{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","try:\n"," from google.colab import drive\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":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"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":4,"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":5,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 25 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 text 3000 non-null object\n"," 1 label 3000 non-null object\n"," 2 title 3000 non-null object\n"," 3 puzzle 3000 non-null object\n"," 4 truth 3000 non-null object\n"," 5 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_NV4080 3000 non-null object\n"," 6 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_M3 3000 non-null object\n"," 7 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080 3000 non-null object\n"," 8 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_M3 3000 non-null object\n"," 9 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1 3000 non-null object\n"," 10 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0 3000 non-null object\n"," 11 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01 3000 non-null object\n"," 12 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02 3000 non-null object\n"," 13 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03 3000 non-null object\n"," 14 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04 3000 non-null object\n"," 15 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05 3000 non-null object\n"," 16 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06 3000 non-null object\n"," 17 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07 3000 non-null object\n"," 18 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08 3000 non-null object\n"," 19 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09 3000 non-null object\n"," 20 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11 3000 non-null object\n"," 21 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12 3000 non-null object\n"," 22 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13 3000 non-null object\n"," 23 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14 3000 non-null object\n"," 24 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15 3000 non-null object\n","dtypes: object(25)\n","memory usage: 586.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(\"results/mgtv-results_merged_model.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_NV4080',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_M3',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_M3',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15']"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["['llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15']"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["columns = df.columns[10:20].to_list()\n","columns.append(df.columns.to_list()[9])\n","columns += df.columns[20:].to_list()\n","columns"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","\n","def plot_value_counts(df, column):\n"," font_family = rcParams[\"font.family\"]\n"," # Set the font to SimHei to support Chinese characters\n"," rcParams[\"font.family\"] = \"STHeiti\"\n"," rcParams[\"axes.unicode_minus\"] = (\n"," False # This is to support the minus sign in Chinese.