ORC0Zicpj4ac5PrWqiXexjerFwGY1U//ADVZ9/gaNEdCGWe3nhd/NN+N15J6rg4DOuX56bzbYfviFz9w4AZHI5/SZMZvjcm9AHnn7dCzmegiBQvWABZS+/gmC3owwPI/Ktt9CmpJzTdjoTp8vJosxFvJv2LtXWagDGRY7jySFPEuMT0/E7XPcibHq9IbFREFNup74spvW2E5fg4r397/G/A/8DYHzkeF4Z+wqeqraLy59KSVYGu5csImPHVoQGN9/gmJ4MmTOXpOGjkSvOnrabf6yK5R8cxG5x4h/uyayHk/G+RE7Yl+s5fymRjumZyT9axY5fsijLrQPAw1PF4OnR9BsXQcHh/Sx99w0s9XV4eHkzY3w0Acc+5ZOTw3G5XMjlcu6N24F+ypPYRzxKbvo+MndvJ2vvLiz1dU37UGk8iB0oOtbGDRyCRtd8fjvtLioK6t2MLKpLTXDq3aAM/MM83QQ8/3BPFMqLUxt304ly7vx0F+v+OI64oNaC/383ZPLV9lxqTHZ6h3nzzIzebu63o15Zx/WDI3l8svg/v+JQMQ9+ndbWxwTg/dsHkRSq59Xlx9iTW4XR6iQ6QMf9Y+OYO8j9gcfxkjoe+GoPyx4dg04tPh93uQSeW3yIX/cVERfkyTs3D2wy2OhuOGyiA28rw45SMxZja9fi0xHYw4tR1yfgG6zF01dzySPuuxPSdbTj6S7HtLv0QyUkJLoOkqjXBt3lYnqx/pwcVRbqNhdQv7MImUu8ITM5Dcj7exJ742gUHt0n4PN41XGuX3I9nipPtt68tZURQHf5w28vjqoqqr76iupvF+CqFSPHFEGB+N95J34334zC+9ycTUuyMtj2/ddk798rbkuppP+kaaReeyNefv6tlu+I42k+fFh0x83LA6WS4CeewH/e3V2qc2CwGfgg/QMWHF2AQ3CglCu5rddtPJD8wAW5x7phM8GCm0TX2pb4REHcWIibALFjm51w28BkN/HnLX9mbd5aAOb1m8ejAx89qyGGIAhk79/DnsWLyD/SHEUYkzyIIbPnEtUvud3fx/GdJaz78igup0B4gi8zHux/XrW2OorL7ZzvCkjH9OwIgsDJfeXs+PUkNaWim6uXn4Zhs2MJi5Pz2zuvUnoyA2Qy+vTQcCSv2T126MBYalRhZKfvbYqSBdB66+k5JJX4oSOI7p+CUq1GcAlUl5jc6uBVFNTjcra+9fMO8CA4WhTvQmK9Cezhjbob/b+fCadLYPSr6xoi9FojA0J9PNjyfxNRdKEawF0RS72YzltwvIqdv2a3ez2lWo5PcIMzb4Nhh09Dam976/ddSUjX0Y6nuxzT7tIPlZCQ6DpcHndrEp2CraCOuk0FmA9WgAAyZFRbS6nQFzPo9zfhE3Lm6K6uSHp5OgD9Avudl7Nnd8FWUEDVp59R89NPCA2dPnV0NP733oPP1Vcj15xfvaPQngnMfeYFCo8fZdv3X5F36AD7V/7GoXWrSJ46k2FXX49O31xLsa6ivDllLCz8vPap7Sum45Y89xyGZcspe+01TLt2EfbyP1H6Xfr0JgC9Ws9TQ5/ihsQbeH3362wu3MwXR75gycklPDLwEa6Jv+bCfm+nCHou5MhxgUwOtXmw72txAAjuA7HjIG4cRI8CD/GGsLi+mD+s+wPHq4+jkqt4fsTzXB1/9Rl363TYObplI3uWLKKyIA8AuUJBr5FjGTJ7brvNU0AUMdJW5rLjl5MAxA8J5qq7+qDoAo7YEhIXG5lMRs9BwcQmB3JsRwm7lmRTX21l3ZfH8AuUk9orgRPGIxwrVbkJegC792UDopiiDwomfugI4ocOJzyxNyaDg7IcA7t+yxOj8HLrsFucrfbv4aVqEPC8m+rgXc5pkruyq04r6IEYpFhca2FXdhUjegZcvIZ1Qzy8VIR6+RASq6c8t47sAxUIbZsJo9Wr0GhVGMrNOGwuKgvqqSyob7WcRqdsEvh8g3UtRD/tZSMsS1x6stLKKVrrycmwcpKGnd89qYSEhERXRPqnlHBDEASsGTXUbczHmtVcE6zEnE1GfRpJcycwfvpDyOTdsyPeKOpdriYZlqNHqfz4EwwrVoBT7Mh59O9PwPz5eF81CVk7UiPbQ0RSb2549p/kHUpn63dfU3TiKHt/+5kDq5czaMYchsyai81i4ss/PYTTbufLtb9xz9sfnjFV90wovLwIf/NNdMOGUfrPl6nfsIHsudcR8dab6AYO7JDP1BHE+sTy36v+y+aCzby2+zVyDDn8bfvfWHh8If839P8YEjrk3Dd6iqDnTLmd32RTmOV9BMWmV2DATeAZBNkboeQglB0Rh53vg0wBEYPZH9GXx6p3U2k34O/hzzsT3iElOOW0u7SajKSvXs6+5YuprxbdEtVaLf0nTWPQ9DnoA9suRn86XC6Bzd+d4NDGQgBSrurByLnxXcoVW0LiUiBXyOkzRE+ivpqDa7PYeyKO6gpPVpaFY63VAKdRSxANHUaPHE2912gObLCw+vMdmA22Vssp1XKCorzd0mi9AzyuqMiosrrTC3rns5yEKEyPu7UXBcd3YDO3NlDR6JTc/NdUdHo1TqeLugoLNWUm0aW3Ma23zER9lRWrSRSjy3Ja1+/T6dUNhh3aBuFPFP18grTSQyGJdmMy2Ni8MAOXTcamBZn06BV4WT/IkJCQuLKQRD0JAASnC1N6OfWbCrGXiC5oAgK59Uc4XrsLdYQ3M/70RwIiu3ex8yaTjMtI1BMEAdPOnVR+/AnGLVuapnuOHk3A/PnoUod1Wuctql8yPfoOICc9ja3ffUXpyUx2/vw9+1cuJWnkWJx2sfaO027HbDCct6gHYgfC7+ab0SYnU/jY49hyc8m9406CH38M/3nzupTQPCZyDMPDh7Pw2ELe3/8+x6qOMW/lPKbGTOWJwU8Q7tXOJ8SnptwOuhPX9Ldg2TJcY55EoVA0F8z/3RYwVojLZm+EkxuhOpslNYd4XlmMXSYjyebg3zJvwk9sAIcAoQNEd80G6iorSFu+mANrlmMzmwHw8vNn4PQ5DLhqGh6e525k4bA5WfXJYbLTK0AGo69PIHnSmR2UJSQue6qy4cRKyFgJOVtQOm0MBPoE6thnuYG0mqGcSdADcAmwZp0WubLZ3VYmlxEQ4V4Hzy9Uh1zRda6PF5vCGjM/pRWcfUHggw1ZaJRyruod4mbOIdE2Or2a8bclserjw63mjbs1qUk0USjkohgX0tpIral+X0Ptvtqy5nFznR2TwYbJYKMoo8Z9RRl4+3uI2w3S4hOiaxL/vP09rujfvIQ7giCw8dtj2K1OQIbd6mDjguNMf6D/pW6ahISERIcgiXpXOC6rA+OuEuq3FOKsFZ/wC0rINh7icNlmzM56Uq+9geHX3YxC2XXrT7SHGksNOYYc4PIQ9QSnk7o1a6n8+GMsBxvqnMnl6KdPJ2D+vXj07n1R2iGTyYhNGUxM8iCy9uxk07efU11UwIE1y92Wyz2UjsNmwzsw8ILEPY/evYn56SdKnn8ew9KllL3+BsZduwh/5ZUuk44LoJKruKPPHcyMm8l7+97jx4wfWZmzkg35G7i7793c0+8edKozOEXbTPDtjZCzGeQqSLkF5rwL9hZFyhtdb10N6XWegdBvLvSbi9Pl5N/bX+TTzB8BmGh18nJxMTqhCE5uFpfX+kHMGMq9U9hzrJ5je9JwNUR4BkRGMWT2XHqPHnfe576l3s7S/6ZTctKAQinnqnl9iB/c/dL2JSQuGKcd8naIIt6JlVBxwn2+XwwkTkOTOJXh0aOIzivj22d+BBpTZ2WISaKNrwAK9BoTYaqNhKgyCVFlENjDG+XQ26H/9aDpoHqe3ZQak43/bsji82052BxnFkgbOVpSx+++TiPCV8vtw6O5eWgP/DylaJ4zET84mMw9pU1puDI5xCYHkTAkpF3rK9UKAiK82nQ/t5od1DYadTRE+DW+t1mc1FVaqKu0kH/KenKFDJ8gbXMNv8b6fcE6PH3VV1SUqgRk7i3j5P5mR3DBBSf3lZOxp7Tdv1MJCQmJrowk6l2hOA1W6rcWUb+zGKGh3o7cS0WZRyGb9n6L3WXFNzSMqx96jvDEXpe4tR3DgQoxSi9GH4OPxucsS3ddXFYrtb/+StUnn2LLzQVAptHge911+N8zD3Vk5Fm20DnIZDKCY+MwlJe2OX/zN581jftHRuEbEop3QBD6wCC8AwLxDgxCHxCEp58/CuWZL00KL0/C33gdXeowSl98CePGTWRfO1dMxx00qEM/14Xi7+HPsyOe5cakG3l196vsLtnNhwc+5OfMn3l88OPMjJ3ZuoPRUtBTe8HtP0HU8LZ30CjstcBoN/L0pqfZULABgPv638fDKQ8hLz8OJzdA9kaE7K3kV7jYfTyLHGN107qRwRqGjh9J7FW3IPM5/5ozhgozS95Np6bUhEanZMaDAwhP8D3v7UlIdDuMlZC5Gk6sgMx1YG0uaYFcCVEjIHEqJEyFwAQ3F2u1xg+NzzwElxnBWYXd1PiQREClm45M4Y9MrmXWM5MIsKVBWj4czYZSG/y2B1b+RRT4B8+DiEHn5JDd3THbnHy2LZv3N2RRZxHTQofF+jM+MYjXVx4H3I1+G4/MP+f2o6DazIJd+RTWmHl1xTHeXnOCa1IiuGtkDH3CpYL1bdGchrsdm9mBSqNi3C1JHbJtjVZJcLRY87ElgiBgrrM3pPOKrrxN42VmnHYX1SUmqktMrbap1CjwCWo062g27fAN1uHh1b0fXku0xmSwseGbY23O2/jtcSIS/aQ0XAkJiW6PJOpdYdhLjdRtKsS0vwwa3O+UQVpcvVSsXvMhFUViMfzkyTMYd/s9qDw8LmVzO5TGenoDggZc4pacH866OqoXLqTqyy9xlotPHOU+Pvjfdit+t9+O0r+1++zFxmwwNKXcnomqgjyqGowXTkUmk+Pp54d3YBDeAaLg1yj86QOD8Q4IRKv3EdNxb7wR7YABYjpuTg65d9xJ0KOPEjD/3i6VjguQ5J/EJ1M+YW3eWt7Y8waF9YU8s/kZFh5byNPDnqZfYD9xwVaC3iKISm33fgrrC/nDuj+QUZ2BWq7m76P+zsy4meLMkD64ApM44erL7vQQyvJE0woZAgn6Kob65xGqrYeDa+Dg3yGoV7PpRsxo8GifGF6Wa+C39w5gNtjw8tcw++EU/MM9z+l4SUh0OwQBSg+JIt6JVVCwGzf5SBcACVPEoedE0PqedlP+4Z70HBRH9oEKnKeUyZMp/FGoQ4hNDiIg0htoOEeNlZC+ANK+ECMB930lDiH9YNBdMODGM+6zu+NwuvhxbwH/WnOCUoNoENUr1Jv/m9aL8UlByGQy4oI8eWHJETfTjFAfD56f3Ydp/cIA+MPEBJakF/H5thwOFxn4bk8+3+3JZ1isP/NGxjC5j5Saeyo6vZoxNyew/psjjL0lvtNFEplMhk6vRqdXEx7v6zZPcAnU11hFka+0QfArF6P7DBUWHFbnGQ07mmr2NUT4NY5fbMMOydShGUEQsFudWE2OhsHeetzcPG4zObCYHFiMNsx1dncVvwU2i5SGKyEhcXkgiXpXAIIgYMsxULexAMuxqqbp6mg9nqPDOXB8DTu+WYjL6cTTz5+pv3uU2JTBl7DFnUN3Ncmwl5VR/eWXVC/8Dle9eBOqDAsj4O678L3+euSeXUcs0er1KFSqJmFPJpMhCELTK4BCqeSq+x7GabdTV1lOXUU5hspy6iorqK+swOlwUF9VSX1VJcW0/XRVqVLjFRDQFOnnedsNCNu2w5691L33LrW7dhL92mtdQuhsiUwm46roqxgTOYavjnzF/w78j/TydG5ZegtX97yaR/vfR9DPD523oJdWmsZj6x+j2lpNoDaQdya80yRi2yxmDq1fzd6lvzZFUyrVGvpNuIrBM6/F108PedubIvkoPgDlx8Rh14diTlX4IFE8iB0HPVJB1Vr0zz1cyYr/HcJhdRIQ6cXsh5Px9D0/t2UJiS6PzSSeLydWQsYqMBS6zw/tD4nTxGi8iEFuNSzPREsTApdDCygQU3EVyOSiwNAqGsozAEY+DCMeEs/lvV/AkV9EoXH5n2D1c9D3GlHgixp+2UTvCYLAqiOlvLbiGFnlYk3gCF8tf5ySyNUpEShaGPJM6xfG5D6hbM8sY9XmnUwZk8qI+GC3ZTxUCm4Y0oPrB0eyN7eaz7flsPxQCbuyq9iVXUW4jwe3j4jm5qFR+EupuU30HBTE8RIjcQPPzUipo5HJZXj7e+Dt70GPXu73AC0NO06t31dfLRp2lGYbKM1uw7DDR+3myts0Htjxhh2Xo6mDyyVgMzmwmhtEOKO7ENdKoDM2j9tMDlyu0yhzF0BjGm5lUT0B4edeM1hCQkKiqyCJepcxgkvAfLiS+k0F2PLrxIky8OgTgPfYSIyqOn597xWKM8V0lMQRY7jq3gfRel9+KSZOl5OD5WLdue4i6lmzs6n69FNqf/kVoUEkU8f3JGD+fHxmzkSm6nppIvrAYO55+0PMBgNVhfks+8+bgNjpmvHwH/GP6IFWrz9tTT3B5cJkqG0W+ioqqKsso66iokn4M9ZU47DbqCkppqak2H0DcQ1Ps+tKUD1wB97BIfj0iGqI9AtqiP4TI/+8/AMuWZ1IjULD/P7zmdNzDu+kvcPirMX8mvUrqzMXc191NXeovdCco6D3c8bP/H3H33G4HPT2782/J/6bUM9QjDXV7FvxG+mrlmIxiqKw1lvPwGmzSZ4yA52+RfRd/CRxADBVieLiyQ2i6UZVFhTuEYfNb4LSQxQGGiP5wlI4uqOU9V8fR3AJRPbyY/oD/VFrpb8ZicuM6lxRwDuxUjxHHC0cU1U6iBvfHJHnE3Heu2lpQtCYiiuTa5HJ9W4mBK2QySB6pDhMfwUOfC8KfGWHxUi+9AUQmASD74LkW0DXtR5+nAu7sqt4ZflR0vJqAPDTqXhoQjy3D4/GQ9W2gKqQy0iN9afyqEBqrL+boNcSmUzGkBh/hsT4U1xr5psdeSzYlUdRrYXXVhznnTUZXJ0Szl0jY+gb3n1LelxJuBl2nBKcZbc5MZS3dOY1i5F+ZQ2GHbU2TLWtDTtkMvAO8GiI6GtO6fUJ1uEd4IH8HF3eu7Kpg8PeMlrOXZCzme1YGscb5llajNsszrPv4CzIFTI0OiUanarhtcW4tmHcs3FciVqrZMevWRQcq0Zoo6xmY/1HSdCTkJDo7ki9rcsQwe7EuLeM+s0FOCobOhtKGZ6DQvAaE4EyUEv6qmVs/PpTHDYrGk9PJt3zIL1Gjbtsiwdn1mRicpjwVHkS7xt/qZtzRswHDlD50cfUrVkjpnMB2kGDCJg/H6/x47pcWump6AOD2xTt/CN6EBJ35mMvk8vx9PXD09eP0PjENpdxOuzUV1U2C30V5WLEX2UFhopy6spKsVrM2OUyqirKqKooO83OZHj6+on1/JpSfFsKf8Ho9D6deryDdcG8NPolboqbw6urfs8BmY13/H35ySOIJ4V6JjZEOZ4Jp8vJW3vf4ssjXwIwOXoyL456EUt5Fau+eZcjm9Y1RU76hoYxZNa19Bk3CZX6LNFzOn/oc7U4ANQWiOJeYyRffWmD4LcBYQ3ssd7Brpq5ACSl6Jhw7wAUp+lUS0h0K5wOKNglingnVkL5Uff5vlFiJF7iNDFNvY0I1vOl2YQABJf+nE0I0PpB6gMw7H4o3At7P4NDi6DiOKz8M6z5G/SeIwp8MWO6TfTe8ZI6XltxjLXHxOu7h0rO/NFx3D8uDr1Hxz+sCfPR8uTUJB6eGM9vB4r5YlsOBwtr+X5PAd/vKWBYjD93jYxhal8pNbe7ojqTYYfJ7m7U0WLcZnFiqLBgqLDAkSq39eRKGT6BDYYdDc68jRF+Op+2DTs609TBPY21jQi5lu/NDdF0jeMmB057+wxnzoRSo8BD1yy6aXQqPHRK1O0Q65Qq+Tn3U666uy/fPL8Dm9nRal6bEc8SEhIS3RBJ1OuGGNbmYVidi+ck0RChfn0BxnUFeI2LRK6SU7+9GJexIf1Rq8RreBheI8NReKupr6pk8cuvkJOeBkBU/xSmPfgY3gGBl+zzXAwaU2/7BfZD0c70p4uJIAgYt2yh8qOPMe3a1TTda8IEAu6b3+XMH9pDy1RchUqFVt8xEaAKpQqf4FB8gkNPu4ylooKTL/6Diq2bMauUOHvGwaAUjPUGUfirrMBpt2OsrsJYXUVJ5ok2tyNXKPEODGwQ/txNPRrfa3QXmP5sMzJg1T/4KieTpT4BvB0aQYGlnMc2PEZqaCpPDXuKRL9mgbOuohxLVQV1FeWoA/Q8tekpNheKbrYPJj/IbI+xrHr7LbL27mwShcMSkhg6+zp6Dk1Ffr6/f59IGHibOAgClB+H7I24sjayMS2eI/XjARjk+SPDi79B9u/w5lTduHGgv7JrAkl0M0xVkLm2weRiDVhqmufJFGL6eeJUcQjq1WliWIeZEMhkEDlEHKa+DAd/EGvvFafDoR/FwT9OTM1NuRW8uqZLdWGNmbdWnWDRvgIEQYy6u2loDx6dlECIvvNrAHuoFFw/OJLrBkWQllcjpuYeLGZXThW7cqoI8/Hg9uHR3DJMSs29nNDoVITEqAiJOY1hR0NEn7tphxmn48yGHS1FPp9gLR6eKjZ8fWZTBw8vVUPNODu2BuHN0lhLztw6Qs5NrDM7EC40jVVGUyScmwjXKlJOnKfWKfFoMa64yKJ3y4jnUzljxLOEhIREN0ImNBa6kmjCYDDg4+NDbW0t+g4SIjqKRkGv6b2PHX1t66fSCl8NXmMi8BwSilwjduKPbdvE2o//i8VYj1KlZsxt8xg4dWaXj/zqCP665a/8mvUr9/W/j0cGPXLa5ex2O8uWLWPGjBmoLkJ6q+BwYFi+gspPPsF6rOFGTqnEZ9YsAu69B01CQqe3oTOpKi5i9YrlTJ42Hf+wiyvqCIJA7aJFlPzjRQSLBWVQEOFvvoHnsGHijbihtiG6r6w5yq+yoqnOn7G6GqGtfI1TUGu17hF+TeNBoiDoH4hSfZqbRpsRvr2poYaeN9z+E6aw/nxy6BM+P/Q5NpcNuUzODYk38FDKQyjq7Xz86H0IDicypYKdM+CI4yQecg1/8puHY2c2xSeaOwQ9h6QyZPZcIpL6dEoUrt3qZOXHh8g9WIlMBmMG59Ff+SPk76RVdf/ARHfTDa1fh7fnfLjY5/yVQLc8poIAZUdFES9jlfgbbnn+a/0gfrIo4vWceNFTVo/tLGL9N0eYeHufji2aX7RfFPcO/AC2hjIdciUkzYDBd0PcBOgC9wjVRhv/3ZDJF9tzsTnE72VG/1D+OCWJnkHtS52zFxXhqBadvh0OB1u3bmXUqFEoG9zWlX5+qMLP/diWGix8syOXb3bmUWkUr3tqpZyrk8XU3H4RV0Zqbrc87zsRwSVQV20R6/Y1iX7iuKHScl7imkxOm2mk54pcKRNFt7bEOZ0SjbZBnGuc17icpwq1RoHsHFOKLzWCILDiw4NkH6hAcDWn3XaFlOa26Mr9UAkJia6JJOq1QVe+mBY8vdntvYCADPc/V/+bk9D2D0KmEKdb6utZ++n7HNu6EYCQuHimP/xHAiJ6XJxGdwFm/zybHEMO7016j7GRY0+73MW6KXWZzdT8tIiqzz7DXigWVpfpdPjdcAP+d9+FKiys0/Z9MekKN/nWjAwKHnscW1YWyOUEPfIHAu6//6xittPhwFhd1SLFt1H4axD/Ksqx1Ne1qw06H9+maD/vwAbhz1eP95638a7YiadOg/yOn9xq6BXWF/LmnjdZnbsaAG+1N/cF30zV/1Y1LbN0RDFRlgBSC8MxlYnpOgqlkj5jJzJ41rWdeo6bDDaWvpdOWW4dCpWcKff2JS6loUC63Qx5O8Q03ZMbROGgpf2cTA5hKc2RfFHDQaXttLaeia7wG73c6DbH1G6G7M2Q0ZBWW5vvPj+4LyROEdNqI4e22+SiM+j0Y2qth8M/w97PxbqZjfhGwcA7xQjdSxBta7Y5+XRrNh9szKLOIqbPDY/z5/+m9WJgVPsfDNiLisiaNh3BZjvtMjK1mp4rlp+XsAdgdThZeqCYz7aKqbmNDI3x4+6RsUzpG4LqMk7N7TbnfRfA6XBRV2lxq99XnldHWU5rg47TodIo3FJV1VplQ1qrqiGVta334vj5pLF2d0wGG988L0Y8q7UqbntheJeN0uvK/VAJCYmuiZR+283QT452i9Q7VdDznhyFLqU5bSbnwD5Wvv829VWVyORyUq+9ieFzb0KhvHK++lprLTmGHAAGBA64pG1xVFdT/e23VH/9Dc6GiAGFvz/+d9yO3y23oPD1vaTtuxzRJCQQ+8P3lPz9H9T+8gvlb7+Dadduwl97FWXg6dPOFUol+qBg9EGnT0OzWyxNBh6Ntf2aIv4aXh02K6baGky1NZSezGxjK6nI5XK8XvsQ74CfmqL+9AFBPBR4E7P7TeCzQ5+RW5bLL9nfMpbmNk/dHYbSASYq0Hh6kjJlJgOnzcbTt3Oj4GrKTCx5Nx1DuRkPTxUzHxpAaFyLaBSVFnpOEAcAczXkbGmuyVeZAUVp4rDlX6DQiIJm7DjRZCAsBRRXzjVK4iJSW9gs4p3cCA5z8zylB8SOFaPxEqaC75Xz4AuNFwy6QxxKD4vGGgcWQk0erH8RNvxTFDcH3QUJkztd4HQ4Xfywt4C315yg1GAFoFeoN09P78W4xKBzFiQc1dVnFPQABJsNR3X1eYt6GqWCuYMiuXagmJr7xbYclh0sZndONbtzqgnVe3D78ChuGRZFgJfkCH4lo1C2MOxo4NRoslORySCylx+T7+l7SdJYuzs6vZoxNyew/psjjL0lvssKehISEhLng9Rr6mboJ0Vhza7FmlnTap4m3hefSdEA2K0WNn3zOftX/gaAX1gE0x9+grD4K68gbGM9vRh9DL4evpekDfaiIio//5yaH35EMIudSFVkJP73zMN37lzkHp1fC+hi43QJ7MyuYm+FjIDsKkbEB5/WZbCzket0hL/yMrphwyj5xz8wbtvGyWuvJeL1N/Ac3n6H2VNReXgQENHjtBFxgiBgqa9rIfSVUVdWjCFtMXU1tdQ5tNQ7NbhcLgzlZRjK2zb1SAaSEaM3W0bnKhvqPsvlCm75++sEREad92dpLyXZtSx97wCWejv6QA9m/yHFrWPSJlo/6D1bHEAUVrI3NUfy1RU3vN8E6/4BGh8xRbcxki8oqdsU8JfoYricULCnQchbBaUH3efrI8VovISpoqCnPstv+UogpC/MeA0mvwBHfhUFvrxtcHyZOOgjYODtMPCODhc+BUFg5eESXlt5nJPlRgAifLU8OTWRq5MjztlJ9FIgk8kYHO3H4Gg//jKzN9/szOPbnbmUGCy8seoE/16XyewB4cwbdeWk5kqcneb6macxddAquWpeX7Tekhh1vvQcFMTxEiNxA4MudVMkJCQkOhRJ1OtmGNbmtSnoAVgzazCszcMUbWHZe29RXVQAQMrUmYy9bR4qzeUnHLWHRlFvQNDFj9KznDhB1SefULt0GTjEmzRN794EzL8X/dSpyC7TiMkVh4p5YckRimstgIIvM/YQ5uPB87P7MK3fpUst9p17LdoB/Sl47DFsmVnk3XMPgQ/9nsDf/Q6ZouMjT2QyGVpvPVpvPSGxPZtr6PluhmBvuGMRrvDB1FdXudXza5nqW1tagtVkbN4mrTu1LpcTx1miUDqC7AMVrProEA67i6Aob2Y9nHx+T7t9IiDlFnEQBKjIaBb4cjaDpRaOLxUHAK9Qd9MNn8gO/VwSlxnmGshaK0bjZawGcwtHSplcTKVtjMYL6SsJxqdDpYXkm8Wh/DikfQn7vwVDIWx8FTa+BvFXic65idNAcWEplztPVvLy8mPsz68BwE+n4uGJCdw+PAqNsusZXLWHEL0HT0xO5KEJPVl2sJjPt+aQXlDLT2kF/JRWwJBoP+4aGcO0fqGXdWquRPuQTB0kJCQkJM6Hy1NRuIxpmXoLrWvq1a7O4YfcNxBcLrz8/Jn64GPEJHc/59SO5ED5AQCSg5Ivyv4EQcC8dy+VH31M/caNTdN1w4cTMH8+nqNGXta1TFYcKubBr9M4tVhnSa2FB79O4/3bB11SYU8TH0/s999T8uJL1C5aRMW7/8G0Zw8Rr72GMqgTn96eaopxxyLoMQw5oA8UnXShd6vVDBVlfPrYAzjtoqN14znvQkDecO53pLvw6Ti0qZBNC44jCBDV15+p9/VD7dEBfyEyGQQlisOw+8TIquL9Ympk9kaxNl99CRz4ThwAAuJbmG6MueimBRJdDEGAihOiycWJVZC3HQRn83wPH1F8SpgqvnoGXLq2dleCkmDqSzDpOTi6RDTXyN4EmavFwStEdM0ddKfoonsOHCsx8NqK46w7JkYqa1UK5o+J5b6xceg9OqY2m6Os7Sjoi4VGqeDagZFcOzCSfXnVfL4th6UHitmTW82e3GpC9BpuT43mltQoAqXU3Cua+MHBZO4pbWXqkDAk5FI3TUJCQkKiiyKJet2MU2vqlZpzCdXGNL0/VL0FweUiaeRYJt37IFov70vQyq6D0+XkYIWYbtXZop7gclG/fj2VH32Mef9+caJMhveUKQTMvxdt/67pstWROF0CLyw50krQA9EmQQa8sOQIk/uEXrJUXGhIx/3nS+iGDaXkhb9j2r6Dk9fOJeKN1/EcPrzjd2gzwjc3Qu4WN0GvPegDgxnw9H28sO5ZfOtVjE0Xa+rJkbEpuYIaLzvPT/wH+sDT1/67EARBYNeSbPYsywGg18gwxt+W1Hn1fOQKiBgsDmOeALtFdCLN3igKfUVpUJkpDns+AWQQltzCdGOElEJ5JWC3iOfTiVWimFfj/sCLoF6Q0GBy0SNVqtHYUSg10P96cajMao7eqy8V62Nu+Zd4Hg6+G3rNFJc/DQXVJt5afYKf9xUiCKCQy7hlWA8emZhAsP7CMwvspaXUrVhB7bJlWNIPtGsdy7FjaPv2veB9n4mBUX4MjPLjLzPE1NxvduZRarDy5uoTvLsuk9nJ4dw9Mob+kVJq7pVIcxquaOqg0qgYd8uVVzpHQkJCQqL9SHe53Qz9JLFmlmF1LgerN3GkZjt9fEfSz3c0h2q2kGVPZ+Yjf6LXqHGXuKVdg6zaLIx2Izqljnjf+E7Zh2CzUbvkNyo//VR0WAVkKhU+115LwD3zUMfEdMp+uyK7sqsaUm7bRgCKay3syq5iRM9LHy3je801aPv3p/Cxx7FmZJA37x4Cf/97An//YMel47YS9H6GHkPbvbogCPwv50uqfeyt5tV42an2sfO/nC+Z0Hd6h0eAOp0uNnx1jGM7SgAYOjOGobNiL26kqcpDFOzixsEkxNTK3K3NkXzlx8TIvuL9sPUdUKhFEacxki98UGtBZ/3Long47qnW+9v4mhgtOOGZzv9sEueGoRgyVjWYXGwAe3NaOgq1WBMvYapYI88v5lK18sohoKdYd2/iX+H4ctE5N2udeF5mbwRdACTfIgp8gQlNq1Ubbby3PpMvt+dic4qOADP7h/HHKYnEBXldUJMcVVXUrVqFYekyTHv2iFGcIEYEC209bnKn5C9/pXbRzwTefx+eY8d26rUuWO/B45MTeWhCvJiauy2H/fk1Tam5gxtSc6dLqblXHJKpg4SEhITEuSCJet0MQ0UZ5lgbdTMdHPnPdgCO1GzjSM02QuOTuG7e369IM4zT0VhPr39gfxQd7NbnrDdS88MPVH3+OY7SUgDkXl743XIL/nfe0bmpnF0Qg8XOkvTCdi1bVnd64e9io+nZk5jvv6P0n/+k5ocfqXjvPTEd943XL/w7vEBBD8DuslNiLEFAwKp24pC7ULrkOOQurGonAgIlxhLsLjtqRcfd+NssDlb87xD5R6qQyWWMvzWJPqPPzxWyQ9H6ihFAvWaK7w3FLUw3NoKhQExxztksunaqvd1NN4J7i4Le+pfE9Uc+3rztja+J0yf85aJ/LIk2cLmgaJ8YiZexEorT3ed7hzVH48WNA7XnpWnnlY5CBX3miEN1Luz7GvZ9JRrgbP+POESPwpp8O59VDeC9zYXUWcUasyPiAvi/6b1I6eF73rt3GgzUrVmLYdkyjNu3g7M59Vo7cCD6GTNQx8aQP/++s29MqcS8dy/5D+xFk5REwH33oZ/WufVv1Uo51wyM4JqBEezLq+aLbTksPVjM3txq9jak5t6WGs0tw6II8pZSc68UJFMHCQkJCYn2Iol63YhTa2udSknmcb7729Pc8/aHnZaK191IL+t4kwxHRQVVX39N9bcLcBkMACiDgvC/6058b7oJhfeVk/JssTtZe7SMxemFrD9ejs3hcpufZFMw0axirdbGCXXzvGDvrmXaItdqCfvHP9ANHUrx317AtHMnJ6+5lojXX8Nz5Mjz22gHCHoAaoWahbMWUmURi/3Xjatgz9ZtDBk1ktnBYiquv4d/hwp6xlorv/0nnYr8epRqOVPv60dM/8AO236Hog+D5JvEQRDElMDsDaLAl7MZzNVwYrk4gFj7K3YsJM2E9S8hdzqBPsg3vwGbXhEFvbYi+CQuDhaDGO11YqVYq81Y3mKmTEzLTpwmRuOFDpBMLroaftEw8S8w7v/E72/vFwgZK5HlbkWTu5WbBU80ztHsDJ7NLbOmMTYh8Lyi4VwmE3Xr12NYthzjpk0ILe6LPPr0QT9zBvpp01BFRACiA71MrUY4g6GQTK0m6uuvqFu+gprvvsN6/DhFTz5J+dtvE3DvPfjMnYtc07miWmNq7p9n9ubbFqm5b60+wX/WZTJrQBh3j4phQKRvp7ZDQkJCQkJCovvQJUS99957j9dff52SkhKSk5N59913GTas7XpT48ePZ2ML84FGZsyYwdKlolPi3XffzRdffOE2f+rUqaxYsaLjG38RMRsMpxX0GnHa7ZgNBknUa6AxUi8lOOW0y9iLinBUVwPgcDjQFBZiOXIER8OTeaWfH6rwcGx5eVR++im1P/+CYLUCoI6Jwf/ee/C5+mrk6isjPcLudLEls4Il+4tYebgEo605KiI+yJMSg5V6qwOdC6aYVGiAqSY1BUoLJjko5TLCfbuWqNeIz5w5ePTrJ6bjnjhB3r3zCXzwdwQ+9NC5pePajPDNDWKaqEYPty86L0GvkVDPUEI9QwGw6+2UnKhmUPwIVKqOKSLfkuoSI0v+nU5dlQWtt4qZDyUTEtO5JhwdhkwGgfHiMHS+mEZbcqA5VTd3u1j76+APTasoNr3CHGTIECBuvGiqkPaVGPXVclCd8v4CnT4lWlCR2RyNl7sNXI7meRo99JwoutXGTwYvKWqlW6BQIiROY4Uthc8KtpJau5yblBuIlFUwT7mSeYaVsGkoGO+Gvte2K8rSZbVi3LwZw7Jl1K3fgGA2N81T9+wpCnnTp6OJjW21rio8nJ4rlrv912/dupVRo0ahPOW/XjdgAIEP3E/1ggVUffkV9oICSl74O+Xv/Rf/O+/E75abO/3hXbC3B49dlcjvx8ez/JCYmrsvr4ZF+wpZtK+QQVG+Dam5YaiVUmquhISEhITElcwlF/W+++47nnjiCT744ANSU1N5++23mTp1KsePHyc4uLUwtWjRImwtnrRWVlaSnJzMDTfc4LbctGnT+Oyzz5reazr56erFQKvXo1CpmoQ9mUyGIAhNr3BxXDC7C7XWWnIMOYCYftsW9qIisqZNd3t6Hw0U/PvdpvcylQrP0aOo37hJTAcDPAYMIGD+vXhPmtRxtde6MC6XwO6cKhanF7H8UAlVxubjFeGrZU5KOHOSw+kV6s3KwyU8+FUak01q1IAMGWoErjKpWexlw+ESuO79bfzvziEMivK7dB/qNGji4hrScV+m5vvvqfjv+5h27yH8jTdQhbRDLO9gQe9iUpxZw9L3D2A1OvAJ0jL7kWR8grqx6YRcAeEDxWH0Y+CwQv6u5lTdwr0gOEVBD8Q6bSc3tG/bCvUpYp8O1F4N03QN07waprchCl5uYuG51Cl02MTzI6PB5KLqpPvyAQmiiJc4VTQ+6a7H5Apmx8lKXl5+jPT8GkBLpufNBEx4hluDslDv/0qswVewWxxWPAP9b4DBd4mmNy0Q7HaMO3ZgWLqMujVrcNXXN81T9eiBfsYM9DNmoElMOGvEnyo8HFW4WELAbrdjzcnBo0+fNh+OKHx9CXzwQfzvvpuaH3+i8rNPcRQVU/7WW1T+738XrcyGWinn6pQIrk6JID2/hi+25bDkQBFpeTWk5e3nJe+j3JYaza2pUmquhISEhITElcolF/Xeeust7rvvPubNmwfABx98wNKlS/n00095+umnWy3v7+/v9n7hwoXodLpWop5GoyE0NLTzGn4J0AcGc8/bH2I2GKgqzGfZf94ExEL6Mx7+I/4RPdDq9VKUXgMHykW3u2h9NH4ebYtHjurqM6bjgNipqF+/AQDPMWMImD8f3bChF9cs4BIgCAKHiwwsTi9iSXqRmwFGoJeamf3DmJMSwaAoX7djMa1fGK8Pj6d0ZXN9PTkykhwK/pYSw/elVRwpNnDz/3bw+vUDuDol4qJ+rvYg9/Ag7O8voBs2jJLnnsO0ezfZ115L+Guv4TV61OlX7MaC3sl95az69DBOu4uQWD0zfz8ArfdlFn2q1EDsGOyanjhCroVdH8G+rxEaI/UCE8CnB0qVDZXWLhox2E4ZXA3R0k4bmG1iem9HolA3iIJeZxALzyAKNi13yvqdLYydrU7hyEfFWmsnVkDWBrDVtVhXBTGjxLTahCmiAYNEt+RosYHXVhxj/XExbVqnVjB/dCz3jY3D20MFxEPSVKgrhf3fiO651dmik/WeTyAsBWHgHZisPTGs2UjdypU4a2qatq8MCUE/fTr6mTPw6Nev0/+H5Vot/nfcjt/NN1G7dCmVH3+MLTOLyo8+ouqLL/C5bi4B99yDukePTm0HQHIPX966KYWnZ/Riwc58vtmZS1mdlX+tOcF/1mcwa4Dompt8AfUJJSQkJCQkJLofl1TUs9ls7N27l2eeaXYZlMvlXHXVVWzfvr1d2/jkk0+4+eab8fR0T93YsGEDwcHB+Pn5MXHiRF588UUCAtp227RarVgb0ikBDA110ux2O/azpLtebLQ+fmh9/HA4HG7T9SFh+PeIBuhybb5U7CvdB0D/gP6nPSanHsfToR01isDHH0OTlHRO63VHsiuM/HaghCUHismuNDVN99Iomdo3mFn9wxge64eywY3v1GNhrrNRvamkzW3bd1by6VMp/GXlMdYeK+fRhfvJKDHwyMSeXVIk1U2dQmRSIiVP/gnb8ePk33cffvPn4//7B1sXTrfVo/juFuR52xE03jhv+R4hNAU6+Hxs/C135Hl+aGMR237KAgGi+vlz1bxeKNWyy/JaYi8uJm/W7BZifstImxqgRqyt9dsSVGFhrTfgtIHN1CD4mZDZ6pvGG0VAmd3ULALaTchsRneBsHFawzi2emSNKadOmzhYajr0cwtNYqEo/AmN46rmSELhlMhDQdUgCqqaxULhVIGxUSwc+ThypxPF+pcoKDOQVjuEIQseIuLkd7i8wpBve8e9PZ7BCPGTccVPRogdB5oW6YyX4e/uQumM874jKag2887aTH49UIwgiGUWbhoSyUPj45oiyNza7uEPw/8AqQ8hy92CLO0LrNtWY0g7Sd37r+GwNEfAK/z88JoyBa/p0/AYOBCZvO3/nnPhfI6n58yZ6KZPx7hhI9WffIz1wEFqFiyk5rvv8Zo2Db977kGTlHjebWovfh4Kfj8uhvmjolh5pJSvduSxL7+Wn/cV8vO+QpIjfbhzeBTT+oZc1NTcrv4b7W5Ix7Pj6S7HtKu3T0JCoushExrzNi8BRUVFREREsG3bNkaMGNE0/amnnmLjxo3s3LnzjOvv2rWL1NRUdu7c6VaDrzF6LzY2lqysLP785z/j5eXF9u3bUbSRKvm3v/2NF154odX0b7/9Fp2ua6ae2Y315C35HsHlRCZXEDX7RlSeXpe6WV2Kz+o/I8uRxRztHIZp2q7RqCksJLpFqu3pyH3kD1gjul5EWUdRbYV9lTL2VsgpMDaLayqZQF9/gUEBAn38BFRn6B8IgqhFVO3XYqtSAG2IdDIBj2AH/gMtLMmTs65I3ODAABe39nSh7qKZzDK7naDffsN3h3hNMsXGUHLLLTh8fABQOC0MP/kmgfXHscu1bI9/imrPrh9tJAhQe1xNfbbY6fbsYcO3jxXZZVyiqaue8zKXA6XLisJlQemyonRZUDit7tOczeMKlxWl0yK+njKt5bgc59l3fgG4ZAoccg8ccg1GwQPBbiZYVo0gtPawqNbFUqpPodQnmRptDJf1D+0Kod4OqwvlbC6R4RTEL3xggIsZPVwEa8+ysiCgKS7GOz0d7/QDqKqbo17lKhfekWb00RYcUUHkBU8g328kDmUXcTgWBLTZ2fiv34DniRNNk+t7JVE1fgKW2JiL2pzcethcLCetsvl70KsERoa4GBUioL/Mgq4lJC5nTCYTt956K7W1teilkkoSEhLtoFuLeg888ADbt2/nwIEDZ1zu5MmT9OzZkzVr1jBp0qRW89uK1OvRowcVFRVd+mJaVVLMhjWrGX/VZPxD24gouYJxupyM/3E8RoeRhdMXkujX9tNzy5EjFNx081m3F/ndQjz69OnoZl5Sqow2VhwuZcmBYvbk1jRNV8hljO4ZwKwBoVzVOxgvjRKXU8BksGGqtVJfY8NU0/Baa8VYY8VYY8NYa8Npd51+hy1ITA2mRx9/dhuMvLAuA4cgkBzpw/u3pnTpukB1K1ZQ9rcXEIxG5H5+hPzzJTyHpZwSofcjQsTgTmuD3W5n9erVTJ48+YKMMpx2Fxu/PUHmHjFNbuisaFKm9OiSEZMdyRV3zrtFFhpbRA2eJbLQVt8QRXiWyMIzIAiwwjWU9a6BTJ59K+MH97sIH/jypKPO+47CZHPw+bY8PtqSQ71V/C2MiPPnT1MS6B/hc8Z1bSezqVuxnPrlK7Dn5DRNl2m1eE6YgPe0qeiiFCgPL0R2dDEyh1j6QVBqEXrPwTXwDoTI1AtyPu7I42k9epTqTz6lfvXq5rq7Awfid+896MaOvajX1Ip6Kwt3F7BgdwFldeJ9rUohY3rfUO4cEUVy5Jm/mwuhq/1GuzvS8ex4ussxNRgMBAYGSqKehIREu7mk6beBgYEoFApKS0vdppeWlp61Hp7RaGThwoX8/e9/P+t+4uLiCAwMJDMzs01RT6PRtGmkoVKpuvRF3z80DA//QPxDw7p0Oy8FOdU5GB1GtEotvQJ7oZC3HQLmODWF8jQolcrL4hjXWx2sOlzC4vQitmRU4HAJKAXwdckYGqJnRJgviXodLpMDY5qBNWvLMdZYMdVaaa/8L1fIcDnPvPCJnWWc2FkGwJ90Xpx02sjPNPLI2zt59q4Uknu2nSp/qfGfPRuv/v0pePwJrEePUvzg7wkY7kNQ1FHQ6pHd8TPKyCEXpS0Xcn2ymh2s+PAwhcdrkMtlTLijF71GXBkPBq60cx6VCjw8cU8z7gActiZR0GmpZ/7HGzEbDdwoX89c5VbsggKVzMkRVzQ/OMezeX0VW4YpUcgvb9G4s7nU9yV2p4vv9+Tz9poMyhtEoz5hep6e3osxCYGnFbBsBQUYli3HsGwZ1mPHmqbL1Gq8xo1DP3MGXuPGIde2CO/rNQnMr8GB72HvF8jKDiM7+B3yg99BYJJorJF8C+j829hj++iI46kaMACvd97GlpND5aefUfvzz1j27aP44T+gSUwk4L756KdPb12yoRMI81Px+JRePDwpkRWHSvh8Ww57c6tZfKCYxQeKSe7hy7yRMczo33muuZf6N3q5IR3PjqerH9Ou3DYJCYmuySUV9dRqNYMHD2bt2rVcc801ALhcLtauXcvDDz98xnV/+OEHrFYrt99++1n3U1BQQGVlJWFt1UeSuCxJL08HRNfb0wl6lzuCIGA1OaiqMLPjUBl7j5WTV1iH1gEBLhm3udT4yuSoG7Pz6myYM8tIP832ZHIZnj5qvPw0ePpq8PL1EF8b3/tp8PTRYDU7+Ob5HdjMrSN5VB4KUmfHUVNqojTHQGVBPQ6TgyjkRCEHC2x5PZ2dPiqiE/wIidETHKMnKMobVRfJzVXHxBCzcAFl/3yR6u9+pHJHLaaTIUS88x9UF0nQuxDqq6389p/9VBYaUWkUTHugH1F9uqaI2pE4qqsx7dqNYfmyS92Ubo3F7qSwxkxhtbnpdX9+LVvqIvmDYhFzlVt503497zrn8gfFIv6o+hGAd2vnsi2zgjGJnesWKtE5CILA8kMlvL7yONkVRgB6+Gt5ckoSsweEI29DrLWXllG3YjmGZcsxp7f4Z1Eq8Rw1Ep8ZM/CaNAmF1xlKh2j9IPUBGHY/FOyBtM/h0CKoOA4r/wxr/ga9Z8PguyFmzAVF710o6pgYwv7+AoEPPUTVl19Qs2Ah1hMnKPrTU5S//Q7+996D79y5yD08Or0tKoWc2cnhzE4O52BBLZ9vy2FJehHp+TU89t1+Xlx6lNtSo7gtNYpgfee3R0JCQkJCQqLzuOTut0888QR33XUXQ4YMYdiwYbz99tsYjcYmN9w777yTiIgIXn75Zbf1PvnkE6655ppW5hf19fW88MILXHfddYSGhpKVlcVTTz1FfHw8U6dOvWifS+LS0ijqJQcln3E5l9F4MZrT4bhcAuY6G8YaK/XVVvfXGgv11VYMVRYER3PEXDgQfppTXqmWuwt0bQh2Wm91mx23U9Gp1Iy/LYlVHx9uNW/C7b1IGBLS9N5hd1JRUE9ZjoGCzFqOHCpHaxWw19rJ3FNG5h4xmk8ml+Ef5klIjDfBMXpCYvX4h3kiV1yamlxy7IRG70E3sori3X6YyxRkP/g84a9q8Bo37pK0qT1UFtXz27vp1Fdb0enVzHo4maAo77Ov2A1x1tdj2rMH046dGHfuFKODLl21iW6BIAgYzA4Kakxuol1hTfN4pbFtt/BGAa9R0AOaXhuFvXmfy0jp4cugaD8GNryGSIJCl2d7ViWvrDhGen4NAP6eah6ZGM+tqdGtor0cVVXUrVqFYekyTHv2NJ9zMhm61FT0M6bjPXkySr+2HelPi0wmOon3GApTX4aDP0DaF1CcDod+Egf/OBh0F6TcCl7BHfDJzw9VSDAhf/oTgfffT/WCBVR98SX2wkJK//4PKt77L/533onfLTejuEhpdf0jfXjzxmSemdGLhbvy+GpHLqUGK++szeC/GzKZ0T+Mu0fGMDDqHL8TCQkJCQkJiS7BJRf1brrpJsrLy3nuuecoKSkhJSWFFStWEBIidvzz8vKQy91vGo8fP86WLVtYtWpVq+0pFAoOHDjAF198QU1NDeHh4UyZMoV//OMfbabYSlyetEfUEwSByk8+dZtWGjSIjPjrScz8geBy0T1XplafewfkAnDaXRhr2xbrGt+bam24XO0TKMwyAYsSvPw8iIrwJjLcCy//BtHOVxTtNDplh9b9iR8cTOaeUrIPVCC4xHr4sclBboIegFKlIDTWh9BYHwZM6MFkp4vnfzzI1l1FhDrlDPX2JMAGploblYX1VBbWc2RrccO6coKiGkS+GD3BMd7oA7WdX7/IWg/f3AB529An6PF44E0KX/0Uy5Ej5D/wOwLm30vQo48i62LpE4Unqln2/kFsZgd+oTpmPZyMPvBsley7Dy6LBfP+/Ri378C0YwfmQ4fA6W4SoUlIQJ2QQN2ys0frVX3+BWEv/gP5ZfS/4XIJlNdbKXAT7EwU1ViaxLvG+mhnwlOtIMJPS4Svlgg/LU6ngGKfy03Qa6TxvULmwuEU2JNbzZ7cZkOECF8tKVG+DIryY1CUL33C9WiUXSMq90rnSJGB11YeY8Nxse6mTq1g/pg47hsTi7dH8/XNWVdH3eo1GJYtw7h9u9t5px04EP2MGXhPnYIquIOENg89DL1XHIr2wd4v4OCPUHUS1jwP6/4BSTPE6L24CSC/NA9/FD4+BP7ud/jfdRc1Py2i6tNPsRcVUf6vf1H50Uf43XIz/nfeiTLo4kSvBnppeHhiAg+M68mKQyV8sS2HPbnV/Lq/iF/3F5Ec6cPdo8TUXOkclJCQkJCQ6D5cUqOMrorBYMDHx6fLFyi12+0sW7aMGTNmSPUXWlBrrWX0wtEAbLppE34ebQty1d9/T8lzz4NCQdiLL+KK7MmPX1Vgt7lQq+Vcd0cgWp0cpZ8fqvDwDmmbzeygvsaKsdoqvtZYqK+xYay2NLy3Yq5rn5W9TAY6vRqFl4oql5Osegsldjt1coE6uYBCp2D0gFDmDIpgaIx/u6LsOhKTwcY3z2/HZnag1qq47YXh6NphwScIAp9uzeHFpUcQBBjZM4A3ZvbFUmqhNMdAWa6BshwDNktrV0+Np7IpZTckWnxtzz7bTQtBD40e7vgFIgfjstkoe/U1qr/5BhA7shFvvYmqE1L+z+e8z9hTyprPj+ByCIT19GHG7wfg4dm9rxmC3Y754CFMO3dg3LET8759CDb3KDJVVBSeqanohqfimZqKMjAQ8+HD5Fx3fbv2oUlMJPz11/BISuqMj9Dh2BwuimtbR9c1jhfXWLA5z25mE+CpbhbtfLWEN4h3Eb5aIv20+GhVbuK50yUw+tV1lNRaaOuGQgaE+njw5T3DSC+oZV9eNWl5NRwvMXDqswm1Uk6/cD0Do/xEoS/alzCfy0d8Pl8u5v99fpWJt1af4Jf9hQgCKOUybk2N4g8TE5qMjFwmE/UbNlC7bBnGjZsQ7M3/Wx59+qCfOQP9tGmoLpaDtLUeDv8Mez+Hwj3N032jYOCdMPA2UfyTK2DcU62P58bXwOWECc90WhMFux3D8uVUfvQR1oxMQHxo6DP3WgLuuQd1VFSn7ft0HCoUU3MXpxdhc4jXhkAvNbemRnP7OabmSvekHYt0PDue7nJMu0s/VEJCoutwySP1JCQ6mgPlohtytD76tIKeNSOD0n+KKd3BTzyOzzVXs+LDgzgcAiDD7hDYmQbTH+jbrn0KLgFzvb0hos7aLNI1iXfiq70NIaotFEo5nn7NkXRevprm934aagQnq7Mq+OZgMRlltQ0rgadWwdS+ocxOCWd0fCCqS5SeCqLgOObmBNZ/c4Sxt8S3W1yTyWTcOzqWmAAdjyzYx7asSm7/di+f3D2UEQPFiAbBJVBTJtblK8upozTHQEVBHVajg7zDVeQdrmranre/B8ENkXwhDfX51B7ncek7jaAHIFerCX32r+iGDqX4r3/FvG8f2ddcS9grL+M9YcK576sD2b8mj60/ih3IuIFBTJ7XB2UXqU94LgguF9ZjxzBu34Fx5w5Me/YimExuyyiDg/EcMRxd6nA8U4e1KSgo/fyQqdWtBED3hZTIvbywnjhBzvU3EPT44/jffReySxTx04jR6mgS6grc6tqZKKwxU1Z3dkMbuQzCfLSE+3o0RdpF+OrcRDztOf4+FHIZz8/uw4NfpyEDN2GvUfp7fnYfEkK8SQjx5vrBkU2fJ72ghn15NU1CX5XRRlpeDWl5NXxCNgCheg8GRYvRfAOjfOkb7oOHqvv9hrs6VUYb/1mXydc7cpvE31kDwnhyShIxgZ64rFbq1ogReXXrNyCYzU3rqnv2FIW86dPRxMZe/MZrvGDQHeJQckhMzT3wHdTkwfoXYcM/wb8nVGaIDrWj/9i87sbXYP1LMOEvndpEmUqFz5w56GfNon7DRir/9z/M+/dTs/A7ar7/Af20aQTcfx8evXp1ajta0i/ChzduSOaZ6b1YuDufr7bnUmKw8O+1Gfx3vZiae9fIGAZF+V72zugSEhISEhLdFSlSrw26yxOS7vLE6WLz3v73+CD9A+b0nMNLo19qNd9lsZBzww1YMzLxHD2aHv/7kMy08jZrwE2Z35e4gUEYa6wYa2zUV1uahbtTRLuzOb42otEp3VJf3cQ7P7GencazdTpsmcHCkgPFLG4odt2IWiFnQq8g5iRHMLFX8Dl3yDuTC/2NHi02MP+LPRTWmPHRqvjg9sGMOI0zrtPuoqJQrM9XlmOgNMdAdamJU0OHZDLwC/NsjuiL0eMf4YniTAKom6DnA3f83CTonYotP5/Cx5/AcugQAP733EPw4491WDpue4+p4BLY+mMm6evyAeg/IZLRNyRc9IjN80UQBGwnT2LcsQPTjp2Ydu3CWVvrtozC1xddaiqew1PRpQ5HHRvTro6nvagIR7WYAupwONi6dSujRo1C2eBOqfTzQ6bRUPzXZ6lfvx4AXWoq4a+83CnRlyB+3iqjzS26ruCUuna15rNH8WqU8hZindZ93E9LqN4DZSeJ/SsOFfPCkiMU11qapoX5ePD87D5M63f24yYIArmVJvblV5OWW0NaXjXHSupwnhLOp1LI6Bvuw8CoZqEvwvcipN5fQjrz/95kc/DJ5mw+3HSyKf16VHwAT0/rTb8QHcYdOzEsXUrdmjW46uub1lP16IF+xgz0M2agSUzoesffboYjv4rRe3nb3Wa5okax3nMO4wOrUGx+VRT0xj11UZsnCALmPXuo+OgjjJs2N033HDuGwPvvRzt48EU/pnani1WHS/l8Wza7c5rT5AdE+nDXiBhmJbedmut0CWzPLGPV5p1MGZPKiPhgyen6ApHu8Tue7nJMu0s/VEJCousgiXpt0F0upt3lz+lic/+q+9levJ2/pv6Vm3rd1Gp+8fN/o+a771AEBRL3yy/YVN6ndWs9J2Sg827pDnuqYCfWsVNp2i+61ZhsLD9UwuL9RezIrmyKwpHLYFR8IHOSw5naLxS9R9f8/jviN1peZ+W+L/ewP78GpVzGi9f04+Zh7UtTspodlOcaKMuta4jqM1BfbW21nEIlJzDSy03o8wluEAms9fDN9WKn8CyCXiMum42y19+g+quvANAmJ4vpuB2QitaeY+qwO1nz2VGy0kSjkRFzezJwclTX63Sfgq2gANMOMZ3WuHMHzvIKt/lyT090Q4eK6bTDh6NJTLyg6LmzdUQFQaDmhx8ofeVVBJMJubc3oc89h8/sWee8L4fTRWmdtamOXUvhrqghPdZiP3tqrN5DSYSfrikVtqVoF+6rJdBLfUm/547u3JtsDg4U1JKWV90U0VdR3zrKMthb0yTwDYr2o3/E5RXN1xn/93ani+925/PO2gzK68TrYt9wPU9PSWCQIU+MyFu5Cmd1s7ijDAlBP306+pkz8OjXr8tfU5ooPw5pX8L+b8Fc5T5PFwjRIyAgAQITGl7jRefdi4Tl6FEqP/oYw4oVYiQhYhmHgPvuw2v8uEsSJXyosJYvtuXw66mpucOiuG14dJPJzYWK+RJtI93jdzzd5Zh2l36ohIRE10ES9dqgu1xMu8uf08XEJbgYtWAU9fZ6fpj9A7383dNYDCtWUPjY4yCTEfXJxzgSUlj2/kGqis7sgitXyvD00bgLdi2EOi8/DTof9ZmjvdqJyeZg9ZFSlqQXsfFEOfYWEYCDo/2YkxzOjP5hTbWNujId9Ru12J386ccDLEkvAuC+MbE8Pb33eYkFxlprUyRfWY4o+FlNrQVdjU5JcA8dwXUrCDFtINizFM95n59V0GuJYdUqiv/yV1x1dch9fAh/+WW8J15YOu7ZjqnFaGf5BwcpyqhBrpAx6a7eJA4LvaB9dhb2sjJMO3eJ6bQ7dmIvKHCbL9No0A4aiOfwEXgOT8Wjb19kyo6pGnEuHVFbbi6FTz2FJV1M7dfPnEnoc8+i8PFpWsZid7pF1RWdkiZbYrC0ijhri2BvjVtk3anRdt5dVMBvSWf+NwmCQH6VuSGaT0zZPVpswHHKsVXKZfQJ1zcLfVF+RPp132i+jjymgiCw7GAJb6w6TnaF+N8X5aflLz0Fkk/som7FChxlZU3LK/z90U+bin7GDLSDBl3yNPQLwmGFo0sQfpqPrM0KkC3wDGoW+BoFv8BE8I0GRedUr7Hl5lL56WfULlrUVKdQk5BAwH3z0U+ffkkMmKqMNhbsyuPrHblN10ulXMb0/mH0CvXijZUnWh3JxrPs/dsHScLeubD+5Uta9/Fyp7v0m7pLP1RCQqLrIIl6bdBdLqbd5c/pYpJRncHcxXPRKrVsu2UbSnnzjbetoIDsa+ditKupn/UgpZ6JlOXWtWu7N/91GAGRXp3VbGwOF5tOlLM4vYjVR0ox25tr7/UK9WZOSjizB4TTw1/XaW3oDDq6I/rO2gzeXpMBwFW9Q3jn5hQ8NRfWuRIEgdoycwuRz0B5Xj1OR+uoKS8/TbPbbrQ3wdF61Noz799WUCCm4x48CID/3XcT/MTjyNTnZ+BxpmNaV2Vhyb/3U11iQu2hYPqDA4hMunjRJmfDWVODcdcuTDt2Yty5E1tWlvsCSiXaAQOa0mm1Kcmd4j674lAxD36d1u6OqCAI1NZZKHrvffjqE2QuFyafAFbOvp+dvnEU1pjbjB47FZVC1qKenVjHLrKFYBfm63FZuE5e7P8ms83JwcLGaD5R6GuMPGtJoJemSeAbFOXLgEjfLlWu4Ex01DHdllXBq8uPkV5QC4LAQHsFD5NNVPpWHIWFTcvJ9Xq8J1+FfsYMPFNTO0xM7xI01NBzypQoBAcMuBnCU6AiQ6y5V5EJdUWnX1+uAv/YUwS/RFH00/l3SBPtZWVUf/kl1QsW4jKKwqsqIgL/e+bhe911yD3ab2DRUTicLlYdKeXzrTnsyqk66/KNBjlb/m+ilIrbXlrUd7SPfLz5nN/2r+a6jxc5Tfxyorv0m7pLP1RCQqLrcBndpUlIQHp5OgD9A/u7CXo1RQZ2/+UrihN/T513FFQAFaKg56GxY7EqgNbRBzKcxEYaOkXQc7oEdp6sZHF6EcsPlbjVy4ry1zEnOZw5KeEkhnh3+L67IzKZjMeuSiQuyIsnf0hnzdFSrv9gO5/cNYRw3/N3x5TJZPiG6PAN0ZGUKka0OY21VH36CKX5ZkqdfSjTjaeqwkV9tZX66nJO7itvWBn8QnRNabvBMXoCI7xQqJp/S+rISGK++ZqyN9+k6osvqfr8c0xpaUS89RbqyI5zhqwoqGPJu+mYam14+mqY/YdkAiI6T4huDy6jEdPevRh37MS0YweWo0dxc3KQyfDo3Rvd8OGiwcWgQcg9PTu1TU6XwAtLjrQZo9M47U8/HmBzRgXFtZamyDux1lgSSaMf4k97FxBRW8G1X7+Mq+dYjvSZDgoVOrWiVQ275jRZHUHeGqlz2wlo1QqGxfozLFYUVARBoKDazL78GtJyRaHvcJGBinorq4+UsvpIKSAafPQO83aL5ovy13XbaL4zcbiolldXHGfTiXIi68q4qySdWRWH8SoVo2MdgEynw3viRFHIGz0K+Xk+eOjSNAp6Y5/mt7o+zPI+gmLTKxDQE2a91byctQ4qM0WBrzLDXfBzmKHihDgcP2X7Wn/3FN7ARHHcLwaU7T+equBggp98koD776f62wVUffkl9sJCSv/xIhXv/Rf/O+/E79ZbUFzEDr9SIWdG/zBm9A/jcFEtr684xoYTFaddXgCKay3syq46bS1ciRa4XDDoLjAUwfqXUOTtok+dGvnaXbDjP5KgJyEhISFxWiRRT+KyotH5NjkomZpSE5l7y8jaV0ZFfj1oUwHRKCEiyY+eg4KJSxHdVL/5ywZsdnAX9lyoVQLjHpndYe0TBIH0gloW7y/itwNFlLWIJgn21jBrgCjkJUf6XJYdy45gTnI4kX5a7v9yD0eLDVz93lY+unMIKT18O2YH1joU391EUOV2gvx86Hfn/0HEYGwWB+V5dU2Ou2U5BuqqLFSXmKguMXFsRwkgpmoHRno3CH3iq2+wjpBnnkE3dChFf/4LlgMHyJ47l/CX/4n3pEnn1LystHKK1npyMqycpGHhAOQfrWL5hwexW5z4h3sy6+FkvP0vfiSHy2rFvG9/Uzqt+eBBcLinNqvje+KZOlysizd0KApf34vaxl3ZVW4pt21RZ3Hwzc68VtP9PdWoIwbwS2oy0zZ/T88dq7guaxNzXYUEvvwqQcl9pPO2CyCTyejhr6NHw8MRENOjDxU21+ZLy6um1GDlUKGBQ4UGvtyeC0CAp5qBUb4MbBD6kiN9Lzga+FKSX2XizVXH2bb1EOMK9/Ofwv30rG2OQpOp1XiNG4d+5gy8xo1Drj3/ByRdnhZRUK6Rj8OyZbjGPIlCoRCnQ7NoovGG8IHi0BKXCwyFzQJfo+BXkQGGArFeX/5OcWiJTCEKe4EJEBDfHNkXkACegeKNSRso9HoCf/cA/nffRc1PP1H1yafYi4oof/ttKj/6CN+bb8L/rrtQBQd37LE6C33Dfbh2UOQZRb1GduVUMjTGr9MMeroFTgfUl4qCnaHwlNeGoa4YXM0Pd+VZq0kAKEMS9CQkJCQkzkj3vVOVkGiDjOw8BhVMQZfVj2/KdjRNlwlO/KqPkzgxiT63jUPrqYC6EqjZB7X5jE+tY9WW6FO2JmfcXf3R6S88WiGjtI5f9xex5EARuZWmpuk+WhXT+4UyJzmc1LgAKYqnnQyK8uOXh0Yx/4s9HCup46YPt/PmjcnMGhB+YRu21jW43DaYYtz5M0SINfTUHkoiEv2ISGxOZzUZbGJ9vtxmx12r0dHkwNuI2kMhRvJFx+L/zy/g41dx7d9BwUMP43fnHYQ8+WS70nFNBhubF2bgssnYtCCTHr0CyT9axbovjuJyCYQn+DLjwf5odBcnrURwOLAcOtRkbGFO24dgdU97VPXo0ZRO65k6DGVQ0EVp2+koqzuzoNfI5N7BjO8V3BRpF+6rRadu8Zd57yjq1q2n+NlncWZnUXXHLSgefxz/u+/q3jXHLlM8VAqGxPgzJKY5mq+41kJanui0uy+/msOFBiqNNtYcLWPNUbGmnFwGvUL1zWm70X7EBHT9aL7Keisf/7KL0sVLGZu/nweqc5tnKpV4jhqJz4wZeE2ahMLr0kb0XjRczmZxxN7CSbpRLHE5216vJXI5+PYQh54T3efZjFCZ1Sz4VZxoHrcboSpLHE7Fw6dFzb6E5nH/OFCK5QfkHh7433YbfjfeiGHFCir/9xHWjAyqPvmU6i+/wufaawm49x7U0afex3Qewd7te3D0r9UZfLI5m1HxgYxJCGJMQmC3KyVyRhw2UZBrJdS1GK8vAeHsRkggA+9Q0IcjFO1DJrgQ5CpkkqAnISEhIXEGpJp6bdBdahl0l9oQnU1VkZHMtDJO7CmmtqS5wy6XQ0S4He+tPxOQv4egwXrCxntAbb54k+VqjiASBFhR8xTZ1mEIKMS02x4Gpj85FTTn1+HJrzKx5EARi/cXcaykuXafVqXgqj4hXJ0cztjEINTKy1cA6OzfaL3VwSML9rHumNgB/+PkRB6eGH9+He4zCHrtRRAEDBVmynKa3XbL8+pwtOFq6qGw4VV6FL0hl8BAGb3+/hje8afvkAmCwIoPD5J9oALBBTI5+IboqC4WReL4IcFcdVcft9TfjkZwubAeP96UTmvas6ep3lMjyqAgMZ22QcjryBTjjuCntAL++H36WZdbcN/wdqWMOSorKf7rs9SvXw+ALjWV8FdeRhV25RaH767/TRa7k8NFBva1iOZrK6rTT6diYENdvoFRfiT38MWrE6L57EVFOBqcZx0OB1u3bmXUqFEoG+rbKf38UIW7P8gwlJSz+oOFuNatok9ZFvKGpHJBJsMzNRX9jOl4T56M0q/r1Nq8FFzU36ggiKJPUwpvi3Temnw4nWGHTA6+Uc0pvC0MOwRdEPWbNlH5v48w79snLi+Xo582lYD58/Ho06dzPxNiKYPRr66jpNZyWssRD5UctUKOweIesR0X6MmYBFHkG94zoFPOnw7BbnaPpmtLtDOWnX07AHIleIeBPrxhiGg97hUCClXruo9SpF6H0F3+m7pLP1RCQqLrIIl6bdBdLqbd5c+poxFcLqqyCsjclU/WIRPV1c2Fzp0yB5X649wsrCNGs4vyTRqMpRo0PnZiJpcjb3nfKFeKN1E+UeATiamikm/23YlN8EQjM3Jr4MNilN6YJ2HIvKYn5meivM7KsoPF/Lq/kLS8mqbpKoWMcYlBzE4OZ3KfEPeIn8uYi/EbdboE/rnsKJ9syQbgmpRwXrluAB6qcyiAb62Dr6+H/B3nLeidDpfTRVWxkdLsxmi+OqqK6mnryqv3EgjtG9pUoy8w0gtlw+fI2FPKqo8Pt7mPlKt6MHJuPLIOjvQUBAFbdg6mnTswbt+BadcunDU1bssofHzQpaaK6bTDh6OOje2SUUxmm5N312Xwv01ZtOGB0sT5FHcXBIGaH36g9OVXEMxm5Ho9oc89h8+smR3T+G7G5fTfVFxrFgW+3Gr25ddwsLAW2yk/ILkMEkO83YS+uEBP5BdwPtqLisiaNh3BdnoDFplaTc8Vy5F7e1OzajUZC3/G61AaihYRQfbe/YicezXeU6dc9BTNrkyX+Y3azVB1sqFGX8v6fZlgNZx+PY2+IY03AVOVNxXrsjCmNRf48xwzhoD75qMbOrRTr8eNpkPgLk22NB2a3CeUAwU1bM6oYHNGOWl5NW5O4Eq5jEHRfoxNCGRsYhB9w30uTtaCtf7M0XWGQjGduj0o1KcX6hrHPYNEZ9uzcbq6j5Kwd8F0mfP+LHSXfqiEhETXQRL12qC7XEy7y5/TOWO3iDdTtflQWwC1BQjV+VQWm8kqCiGrpg/VjuboHzl2ojT7yfHfx6eRJ5lqruCfFZVUnAikPE2NTCUj9vExaBJ7gU+PhiFSTHFovMFquIk6Hvsa6/b2ZFL8BhKr3m1uk08PGP+06JKncBfkDBY7Kw6VsCS9iK2ZFTTeq8pkMDw2gDkp4UzvF4qv7jIsOn4WLuZv9NudeTz36yEcLoFBUb78784hBHq1wzm1laD3C0QM6tS22q1OyvPFunzFR0opOViISdH6WiNXyAiI8CIg3JPMvWVtRvwpVHLufGlkh6SJA9gLC5vSaU07duIoc49CkOt0aIcOwTNVjMbT9OrVpdNNBUFg1ZFS/r7kCIU1ZgD6hes5VGRAxuk7oi3db9uLLSeHwv/7PyzpYm1P/cyZhD73LAofnwv7EN2My/a/CbA6nBwpMjRF8u3Lq2n6XbXER6sSa/P18GNQtC/JPXzRe7T/WJgPHybnuuvPupx26FBM+/YjczSnk+YG9MBz2nSG3X0Dmh6R7d7nlUSX/40KgliDraVBR6PgV5PbZiqnpVpJ5VFvDPnapgubNj6MgFuvxmv6XGS+kaet3XchrDhUzAtLjrhFtYb5ePD87D5tXkcNFjs7sirZlFHO5owKt5IkIEbCjooPZGxCEGMSAwnzOcc6j4IgCqKGIqgtPH0NO2tt+7an0p05uk4fAbqAjjm2kvttp9Llz/sGuks/VEJCoutwZYQLSXQdBAHM1c2CXU1+w3izgEd9adOiFY4YsiyjyLKMoMZ5ipDneZT44Fxiok1oAkK5v9aAzWgmOfUPmFxDKf/hd4CT0L/9A811152+TQ03Ua7xf6Y8/BqKHTspG/MH4gs8kW96BdReYvt+fQi2vgMT/oIlYRZrj5WzOL2Q9cfL3SI3kiN9mJMSwawBYYToL75ZwZXKralRRAfoePDrvaTl1XD1f7byL2+zNAAA47hJREFU6d1DSQo9g3vwJRD0AFQaBeHxvoTH+5JyVRSCPYX8N98lb/FWDN4x1If3pc6vJxaTk/K8Osrz6k67LZfTxcYFx5n+QP/zaoujokJMp925A+OOndjz893my9RqtIMGNaTTpqLt1w9ZF74ZbklepYm/LTnclJ4d4avludl9mNInhJWHS1p1REPP0BFtD+qYGGK++YaKDz6k4v33MSxdimnvXsJfeQXP4akd8pkkLi0apaLBRMOPe4gFoNRgYV9eNWl5NezLq+ZAQS21Zjsbjpez4bjolC2TQUKwl5vTbs8grwuK5gMw796NDMjzDmZX7BASb7mWa2ePvKzLOlwRyBpqq3mHQuwY93kOa0N0X4Zb/T4Pjwwi/KoJqjdQecyL2pM6zJnFFPz9AzTvvEtAPwf6wT2QBSe2MOxoeFWfv+v4tH5hTO4TyvbMMlZt3smUMamMiA8+bbSd3kPFlL6hTOkrus3nVhqbovi2ZVZSbbLz24FifjtQDEB8sFeTwJca44fOWXcaoa7FuK2+fY3X6FuIdKcIdY3TPHw7RQxtk46o+yghISEhccUhiXoSHYvTLtaOqWkU6fKaxbrGaXbjaVcXhbw4Mm1jybKOotYW2DRPoRCIipMTPyiImKE9UXtNbZrnElwcXDAKgAHBYyma9xQ4nehnzsRn7twzt9nlJKPPI9y5fQjFtXsABV9m7CHMZxhf9nmEhAAVePgibHkLWcUJ+OEuMoU4vrPfwCbXAEBGfLAXVyeHMzs5nJjA8785lrgwRsUH8vNDo7j3893kVJq47v1tvHvrQCYktZF2dokEvbaQqVREPf0EfsMHUfx/T+PMXYbMywv9My9S4t2L7YvaKK7egOCCk/vKqSyqJyD87PUfnbW1mHbvbhLyrBmZ7gsoFGj7929Ipx2BdmAKck07Ih67EBa7kw83nuS/GzKxOlyoFDLuGxPHwxPjm1Lfz7Uj2l5kSiVBDz+E15jRFD71FPbcPPLmzcP/7rsJevwx5O0wRJHoXoToPZjWL6xJDLY5XBwrMZCW2yD05VeTX2XmRGk9J0rrWbhbFM69PZSk9Gg24EiJ9MXnHE1uVkYNZWWv8UybPZonxsZ1a6deiXai1EBwb3FoiSCAsQJ1ZQZhFRkEZR+katkuqneXY61VUbRVRfm+Evx7ZeIbZ0aubBGnrI90q9nXZNihjxALFJ+O9S+DXIFi3FOkxvpTeVQgNdZfvI5ufK1BpHrmjB8nOsCT6ABPbh/WA0ddGRmZxzmRcYLSgiycNYWEVFcRtquK0N2VyGVVILOfcXtNaP3OnA7rHQYeXSwK6kzHSorQk5CQkJA4DdLdn8S5YTE0iHQN0XU1LSLsavNFQa89Dl+ewWIKrE8kgk8U5Y6eZBZHkHVSg6G6eX2FSk50vwDiBwUT3T8AtUfbP9mTNSept9ejVXjg9eYX1BcVoerRg9AX/nbWejIrgu7mwZVpCLgXRC+ptTAlbTiPT06ktMzCJksPrncs5l7FMvrJTvKl+lXyvAfhnPAsMQPHdsk6YlciPYO8+Pn3o/jd13vZmV3FvZ/v5tlZfbh7ZEzzd9RS0PPwgTt+uWSCXku8x4/H45efKXzij5j37aP2L48RduttxCROJjfD2GYdPpkMYpK8TivouUwmTHv3YtwhptNajhzBbUMyGZrevZrSabWDh6Dw6r7C9IbjZTy/+HBTSteo+ABemNOP+ODWx0chl7XuiHYQ2uRk4n7+mdJXX6Pmu++o+uwzjFu3Ev7663gkJXbYfiS6HmqlnAGRvgyI9OVu8VkTZXUW9uXVNKXtHiiooc7iaIhQqmhaNz7Yi0FRvox0VZDUjn3JrrmBr+6c0r5SAxKXNzIZeAWJQ/RIlIMh+HoIMBio/vYbqr74Ant1LaVpvlQcD8J/oBa/qDIUriowFIjDyQ3u21RqGyL6GgW/xIbxeNB4iyVM1r8kLjvy8eb1WqSRAqK4V196SkTdqVF2xShddnoDTXLlaXop5YKeEsGfKkUgcp9I/EJjiIqJRx8S3SzYqS8jh10JCQkJCYkzIIl63Y2Gp6JtPrFr51PR0+JyQX1JQ1RdnrtY1xhp154aJAq1eFPl28O9hp1PpOjkpg9HUHpQllNHZloZWZvLqKtsFNRcKFVyovsH0HNQMNH9Ti/ktSS9XHSzvO1EMPWrVoNKRcRbb6HwOnPkktMl8MKSI206tzVOe2v1iYYxNV963oql9z3cLfxM8LGviapLg8XXwrFpMPFZCO139uMj0en4ear56t5U/vrLQb7fU8ALS46QWVbP3+b0ReUwwtfXQf7OLiXoNaIKCyP6yy8o//e/qfzoY2q+/YZI9WIKhj6HQ+khOiI2IrhQ2C1EfvUs9ht/QBUejstmw7x/P6YdOzHu3Ik5PR0c7s6D6rg4MZ12+HB0Q4deFk6YRTVm/r7kCCsOlwAQotfw15l9mDUg7JIJ7nKdjrAX/obXuHEU//WvWE+cIOf66wl64gn877qzS9cilOhYgr09mNo3lKkNKYd2p4vjJXWk5VU3mXDkVprILKtHOHGMwQcXt2u788fG4SkJehJnQKHXE/i7B/G/ex61P/9M5SefYi8ooHyLnUqdP77XzcN/xlBUQoV7/b6qk+AwQ+lBcTgV7zBR3AsfBOtfQl52nHBjMIoFn8HJ9RDUCzJWwd7Poa4EhPakjjakHbeRDit4h1Hg8mdDkYKNWbVsz6rEaHaCGfh/9u47vqbzD+D4547sPSWxksgg9l61Wkq1itam9qa0KNXas5Qaba1fjdqqVbRV2qooofaoFREjRkgistdN7v39ceUSMkkk4ft+ve6LnPOc53zPuVfc+73P83zvAqehvAs08k6mkXc8dTxM8lYwSwghhCimJKlX3OT2W9HMpCRkTNI9ua5dzB3Q5mJag5ndwyRdmceSdY8l8CycMp2uodPquHc9hiv7bhF8Moy4yGTDPrWxEvfKjoZEnpFJ3t6InQk/Q+kwHW/8fAMA548/xqxyzgm2o9ciM6yplZXGPo70f82TBuUcUKuUQCOIHgX758CpDXB5N1zeA5Xeh2afgUO5PMUv8p+xWsmc96vg5WzJ7N8vseFICGERESxlFurbR4tkQi+dwsgI59GjMa9Vi9ujx2AcF4vv5U2cr9jviYZKfC9vwig+kojvVqK5fo2EEyfRJSdnaGbk5oZ5/XpY1KuHeZ26GJV4eapgpqRqWXnwGov3BpGoSUOlVNCngTsftfDBsohMRbR6vRlmv+wkdMJE4vbtI2zOHOL278dt9iyMXJ9t/T5RvBmplFQqaUOlkjb0rO8OQOjRk4Qu/gaz44dz3c/529HUke+SRC4oTU2x69oV244difl9N/f/9z+SL18mct0mHmz+EZt27XDo1xfjFu76A9I08ODGYxV5H63fR0KEfmZGbKihf9X5H6n9+AnDL2UMQKHKYv26x/5uWQJUmU9BVwClgQ884YPX9L/7T4U8MKzHd/Z2NJfuxnLpbiz/O3ANE7WSOh72hvX4fEtYyYwKIYQQL6Wi8YlH5F76CL19M1GmpQF+KA/Mg3++gIYfgdcbcGHHE0UoHibwEu7n3L9CpX9zlSFZ93gCr6R+ykUu6bQ67l6NJvhkOMGnwoh78Fgiz0SFR2UHytV0pkxFB4yMn/0b1Qu3T/Hx9jRUGrBo3Aj73r1ydVxYbM4JPYD3a5SisY9Txo02peDdr6HBCH1C9fzPcO5H/Z81PoDGY/X3SxQahULBwMblcHewYPzmwwy6OQW18jJpJjaoimhC73GWTZrg9tV8bg0chHP4Se6F1yDCsYr+36k2Daf7ZykRfhKAqI0bDcepnBwN02nN69XDuNTLWQHzUHAEk3ac50qYflH02u52TG9XifIuRWydJEDt4ECpJd8StXUr92Z/QcK//3K1bTtcJk3C5p23Czs8UYgSz54l/Ntvid//D2YASiVxVWpiefpYjsdGJqQUeHzi5aJQq7Fp8w7W77xN3P793P/fdySeOEHU1q1E/fQTVi3fxHHAAEz9/PRTbR29wPetjJ0kPshYkfd+ELqLv6JAh06hRNHgw6eTdhZO+i+m84mxWkldTwfqejowpqUvkfEpBFzRJ/gOBEUQGp30aHr7LnC2MuE1b0ea+DjR0MtRpqwLIYR4aUhSrzh6mNhT7ZvJuyhQoAOlGgIW6h/ZMbbUj6YzJOsemx5rWxosXUD1fC8LnVZHaHA0wSfDCD4VTnzUo0SekakK98qOeNV0poyfPernSOSli06OpulPwZS6D0onB9xmz871tDZnq9xVp822naM3dFwDr30Mf894NN3k9CaoMwBeGwUWDrk6jygYb5Yzp6Hb11jcu0y0zpwhKeMZmVyW4lCPVO2gf+0ogPKXN/OvrS+pajPUacn4Xt5saGdetw5WLd7Eol5djMuVe6lHJITFJDHjt4vsPHMHAEdLY8a/VYH3apQs0tetUCiw69QJizp1uD1uHElnznJnzBji9u3DZfIkVNZFLxkpCk7i6dOEf7uE+AMH9BuUSmzavIPDoMGcupdASr8uGGtTszw+RanG1sUpy/1CZEehUGDVtClWTZuScOIE91f8j7j9+4n9fTexv+/G4rXXcBgwAPM6tZ/+vWpmB6Vr6x8A++eiuPgLaQo1Kl2q/r1m3UEv9HrsLYxp87BgmU6nIzg8jn8uR/BPUDj/Xr1PWGwy207eZtvJ2wBUdLOmkbcTjb0dqeluh4lapuq+zNK0Oo5ci+REhAKHa5H5UhhLCCGKCknqFVdNxqLbN0uf0APQpmJYiyR9lF16wu7xBJ6pjX4x5Xym1eoIvRJlGJGXEP1o9ICxqQr3qo541XCmtJ896nxe4+TyD6t444wOrQLKfDnPkATJjdCoxGz3KwAXG1PqeNjn3JlrVei+FW4cgr3TIOQwHP4GTnwPDYZD/WF5GuUo8klSDGzogMW9E2hNbJhqNpVDd505tvIIs9pXpmOt0oUdYa4Za+LwvbyJIK8O+FzZirEmzrDPeexYzCpWLMToCl5qmpbvD99gwZ+XiUtORaGAD+qVZfSbvtiY5a1qaGEydnfHfcMGIpYtJ2LpUmJ++42Ekydxmz0bi3rFIdUsnkfCyVNEfPst8QEB+g0qFTZt2uA4eBDG7u4A1HbX8W77SSTfj8x0zVcFYOJgz866fi8qbPESM69ZE/PlNUkKDOT+/74jZtcu4g8eJP7gQUyrVsFx4EAsmzXL/AvTh8u/pDX+lF9j/XjH6gKq9GViCqliq0KhwMvZCi9nK/q+5kFyahonrj/gn4dTdc/fiTE8lu0PxsxIRT1Pe32Sz8eRck6WRfoLIpE3u8+FMvWXCw+X21GxNug4rjamTG7jZ6haLoQQxZkk9Yqr/XNRoEOLEiVaqDcUmk8B9YubTqDV6rgTFEXwyTCungonIeaxRJ6ZGo/0RF4Fe1RGBbMgfMrNm5h+tRqAc619qFivXq6OS03T8sXvl/ju4DXDNgVk+PCU/nZuchu/vH2bV7YB9PkdrvwFe6fC3f/AfzYcXaEftVe7PxjlboSgeE4PE3rpRTGUPXcw07EKyVvP8Nt/oXzy41muRsTzyZu+KIvJN7Ylwk8apty+So5fj2TC9nNcuhsLQNXStsxoW4nKpWwKObJno1CrcRo+DMtGr3F77Fg0N0II6dMH+969cfr4I5TGxoUdoshnCSdO6JN5hx6umadSYdO2LY6DBmJctmyGtiqlgg+7vsaQ9fp/65n937S0aw0ZaSLylamvLyXnfYnTyBFErl5N1I8/kXTmLLeGDcfYqxwO/ftj8/bbKIz0X6Jofp5E6r4lUHsQqQ6tMbkUQELD1qjLPYCf5qKOjMOo/bRCviowUato4OVIAy9HPn2rPBFxyRwM0o/iOxAUQXhsMvsCw9kXGA6Aq40pjbwdaeTtxGtejthZyO/j4mr3uVCGrD/51Jcjd6OTGLL+JEt71JDEnhCi2FPodLrMvgR+pcXExGBjY0N0dDTWRXE6VGbfiv7zhb5IRgF/K6pN03I7KIrgE2FcPR1OYuyjwhom5mo8qjlRrrqTPpGnLtjKjrqUFK73+ICks2e5VAqSF02kS8VuOR73ID6F4ZtOEnBFv8bg8GZe+LlaM/23CxmKZuTLt3haLVzYrl9z7/4V/TbrkvrnqVqP557qXNRpNBp27dpF69atMTJ6wSOpnkjo0XMHuFUH9AnpBX9d5uu/9c9Jy4olWNC5GubGRe/5SDx/nuvvd8ixnftPP76UI/XuxyUz+/dL/HjiFgA2ZkaMa1WeLrVL50sitlBfow9p4+O5N2cuUT/8AICJry9uc+di6utTKPE8r6JwT4uShGPHCP92CQn//qvfoFZj064tjoMGYVw6+5HCGUeY6MkIk+cnr9HcSY2IIHLtOh5s3Ig2Tj8yXO3mikPvPli81pBr77ZBl6rN8niFWkm5P/7EyM3tRYWcZzqdjsB7sRx4OFX36LVIkh+7JoUCqpS0oZG3E428Halexg7jAn5/C/IazQ9pWh0Nv/ibuzGZr5+dPhvn4LjXi9QXJEX+c6gQosgpep9gRfYeq3KrbfAx7NqFttEYVKrHquLmc2JPm6bldmAUV07qE3lJcY8l8izUeFZzolwNZ0r52hV4Iu9xYYsWkXT2LPGmCha9q2SpS/Ucj7lwJ4aB645z60Ei5sYq5nWsSuvK+g9GLSu5cPhKGH8cOMKbjermz3obSiVUeg8qvAtnNoL/FxBzG34ZCQGL9ZVyK76XabVg8RwyJPRsoed2Q0IPQKlUMPpNXzydLBj343/sOX+PjssOs7JXbVxsZBRlUZCm1bHpaAhf7gkkOlH/O6dzrdKMe6s89i/ZqAmlhQWu06Zi2bQpoRMmkBwYyPUOHXAaNQr7Xj1zvUaoKFrijxwl4ttvSTh6VL9Brca2fXscBg3MdfGaVpVcaeFXAP83CZELakdHnEd9jMOA/jzYvJnI79eSeieUe7NmobSyyjahB6BL1ZL64EGRTuopFArKu1hT3sWaAY09SdKkcfRapKHgxqW7sZy5Fc2ZW9F8s+8KFsYq6pdzMCT5PBwtZKruC6bV6niQkEJEXArhsclExOkf4XHJD39OISI2mTtRiUQlarLsRweERidx9Fok9cvJ2tdCiOJLknrFjTbt0Yg8zWP/UaUn8rRp+XKatDQtty894MrJMK6djiAp/tG5TC2M8KzuRLkaTpT0tUOlevEfOOMOHCBy5SoAlrytIMHBHG8772yP+fXsHT7ZepZETRpl7M1Z0bNmhiqZKqWCuh723L+oo66Hff5+aFKpoUZPqNwJjq+CA/MgMhh+6gcHF8IbE8H7zQJZ7/CVkxQD69+HW0cfJvR2gFu1TJu2r16K0nbmDFp3gvN3Ymj77UG+61m7SE3pVNvZoTA2RpeSdZVLhbExaju7FxhVwTpzM4qJO85x9lY0gH4kbbtK1Cz78lxjZqxeb4bZzh2ETphInL8/YXPmELd/P26zZ2HkKqOyigOdTkdCejLv2MPqtUZG2L73Ho4DB2BUMu8V0Qv0/yYhckFlZYXjgAHYf/AB0du3c3/lKjQ3bxZ2WAXC1EhFYx8nGvvoi9Dci0kyTNU9GBTB/fgU/roYxl8XwwAoZWdmKLjRoJwjNuYyqu5ZaLU6IhNS9Am6WP2f6Qm78LjkDAm8yPgU0rT5N9EsLDbzkXxCCFFcSFKvuGk2Put9zzlCLy1Vyy1DIi+c5IRHVffMrIwMI/JK+tiiLIREXjpNWBh3xn0KQOQ79Tjmc5zajpVQKzN/Oadpdcz7I5Cl/sEANPJ25Ouu1bE1L4TRPkamUH8o1PgA/l0Kh76Ge//Bxk5Quh68MQncG774uF4WeUjopavlbs/2YQ3pu+YYQWFxdFx+iIWdqxWZqW1Gbm6U2/07qQ8eAJCamkpAQAANGzZErda/5tV2dkV6JERuRSWk8OWeQDYeDUGnAysTNaPf9KFHvbKoC/F3zoukdnSk1NIlRP2wlXtffEHCv/9ytW07XCZPwubttws7PJEFnU5Hwr//Ev7ttyQePwGAwsgImw7v4zhgwEvx71MIpakpdl26YNuhAxHfrSRi4cLCDqnAlbA25f2apXi/Zim0Wh0XQmM48LDgxvHrD7j1IJFNR0PYdDQEpUK/3msjbyea+DhStZTtK/N/V2bSHo6oe3w03eMJu/RkXURcMvfjkslrns7O3AhHSxOcrExwtHz4sDLGydIERysTQqMS+eznczn242wlMzSEEMWbJPVecWkaLTcvRRJ8IoxrZyMyJvKsjSlXTT8iz827cBN56XRpadwZO460yEhMypfnrzYl4fpxqjhWybR9dIKGEZtPsf+yfvHjQY09+aSlb+G/yTKx0idha/eHgwv0RTRu/gtrWoNXc3h9Yo7JKPGEZ0jopSttb85PQxvw4Ub9a2Xw+pN80tKXoU3LFYlpNUZuboakgEajIfn6dUz9/F6adXa0Wh0/nrzFF79fIjJePyKxffWSjG9d/pV8s61QKLDr3AmLunW4PW4cSWfOcmf0GOL2+eMyaSIqWWOnyNDpdMQfOkTEt0tIPKkvaqEwMsK2Y0ccBvSXEZbipaRQq7Fs9Fquknr3v1uJVfM3MK9Ro9j/e1AqFVQqaUOlkjYMaVqOhJRUjlyNNBTcuBIWx6mQKE6FRLF4bxBWJmoaeDk8HMnnRBkH81ydJ02r48i1SE5EKHC4FlmkptynaXVExqc8mvJqSNjpp7w+PgU2Mj7viTp7C2McLY0NSbpHCTtjHK1McHq4zd7CGKMc3sunaXVs2Hk0xyridTzs8xakEEIUMZLUK8aCT4ZzZ68FV13D8a2T+1EAqZo0bl58YEjkpSQ+SuSZWxtTrroT5Wo64+plW+Qqgt7/33ck/PsvCjMzSn71FafOfgxAVaeqT7W9fC+WAWuPc+N+AqZGSuZ2qMq7VYvYaAlze3hzOtQbAv98CSfX6qvmXvkL/NrB6xPAMftpxYLnSuilszY1YmWvWsz47SJrDl3nyz2BBIfHMfu9ypioVQUSttCvczlxxzlO3NCPRPR2tmR6u0rU85T1bYzd3XHfsIGIZcuJWLqUmF9/JeHECdxmz8aiXt3CDu+VptPpiD8YQMS335J4+jSgnwZv26mTPplXokThBihEERH7++/E/v47AGpXV8yrV8esRg3MqlfD1NcXhbr4fhQxN1bTrLwzzco7A3AnKvHRVN0rEUQlaNhz/h57zt8DoKyDOY0frsVXv5wDVqZPfzGXsTiOirVBxwu8OE56oi7DiLrH16d7jkSdQgF25vpEXYYRdYaEnbHh77lJ1OWF9m4oc3fOQKnJevkSrZEx2mENUcloaiFEMVZ8/yd9xSXEpHBgcxDaFAX/bLpC6fKOmFtnPZ00VZNGyPlIgk/qE3mapEdr71nYGONZwxmvGs64lLMpcom8dAknTxL+9dcAuEycSHIpB4IP6KfUVnHKOFJv97m7jP7hNPEpaZS0NWNFz5pUdCs666Q9xdoN3lkA9Yfri2n8t1VfNffiTqjWDZp8CrbZV0l8ZeVDQi+dWqVkyrsVKedkwZRfLrDt5G1uRiaw/INaL11xhsIWm6Thqz8v8/2h62h1YG6s4qPm3vRp6JGvb+qLO4VajdPwYVg2eo3bY8eiuRFCSJ8+2Pfpg9NHI1Eay+vyRdLpdMQfOED4t9+SdOYsAAoTE2w7d8KhX3+MSjgXcoRCFC1Wb72F5sYNkgIDSQ0NJSY0lJhduwBQmptjWrUK5tVr6BN91aqisrQs5IifnZutGZ1ql6ZT7dKkaXWcux3NgaBw/gmK4OSNB9y4n8C6+zdY9+8NVEoFNcrYGgpuVClly58X7jJk/cmnRpXdjU5iyPqTLO1RI9eJvTStjvvxT69PF/HE+nTpa9TlNVFnb25smO7qaGlimPJqGFVnaYLzw0RdYc2OSX3wINuEHoBSk1Lki7kIIUROJKlXDOl0OvZvvIQmOQ1QoElOZf+mQN4aVDlDu9SUNG6cv0/wyXCun4142F7PwtaEcjWc9Ik8TxsURTSRly4tKorbY8ZAWhrWbdpg074dh+4cAqC0VWkczPSjerRaHQv3BrF4bxAA9T0d+LZ7jeKTkHEoB+//DxqO1FczDtwFp9bD2R+gVj9oNBosnQo7yqIjKQbWvwe3jj13Qu9xH9R3p6yDBcM2nOTY9Qe0/fYgq3rVxruE1XP3/arT6XTsPHOHGb9dJDw2GYDWlV2Y+I4frjZmhRxd0WVWtSqe27Zxb85con74gchVq4gPCMBt7lxMfX0KO7yXnk6nI27/fiK+XULSf/8BoDA1xa5zZ+z79cXIWZJ5QmTGoX8/zCpWRBsfT+LZsyScOkXiyVMknj6NNi6OhMP/knD4X31jpRITHx/Ma1THrHoNzGtUR+3mViSWwcgrlVJB1dK2VC1ty/DXvYlLTuXf4PuGqbrXIuI5dv0Bx64/4Ks/L2NtqiYlTZvpNFEd+qmiU3+5QNVStg8LSuinuz41Bfbhz5EJKeieMVH3+Ai69ERd+jYny8JN1AkhhHiaJPWKoSsnwrh6OsLws04LV0+FE3T8Hu5VHLnx332CT4Vx/b/7pD6WyLO0M6FcDWe8ajpTwt26yCfy0ul0OkInTiT1TihGZcvgMnkyCoWCM+FngEdTb2OTNHy85bShIlnfhh581rp88Xzj4VIJum6Cm0dh7zS4fgCOLNVPz60/FBp8CKZFeOThi1BACb10jX2c2Da0Af2+P05IZALvLTnEN91r0MRHkqrPKuheLJN2nOfw1fsAeDhaMPXdioYqgyJ7SgsLXKdNxbJpU0InTCA5MJDrHTrgNGoU9r16olAWw991RZxOpyNunz8RS5aQdE6/4LrC1BS7rl1x6NsHtZO8dsWrKa+V2ZUWFljUr49F/fqAfo3k5CtXSDx5koSTp0g8eRLN7dskX7pE8qVLPNi4SX+eEiUwq1HdMJrPtHzxnLJraaKmuV8Jmvvpp+bfjEwwFNw4eCWCmKTUbI/XAaHRSdT/4u9cn1OhAAcL48emvD4xBdbq0TZ785cnUafT6UgNDyfxzJnCDkUIIV6I4ve/4isuISYF/w2Bme77a/UFFEpI0zz6as7K3pRyNfRr5JVwty6W33Y+2LSJ2D//AiMjSs7/CpWlBQBnw/VTn6o6VSU4PI6Ba48THB6PsVrJ7PaVeb9mqcIMO3+UrgO9foGr+/TJvTun9GvvHf0fvPYx1BkIxrlbePmlUsAJvXTeJazYPqwhg9ed4Oj1SPquOcaUNn58UN8938/1MotPTmXx30GsPHCNVK0OE7WS4c28GNjEU9YrfAZWrzfDbOcOQidMJM7fn7A5c4jbvx+32bOK/UL0RYVOpyPu77/1I/MuXABAYWaGXbeuOPTti9pB1nwUr7bnrcyuUKkw9fXF1NcXu65dAdDcCyPx1EkSTp4k8eQpki5eJPXePWJ/303s77v1x5mZYValij7RV6MGZtWqobIqfqPoS9ub061uGbrVLUNqmpZv9l1h4V9BuTr28XXoHp/ummGblfFLlajLSlp0NMlBQY8el/V/pkVHF3ZoQgjxwkhSrxh5NO0282/ztGk6SAMrB1O8ajhTrqYzzmWtimUiL13SpUuEfTEHgBJjRmNWqSIAWp3WkNRLiitFu00BxCan4mpjyvIPalKllG1hhZz/FAoo9zp4NoOLv8DfMyAiEP6aDP8uhSafQPWeoC4mU4yfV1L0wzX0Hib0eu0E16cLpeQXewtj1vWvw2fbzvHTyVtM3HGe4PB4Jrxd4aV/s/y8dDodu8/dZfqvF7gTnQRA8wrOTG5TkdL2r2AyOh+pHR0ptXQJUT9s5d4XX5Dw779cbdsOl8mTsHn77cIOr9jSabXE7t1LxJKlJF+8CIDC3Bz77t2w79MHtb1USRQiXX5XZjcq4YxRq1ZYt2oFgDYhgcSz/z1M9D2cshsbS8KRIyQcOcJ9AIUCE2/vR0m+GjUwKlmyWL33VauU1PVwAHJO6m3oX5eGXo4FH1QRo01IIDn4KsmXL2dI4qWGhWV+gFKJ2sWF1Dt3XmygQghRCCSpV4xE3onPMO02K28PrYJDyeK70HA6bUICt0eNRpeSgmXTptj17GnYdy36GrGaWNQKE6b+FIlOp6K2ux1LutfEycqkEKMuQAoF+L0L5d+Gs1tg32yIDoHfRsOhr6HpZ1C5Ayhf4pFPLzihl85ErWJexyqUc7Zg7u5A1hy6ztWIeL7pVh3rTKrXCbgWEc/knef553I4AKXszJjSpqJh6pF4fgqFArvOnbCoW4fbY8eRdPYsd0aPIW6fPy6TJqKyti7sEIsNnVZL7J9/EbFkCcmB+tHwSnNz7Hr0wL5Pb8MUQiHEi6M0N8eiXl1DtW+dVvtwyu4pQ6JPc/OmPtFz+TJRm7cAoHZywqyGfk0+/ZTd8iieMdH4otTxsMfVxpS70UmZrqunAFxsTF/6yvC6lBSSr19/LHF3heSgIDQ3b5LVIoFqN1dMvX0w8fHGxFv/MPb0JPnKFa6/3+EFX8GLk5aWhkajKewwhBAFwMjICJUq95/pJalXjNi7WeBZzZFrZyPQaZ/er1CCR1WnlyKhB3B35kxSrl5F7eyM6+xZGb51PXLnJABJcW7odCo+qFeWie/4Yax+BUZOKVX6iriV3ocT3+un4z64Dj8PhICF8PoE8G2tTwK+TAopoZdOoVAwtKkXno4WfLTlNP9cDuf9JYdY1bu2jDp7TJImjSX+wSzzDyYlTYuxSsmgJp4MbeqFmfFLnHAuRMbu7rhvWE/EsuVELFtGzK+/knDiBG6zZxs+DIvM6bRaYv/4g4hvl5AcpB8lo7SwwO6DHtj36iXJPCGKEIVSiamPD6Y+Pth16QyAJiyMxFOn9WvznTpF0oULpIaHE7tnD7F79uiPMzPDrHLlR6P5qlZFZVO01iVWKRVMbuPHkPUnUUCGxF76u7nJbfxQFZP1sHOi02rR3Lr1cMrsY6Pvrl2H1MxnJKkcHAxJOxNvL8Pfi3PF5Geh0+m4e/cuUVFRhR2KEKIA2dra4uLikquR55LUK0YUCgVNupXnVuC/pCQ+/R+esamaJl19CyGy/Bf9y69E/7QNlErc5n2Z4YPV9Yh4Fh74E0yBZHe+eK8yXeqUKbxgC4vaBOoOhOrd4cgyCFgEYRdgczcoWQvemASeTQo7yvzxeELPzE6/ht4LTOg9rlUlV7bamtN/7TGCwuJo+20AKz6oSS13mZb396V7TN55npuRiQA08nZk6rsV8XR6td5wFwaFkRFOHw7HsnEjbo8di+ZGCCF9+mDfpw9OH41EafyKTM/PJV1aGrF79hCxdCnJQVcAUFpaYt/zA+x79kRla1u4AQohcsXI2Rmjlm9i3fJNALSJiST+99/D0XynSDh9Gm10NAlHj5Jw9OijKbte5TCrXsOQ6DMqXbrQp+y2quTK0h41mPrLBUIfLlkB+hF6k9v40apS8VszVafTkRoWZljrzvAIDkaXmJjpMUoLi0fJOx8fQxIvr2uZ5rWYS3GRntBzdnbG3Ny80F+3Qoj8pdPpSEhIIOzh8gKuuVgvW5J6xYy5tTFNu/vyx3fnn9rXpJsv5tbF/4Nbyo0b3J0yBQDHIUOwqFPHsG//5XA+3HiSVNerqIDRjVvQpeYrmNB7nLEFNBoNtfpCwGJ9gu/2cVj7Lng2hdcnQamahR3ls0uKhnXv6a+pkBN66SqXsmHHsNfov/YY527H0O1/R5jToTLtq78ExVmewc3IBKb9eoE/L9wDwMXalElt/HirUu6+XRL5x6xqVTy3bePeF3OI2rqVyFWriA8IwG3uXEx9fQo7vEKnS0sj5vfdRCxdSkpwMABKKyvse/bEvucHRW70jhAib5RmZljUqWN476jTakm5etVQfCPh1Ek0N0IeTuu8QtQPPwCgcnTEvHp1w7Rd0woVUBTClyGtKrnSws+Fw1fC+OPAEd5sVJf6Xs7FYoRe6oMHpFy5QtITRSu0MTGZtlcYG2PsVQ5Tb+/HRuB5o3Z1zZf3Ds9bzKUoSktLMyT0HKRgkxAvLTMzMwDCwsJwdnbOcSquJPWKIa+azlw5fs8wDTd92q13reK/VpUuJYXbo0ajjY/HrFZNHIcM1m/X6Vj+z1Xm7r6EVpGElYk+c93er0Fhhlu0mNlB88lQdzAcmAfHV8NVf/2j/Dv6abnOFQo7yrwpggm9dC42pvwwqD4fbznNnvP3+HjLGYLD4hnVwgdlMXjznR+SU9P47sA1vv47iCSNFrVSQd/XPBjxhjeWJvLfS2FRWljgOn0als2aEjphIsmBgVzv0AGnUaOw79UThfIVWKbgCbq0NGJ27SJi6TJSrl4FQGlt/SiZJ+sPCvFSUiiVmHh5YeLlhV2nTgCkRkSQcOqUfjTfyZMkXrhAWkQEsX/+Seyff+qPMzF5OGX34Wi+atVe2AhelVJBXQ977l/UUdfDvsgl9LTx8SQHB2dI3CUHBZEaHp75ASoVxmXLPjb67uG6d6VLo1AX7HuF/C7mUtjS19AzN5dlX4R42aX/O9doNJLUexk9moZ7mJTEVIxMjF6aabdhXy0g6fx5VDY2lPzySxRqNQkpqYz98Sy/ng0F4I1qiRxN0lHKshQOZvIt1VOsSkDrL6H+MPCfA2c3w6Vf4dJvULULNP0U7NwLO8qcFeGEXjpzYzVLu9dk3h+BLPEP5pt9V7gaEcf8jtVe+vXjDgZFMGnHOa5GxANQ18Oe6e0q4VPCqpAjE+msXn8ds51VCJ0wkTh/f8LmzCFu/37cvpiNkYtLYYf3QuhSU4n57Td9Mu/6dQCUNjbY9+qJ/QcfoLKS16sQrxq1oyPWLVpg3aIFANqkJJLOndNX2D15ksRTp0iLjibh+HESjh83HGfsVU4/mq+6fjSfUdmyL/VodF1KCsnXrmecNnv5Mppbt7I8xqhkyaeTdx4eKE1e0iJ2heRlft0JIfTy8u9cknrFlLm1MY26eLNvwwUad/V6Kabdxvr7E7lmDQCus2dh5OrKzcgEBq47wcXQGNRKBVPerUiM6W8cPQNVnYtWgqfIsXOH9kuh4UjYNwMu/gJnNsF/P0LN3tD4E30CsCh6KqG3E1yrFHZUmVIqFYxtVR5PJ0vGbzvLrv/ucuvBYb7rWQtna9PCDi/f3Y1OYvpvF/jtYZLd0dKECW9XoG01N3mTWQSpHR0ptXQJUVt+4N6cOST8+y9X322Ly+RJ2Lz9dmGHV2B0qalE//IrEcuWorkRAoDKxgb7Pr2x69HjlVtYXQiRNaWpKea1amFeqxbwcMru9ev64hsPE30p16+TciWYlCvBRG39EdAXbjCrXg3zh2vzmVasWCzXL9WlpaG5efPRtNmHj5TrN7IuWuHomKFYhamPD8blvFBZWrzg6IUQQkhSrxgrV8OJwLvxeFZ3KuxQnpvm3j1Cx38GgN0HH2D1+usEXIlg2MaTRCVocLQ0Zkn3mtTxsGfwn2cBqOokSb1ccS4PndfD7ROwdzpc3QfH/gen1kO9wfqkn1kRWiS4GCX0HtehZilK25kxeP0Jzt6Kpu23AfyvZy0qlXw51ujSpGlZE3CdhX9dJj4lDaUCetZ35+MWPtiYFc9pLK8KhUKBXZfOmNetw51xn5J09ix3Ro8hbp8/LpMmvlRTT3UaDdE7fyFi+XI0IQ+Teba22Pfpg1337vKBUwiRI4VSiYmnJyaenth26ABAamSkvvDGw7X5ks6dI+3+feL+2kvcX3v1xxkbY1q5MuY19KP5zKpXK1JFGHQ6Han37mWcNnv5sr5oRXJypscorawyrHdnKFphL8XBRMFp2rQp1apVY+HChS/83O7u7nz00Ud89NFHL/zcxdGUKVPYvn07p0+fzrJNYT6f+W3NmjV89NFHRa76tCT1RKHTpaVx55OxpD14gIlfBZzGjGblwWvM2nWRNK2OKqVsWNajJm62Zmh1Ws6GS1LvmZSsCT23w7V/YO80fSXZgwvg2CpoOEK/Fp9JIY9eSYqGde31CchilNBLV9fTge3DGtJ3zTGCw+PpuOwwC7tUo2XF4j3V8cjV+0zacZ7Ae7EAVC9jy/S2lV6ahOWrwsTDA/cN64lYtpyIZcuI+fVXEk6cwO2LL7CoWyfnDoownUZD9I4dRCxbbpgaprKzw75vH+y7dUNpIck8IcSzU9vbY/XGG1i98QYA2uRkks6ffzSa79Qp0h48IPHECRJPnDAcZ+zhYaiwa1a9BsYe7lmOatfcuZOhqIPJ7dskXbhA6jMUdUh98ODpirNBQWhjYzNtrzAxwaRcuQzTZk18fFCXKCGj8F9CaVodR69FEhabhLOVKXVewNqNvXv35vvvv2fQoEEsW7Ysw75hw4axZMkSevXqxZo1a9i2bVuu1z180Qkjf39/mjVrlum+o0ePUrt27afamJqa4unpyciRIxk4cOBznT8pKYnRo0ezefNmkpOTadmyJUuWLKFEiaxnX02ZMoXNmzdz8+ZNjI2NqVmzJjNnzqRu3bo5nu+nn37i66+/5tSpU6SlpeHp6UmHDh0YPnw49rlM7ufl+Sxs+/bt48svv+TIkSMkJibi7u7OW2+9xahRoyhZsmS+nUehUPDzzz/Trl27fOlPknqi0EUsX07C0aMozM1xmvMln2y/yLZTtwF4v0YpZravhKmRfn2y69HXidXEYqoyxcdOKjk+E4/G0O9PCPwd/p4OYRf0fx5Zpp+SW7M3qAth7ZNintBLV9bBgm1DGzJ840kOBEUweP0JPm1VnoGNPYvdG+Pw2GRm73r079HO3IhP3ypPx5qlX5liIC8bhZERTh8Ox7LRa9weOw5NSAghvXtj36cPTh+NLHZTx3QpKURt38795SvQ3Na/TlX29jj064tdly6SzBNCFAiliQnmNWpgXqMGDuhHwemn7Oor7CaePEXK1aukXLtGyrVrRP+0DdB/2WBWvbp+NF+NGvopuyYmaO7cIbjVW+hSUgznKAvcWvy14WeFsTHldv+eIbGXFhdPSvCVDIm7pKAg0sIjMg9cpcLYwz3DyDtTb2+MSpdGkcNC7OLlsPtcKFN/uUBodJJhm6uNKZPb+NGqkmuBnrt06dJs3ryZBQsWGKp7JiUlsXHjRsqUKWNol9tkUW7pdDrS0tIMVY+fR4MGDQgNDc2wbeLEiezdu5daD6fwpwsMDMTa2prExER++eUXhgwZQrly5Xjj4ZcDz+Ljjz/mt99+Y+vWrdjY2DB8+HDee+89AgICsjzGx8eHb775Bk9PTxITE1mwYAFvvvkmV65cwckp6xl/n3/+OXPmzOHjjz9m1qxZuLm5ERQUxLJly1i3bh0jR47MVcz5/XwWlOXLlzN06FB69erFTz/9hLu7OyEhIaxdu5b58+fz1VdfFXaIWXr1SuCJIiXh+HEivvkWANNPPqXb7lC2nbqNSqlgchs/5nWsYkjoAZwJPwNARceKqJWSk35mCgWUbw2DD8J7/9OvvxcfDr+Pha9rwakNoE17cfG8JAm9dDZmRqzuXZse9cqg08Hs3y8x7qezpKRqCzu0XEnT6vj+0HVen+/PtlO3USiga50y/D26KZ1rl5GE3kvArFo1PH/ehm3HjqDTEblqFdc7diLp8uXCDi1XdCkpPNi8hSutWnF30mQ0t2+jcnDAeexYvP76E4d+/SShJ4R4YRQKBSYeHti+/x5uM2ZQbtdveB8+RKklS3AY0B+zmjVRGBuT9uABcX//Tdi8+dzo1p3LtWpzvWs3whYtypDQy4wuJYWoHTsIm/8VNwcP4cobzblcqxbXO3chdMJEIr9fS/yhw4aEnlGpUlg2a4bDwIG4ffklHju243vqJOV+/ZVSCxbgNHQo1i1aYOzuLgm9V8Tuc6EMWX8yQ0IP9OslD1l/kt3nQrM4Mn/UqFGD0qVLs23bNsO2bdu2UaZMGapXr27Y1rRp0wzTX5csWYK3tzempqaUKFGCDg+nxffu3Zv9+/ezaNEiFAoFCoWC69ev4+/vj0Kh4Pfff6dmzZqYmJhw8OBBgoODadu2LSVKlMDS0pLatWvz119/5ekajI2NcXFxMTwcHBzYsWMHffr0eerLe2dnZ1xcXPDw8GDEiBF4eHhw8uTJTPvVarWUKlWKpUuXZth+6tQplEolN27cIDo6mpUrV/LVV1/x+uuvU7NmTVavXs2hQ4f4999/s4y5W7duNG/eHE9PTypWrMhXX31FTEwMZ8+ezfKYo0ePMmvWLObPn8+XX35JgwYNcHd3p0WLFvz000/06tUrQ/t169bh7u6OjY0NXbp0IfaxUcFPPp/u7u7MmjWLvn37YmVlRZkyZVixYkWG/m7evEmnTp2wtbXF3t6etm3bcv1hwTPQj5isU6cOFhYW2Nra0rBhQ27cuGHYv2PHDmrUqGEYJTl16lRSs1gjFODWrVuMGDGCESNGsGrVKpo2bYq7uzuNGzfmu+++Y9KkSRna79mzhwoVKmBpaUmrVq0yJHqPHTtGixYtcHR0xMbGhiZNmmR43t3d3QFo3749CoXC8PPzkKyIKDRpUVHcHvMJaLWkvNGKHldsuR8fjZ25Ed92r0GDco5PHZOe1JOpt/lEqYIqnaBiezi5FvbPhegQ2DEUAhbB659DhXf1ScCC8mRCr9cv4FK54M73gqhVSqa3rYSXkyXTfr3AD8dvceN+Ast61MTOouiOhjoZ8oCJ289x/k4MAJVKWjOjXWWqlbYt3MBEvlNaWOA6fRqWzZoSOmEiyYGBXO/QEadRH2PfsycKZdH73k+bkkL0Tz8RseJ/pD58A6VycsShXz/sOndG+fCbfyGEKGxqOzusXm+G1ev6aXjalJSHU3YfjeZLe7hWX+KpU7nqM2LR4qe2qZwcMfX2yTh1tlw5+WLjFaHT6UjU5PxFfJpWx+Sd59Fl1gegAKbsvEBDL8dcTcU1M1I90wyUvn37snr1arp37w7AqlWr6NOnD/7+/pm2P378OCNGjGDdunU0aNCAyMhIDhw4AMCiRYu4fPkylSpVYtq0aQA4OTkZkj+ffvop8+bNw9PTEzs7O27evEnr1q2ZOXMmJiYmrF27ljZt2hAYGJhhpGBe7Ny5k/v379OnT58s2+h0Ovbs2UNISEiWU16VSiVdu3Zl48aNDBkyxLB9w4YNNGzYkLJly/L333+j0Who3ry5YX/58uUpU6YMhw8fpl69ejnGm5KSwooVK7CxsaFq1aw/T2/YsAFLS0uGDh2a6X5bW1vD34ODg9m+fTu//vorDx48oFOnTnzxxRfMnDkzy/7nz5/P9OnT+eyzz/jxxx8ZMmQITZo0wdfXF41GQ8uWLalfvz4HDhxArVYzY8YMWrVqxdmzZ1EqlbRr144BAwawadMmUlJSOHr0qOH1eODAAXr27MnixYtp1KgRwcHBhmnPkydPzjSerVu3kpKSwtixY3O83oSEBObNm8e6detQKpX06NGDMWPGsGHDBgBiY2Pp1asXX3/9NTqdjvnz59O6dWuCgoKwsrLi2LFjODs7s3r1alq1aoUqH75UkaSeKBQ6nY47n08g9e5dkkqU5AOLxsTFp+Dnas3yD2pS2t480+MkqVdAVEZQux9U6wZH/wcHv4KIQPihJ7hWgzcmQbnX8z+5lxgF69976RJ66RQKBb0belDW0YIPN57iyLVI2i0JYGWv2ng5F63qmw/iU5iz+xKbj90EwMpUzdiWvnSrW7bA11kRhcvq9dcx21mF0M8nELd/P2FfzCFu/37cZs/GyKVorAepTU4m6scfuf+/70i9excAtZMTDgP6Y9upE0rTl6/StBDi5aI0Nsa8enXMq1fHgb7odDo0ISEknDxF7N69xOVixJBJhQqYVa2SYfpsUSrGIV68RE0afpP2PHc/OuBuTBKVp/yRq/YXprXE3DjvqYQePXowfvx4w6iqgIAANm/enGVSLyQkBAsLC9555x2srKwoW7asYVSfjY0NxsbGmJub45LJ+5Vp06bRokULw8/29vYZElnTp0/n559/ZufOnQwfPjzP1wKwcuVKWrZsSalSpZ7al74tOTkZrVbLtGnTaNy4cZZ9de/enfnz5xMSEkKZMmXQarVs3ryZCRMmAHD37l2MjY0zJJgASpQowd2H742y8uuvv9KlSxcSEhJwdXXlzz//xNHx6QE06YKCgvD09MzVWnharZY1a9ZgZWUFwAcffMDevXuzTeq1bt3akDAcN24cCxYsYN++ffj6+rJlyxa0Wi3fffedIVG3evVqbG1t8ff3p1atWkRHR/POO+9Qrlw5ACpUqGDoe+rUqXz66aeG0YSenp5Mnz6dsWPHZpnUCwoKwtraGlfXnKegazQali1bZjj38OHDDUllgNdffz1D+xUrVmBra8v+/ft55513DFOebW1tM33dPoui9zW8eCU82LCRuL17SVOpGVOhE3FKY96t6sZPQxpkmdCLTYklOCoYkKRegTEy0xfNGHkGGo8FIwsIPa1PvK15B24ezb9zveQJvcc183XmpyENKGVnxo37Cby3JICAK1msd/OCabU6Nh8Nodl8f0NC7/0apdg3pikf1HeXhN4rQu3oSKllS3GZMgWFmRkJh//l6rttidm1q1Dj0iYnE7luPcEt3uTe9Bmk3r2L2tmZEp9/Trm//sS+Z09J6AkhiiWFQoFx2bLYtm+H45DBuTrGdcZ0XKdMwb57dyzq1JGEnih2nJycePvtt1mzZg2rV6/m7bffzja51KJFC8qWLYunpycffPABGzZsICEhIVfnenKNu7i4OMaMGUOFChWwtbXF0tKSixcvEhISkunxgwcPxtLS0vB40q1bt9izZw/9+vXL9PgDBw5w+vRpTp8+zXfffcesWbMM02vTR8KlPw4cOEC1atWoUKECGzduBGD//v2EhYXRsWPHXF1vdpo1a8bp06c5dOgQrVq1olOnToSFhQHw1ltvGeKoWLEioB+Ak1vu7u6GhB6Aq6uroe+sVKnyaJklhUKBi4uL4ZgzZ85w5coVrKysDHHZ29uTlJREcHAw9vb29O7dm5YtW9KmTRsWLVqUYfrrmTNnmDZtWob7O2DAAEJDQ0lISMj0edXpdLkeeWpubm5I6GV2vffu3WPAgAF4e3tjY2ODtbU1cXFxWb7O8oOM1BMvXNLFi9ybMweAFX5vc82uJJ+/VYH+jTyy/cf0X8R/6NBRyrIUDmYOLyrcV5OpjX7qbZ2B+lF7x76DGwdhZQvweQtenwAulZ69/wwJPXvotfOlTeil83WxYvuwhgxad4ITNx7Qc9VRprWtSPe6ZQstpnO3o5m44xynQqL0MZawYnq7StTxKB4L2or8pVAosOvSGfO6dbgz7lOSzp7l9qjRxO7zx2XiBFTW1i8sFm1SElE//KAfmRceDoDaxUU/Mq9DB5QmhVDMRwghhChizIxUXJjWMsd2R69F0nv1sRzbrelTO1fvA82Mnn3KYN++fQ0j47799tts21pZWXHy5En8/f35448/mDRpElOmTOHYsWNPjVh7ksUTU9DHjBnDn3/+ybx58/Dy8sLMzIwOHTqQksV6ltOmTWPMmDFZ9r969WocHBx49913M93v4eFhiLFixYocOXKEmTNnMmTIEN59990MU3HTK6t2796djRs38umnn7Jx40ZatWqFg4P+c6+LiwspKSlERUVluPZ79+7lOOLLwsICLy8vvLy8qFevHt7e3qxcuZLx48fz3XffkZiYCGAYmefj48PBgwfRaDQ5jtZ7cr9CoUCrzX4d8eyOiYuLo2bNmobprI9LH+W2evVqRowYwe7du9myZQsTJkzgzz//pF69esTFxTF16lTee++9p443NTXN9Hn18fEhOjqa0NDQHEfrZRb740nQXr16cf/+fRYtWkTZsmUxMTGhfv36Wb7O8oOM1BMvlDY+nuAPR4JGw78ufuyv2Iw1feowIBeVQQ1Tb51llN4LY+kErWbDhyeh+gegUMLl32HZa/BTf7gfnPc+X8GEXjpHSxM29K9Lu2pupGl1fP7zOab9coE0be6/DcsP0YkaJu84x7vfHORUSBQWxiomvF2BX0e8Jgk9gYmHB+4b1uM4dCioVMT88gtX27Yj/kg+jtTNgjYxkftr1nClRQvuzZpNang4aldXXCZPotwfe7Dv3l0SekIIIcRDCoUCc2N1jo9G3k642piS1actBfoquI28nXLV37Osp5euVatWpKSkGNZOy4laraZ58+bMnTuXs2fPcv36df7++29AX7giLS13xf0CAgLo3bs37du3p3Llyri4uGQovvAkZ2dnQyLMy8srwz6dTsfq1avp2bNnrqaoAqhUKkPyzMrKKkPf6dWAu3Xrxrlz5zhx4gQ//vijYe1BgJo1a2JkZMTevXsN2wIDAwkJCaF+/fq5iiGdVqslOTkZ0CcU0+MoW7asIY64uDiWLFmS6fFRUVF5Ol9e1KhRg6CgoKfuv5eXFzY2NoZ21atXZ/z48Rw6dIhKlSoZRjjWqFGDwMDAp4718vJCqVRm+rx26NABY2Nj5s6d+9zXGxAQwIgRI2jdujUVK1bExMSEiIiMM7SMjIxy/brNDRmpJ16owyPHY3/rJhGmNuxs2Y+dA1+jrEPuFvJNT+pVcSy+VVGLLdvS0PYbaDgS9s2E8z/Df1v1f1b/AJqMBWu3nPtJjNIXxbhz8pVL6KUzNVKxoHM1yjlZMv/Py6wKuMb1+/Es6lINK9PcvSl4Vjqdjp9P3WbWrotExOm/LXqniisT3vbDxUamMIpHFEZGOI34EMvGjbg9dhyakBBCevfGvm8fnEaORGmcv8VetAkJPNi8hfurVpH28I2P2s0Vx4GDsHmvfb6fTwghhHiVqJQKJrfxY8j6kyggQ8GM9PTc5DZ+L2TZFZVKxcWLFw1/z86vv/7K1atXady4MXZ2duzatQutVouvry+gn/p55MgRrl+/bpimmRVvb2+2bdtGmzZtUCgUTJw4MccRZVn5+++/uXbtGv3798+yTVhYGElJSSQnJ3P06FHWrVtnqNybFXd3dxo0aEC/fv1IS0vLMArQxsaGfv36MWrUKOzt7bG2tubDDz+kfv36GYpklC9fntmzZ9O+fXvi4+OZOXMm7777Lq6urkRERPDtt99y+/btbKf11q1bl7FjxzJ69Ghu375N+/btcXNz48qVKyxbtozXXnuNkSNH5uGO5V737t358ssvadu2LdOmTaNUqVLcuHGDbdu2MXbsWDQaDStWrODdd9/Fzc2NwMBAgoKC6NmzJwCTJk3inXfeoUyZMnTo0AGlUsmZM2c4d+4cM2bMyPScpUuXZsGCBQwfPpyYmBh69uyJu7s7t27dYu3atVhaWjJ//vxcxe/t7c26deuoVasWMTExfPLJJ4akbTp3d3f27t1Lw4YNMTExwe45l1KQkXrihUhJ1fLdxG+xP/gnaSjY3+lD1o96M9cJPa1Oy9lwfdltGalXiBy9oeMaGPQPeLUAbSqcWA2Lq8MfEyAhMutjJaFnoFAo+PANb77tVgMTtZK/L4XRYelhbj3I3RohzyLwbiydV/zLqB/OEBGXgqeTBRv61+WbbjUkoSeyZFatGp4/b8O2Y0fQ6YhcuYrrnTqTdPlyvvSvTUjg/sqVXGnegrC5c0mLiMCoZElcpk3Fa/du7Lp0loSeEOKlp7azQ5HD7zqFsbGsoSeeS6tKrizt8fT7PhcbU5b2qEGrSjkXCcgv1tbWWOdiWQ9bW1u2bdvG66+/ToUKFVi2bBmbNm0yrP02ZswYVCoVfn5+ODk5Zbtu2VdffYWdnR0NGjSgTZs2tGzZkho1ajxT/CtXrqRBgwaUL18+yza+vr64urri5eXFuHHjGDRoEF9//XWOfXfv3p0zZ87Qvn37p5JBCxYs4J133uH999+ncePGuLi4sG3btgxtAgMDiY6OBvRJ00uXLvH+++/j4+NDmzZtuH//PgcOHDDcw6zMmTOHjRs3cuTIEVq2bEnFihUZNWoUVapUMRShKAjm5ub8888/lClThvfee48KFSrQr18/kpKSsLa2xtzcPMM1DRw4kGHDhjFo0CAAWrZsya+//soff/xB7dq1qVevHgsWLDCMQszK0KFD+eOPPwxJzPLly9O/f3+sra2znYb9pJUrV/LgwQNq1KjBBx98wIgRI3B2ds7QZv78+fz555+ULl3aUPjleSh0eVkF8RURExODjY0N0dHRufplU1g0Gg27du2idevWuR72WxjCYpOY+PUuBm2YillaClff6UbrLyfkadj21airtN3RFlOVKYe6HcJIWTDXW1zuaZFx4xDsnQYhh/U/G1uBa1UoUw/emPjofr7eEKNNHfUJPbUp9P/rlU3oPen0zSgGrD1OeGwyjpbGrOhZixplsn7TntfXaFxyKov+usyqgOukaXWYGin58HVv+jfywET9/CXUizv5N597sX//TeiEiaRFRqIwNsZp1MfY9+yJQpnx+8Hc3FNtfDyRGzcSuWo1aQ8eAGBUqhSOgwdh07YtCnkuMpDXaf6S+5n/5J4+P82dO6Q+/H2YmppKQEAADRs2RK3WT6xS29lh5JaLWREiU8XlNZrd59CkpCSuXbuGh4cHps9RJCpNq+PotUjCYpNwtjKljoe9FEYToojJy793mX4rCtTpm1EMX/Mv435dgllaCikVq9F6zmd5XochfeptRceKBZbQE8+gbAPo8ztc+Qv2ToW7/+kLatw4qK+a+/4a1KnxqDZ2gNBT+mOq95CE3mOqlbZlx7CG9Pv+OBdDY+iy4l++7FCFttVKPle/Op2O3/4LZfqvF7gXo18z402/Ekxq40cpu8wrTAuRHavXX8dsZxVCP59A3P79hH0xh7j9+3GbPRu02gwfRk1u3ybpwgVSn/gwmhYXz4MNG4hcvZq0h+uTGJUpg+OgQdi820aSeUKIV5aRm5shaafRaEi+fh1TP78inYASxZNKqaB+OSk6KMTLQpJ6osBsPX6Tz7efo8/Jn/GKvg02NvgtWYgih7UTMmMokuEkU2+LHIUCvFtAuTfgws/w90yIDIYrf6FeUIHXlLYok27q29buD2/nbj2CV4mbrRk/Dq7PyM2n+eviPUZuPs3V8Hg+au79TAsRB4fHMWXneQ4E6dcmK2NvzpR3/Xi9fIn8Dl28YtSOjpRatpSoLT9wb84cEg7/S/A7bdAlJUFqqqFdWeDW4kdTTBTGxtj16E70T9tIezglxKhsGRwHD8GmzTso1PJ2RAghhBBCiLySd9Ei32nStMz87SJrDl2nbuh52l09AECpOV9gVOLZkgqGIhlOUiSjyFIqodL7UKEtnNkIez5DkRyLDbH6/ZLQy5aFiZrlH9Rkzu5LrPjnKov2BnE1Ip4vO1TB1Ch3ifDElDS+2RfEin+uoknTYaxWMqRJOYY0LZfrPoTIiUKhwK5LZ8zr1uHO2HEk/fdfjsfoUlKIXLUaAGN3dxyHDMb67bclmSeEEEIIIcRzkHfTIl/dj0tm2MaT/Hs1EsfEKD479yMA9r16YdW06TP1GZsSS3BUMCAj9YoFlRpq9ITKndDNckOhS0OnNEIhCb0cqZQKPmtdgXJOFnz+8zl+OXOHm5EJrOhZE2crU9K0Oo5ci+REhAKHa5HU93I2rIHy54V7TNl5nttRiQA08XFi6rsVcXfMXTEaIfLKxMMD940buDttOlFbt+bYXu3mhvPHH2HduvUzjdgWQgghhBBCZCRJPZFvzt2OZtC6E9yOSsRKreB/N3diHB+LqZ8fTqNHPXO//0X8hw4dJS1L4mjmmI8RiwJ1aDEKXRppCjUqrQb2z4UmYws7qmKhc+0ylLG3YMiGE5y+GUW7bwLo+5oHKw9eIzQ6CVCxNug4rjamDG3qhX9gGHsvhQHgZmPKpDZ+tKzo8kxTd4XIC4WREbZdOucqqVdq0ULMKst6mkIIIYQQQuQXSeqJfLHj9G3G/XSWJI0WD0cLlqWdRHvhLEpzc0p+NR+lsfEz9y3r6RVD++fCvpmkNf6UX2P9eMfqAqp9M/X7JLGXK/XLOfDz0Ib0W3OMqxHxzPjt4lNtQqOTmLjjHABqpYL+jTwZ8YYX5sbyq10UQU9UyRVCCCGEEEI8H/nkJ55LapqWObsv8b8D1wBo5uvEHK807g9aCYDL1CkYu7s/1zkkqVfMPEzo0exztA0+hl270DYag0ql0m8HSezlkoejBT8ObkC92XtJSdNm2c5YpeSXDxvi62L9AqMTQgghhBBCCFGYJKknntmD+BQ+3HSKg1f0FTaHN/NiRC0nbrz3Hmi12LRvj02bNs91Dq1Oy3/h+kXYqzpLUq9Y0KZBs8/1iTuN5tH29ESeNq1w4iqmAu/FZpvQA0hJ0xIZr8m2jRBCCCGEEEKIl4sk9cQzuRgaw8B1x7kZmYi5sYp5HavyViUXbg0ZSuq9exh7eOAy4fPnPs/1mOvEpMRgqjLFx84nHyIXBa7Z+Kz3yQi9PAuLTcrXdkIIIYQQQgghXg6ywI3Is9/OhvLekkPcjEyktL0Z24Y2oHVlVx6sW0ecvz8KY2P9OnoWz19180yYfuqtn4MfRkqj5+5PiOLG2co0X9sJkd/UdnYoclg3VWFsjNrO7gVFJIQQQoiipGnTpnz00UeFHUaW3N3dWbhwYWGHUSDWrFmDra1tvverUCjYvn17vvcr8k6SeiLX0rQ65u6+xLCNJ0nUpNHI25Ffhr9GeRdrEs+d596X8wBwHjcW0woV8uWchvX0ZOqteEXV8bDH1caUrOrYKgBXG1PqeNi/yLCEMDByc6Pc7t9x/+lH3H/6kVJbNnNjxIeU2rLZsK3c7t8xcnMr7FCFEEIIUQi2bdvG9OnTc9X2+vXrKBQKTp8+XbBB5bNt27bRokULnJycsLa2pn79+uzZsyfXx0+ZMgWFQpHhUb58+WyP8ff3f+qY9MexY8ee95IKXO/evWnXrl1hh1HsyfRbkSvRiRpGbj6Ff2A4AIMae/JJS1/UKiVpcfHcHj0KNBosm7+BXbdu+XZeKZIhXnUqpYLJbfwYsv4kCkD32L70RN/kNn6olFml/YQoeEZuboaknUajIfn6dUz9/DAykhHWQgghRJGwbzYoVZkvh7N/7sN1sbNZRuc52NsXzpfPGo3mhb0X+eeff2jRogWzZs3C1taW1atX06ZNG44cOUL16tVz1UfFihX566+/DD+r1dmnaxo0aEBoaGiGbRMnTmTv3r3UqlUr7xchiiUZqSdyFHQvlnbfBuAfGI6pkZJFXaoxvnUF1Cr9y+fe9GloboSgdnXFbcYMFIr8SS7EpcQRHBUMSFJPvNpaVXJlaY8auNhknGLrYmPK0h41aFXJtZAiE0IIIYQQxYJSBftm6hN4j9s/V79dqSqwUz8+/dbd3Z1Zs2bRt29frKysKFOmDCtWrDC09fDwAKB69eooFAqaNm1q2Pfdd99RoUIFTE1NKV++PEuWLDHsSx/ht2XLFpo0aYKpqSkbNmwwjAabN28erq6uODg4MGzYMDSarIvMKRQKli9fzjvvvIO5uTkVKlTg8OHDXLlyhaZNm2JhYUGDBg0IDg42HLNw4ULGjh1L7dq18fb2ZtasWXh7e/PLL7/k+j6p1WpcXFwMD0dHx2zbGxsbZ2jv4ODAjh076NOnz1Ofybdv3463tzempqa0bNmSmzdv5hjPqlWrqFixIiYmJri6ujJ8+PAM+yMiImjfvj3m5uZ4e3uzc+dOw760tDT69euHh4cHZmZm+Pr6smjRIsP+KVOm8P3337Njxw7D6EJ/f/9c3CXxJEnqiWztOX+Xdt8GcC0inpK2Zvw4uAFtq5U07I/avp3oHTtBpaLk/Hmo8nG+/n8R/6FDR0nLkjiaZf8LTYiXXatKrhwc9zrr+9aip3ca6/vW4uC41yWhJ4QQQgjxqtLpICU+d4/6w6DxJ/oE3t8z9Nv+nqH/ufEn+v257Uunyzm2bMyfP59atWpx6tQphg4dypAhQwgMDATg6NGjAPz111+Ehoaybds2ADZs2MCkSZOYOXMmFy9eZNasWUycOJHvv/8+Q9+ffvopI0eO5OLFi7Rs2RKAffv2ERwczL59+/j+++9Zs2YNa9asyTbG6dOn07NnT06fPk358uXp1q0bgwYNYvz48Rw/fhydTvdUkutxWq2W2NjYPI1SDAoKws3NDU9PT7p3705ISEiujwXYuXMn9+/fp0+fPhm2JyQkMHPmTNauXUtAQABRUVF06dIl276WLl3KsGHDGDhwIP/99x87d+7Ey8srQ5upU6fSqVMnzp49S+vWrenevTuRkZGA/vpLlSrF1q1buXDhApMmTeKzzz7jhx9+AGDMmDF06tSJVq1aERoaSmhoKA0aNMjT9Qo9mX4rMqXV6li0N4hFe4MAqO/pwDfdquNgaWJok3z1Gnen6ddGcBo+DPMaNfI1hvSpt1WcquRrv0IUVyqlgroe9ty/qKOuh71MuRVCCCGEeJVpEmDWM6xZ+8+X+kdWP+fksztg/OxFEVu3bs3QoUMBGDduHAsWLGDfvn34+vri5OQEgIODAy4uLoZjJk+ezPz583nvvfcA/Yi+CxcusHz5cnr16mVo99FHHxnapLOzs+Obb75BpVJRvnx53n77bfbu3cuAAQOyjLFPnz506tTJEGP9+vWZOHGiIVE4cuTIp5Jnj5s3bx5xcXGGPnJSt25d1qxZg6+vL6GhoUydOpVGjRpx7tw5rKysctXHypUradmyJaVKlcqwXaPR8M0331C3bl0Avv/+eypUqMDRo0epU6dOpn3NmDGD0aNHM3LkSMO22rVrZ2jTu3dvunbtCsCsWbNYvHgxR48epVWrVhgZGTF16lRDWw8PDw4fPswPP/xAp06dsLS0xMzMjOTk5AzPs8i7IjFS79tvv8Xd3R1TU1Pq1q1ryM5npmnTppkuBPn2228b2uh0OiZNmoSrqytmZmY0b96coKCgF3EpL4XYJA0D150wJPT6NHRnbb86GRJ62uRkbo8ejS4hAfO6dXEYODDf45D19IQQQgghhBDi5VKlyqNBGwqFAhcXF8LCwrJsHx8fT3BwMP369cPS0tLwmDFjRoYpsECma8lVrFgRlerR9GJXV9dsz/dkjCVKlACgcuXKGbYlJSURExPz1LEbN25k6tSp/PDDDzg7O2d7nnRvvfUWHTt2pEqVKrRs2ZJdu3YRFRVlGNk2ePDgDNf+pFu3brFnzx769ev31D61Wp0hIVe+fHlsbW25ePEiISEhGfqdNWsWYWFh3LlzhzfeeCPbmB+/RxYWFlhbW2e4r99++y01a9bEyckJS0tLVqxYkefRhyJnhT5Sb8uWLYwaNYply5ZRt25dFi5cSMuWLQkMDMz0H8C2bdtISUkx/Hz//n2qVq1Kx44dDdvmzp3L4sWL+f777/Hw8DBk1C9cuICpqelTfYpHrobHMWDtcYLD4zFWK5nVvjIdapZ6ql3Yl/NIvngRlZ0dbnPnolDl7xoMWp2Ws+FnAajmVC1f+xZCCCGEEEKIYs/IXD9qLi8OLtCPylMZQ1qKfurtax/n/bzP4cniFQqFAq1Wm2X7uLg4AP73v/8ZRpulUz3xOdTC4ukRhHk935PHpK9Pl9m2J/vZvHkz/fv3Z+vWrTRv3jzbc2TH1tYWHx8frly5AsC0adMYM2ZMlu1Xr16Ng4MD7777bp7O4+bmlqHSsL29fa6Li2R3Xzdv3syYMWOYP38+9evXx8rKii+//JIjR47kKT6Rs0JP6n311VcMGDDAMHR12bJl/Pbbb6xatYpPP/30qfZPzknfvHkz5ubmhqSeTqdj4cKFTJgwgbZt2wKwdu1aSpQowfbt23OcO/4q+/vSPUZuOk1sciou1qYs/6AmVUvbPtUudu9eHqxfD4DbF7MxKpG7bx/y4nrMdWJSYjBVmeJj75Pv/QshhBBCCCFEsaZQ5G0a7P65+oRes8/1VXDTi2SojDOvilsIjI2NAX2hhXQlSpTAzc2Nq1ev0r1798IKLUebNm2ib9++bN68OcNMwmcRFxdHcHAwH3zwAQDOzs5ZjvrT6XSsXr2anj17ZpqQS01N5fjx44aptoGBgURFRVGhQgXUavVTa+WBvqDJ3r17adas2TPFHxAQQIMGDQzTrIGnRlUaGxtneJ7FsynUpF5KSgonTpxg/PhHpbOVSiXNmzfn8OHDuepj5cqVdOnSxZCRv3btGnfv3s2QFbexsaFu3bocPnw406RecnIyycnJhp/Th9BqNJpsq+IUtvTYnjdGnU7H0v3XWPj3FXQ6qFXWlq+7VMXR0uSpvjV373Jn/GcA2PbqiUmDBgVyj07dPQVABfsKkAaatBfzPOTXPRV6cj/zn9zT/CX3M//JPc1/ck/zl9zP/Cf3NH/J/cx/xeWeFmh86Qm89IQePPpz38yMPxciZ2dnzMzM2L17N6VKlcLU1BQbGxumTp3KiBEjsLGxoVWrViQnJ3P8+HEePHjAqFGjCjtsNm7cSK9evVi0aBF169bl7t27AJiZmWFjY5Pj8WPGjKFNmzaULVuWO3fuMHnyZFQqlWHNuuz8/fffXLt2jf79+2e638jIiA8//JDFixejVqsZPnw49erVy3I9PdBXpx08eDDOzs689dZbxMbGEhAQwIcffphjPADe3t6sXbuWPXv24OHhwbp16zh27JihujHoE4d79uwhMDAQBwcHbGxscj1KUDxSqEm9iIgI0tLSDHPU05UoUYJLly7lePzRo0c5d+4cK1euNGxL/8eTWZ/p+540e/bsDIs4pvvjjz8wN3++ocUvwp9//vnMxyanwYYrSs5E6pdXfK2ElvYuERz9Z+/TjdPSKLXif5jHxJBUqhRHfXxg165nPnd2fk34FQCLGAt2FdA5svM891Q8Te5n/pN7mr/kfuY/uaf5T+5p/pL7mf/knuYvuZ/5r6jf04SEhILrXJuWMaGXLv1nbdEYMaVWq1m8eDHTpk1j0qRJNGrUCH9/f/r374+5uTlffvkln3zyCRYWFlSuXJmPPvqosEMGYMWKFaSmpjJs2DCGDRtm2N6rV68cK+2Cfk28rl27cv/+fZycnHjttdf4999/DYVDsrNy5UoaNGhA+fLlM91vbm7OuHHj6NatG7dv36ZRo0YZciiZ6dWrF0lJSSxYsIAxY8bg6OhIhw4dcowl3aBBgzh16hSdO3dGoVDQtWtXhg4dyu+//25oM2DAAPz9/alVqxZxcXHs27ePpk2b5vocQk+h0z1nPerncOfOHUqWLMmhQ4eoX7++YfvYsWPZv39/jvOtBw0axOHDhzl79qxh26FDh2jYsCF37tzB1dXVsL1Tp04oFAq2bNnyVD+ZjdQrXbo0ERERWFtbP88lFiiNRsOff/5JixYtnimjfSMygaEbTnM5LA4jlYIp71SgU62n189Ld/+bb3mwfDkKCwvKbP0Bo9Klnyf8bHXa1YkrUVeY12ger5d+vcDO86TnvaciI7mf+U/uaf6S+5n/5J7mP7mn+UvuZ/6Te5q/5H7mv+JyT2NiYnB0dCQ6Ovqpz6FJSUlcu3YNDw8PWSdeiJdcXv69F+pIPUdHR1QqFffu3cuw/d69ezmWNY6Pj2fz5s1MmzYtw/b04+7du5chqXfv3j2qVauWaV8mJiaYmJg8td3IyKhI/9JP9yxx/nM5nA83nSI6UYOzlQlLe9SkZlm7LNvH/3uEBytWAOA6bSrmnp7PFXN24lLiCI7Sz7ev6VqzUJ6D4vLcFxdyP/Of3NP8Jfcz/8k9zX9yT/OX3M/8J/c0f8n9zH9F/Z4W5diEEEWTsjBPbmxsTM2aNdm799FUT61Wy969ezOM3MvM1q1bSU5OpkePHhm2e3h44OLikqHPmJgYjhw5kmOfrwKdTsfy/cH0Xn2U6EQN1Urb8suHr2Wb0EuNjOTO2LGg02HT4X1snnPRz5z8F/EfOnSUtCyJo5ljgZ5LCCGEEEIIIYQoKCEhIVhaWmb5CAkJKewQRTFW6NVvR40aRa9evahVqxZ16tRh4cKFxMfHG6rh9uzZk5IlSzJ79uwMx61cuZJ27drh4OCQYbtCoeCjjz5ixowZeHt74+HhwcSJE3Fzc6Ndu3Yv6rKKpMSUNMb+dJZfzujLnneuVZpp7SpiolZleYxOp+PO+PGkhoVhXK4cLp99VuBxng3XT6eu4lSlwM8lhBBCCCGEEEIUFDc3N06fPp3tfiGeVaEn9Tp37kx4eDiTJk3i7t27VKtWjd27dxsKXYSEhKBUZhxQGBgYyMGDB/njjz8y7XPs2LHEx8czcOBAoqKieO2119i9e/crvfbAzcgEBq07wYXQGNRKBZPfrUiPumVQKBTZHhf5/ffE7/8HhbExJb/6CuULKBxyJvwMAFWdqhb4uYQQQgghhBBCiIKiVqvx8vIq7DDES6rQk3oAw4cPZ/jw4Znu8/f3f2qbr68v2dX3UCgUTJs27an19l5Vh65EMGzjSR4kaHC0NGZJ95rU8bDP8bjE/84RNv8rAEqM/xRTX5+CDhWdTsfZCP1IPUnqCSGEEEIIIYQQQmSuSCT1RMHQ6XSsDrjOzF0XSdPqqFzShuUf1MTN1izHY9Pi4rg9ejRoNFi1aIFtly4vIGK4HnOd6ORoTFQm+Nr5vpBzCiGEEEIIIYQQQhQ3ktR7SSVp0vjs5//YdvI2AO/VKMms9pUxNcp6/bx0Op2Ou5OnoAkJQe3miuuM6TlO080v6VNvKzpUxEgl1Z+EEEIIIYQQQgghMiNJvZfQnahEBq8/wdlb0aiUCj5vXYE+Dd1znZiL3vYzMb/9BioVJefNR2VjU8ARPyLr6QkhhBBCCCGEEELk7JmSeqmpqfj7+xMcHEy3bt2wsrLizp07WFtbY2lpmd8xijw4ei2SoRtOEBGXgp25Ed92q0EDL8dcH58cHMzdGTMAcBoxAvMa1Qsq1EylV76VpJ4QQgghhBBCCCFE1vKc1Ltx4watWrUiJCSE5ORkWrRogZWVFXPmzCE5OZlly5YVRJziCWlaHUeuRXIiQoHDtUjqlXNi07GbTN15nlStjgqu1qz4oCal7XNfrVablMTtUaPRJSZi0aA+DgP6F+AVPC1eE8+VqCsAVHGq8kLPLYQQQgghhBBCCFGcKPN6wMiRI6lVqxYPHjzAzOxRwYX27duzd+/efA1OZG73uVBem/M3PVYdZ22Qih6rjlN5yh9M3H6OVK2ONlXd2DakQZ4SegBhc+eSHBiIysEBtzlzUCjz/PJ4Lv9F/IdWp8XNwg0nc6cXem4hhBBCCCGEEPmvadOmfPTRR4UdRpbc3d1ZuHBhYYdRINasWYOtrW2+96tQKNi+fXu+9yvyLs9ZmwMHDjBhwgSMjY0zbHd3d+f27dv5FpjI3O5zoQxZf5LQ6KQM2xM1aYC+IMbiLtUwM865IMbjYv74gwcbNwHg9sUXqJ1efFLtTJispyeEEEIIIYQQBenwncO03d6Ww3cOv5Dzbdu2jenTp+eq7fXr11EoFJw+fbpgg8pn27Zto0WLFjg5OWFtbU39+vXZs2dPro+fMmUKCoUiw6N8+fLZHuPv7//UMemPY8eOPe8lFbjevXvTrl27XLUdMWIENWvWxMTEhGrVqhVoXMVNnpN6Wq2WtLS0p7bfunULKyurfAlKZC5Nq2PqLxfQZdPmcPB9tNk1yITm9m1CJ0wEwKF/PywbvfbsQT4HQ5EMZ0nqCSGEEEIIIUR+0+l0LDq5iKvRV1l0chE6XR4/PD4De3v7QskVaDSaF3auf/75hxYtWrBr1y5OnDhBs2bNaNOmDadOncp1HxUrViQ0NNTwOHjwYLbtGzRokKF9aGgo/fv3x8PDg1q1aj3vJRU5ffv2pXPnzoUdRpGT56Tem2++mWFoqkKhIC4ujsmTJ9O6dev8jE084ei1yKdG6D0pNDqJo9cic92nLjWV22M+QRsTg2mVKjiNHPm8YT4TnU7H2QgpkiGEEEIIIYQQuaHT6UjQJOTpsS9kH+fvnwfg/P3z7AvZl+c+8poIfHz6rbu7O7NmzaJv375YWVlRpkwZVqxYYWjr4eEBQPXq1VEoFDRt2tSw77vvvqNChQqYmppSvnx5lixZYtiXPsJvy5YtNGnSBFNTUzZs2GAYDTZv3jxcXV1xcHBg2LBh2Sb8FAoFy5cv55133sHc3JwKFSpw+PBhrly5QtOmTbGwsKBBgwYEBwcbjlm4cCFjx46ldu3aeHt7M2vWLLy9vfnll19yfZ/UajUuLi6Gh6Nj9gUvjY2NM7R3cHBgx44d9OnTB4VCkaHt9u3b8fb2xtTUlJYtW3Lz5s0c41m1ahUVK1bExMQEV1dXhg8fnmF/REQE7du3x9zcHG9vb3bu3GnYl5aWRr9+/fDw8MDMzAxfX18WLVpk2D9lyhS+//57duzYYRhd6O/vn2UsixcvZtiwYXh6ema6P32a8a+//oqvry/m5uZ06NCBhIQEvv/+e9zd3bGzs2PEiBGZDlIrzvJcKGPevHm0atUKPz8/kpKS6NatG0FBQTg6OrJp06aCiFE8FBabfUIvr+0Awr/5hsRTp1BaWlJy/jwURkbPGt5zuRFzg+jkaExUJvja+RZKDEIIIYQQQghRXCSmJlJ3Y93n6mOkf94HdRzpdgRzo7yt3/64+fPnM336dD777DN+/PFHhgwZQpMmTfD19eXo0aPUqVOHv/76i4oVKxqW/dqwYQOTJk3im2++oXr16pw6dYoBAwZgYWFBr169DH1/+umnzJ8/n+rVq2Nqaoq/vz/79u3D1dWVffv2ceXKFTp37ky1atUYMGBAljFOnz6dr776iq+++opx48bRrVs3PD09GT9+PGXKlKFv374MHz6c33//PdPjtVotsbGx2Nvb5/q+BAUF4ebmhqmpKfXr12f27NmUKVMm18fv3LmT+/fv06dPnwzbExISmDlzJmvXrsXY2JihQ4fSpUsXAgICsuxr6dKljBo1ii+++IK33nqL6Ojop9pPnTqVuXPn8uWXX/L111/TvXt3bty4gb29PVqtllKlSrF161YcHBw4dOgQAwcOxNXVlU6dOjFmzBguXrxITEwMq1evBsjTvcpMQkICixcvZvPmzcTGxvLee+/Rvn17bG1t2bVrF1evXuX999+nYcOGL9WIvzwn9UqXLs2ZM2fYsmULZ86cIS4ujn79+tG9e/cMhTNE/nO2Ms3XdvGHD3N/uf5bEddpUzEuXfqZY3te6VNv/Rz8MFIVTmJRCCGEEEIIIUTBat26NUOHDgVg3LhxLFiwgH379uHr64vTw7XdHRwccHFxMRwzefJk5s+fz3vvvQfoR/RduHCB5cuXZ0jqffTRR4Y26ezs7Pjmm29QqVSUL1+et99+m71792ab1OvTpw+dOnUyxFi/fn0mTpxIy5YtAX0B0SeTZ4+bN28ecXFxhj5yUrduXdasWYOvry+hoaFMnTqVRo0ace7cuVxPXV65ciUtW7akVKlSGbZrNBq++eYb6tbVJ4C///57KlSoYEigZmbGjBmMHj2akY/N5Ktdu3aGNr1796Zr164AzJo1i8WLF3P06FFatWqFkZERU6dONbT18PDg8OHD/PDDD3Tq1AlLS0vMzMxITk7O8Dw/D41Gw9KlSylXrhwAHTp0YN26ddy7dw9LS0v8/Pxo1qwZ+/bte3WTehqNhvLly/Prr7/SvXt3unfvXlBxiUzU8bDH1caUu9FJma6rpwBcbEyp45Fzhjv1/n1ujx0LOh22HTtiXchTpw3r6cnUWyGEEEIIIYTIkZnajCPdjuSqrU6no8+ePgQ+CESr0xq2KxVKfO18Wd1y9VNTNrM77/OoUqWK4e8KhQIXFxfCwsKybB8fH09wcDD9+vXLkIhLTU3FxsYmQ9vM1pKrWLEiKtWjQpKurq78999/uY6xRIkSAFSuXDnDtqSkJGJiYrC2ts5w7MaNG5k6dSo7duzA2dk52/Oke+uttzKcu27dupQtW5YffviBfv36MXjwYNavX29oExcXl+H4W7dusWfPHn744Yen+lar1RkScuXLl8fW1paLFy/i4uKCn5+fYd9nn31G//79uXPnDm+88Ua2MT9+jywsLLC2ts7wPH777besWrWKkJAQEhMTSUlJybHIxVtvvcWBAwcAKFu2LOfPn8+2/ePMzc0NCT3QP0fu7u5YWlpm2Jbda604ylNSz8jIiKSk3E/tFPlLpVQwuY0fQ9afRAEZEnvpv34nt/FDpcz+l7FOq+XOp+NJC4/A2KscJT4bX1Ah55ok9YQQQgghhBAi9xQKRa6nwQbcDuBi5MWntmt1Wi5GXuR0+GkalmyY3yFmyuiJJZ8UCgVarTaL1o8SWP/73/8Mo83SPZ6sA31y6XnP9+Qx6cnOzLY92c/mzZvp378/W7dupXnz5tmeIzu2trb4+Phw5coVAKZNm8aYMWOybL969WocHBx4991383QeNze3DJWG7e3tn7pfWcnuvm7evJkxY8Ywf/586tevj5WVFV9++SVHjmSfhP7uu+9ITEzMtP9niedZnvviJs/Tb4cNG8acOXP47rvvUKvzfLh4Tq0qubK0Rw2m/nIhQ9EMFxtTJrfxo1Ul1xz7iFy9hvgDB1CYmFDyq69QFvK06XhNPFei9L+sJKknhBBCCCGEEPlHp9Px9amvUaBAl8mcLwUKvj71NQ3cGuR6tF5BSV9D7/FiBiVKlMDNzY2rV68W6dmCmzZtom/fvmzevJm33377ufqKi4sjODiYDz74AABnZ+csR/3pdDpWr15Nz549M02Epaamcvz4ccNU28DAQKKioqhQoQJqtRovL6+njnF3d2fv3r00a9bsmeIPCAigQYMGhmnWQIbCIqB/rp8sWlGyZMlnOt+rLM9ZuWPHjrF3717++OMPKleu/FQmfNu2bfkWnMhcq0qutPBz4fCVMP44cIQ3G9WlvpdzjiP0ABLPniVswQIASnz2GaY+PgUdbo7ORZxDq9PiZuGGk7lTYYcjhBBCCCGEEC8NjVbD3fi7mSb0AHTouBt/F41Wg7HK+AVHl5GzszNmZmbs3r2bUqVKYWpqio2NDVOnTmXEiBHY2NjQqlUrkpOTOX78OA8ePGDUqFGFGjPop9z26tWLRYsWUbduXe7evQuAmZnZU1OEMzNmzBjatGlD2bJluXPnDpMnT0alUhnWrMvO33//zbVr1+jfv3+m+42MjPjwww9ZvHgxarWa4cOHU69evSzX0wN9ddrBgwfj7OzMW2+9RWxsLAEBAXz44Yc5xgPg7e3N2rVr2bNnDx4eHqxbt45jx44ZqhuDPnG4Z88eAgMDcXBwwMbGJsvReVeuXCEuLo67d++SmJhoGF3o5+dnSAS/qvKc1LO1teX9998viFhEHqiUCup62HP/oo66Hva5SuilxcZye9RoSE3FqlUrbDt1fAGR5kym3gohhBBCCCFEwTBWGbP5nc1EJkVm2cbe1L7QE3qgX/9t8eLFTJs2jUmTJtGoUSP8/f3p378/5ubmfPnll3zyySdYWFhQuXJlPvroo8IOGYAVK1aQmprKsGHDGDZsmGF7r169WLNmTY7H37p1i65du3L//n2cnJx47bXX+Pfffw2FQ7KzcuVKGjRoQPny5TPdb25ubqjge/v2bRo1asTKlSuz7bNXr14kJSWxYMECxowZg6OjIx06dMgxlnSDBg3i1KlTdO7cGYVCQdeuXRk6dGiGasEDBgzA39+fWrVqERcXx759+2jatGmm/fXv35/9+/cbfq5evToA165dw93dPddxvYwUOp0u83T9KywmJgYbGxuio6OfWvSyKNFoNOzatYvWrVvnON9cp9NxZ/RoYnb9jlHJknj8vA1VEbm2YXuH8c+tfxhXexw9/HoUaix5uaciZ3I/85/c0/wl9zP/yT3Nf3JP85fcz/wn9zR/yf3Mf8Xlnmb3OTQpKYlr167h4eGBqalpIUUohHgR8vLv/ZkXxQsPDycwMBAgQ+lpUTRF//QTMbt+B7WakvPnFZmEnk6n42z4WUBG6gkhhBBCCCGEEELkljKvB8THx9O3b19cXV1p3LgxjRs3xs3NjX79+pGQkFAQMYrnlHzlCndnzATAaeQIzHIoI/0i3Yi5QVRyFCYqE8rbZz5cWAghhBBCCCGEKI5CQkKwtLTM8hESElLYIYpiLM8j9UaNGsX+/fv55ZdfaNhQX/L64MGDjBgxgtGjR7N06dJ8D1I8O21SErc/HoUuKQmLBg1w6NevsEPKIH09PT8HP4xURXcovBBCCCGEEEIIkVdubm6Gwg5Z7RfiWeU5qffTTz/x448/ZljAsHXr1piZmdGpUydJ6hUx9774guSgIFSOjrjNnYNCmefBmQVKpt4KIYQQQgghhHhZqdVqvLy8CjsM8ZLKc4YnISGBEiVKPLXd2dlZpt8WMTG79xC1eQsAbnO+QO3oWMgRPS19pF4VpyqFHIkQQgghhBBCCCFE8ZHnpF79+vWZPHkySUlJhm2JiYlMnTqV+vXr52tw4tml3LpN6MSJADgMGIDlw6nSRUm8Jp6gqCBARuoJIYQQQgghhBBC5EWep98uWrSIli1bUqpUKapW1Sdizpw5g6mpKXv27Mn3AEXe6TQa7owejTY2FrOqVXEa8WFhh5SpcxHn0Oq0uFq44mzuXNjhCCGEEEIIIYQQQhQbeU7qVapUiaCgIDZs2MClS5cA6Nq1K927d8fMzCzfAxR5F774axLPnEFpZYXb/PkojIpmAYr0qbcySk8IIYQQQgghhBAib/Kc1AMwNzdnwIAB+R2LyAdxBwO4/7//AeA6fTrGpUoWckRZkyIZQgghhBBCCCGEEM8mz0m92bNnU6JECfr27Zth+6pVqwgPD2fcuHH5FpzIm9TwcO48vP+2XTpj3aplIUeUNZ1OJ0k9IYQQQgghhHgBNHfukPrgQZb71XZ2GLm5vcCIhBD5Ic+FMpYvX0758uWf2l6xYkWWLVuWL0GJvNNptdwZ9ylp9+9j4u1NiU8/LeyQshUSG8KD5AcYK40pb//060kIIYQQQgghxPPT3LlDcKu3uP5+hywfwa3eQnPnToHFcPPmTfr27YubmxvGxsaULVuWkSNHcv/+/QI7Z07OnDlD165dKV26NGZmZlSoUIFFixbleFzTpk1RKBRPPd5+++0s25QoUYKOHTty48aNbPv29/dHoVAQFRX1vJcHwJQpU6hWrVq+9JUb7u7uLFy48IWdTzxDUu/u3bu4uro+td3JyYnQ0NB8CUpkTXPnDonnz5N4/jxJFy5gcvs2SRcucG/2bOIPHQITE0ou+AqlqWlhh5qt9PX0/Bz8MFIVzTX/hBBCCCGEEKK4S33wAF1KSrZtdCkp2Y7kex5Xr16lVq1aBAUFsWnTJq5cucKyZcvYu3cv9evXJzIyskDOm5MTJ07g7OzM+vXrOX/+PJ9//jnjx4/nm2++yfa4bdu2ERoaanicO3cOlUpFx44dM7QbMGAAoaGh3Llzhx07dnDz5k169OhRkJf0zDQaTWGHIJ5RnpN6pUuXJiAg4KntAQEBuMlw3QL15Dcstzp3oezir7nVuQsP1q3XN0pLQ2luXriB5sKZMCmSIYQQQgghhBDPSqfToU1IyPGhS0rKXX9JSbnrT6fLU5zDhg3D2NiYP/74gyZNmlCmTBneeust/vrrL27fvs3nn3/ON998Q6VKlQzHbN++HYVCkWE2YPPmzZkwYYLh5x07dlCjRg1MTU3x9PRk6tSppKamGvYrFAq+++472rdvj7m5Od7e3uzcudOwv2/fvixatIgmTZrg6elJjx496NOnD9u2bcv2euzt7XFxcTE8/vzzT8zNzZ9K6pmbm+Pi4oKrqyv16tVj+PDhnDx5Mk/3bs2aNdja2rJnzx4qVKiApaUlrVq1yjCgyt/fnzp16mBhYYGtrS0NGzbkxo0brFmzhqlTp3LmzBnDiME1a9YY7s3SpUt59913sbCwYObMmYZzPS79eXjcL7/8Qu3atTE1NcXR0ZH27dsD+tGJN27c4OOPPzacTxS8PK+pN2DAAD766CM0Gg2vv/46AHv37mXs2LGMHj063wMUj+TmGxZSU0l98KDIr4dgqHzrLEk9IYQQQgghhMgrXWIigTVq5lt/N7rnbhSZ78kTKHI5kCQyMpI9e/Ywc+ZMzMzMMuxzcXGhe/fubNmyhf379zNixAjCw8NxcnJi//79ODo64u/vz+DBg9FoNBw+fJhPHy4zdeDAAXr27MnixYtp1KgRwcHBDBw4EIDJkycbzjF16lTmzp3Ll19+yddff0337t25ceMG9vb2mcYbHR2d5b6srFy5ki5dumBhYZHtffjhhx+oW7dunvoGSEhIYN68eaxbtw6lUkmPHj0YM2YMGzZsIDU1lXbt2jFgwAA2bdpESkoKR48eRaFQ0LlzZ86dO8fu3bv566+/ALCxsTH0O2XKFL744gsWLlyIWq3m77//zjGW3377jfbt2/P555+zdu1aUlJS2LVrF6AfwVi1alUGDhwohVVfoDwn9T755BPu37/P0KFDSXmYYDI1NWXcuHGMHz8+3wMUL58ETQJBUUGAjNQTQgghhBBCiJdVUFAQOp2OChUqZLq/QoUKPHjwAGdnZ+zt7dm/fz8dOnTA39+f0aNHG9a4O3r0KBqNhgYNGgD6ZN2nn35Kr169APD09GT69OmMHTs2Q1Kvd+/edO3aFYBZs2axePFijh49SqtWrZ6K5dChQ2zZsoXffvst19d39OhRzp07x8qVK5/at2TJEr777jt0Oh0JCQn4+PiwZ8+eXPedTqPRsGzZMsqVKwfA8OHDmTZtGgAxMTFER0fzzjvvGPY/fq8tLS1Rq9W4uLg81W+3bt3o06dPnmKZOXMmXbp0YerUqYZtVavqP9Pb29ujUqmwsrLK9HyiYOQ5qadQKJgzZw4TJ07k4sWLmJmZ4e3tjYmJSUHEJ15C5yLOodVpcbFwwdncubDDEUIIIYQQQohiR2Fmhu/JEzm2S7p4MVej8MpuWI9pFsm3J8+bVzlN2TUxMaFx48b4+/vTvHlzLly4wNChQ5k7dy6XLl1i//791K5dG/OHIwTPnDlDQEAAM2fONPSRlpZGUlISCQkJhnZVqlQx7LewsMDa2pqwsLCnzn/u3Dnatm3L5MmTefPNNwEICQnBz8/P0Oazzz7js88+y3DcypUrqVy5MnXq1Hmqz+7du/P5558DcO/ePWbNmsWbb77JiRMnsLKyomLFiobCGY0aNeL333/P9N6Ym5sbEnYArq6uhmuwt7end+/etGzZkhYtWtC8eXM6deqUaR2EJ9WqVSvHNk86ffq0jMIrYvKc1EtnaWlJ7dq1uXHjBsHBwZQvXx6lMs9L9IlXkGHqrYzSE0IIIYQQQohnolAocjUNVpHLIooKU9N8X5/dy8sLhULBxYsXDWuvPe7ixYs4OTlha2tL06ZNWbFiBQcOHKB69epYW1sbEn379++nSZMmhuPi4uKYOnUq77333lN9mj52vUZGGYsyKhQKtFpthm0XLlzgjTfeYODAgRnW7HNzc+P06dOGn5+clhsfH8/mzZsNo+aeZGNjg5eXl+E+rFy5EldXV7Zs2UL//v3ZtWuXoUDFk1OTH5fZNTyeJF29ejUjRoxg9+7dbNmyhQkTJvDnn39Sr169LPsEnpourFQqn0q+PllAI7s4ReHIdRZu1apVfPXVVxm2DRw4EE9PTypXrkylSpW4efNmvgcoXj6S1BNCCCGEEEKIl5+DgwMtWrRgyZIlJCYmZth39+5dNmzYQO/evQFo0qQJFy5cYOvWrTRt2hTQF1/466+/CAgIMGwDqFGjBoGBgXh5eT31yMtgo/Pnz9OsWTN69eqVYdQfgFqtztDvk0m9rVu3kpycnOuKtiqVCsBwH8qWLWvou2TJkrmOOTPVq1dn/PjxHDp0iEqVKrFx40YAjI2NSUtLy1UfTk5OxMbGEh8fb9j2eFIT9CMf9+7dm2UfeTmfyB+5frWvWLECOzs7w8+7d+9m9erVrF27lmPHjmFra5thXrUQmdHpdJwNPwtIUk8IIYQQQgghCprazg6FsXG2bRTGxqgf+7yfn7755huSk5Np2bIl//zzDzdv3mT37t20aNECHx8fJk2aBOgTRnZ2dmzcuDFDUm/79u0kJyfTsGFDQ5+TJk1i7dq1TJ06lfPnz3Px4kU2b96cYaRdTs6dO0ezZs148803GTVqFHfv3uXu3buEh4fn6viVK1fSrl07HBwcMt2fkJBg6PPMmTMMGTIEU1NTw/Te/HDt2jXGjx/P4cOHuXHjBn/88QdBQUGGdfXc3d25du0ap0+fJiIiguTk5Cz7qlu3Lubm5nz22WcEBwezceNGQ7XcdJMnT2bTpk1MnjyZixcv8t9//zFnzhzDfnd3d/755x9u375NREREvl2nyFquk3pBQUEZ5lzv2LGDtm3b0r17d2rUqMGsWbOyzdgKAXAz9iYPkh9grDSmgn3O6zUIIYQQQgghhHh2Rm5ulNv9O+4//Zjlo9zu3zFycyuQ83t7e3Ps2DE8PT3p1KkTZcuW5a233sLHx4eAgAAsLS0B/bTSRo0aoVAoeO211wB9os/a2ppatWplmC7asmVLfv31V/744w9q165NvXr1WLBgAWXLls11XD/++CPh4eGsX78eV1dXw6N27do5HhsYGMjBgwfp169flm3+97//Gfps1qwZERER7Nq1C19f31zHmBNzc3MuXbrE+++/j4+PDwMHDmTYsGEMGjQIgPfff59WrVrRrFkznJyc2LRpU5Z92dvbs379enbt2kXlypXZtGkTU6ZMydCmadOmbN26lZ07d1KtWjVef/11jh49atg/bdo0rl+/Trly5XBycsq36xRZy/WaeomJiVhbWxt+PnToUIYXsKenJ3fv3s3f6EQG6d+w6B5WHc5MQX7Dkh/Sp976OfhhpDLKobUQQgghhBBCiOdl5OZWYEm73HB3d88w6mvy5Ml89dVXnD17NsPab9u3b89wnFKpJDIyMtM+W7ZsScuWLbM8Z2bFOaKiogx/nzJlylNJq9zy9fXNtviHv7//M/XbtGnTDP327t3bMD05Xbt27QxtSpQowc8//5xlfyYmJvz4449Pbc8q9nbt2tGuXbsM254sjPHee+9lupYhQL169Thz5kyW8Yj8l+ukXtmyZTlx4gRly5YlIiKC8+fPZxj+evfuXWxsbAokSKGX/g1L6oMHAKSmphIQEEDDhg1Rq/VPpdrOrlB/WeckPalXxalKDi2FEEIIIYQQQryMpk6diru7O//++y916tSRoptCPKNcJ/V69erFsGHDOH/+PH///Tfly5enZs2ahv3pCzKKgvX4NywajYbk69cx9fN7qiJOUSVFMoQQQgghhBBC9OnTp7BDEKLYy3VSb+zYsSQkJLBt2zZcXFzYunVrhv0BAQF07do13wMUL48ETQKXH1wGJKknhBBCCCGEEEII8TxyndRTKpVMmzaNadOmZbr/ySSfEE86F3EOrU6Li4ULJSxKFHY4QgghhBBCCCGEEMWWTFwXL8zZiLOAjNITQgghhBBCCCGEeF6S1BMvzJkwWU9PCCGEEEIIIYQQIj9IUk+8EDqdTirfCiGEEEIIIYQQQuQTSeqJF+Jm7E0eJD/ASGlEBfsKhR2OEEIIIYQQQgghRLEmST3xQqSP0vNz8MNYZVzI0QghhBBCCCHEqyno+D1Wjz3IlRNhhR0KCoWC7du3F3YYr5w1a9Zga2ubbZvevXvTrl27FxJPQfP390ehUBAVFVXYoeS7fEvq3bx5k759++ZXd+Ilk57Uk/X0hBBCCCGEEKJwJMSk4L8h8OGfl0iISSnwcxaH5FBgYCDNmjWjRIkSmJqa4unpyYQJE9BoNNkeN2LECGrWrImJiQnVqlXL9fk2bNhA1apVMTc3x9XVlb59+3L//n3D/ilTpqBQKAwPGxsbGjVqxP79+3PV/759+2jdujUODg6Ym5vj5+fH6NGjuX37dq5jXLRoEWvWrMl1+8J06tQpOnbsaHj+vL29GTBgAJcvX87X87i7u7Nw4cJ87fN55VtSLzIyku+//z6/uhMvmbPhUvlWCCGEEEIIIQqLTqdj/8ZLaJJTAUhJSmX/psBCjqpoMDIyomfPnvzxxx8EBgaycOFC/ve//zF58uQcj+3bty+dO3fO9bkCAgLo2bMn/fr14/z582zdupWjR48yYMCADO0qVqxIaGgooaGhHD58GG9vb9555x2io6Oz7X/58uU0b94cFxcXfvrpJy5cuMCyZcuIjo5m/vz5uY7TxsYmx9F8RcGvv/5KvXr1SE5OZsOGDVy8eJH169djY2PDxIkTCzu8ApfrpN7OnTuzfezbt68g4xTFWIImgcsP9BlyKZIhhBBCCCGEEC/elRNhXD0dgU6r/1mnhaunwgk6fq9wA3vMuHHj8PHxwdzcHE9PTyZOnJhhtNyUKVOoVq0aq1atokyZMlhaWjJ06FDS0tKYO3cuLi4uODs7M3PmzAz9fvXVV1SuXBkLCwtKly7N0KFDiYuLM+z39PSkT58+VK1albJly/Luu+/SvXt3Dhw4kG28ixcvZtiwYXh6eub6Gg8fPoy7uzsjRozAw8OD1157jUGDBnH06NEM7dRqNS4uLri4uODn58e0adOIi4vLdvTZrVu3GDFiBCNGjGDVqlU0bdoUd3d3GjduzHfffcekSZMytN+zZw8VKlTA0tKSVq1aERoaatj35AjLpk2bMmLECMaOHYu9vT0uLi5MmTIlQ39RUVH0798fJycnrK2tef311zlz5oxh/5kzZ2jWrBlWVlZYW1tTs2ZNjh8/bth/8OBBGjVqhJmZGaVLl2bEiBHEx8dneb0JCQn06dOH1q1bs3PnTpo3b46Hhwd169Zl3rx5LF++PEP7EydOUKtWLczNzWnQoAGBgY+S2sHBwbRt25YSJUpgaWlJ7dq1+euvvzJc/40bN/j4448NIyiLAnVuG7Zr1w6FQoFOp8uyTVG5KFG0nL9/njRdGiXMS+Bi4VLY4QghhBBCCCFEsafT6UhN0eaqbWKsfrptZvw3BFLC3Rozq9ytfa42VhbYZ38rKyvWrFmDm5sb//33HwMGDMDKyoqxY8ca2gQHB/P777+ze/dugoOD6dChA1evXsXHx4f9+/dz6NAh+vbtS/Pmzalbty4ASqWSxYsX4+HhwdWrVxk6dChjx45lyZIlmcZx5coVdu/ezXvvvZfv11i/fn0+++wzdu3axVtvvUVYWBg//vgjrVu3zvKY5ORkVq9eja2tLb6+vlm227p1KykpKRnu1+MeH3mXkJDAvHnzWLduHUqlkh49ejBmzBg2bNiQZf/ff/89o0aN4siRIxw+fJjevXvTsGFDWrRoAUDHjh0xMzPj999/x8bGhuXLl/PGG29w+fJl7O3t6d69O9WrV2fp0qWoVCpOnz6NkZERoH9eW7VqxYwZM1i1ahXh4eEMHz6c4cOHs3r16kzj2bNnDxEREbm6XoDPP/+c+fPn4+TkxODBg+nbty8BAQEAxMXF0bp1a2bOnImJiQlr166lTZs2BAYGUqZMGbZt20bVqlUZOHDgU6MqC1Ouk3qurq4sWbKEtm3bZrr/9OnT1KxZM98CEy8PWU9PCCGEEEIIIfJXaoqWFSNzt8ZadlISU1k34XCu2w9c1AQjE9VznzczEyZMMPzd3d2dMWPGsHnz5gxJG61Wy6pVq7CyssLPz49mzZoRGBjIrl27UCqV+Pr6MmfOHPbt22dI6n300UcZ+p0xYwaDBw9+KqnXoEEDTp48SXJyMgMHDmTatGn5fo0NGzZkw4YNdO7cmaSkJFJTU2nTpg3ffvtthnb//fcflpaWgD4BZ2VlxZYtW7C2ts6y76CgIKytrXF1dc0xDo1Gw7JlyyhXrhwAw4cPz/F6q1SpYpiS7O3tzTfffMPevXtp0aIFBw8e5OjRo4SFhWFiYgLAvHnz2L59Oz/++CMDBw4kJCSETz75hPLlyxv6SDd79my6d+9ueK68vb1ZvHgxTZo0YenSpZiammZ6vYChv5zMnDmTJk2aAPDpp5/y9ttvk5SUhKmpKVWrVqVq1Uc5i+nTp/Pzzz+zc+dOhg8fjr29PSqVCisrK1xcis5gpVxPv61ZsyYnTpzIcn9Oo/jEq+tMmCT1hBBCCCGEEEJkb8uWLTRs2BAXFxcsLS2ZMGECISEhGdq4u7tjZWVl+LlEiRL4+fmhVCozbAsLe1Td96+//uKNN96gZMmSWFlZ8cEHH3D//n0SEhKeOv/JkyfZuHEjv/32G/PmzXuu67G0tDQ8Bg8eDMCFCxcYOXIkkyZN4sSJE+zevZvr168b9qfz9fXl9OnTnD59mhMnTjBkyBA6duxomK46ePDgDP2DfvRmbkdRmpubGxJ6oB/I9fg9y0yVKhmX03r8mDNnzhAXF4eDg0OGuK5du0ZwcDAAo0aNon///jRv3pwvvvjCsD39+DVr1mQ4tmXLlmi1Wq5du8asWbMy7AsJCclzDurx+NMTn+nxx8XFMWbMGCpUqICtrS2WlpZcvHjxqddfUZPrkXqffPJJtnOZvby8ZF098RSdTsfZiIdFMpwlqSeEEEIIIYQQ+UFtrGTgoiY5ttPpdPy56jw3zt03rKf3OIUS3Cs70qJvxVyftyAcPnyY7t27M3XqVFq2bImNjQ2bN29+qrhD+nTNdAqFItNtWq3+Yq9fv84777zDkCFDmDlzJvb29hw8eJB+/fqRkpKCubm54bjSpUsD4OfnR1paGgMHDmT06NGoVM82MvH06dOGv6ePsJs9ezYNGzbkk08+AfSJJgsLCxo1asSMGTMMySZjY2O8vLwMx1evXp3t27ezcOFC1q9fz7Rp0xgzZkyG8/n4+BAdHU1oaGiOo/Uyu2c5Jcmyu89xcXG4urri7+//1HHp02CnTJlCt27d+O233/j999+ZPHkymzdvpn379sTFxTFo0CBGjBjx1PFlypRh8ODBdOrUybDNzc0NHx8fAC5dukT9+vWzjf3J+NOTn+nxjxkzhj///JN58+bh5eWFmZkZHTp0ICWl4CtEP49cJ/UaNWqU7X4LCwvDMEYh0t2KvUVkUiRGSiMq2Fco7HCEEEIIIYQQ4qWgUChyPQ22WY8KbJj8LymJqU/tMzZV07R7+QKbUptbhw4domzZsnz++eeGbTdu3Hjufk+cOIFWq2X+/PmG0Xw//PBDjsdptVo0Gg1arfaZk3qPJ+XSJSQkoFZnTMWk959TUk2lUpGYmAiAs7Mzzs7OGfZ36NCBTz/9lLlz57JgwYKnjo+KiiqwirY1atTg7t27qNVq3N3ds2zn4+ODj48PH3/8MV27dmX16tW0b9+eGjVqcOHChUzvGYC9vT329vYZtr355ps4Ojoyd+5cfv7556eOycv1BgQE0Lt3b9q3bw/ok5TXr1/P0MbY2Ji0tLRc9fei5Dqpd/XqVTw8PKQYhsiT0+GnAajgUAFjVe4WXhVCCCGEEEIIkX/MrY1p2t2XP747/9S+Jt18Mbcu2M9q0dHRGUatATg4OGT42dvbm5CQEDZv3kzt2rX57bffMk3U5JWXlxcajYavv/6aNm3aEBAQwLJlyzK02bBhA0ZGRlSuXBkTExOOHz/O+PHj6dy5s2F0188//8z48eO5dOlRwZErV64QFxfH3bt3SUxMNFyjn58fxsaZ39M2bdowYMAAli5dSsuWLQkNDeWjjz6iTp06uLm5GdqlpqZy9+5dAGJjY9myZQsXLlxg3LhxWV5r6dKlWbBgAcOHDycmJoaePXvi7u7OrVu3WLt2LZaWlk+NfMwvzZs3p379+rRr1465c+fi4+PDnTt3+O2332jfvj0VK1bkk08+oUOHDnh4eHDr1i2OHTvG+++/D+grH9erV4/hw//f3p3Hx3Tvfxx/T3aJRCyJBJE0SOxrcRWltmhVq7/bUtRWy9XKpVUtSgnaKlW7VquU3qtolba3VK1RtVRRu8YaWsSWEntG5vz+cDPXyCKJickkr+fjMY/rnPM953zOZybJnU+/S7R69eolHx8f7d+/X6tWrdL06dPTvaePj48+/fRTPffcc3rqqafUv39/lS9fXufPn9eXX35p/TxlRYUKFbRkyRK1bdtWJpNJb731lrUXX6qwsDD99NNPev755+Xp6akSJUrcX9LsIMtFvQoVKuj06dPWSnCHDh00depUlSxZMteCg/NjkQwAAAAAcLzydQJ1eNsZHdt9Xobl9rDbh2oEqMLDuf+dPjY2VrVq1bLZ17NnT5vtp556Sq+++qqio6N18+ZNtWnTRm+99ZZiYmLu6941atTQxIkTNW7cOA0dOlSPPvqoxo4dq65du1rbuLm5ady4cTp48KAMw1BoaKiio6P16quvWttcunRJcXFxNtfu1auX1q//32Ilqc947NixDHurde/eXZcvX9b06dP12muvyd/fX82aNdO4ceNs2u3bt886hDZ1/ruPPvrIJu70vPzyy4qIiNCECRP0zDPP6Pr16woLC9OTTz6pgQMH3jthOWQymbR8+XINGzZMPXr00Llz5xQUFKRHH31UJUuWlKurqy5cuKCuXbvqzJkzKlGihP7v//5Po0aNknR7GPL69es1bNgwNW7cWIZhqFy5curQoUOm93366ae1adMmjR07Vp06dVJSUpJCQkLUrFkzvf3221mOf+LEiXrxxRf1yCOPqESJEho8eLCSkpJs2owePVr/+Mc/VK5cOd28eTNPrCthMrIYhYuLixISEqxFPV9fX+3atUvh4eG5GqAjJCUlqUiRIrp06VKmK8s4mtls1vLly/XEE0+kGdueV7T/T3sdSDygCU0mKCosytHh3JMz5NSZkE/7I6f2RT7tj5zaHzm1L/Jpf+TUvsin/TlLTjP7Hnrjxg0dO3ZMDz30ULqrgGbVtaRk6zBcT283dYr5W6730gOQPdn5ec+dGS4BSdfM13Twr4OS6KkHAAAAAI6WOgz39v9WpKAHOLksD781mUxp5tNjfj1kZt+FfUoxUlTSu6SCfIIcHQ4AAAAAFHgVHi75QIbcAsh9WS7qGYah7t27y9PTU9Lt7oB9+/aVj4+PTbslS5bYN0I4LebTAwAAAAAAyB1ZLup169bNZvuFF16wezDIX1KLetUDqjs4EgAAAAAAgPwly0W9zz77LDfjQD5jGIZ2n9stiZ56AAAAAAAA9sZCGcgVf17+U4k3EuXu4q7KxSs7OhwAAAAAAIB8haIecsWu87eH3lYqXkkerqyoBAAAAAAAYE8OL+rNmDFDYWFh8vLyUv369bV169ZM21+8eFH9+vVTcHCwPD09FRERoeXLl1uPx8TEWFfqTX1VrFgxtx8Dd9l1lkUyAAAAAAAAckuW59TLDYsWLdLAgQM1c+ZM1a9fX5MnT1ZUVJTi4uIUGBiYpn1ycrJatmypwMBALV68WKVLl9bx48fl7+9v065KlSpavXq1ddvNzaGPWSCxSAYAAAAAAEDucWi1a+LEierdu7d69OghSZo5c6aWLVumOXPmaMiQIWnaz5kzR4mJidq0aZPc3d0lSWFhYWnaubm5KSgoKMtx3Lx5Uzdv3rRuJyUlSZLMZrPMZnN2HumBSo0tr8V4/dZ1HfzroCSpin+VPBdfZvJqTp0V+bQ/cmpf5NP+yKn9kVP7Ip/2R07ti3zan7PkNK/HlxtMJpOWLl2qdu3aOToU3KVp06aqWbOmJk+enGGb/PT+de/eXRcvXtQ333zj6FCyxWFFveTkZG3fvl1Dhw617nNxcVGLFi20efPmdM/57rvv1KBBA/Xr10/ffvutAgIC1KlTJw0ePFiurq7WdocOHVKpUqXk5eWlBg0aaOzYsSpbtmyGsYwdO1ajRo1Ks3/lypXy9va+j6d8MFatWuXoEGwcu3VMKUaK/Ex+2rF+h6PDyZG8llNnRz7tj5zaF/m0P3Jqf+TUvsin/ZFT+yKf9pfXc3rt2rUHcp+k82d1PSlJhfz85Fci7Qg5e3OGYklcXJz69u2r/fv369KlSypVqpQ6deqkkSNHWjsUpad///7auHGj9u7dq0qVKmnnzp33vFf37t01b968NPsrV66sffv2WbdnzJih999/XwkJCapRo4amTZumevXqWY+HhYXp+PHjkm7XUkqWLKnHH39cEyZMUNGiRTONITk5WZMnT9b8+fN16NAheXt7KzIyUr169dILL7yQ6TPf6fTp0/e8V15gGIZmzZql2bNna9++fXJzc1P58uX1wgsvqE+fPnar+8TGxuqxxx7TX3/9lWZEaW5xWFHv/PnzSklJUcmSJW32lyxZUr///nu65xw9elRr165V586dtXz5ch0+fFgvv/yyzGazRo4cKUmqX7++5s6dq8jISJ0+fVqjRo1S48aNtXfvXvn6+qZ73aFDh2rgwIHW7aSkJIWEhKhVq1by8/Oz0xPbn9ls1qpVq9SyZcss/9A9CJ/t+0zaJdUrU09PNH7C0eFkS17NqbMin/ZHTu2LfNofObU/cmpf5NP+yKl9kU/7c5acpo4Yy9V7nD+rOa/8Qylms1zd3fXi5I8fSGEvr3N3d1fXrl1Vu3Zt+fv7a9euXerdu7csFovefffdTM998cUX9csvv2j37t1ZuteUKVP03nvvWbdv3bqlGjVq6LnnnrPuy+pUZaNHj1bv3r2VkpKigwcPqk+fPurfv7/+9a9/ZXj/5ORkRUVFadeuXRozZowaNmwoPz8/bdmyRRMmTFCtWrVUs2bNLD1LdkZIOlKXLl20ZMkSDR8+XNOnT1dAQIB27dqlyZMnKywszKl7GjrVZHMWi0WBgYH65JNP5Orqqjp16ujkyZN6//33rUW9xx9/3Nq+evXqql+/vkJDQ/Xll1+qZ8+e6V7X09NTnp6eafa7u7vn6V/6qfJanHsT90qSapasmafiyo68llNnRz7tj5zaF/m0P3Jqf+TUvsin/ZFT+yKf9pfXc/ogYruelKSU/w7zTTGbdT0pKU8V9QYPHqylS5fqzz//VFBQkDp37qwRI0ZYcxMTE6NvvvlG/fv3V0xMjBITE9W1a1dNmzZNH3zwgSZOnCiLxaIBAwZo2LBh1utOnDhRn332mY4ePapixYqpbdu2Gj9+vAoXLixJCg8PV3h4uLV9aGioYmNjtWHDhkzjnTp1qiTp3LlzWS7qFSlSREWKFLFuf/PNN/rrr7+s05KlxpuVqcp8fX2thbXSpUurW7duWrBgQab3nzx5sn766Sdt27ZNtWrVsu4PDw/Xc889p+TkZOs+i8WiN954Q59++qk8PDzUt29fxcTEWI/fOfw2Pj5eDz30kL7++mtNmzZNv/zyiypUqKCZM2eqQYMG1nN+/vlnDR06VNu2bVOJEiX0zDPPaOzYsfLx8ZEkffjhh5o0aZL++OMPFSlSRI0bN9bixYut8YwbN06ffPKJEhISFBERobfeekvPPvtshs/75Zdfav78+frmm2/09NNPW/eHhYXpqaeeSlNMnzBhgj744AMlJyfr+eef1+TJk62fv3/961+aMmWK4uLi5OPjo2bNmmny5MkKDAxUfHy8HnvsMUmy9l7s1q2b5s6dm+n7cb8ctvptiRIl5OrqqjNnztjsP3PmTIbV3uDgYEVERNgMta1UqZISEhJsPnh38vf3V0REhA4fPmy/4JEhwzCsi2Sw8i0AAAAA5A7DMGS+cSNLr8STf+jk7/t1Nv6ozTXOxh/Vyd/3K/HkH1m+lmEYufZMvr6+mjt3rvbv368pU6Zo1qxZmjRpkk2bI0eO6IcfftCKFSu0YMECzZ49W23atNGff/6p9evXa9y4cRo+fLh++eUX6zkuLi6aOnWq9u3bp3nz5mnt2rV64403Mozj8OHDWrFihZo0aZJrz5pq9uzZatGihUJDQyX9b6qyFi1a2MSf2VRlknTy5En95z//Uf369TO93/z589WiRQubgl4qd3d3a3FNkubNmycfHx/98ssvGj9+vEaPHn3PYezDhg3ToEGDtHPnTkVERKhjx466deuWpNvvXevWrfX3v/9du3fv1qJFi/Tzzz8rOjpakrRt2zb1799fo0ePVlxcnFasWKFHH33Ueu2xY8fq888/18yZM7Vv3z69+uqreuGFF7R+/fpMnzcyMtKmoJfKZDLZFFjXrVunI0eOaN26dZo3b57mzp1rU5Qzm80aM2aMdu3apW+++Ubx8fHq3r27JCkkJERff/21pNvDuU+fPq0pU6Zkmit7cFhPPQ8PD9WpU0dr1qyxdnW0WCxas2aN9Q29W8OGDfXFF1/IYrHIxeV2PfLgwYMKDg6Wh4dHuudcuXJFR44cUZcuXXLlOWDrzyt/KvFGotxc3FSpeCVHhwMAAAAA+dKtmzc1tVvGPZSyYuXHU7N9Tv95i+Xu5XVf983I8OHDrf8OCwvToEGDtHDhQpsCnMVi0Zw5c+Tr66vKlSvrscceU1xcnJYvXy4XFxdFRkZq3LhxWrdunbXA9corr9hc9+2331bfvn314Ycf2tz/kUce0Y4dO3Tz5k316dNHo0ePzpXnTHXq1Cn98MMP+uKLL6z7sjNV2eDBgzV8+HClpKToxo0bql+/viZOnJjpPQ8dOqSmTZtmKb7q1atbR0VWqFBB06dP15o1a9SyZcsMzxk0aJDatGkjSRo1apSqVKmiw4cPq2LFiho7dqw6d+5sfT8qVKigqVOnqkmTJvroo4904sQJ+fj46Mknn5Svr69CQ0OtxcebN2/q3Xff1erVq609/8LDw/Xzzz/r448/zrAAe+jQIUVGRmbpeYsWLarp06fL1dVVFStWVJs2bbRmzRr17t1b0u2h1qnCw8M1depU1a1bV1euXFHhwoVVrFgxSVJgYOADm1PPYT31JGngwIGaNWuW5s2bpwMHDuill17S1atXrV1Mu3btarOQxksvvaTExEQNGDBABw8e1LJly/Tuu++qX79+1jaDBg3S+vXrFR8fr02bNumZZ56Rq6urOnbs+MCfryBK7aVXuVhlebqmHdIMAAAAAEB6Fi1apIYNGyooKEiFCxfW8OHDdeLECZs2YWFhNvPllyxZUpUrV7Z2/Endd/bsWev26tWr1bx5c5UuXVq+vr7q0qWLLly4kGZxkkWLFmnHjh364osvtGzZMk2YMOG+nqdw4cLWV9++fdMcnzdvnvz9/XM8p9vrr7+unTt3avfu3VqzZo0kqU2bNkpJScnw/tnpaVm9enWb7eDgYJu83uuc4OBgSbKes2vXLs2dO9cmrqioKFksFh07dkwtW7ZUaGiowsPD1aVLF82fP9/6Hh0+fFjXrl1Ty5Ytbc7//PPPdeTIEUlSlSpVrPtTp2bLzvNWqVLFZmTo3c+7fft2tW3bVmXLlpWvr6+1kHj3Z/RBcuiceh06dNC5c+c0YsQIJSQkqGbNmlqxYoW1In3ixAmbH8yQkBD9+OOPevXVV1W9enWVLl1aAwYM0ODBg61t/vzzT3Xs2FEXLlxQQECAGjVqpC1btiggIOCBP19BtOvs7aJe9YDq92gJAAAAAMgpN09P9Z+3+J7tLl84p88H97fOpWcymWQYhvV/JcnV3V1dx02Vb/F7f292S2c+envYvHmzOnfurFGjRikqKkpFihTRwoUL9cEHH9i0u3vuQZPJlO4+i8UiSYqPj9eTTz6pl156Se+8846KFSumn3/+WT179lRycrLNyqchISGSbq9Em5KSoj59+ui1116zKfRkx52r4d69CKdhGJozZ466dOliM/IwO1OVlShRQuXLl5d0u9fb5MmT1aBBA61bt04tWrRI9/4REREZLk56t8zympVzTCaTJFnPuXLliv7xj3+of//+ac4rW7asPDw8tGPHDsXGxmrlypUaMWKEYmJi9Ouvv+rKlSuSpGXLlql06dI256aukbB8+XKZ//s5L1SokF2f9+rVq4qKilJUVJTmz5+vgIAAnThxQlFRURlOB/cgOHyhjOjo6AyH28bGxqbZ16BBA23ZsiXD6y1cuNBeoSEHdp+/PTlojUDm0wMAAACA3GIymbI0DLZY6RC9OPljXU9KUuLJP7R8+u0imWEYeiL6NRUrHaJCfn4OXzBj06ZNCg0NtVng4vjx4/d93e3bt8tiseiDDz6wdhr68ssv73mexWKR2WyWxWLJcVEvteCWnvXr1+vw4cNpFvTMyVRlqVLjvH79eob379Spk95880399ttvaebVM5vNSk5OtplXz55q166t/fv3Z5oXNzc3tWjRQi1atNDIkSPl7++vtWvXqmXLlvL09NSJEycyHGqbOi/hnTp16qTnn39e3377bZp59QzDUFJSks28ehn5/fffdeHCBb333nvW4u+2bdts2qQWZ1N7Sj4IDi/qIf+4fuu6DiYelCTVDKjp2GAAAAAAAJIkvxKB6RbtipUOUcnwjAss9nLp0iWbXmOSVLx4cZvtChUq6MSJE1q4cKHq1q2rZcuWaenSpfd97/Lly8tsNmvatGlq27atNm7cqJkzZ9q0mT9/vtzd3VWtWjV5enpq27ZtGjp0qDp06GDtvbV06VINHTrUptfX4cOHdeXKFSUkJOj69evWZ6xcuXKG8/6nmj17turXr6+qVaumOTZw4EB169ZNDz/8sOrVq6fJkyfbTFWW6vLly0pISJBhGPrjjz/0xhtvKCAgQI888kiG933llVe0bNkyNW/eXGPGjFGjRo3k6+urbdu2ady4cZo9e7Zq1qyZaew5NXjwYP3tb39TdHS0evXqJR8fH+3fv1+rVq3S9OnT9f333+vo0aN69NFHVbRoUS1fvlwWi0WRkZHy9fXVoEGD9Oqrr8pisahRo0a6dOmSNm7cKD8/P3Xr1i3de7Zv315Lly5Vx44dNXz4cLVq1UoBAQHas2ePJk2apH/+859ZGv6c2pNw2rRp6tu3r/bu3asxY8bYtAkNDZXJZNL333+vJ554QoUKFbKusJxbKOrBbvad36dbxi0FFgpUSe+S9z4BAAAAAPDAFPLzk6u7u1LMZrm6u6vQXUNCc0tsbGyaXmF391B76qmn9Oqrryo6Olo3b95UmzZt9NZbbykmJua+7l2jRg1NnDhR48aN09ChQ/Xoo49q7Nix6tq1q7WNm5ubxo0bp4MHD8owDIWGhio6Olqvvvqqtc2lS5cUFxdnc+1evXrZrLya+ozHjh1TWFhYhjFdunRJX3/9dYaro95rqrJUI0aM0IgRIyRJAQEBqlu3rlauXJmmYHonT09PrVq1SpMmTdLHH3+sQYMGydvbW5UqVVL//v3TLTLaS/Xq1bV+/XoNGzZMjRs3lmEYKleunDp06CBJ8vf315IlSxQTE6MbN26oQoUKWrBggapUqSJJGjNmjAICAjR27FgdPXpU/v7+ql27tt58880M72kymfTFF1/ok08+0Zw5c/TOO+/Izc1NFSpUUNeuXRUVFZWl2AMCAjR37ly9+eabmjp1qmrXrq0JEyboqaeesrYpXbq0Ro0apSFDhqhHjx7q2rWrzeq5ucFk5OZ61E4qtfvlpUuX0ox7z0vMZrOWL1+uJ554Is3Yb0eYvWe2Ju+YrJahLTWxaeYr7uRVeS2nzo582h85tS/yaX/k1P7IqX2RT/sjp/ZFPu3PWXKa2ffQGzdu6NixY3rooYfkdZ8rzyadP6vrSUl5YsgtgLSy8/NOTz3YTerKtzUCmE8PAAAAAPKijIbiAnA+LvduAtybYRgU9QAAAAAAAB4Qinqwi5NXTirxRqLcXNxUqXglR4cDAAAAAACQr1HUg12k9tKrXKyyPF09HRwNAAAAAABA/kZRD3aRWtSrHlDdwZEAAAAAAADkfxT1YBfMpwcAAAAAAPDgUNTDfbt+67oOJh6URFEPAAAAAADgQaCoh/u2/8J+3TJuKbBQoIJ8ghwdDgAAAAAAQL5HUQ/3zTr0NrCGTCaTg6MBAAAAAADI/yjq4b7tOst8egAAAAAAAA8SRT3cF8MwWPkWAAAAAADgAaOoh/ty8spJXbhxQW4ubqpcvLKjwwEAAAAApCNpzQn9OWSDktacSHc7N/3xxx968cUXVapUKXl4eCg0NFQDBgzQhQsXcv3eGdm1a5c6duyokJAQFSpUSJUqVdKUKVPueV7Tpk1lMpnSvNq0aSNJMpvNGjx4sKpVqyYfHx+VKlVKXbt21alTp2yuc+e5bm5uKlu2rAYOHKibN29mev+YmBjVrFkzx8+d3vO88sordrteZuLj42UymbRz584Hcr+CwM3RAcC5pfbSq1SskjxdPR0cDQAAAADgbklrTihp1fHb/151XDePXdLNwxet25Lk17xsrtz76NGjatCggSIiIrRgwQI99NBD2rdvn15//XX98MMP2rJli4oVK5Yr987M9u3bFRgYqH//+98KCQnRpk2b1KdPH7m6uio6OjrD85YsWaLk5GTr9oULF1SjRg0999xzkqRr165px44deuutt1SjRg399ddfGjBggJ566ilt27bN5lqfffaZWrduLbPZrF27dqlHjx7y8fHRmDFjcuehc8gwDKWkpMjNjRJSXkNPPdyX3ed2S2I+PQAAAAB4kAzDkCU5JUuv1MJdqtSCXqqkVcezfC3DMLIVZ79+/eTh4aGVK1eqSZMmKlu2rB5//HGtXr1aJ0+e1LBhwzR9+nRVrVrVes4333wjk8mkmTNnWve1aNFCw4cPt25/++23ql27try8vBQeHq5Ro0bp1q1b1uMmk0mffvqpnnnmGXl7e6tChQr67rvvrMdffPFFTZkyRU2aNFF4eLheeOEF9ejRQ0uWLMn0eYoVK6agoCDra9WqVfL29rYW9YoUKaJVq1apffv2ioyM1N/+9jdNnz5d27dv14kTtr0i/f39FRQUpJCQED355JN6+umntWPHjmzlt3v37mrXrp0mTJig4OBgFS9eXP369ZPZbLa2+fDDD1WhQgV5eXmpZMmSevbZZ63nrl+/XlOmTLH2GoyPj1dsbKxMJpN++OEH1alTR56envr555+t97rTK6+8oqZNm1q3LRaLxo8fr/Lly8vT01Nly5bVO++8I0l66KGHJEm1atWSyWSyOQ85Q5kV98W68i1FPQAAAAB4YAyzRadGbLLb9bJ6rVKjH5HJwzVLbRMTE/Xjjz/qnXfeUaFChWyOBQUFqXPnzlq0aJHWr1+v/v3769y5cwoICND69etVokQJxcbGqm/fvjKbzdq8ebOGDBkiSdqwYYO6du2qqVOnqnHjxjpy5Ij69OkjSRo5cqT1HqNGjdL48eP1/vvva9q0aercubOOHz+eYc/AS5cuZbvX4OzZs/X888/Lx8cnwzaXLl2SyWSSv79/hm0OHjyotWvXqnv37tm6vyStW7dOwcHBWrdunQ4fPqwOHTqoZs2a6t27t7Zt26b+/fvrX//6lx555BElJiZqw4YNkqQpU6bo4MGDqlq1qkaPHi1JCggIUHx8vCRpyJAhmjBhgsLDw1W0aNEsxTJ06FDNmjVLkyZNUqNGjXT69Gn9/vvvkqStW7eqXr16Wr16tapUqSIPD49sPyts0VMPOXbj1g3FJcZJYpEMAAAAAICtQ4cOyTAMVapUKd3jlSpV0l9//aXAwEAVK1ZM69evlyTFxsbqtddes25v3bpVZrNZjzzyiKTbxbohQ4aoW7duCg8PV8uWLTVmzBh9/PHHNtfv3r27OnbsqPLly+vdd9/VlStXtHX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"]},"metadata":{},"output_type":"display_data"}],"source":["plot_perf(model_perf_dfs, model_markers)"]},{"cell_type":"code","execution_count":42,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 11 entries, 0 to 10\n","Data columns (total 8 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 epoch 11 non-null float64\n"," 1 model 11 non-null object \n"," 2 run 11 non-null object \n"," 3 accuracy 11 non-null float64\n"," 4 precision 11 non-null float64\n"," 5 recall 11 non-null float64\n"," 6 f1 11 non-null float64\n"," 7 ratio_valid_classifications 11 non-null float64\n","dtypes: float64(6), object(2)\n","memory usage: 836.0+ bytes\n"]}],"source":["df_openai = pd.read_csv(\"data/openai_results.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":43,"metadata":{},"outputs":[{"data":{"text/plain":["Index(['epoch', 'model', 'run', 'accuracy', 'precision', 'recall', 'f1',\n"," 'ratio_valid_classifications'],\n"," dtype='object')"]},"execution_count":43,"metadata":{},"output_type":"execute_result"}],"source":["df.columns"]},{"cell_type":"code","execution_count":44,"metadata":{},"outputs":[],"source":["df_best = df_openai[\n"," [\n"," \"text\",\n"," \"label\",\n"," \"title\",\n"," \"puzzle\",\n"," \"truth\",\n"," ]\n","].copy()"]},{"cell_type":"code","execution_count":45,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":46,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/internlm2_5-7b-chat_results.csv\")\n","df_best[\"internlm2_5-7b-chat\"] = df[\n"," \"internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":47,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/internlm2_5-7b-chat-1m_results.csv\")\n","df_best[\"internlm2_5-7b-chat-1m\"] = df[\n"," \"internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":48,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Mistral-7B-v0.3-Chinese-Chat_results.csv\")\n","df_best[\"Mistral-7B-v0.3-Chinese-Chat\"] = df[\n"," \"shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":49,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Qwen2-7B-Instruct_results.csv\")\n","df_best[\"Qwen2-7B-Instruct\"] = df[\n"," \"Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":50,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Llama3.1-8B-Chinese-Chat_results.csv\")\n","df_best[\"Llama3.1-8B-Chinese-Chat\"] = df[\n"," \"shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":51,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Llama3.1-70B-Chinese-Chat_results.csv\")\n","df_best[\"Llama3.1-70B-Chinese-Chat\"] = df[\n"," \"shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":52,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Qwen2-72B-Instruct_results.csv\")\n","df_best[\"Qwen2-72B-Instruct\"] = df[\n"," \"Qwen/Qwen2-72B-Instruct/checkpoint-315_torch.bfloat16_4bit_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":53,"metadata":{},"outputs":[],"source":["df_best[\"Ensemble Model\"] = df_best.apply(\n"," lambda x: majority_vote(\n"," x[\"internlm2_5-7b-chat-1m\"],\n"," x[\"Qwen2-72B-Instruct\"],\n"," x[\"Llama3.1-70B-Chinese-Chat\"],\n"," ),\n"," axis=1,\n",")"]},{"cell_type":"code","execution_count":54,"metadata":{},"outputs":[],"source":["df_best[\"gpt-4o-mini (10-shot)\"] = df_openai[\"gpt-4o-mini/shots-10\"].apply(extract_answer)\n","df_best[\"o1-mini (10-shot)\"] = df_openai[\"o1-mini/shots-10\"].apply(\n"," extract_answer\n",")\n","df_best[\"gpt-4o (10-shot)\"] = df_openai[\"gpt-4o/shots-10\"].apply(extract_answer)"]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat(\n"]},{"data":{"text/html":["
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indexmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
01internlm2_5-7b-chatinternlm2_5-7b-chat0.7496670.8041870.7496670.7660161.000000
12internlm2_5-7b-chat-1minternlm2_5-7b-chat-1m0.8030000.8031410.8030000.8028061.000000
23Mistral-7B-v0.3-Chinese-ChatMistral-7B-v0.3-Chinese-Chat0.7500000.7885870.7500000.7648231.000000
34Qwen2-7B-InstructQwen2-7B-Instruct0.7590000.8005300.7590000.7748751.000000
45Llama3.1-8B-Chinese-ChatLlama3.1-8B-Chinese-Chat0.7800000.8105830.7800000.7924651.000000
56Llama3.1-70B-Chinese-ChatLlama3.1-70B-Chinese-Chat0.7963330.8248970.7963330.8076871.000000
67Qwen2-72B-InstructQwen2-72B-Instruct0.7840000.8354350.7840000.8041951.000000
78Ensemble ModelEnsemble Model0.8193330.8407460.8193330.8280541.000000
89gpt-4o-mini (10-shot)gpt-4o-mini (10-shot)0.6793330.7728090.6793330.6916750.999667
910o1-mini (10-shot)o1-mini (10-shot)0.7250000.7892490.7250000.7485621.000000
1011gpt-4o (10-shot)gpt-4o (10-shot)0.7916670.8227710.7916670.8036150.999667
\n","
"],"text/plain":[" index model run \\\n","0 1 internlm2_5-7b-chat internlm2_5-7b-chat \n","1 2 internlm2_5-7b-chat-1m internlm2_5-7b-chat-1m \n","2 3 Mistral-7B-v0.3-Chinese-Chat Mistral-7B-v0.3-Chinese-Chat \n","3 4 Qwen2-7B-Instruct Qwen2-7B-Instruct \n","4 5 Llama3.1-8B-Chinese-Chat Llama3.1-8B-Chinese-Chat \n","5 6 Llama3.1-70B-Chinese-Chat Llama3.1-70B-Chinese-Chat \n","6 7 Qwen2-72B-Instruct Qwen2-72B-Instruct \n","7 8 Ensemble Model Ensemble Model \n","8 9 gpt-4o-mini (10-shot) gpt-4o-mini (10-shot) \n","9 10 o1-mini (10-shot) o1-mini (10-shot) \n","10 11 gpt-4o (10-shot) gpt-4o (10-shot) \n","\n"," accuracy precision recall f1 ratio_valid_classifications \n","0 0.749667 0.804187 0.749667 0.766016 1.000000 \n","1 0.803000 0.803141 0.803000 0.802806 1.000000 \n","2 0.750000 0.788587 0.750000 0.764823 1.000000 \n","3 0.759000 0.800530 0.759000 0.774875 1.000000 \n","4 0.780000 0.810583 0.780000 0.792465 1.000000 \n","5 0.796333 0.824897 0.796333 0.807687 1.000000 \n","6 0.784000 0.835435 0.784000 0.804195 1.000000 \n","7 0.819333 0.840746 0.819333 0.828054 1.000000 \n","8 0.679333 0.772809 0.679333 0.691675 0.999667 \n","9 0.725000 0.789249 0.725000 0.748562 1.000000 \n","10 0.791667 0.822771 0.791667 0.803615 0.999667 "]},"execution_count":55,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df_best, variant=\"index\")\n","perf_df"]},{"cell_type":"code","execution_count":56,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_90702/4003496019.py:8: FutureWarning: \n","\n","Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n","\n"," sns.barplot(\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot horizontal bar chart\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n","\n","sns.barplot(\n"," x=\"f1\",\n"," y=\"model\",\n"," data=perf_df,\n"," ax=ax,\n"," palette=\"viridis\",\n"," orient=\"h\", # Specify horizontal orientation\n",")\n","\n","# Add data labels\n","for p in ax.patches:\n"," ax.annotate(\n"," f\"{p.get_width()*100:.2f}%\",\n"," (p.get_width(), p.get_y() + p.get_height() / 2),\n"," ha=\"left\",\n"," va=\"center\",\n"," xytext=(5, 0), # Offset by 5 points horizontally\n"," textcoords=\"offset points\",\n"," )\n","\n","ax.set_title(\"F1 Score Comparison Across Models\")\n","ax.set_ylabel(\"Model\")\n","ax.set_xlabel(\"F1 Score\")\n","ax.set_xlim(0, 0.95)\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":57,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"label\")"]},{"cell_type":"code","execution_count":58,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"Ensemble Model\")"]},{"cell_type":"code","execution_count":59,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"Ensemble Model\", preprocess_func=extract_answer)"]},{"cell_type":"code","execution_count":60,"metadata":{},"outputs":[],"source":["df_best.to_csv(\"data/best_results.csv\", index=False)"]},{"cell_type":"code","execution_count":61,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"data/best_metrics.csv\", index=False)"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"mostRecentlyExecutedCommandWithImplicitDF":{"commandId":-1,"dataframes":["_sqldf"]},"pythonIndentUnit":4},"notebookName":"10_eval-lf-medium-py3.11","widgets":{}},"colab":{"gpuType":"L4","provenance":[]},"kernelspec":{"display_name":"Python 3","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":"3.11.9"}},"nbformat":4,"nbformat_minor":0}