\n"," )\n","\n"," plt.figure(figsize=(12, 6))\n"," df[column].value_counts().plot(kind=\"bar\")\n"," # add values on top of bars\n"," for i, v in enumerate(df[column].value_counts()):\n"," plt.text(i, v + 0.1, str(v), ha=\"center\")\n"," plt.show()\n","\n"," rcParams[\"font.family\"] = font_family"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABrlklEQVR4nO3dd3gUVf/+8TuFJJuEBAgllITei6AUEZCuCCpVfBSUEhAEkaYUKSIIKIrYUUQ6PkpRkKo+9A6CFOklkIAkSBJSIAmbZH5/8Mt+WRIgwE6WwPt1XXvBnnNm8pnsJNl758yMi2EYhgAAAAAAgClcnV0AAAAAAAAPMoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmcnd2AY6Slpamf/75R7lz55aLi4uzywEAAAAAPOAMw1B8fLyKFCkiV9ebH9d+YIL3P//8o6CgIGeXAQAAAAB4yISHh6tYsWI37X9ggnfu3LklXdtgPz8/J1cDAAAAAHjQxcXFKSgoyJZHb+aBCd7p08v9/PwI3gAAAACAbHO70525uBoAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieMOmcePGcnV11ccff5yhr2jRonJ3d7c9Jk2aZOubMWOG3N3dVaVKlTteLwAAAAA86NydXQDuH+vWrdOYMWMytF+6dEmenp5KSUnJdLnu3burSZMmevbZZ+9ovQAAAADwMOCIN27r4MGDKl++vLPLAAAAAIAcieCN2zp06BDBGwAAAADuEsEbt3Xw4EH9+OOPypcvn6pXr67ffvvN2SUBAAAAQI5B8MZttWrVSlu3blVERIQmT56s7t2769ChQ84uCwAAAAByBII3bqt58+YqVaqUPDw81LRpUw0dOlTff/+9s8sCAAAAgByB4I07VqpUKZ09e9bZZQAAAABAjkDwxi2NGzdOv/76q13b5s2bVa5cOSdVBAAAAAA5C/fxxi09+uij6tevn4KDg1WuXDktWLBA33//vfbt2+fs0gAAAAAgRyB445ZatWqlf/75R+3bt9e5c+dUo0YNLV26VEWKFHF2aQAAAACQI7gYhmE4uwhHiIuLk7+/v2JjY+Xn5+fscgAAAAAAD7is5lCOeN8HSgxb4ewSHjqnP2jl7BIAAAAAPCS4uBoAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACa6q+DduHFjubq66uOPP77pGKvVqlGjRtm1TZs2TcHBwfLx8VHbtm0VGRlpN/7NN99U3rx5FRAQoLffflspKSl3Ux4AAAAAAPeNuwre69at0+jRo285ZvTo0frrr79sz1evXq0JEyZo+fLlunjxoqpUqaK2bdva+keNGqVjx47pyJEjOnLkiA4dOpQhuAMAAAAAkNOYMtV8y5Yt+uSTT+zapkyZosmTJ6tatWqyWCwaN26c0tLStHbtWl29elXfffedZs2apUKFCqlAgQKaM2eOpk+frsuXL5tRIgAAAAAA2cLhwTshIUFdunTRW2+9ZWszDEM7duxQq1at7MZ26NBBa9as0d69e1WxYkUFBgba+gICAlSnTh1t3brV0SUCAAAAAJBtHB68+/fvr1atWql58+a2tqioKOXJk0deXl52Y8uXL69Tp04pLCxMZcqUybCu9H4AAAAAAHIqd0eubOnSpdq+fbt2796t7du329oTExPl7e2dYbzFYlFiYuJt+zOTnJys5ORk2/O4uDgHbAEAAAAAAI7lsCPeFy5cUN++fTVv3rwMR7YtFouSkpIyLBMVFSVvb+/b9mdm4sSJ8vf3tz2CgoIcsyEAAAAAADiQw454v/7664qMjFTdunUlSWlpaUpNTVVgYKDOnz+vS5cuyWq1KleuXLZlQkNDVapUKQUHBys0NDTDOkNDQ9W+fftMv97w4cM1aNAg2/O4uDjCNwAAAADgvuOwI96LFy+W1WpVUlKSkpKS9Pvvv+uZZ55RRESEXFxcVLNmTa1du9ZumUWLFqlZs2aqXr26Dh06pJiYGFtfdHS0duzYoSeeeCLTr+fp6Sk/Pz+7BwAAAAAA9xtTbieWmUGDBmnAgAE6cuSIkpKSNG7cOFksFjVq1EgeHh7q1q2bevbsqaioKF28eFHdu3fXG2+8cdOp5gAAAAAA5ATZFrxbtGihAQMGqHnz5sqXL5/27NmjxYsX2/rHjh2rwoULq3Tp0ipXrpzKli2rMWPGZFd5AAAAAACYwsUwDMPZRThCXFyc/P39FRsbm+OmnZcYtsLZJTx0Tn/Q6vaDAAAAAOAWsppDs+2INwAAAAAADyOCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGCiuwrejRs3lqurqz7++GO79s2bN6tOnTry8/PT448/ru3bt9v1jx07VoUKFZKfn5+6d++uhIQEW19cXJw6deokX19fFSlSRB9++OHdlAYAAAAAwH3lroL3unXrNHr0aLu248ePq2PHjho/frwiIyM1ZMgQtWnTRmfPnpUkffPNN1qyZIm2b9+us2fPysXFRT179rQt/9prrylXrlw6d+6ctm3bpkWLFunbb7+9h00DAAAAAMD53B21oi+//FKDBg1Ss2bNJEnt2rXTjh07tGDBAg0aNEhTpkzRDz/8oJIlS0q6FsRLly6tkydPysvLS+vWrdOZM2fk5eUlf39/zZkzR88884x69erlqBIBAAAAAMh2DgveJUuWVKtWrezagoKCFB4ergsXLujy5ct67LHHbH25cuXS888/r7Vr18rf31/NmzeXl5eXrb9ixYry9fXV8ePHVbZsWUeVCQAAAABAtnLYxdUGDBiQISAvX75cNWvWVFhYmMqUKZNhmfLly+vUqVO37c9McnKy4uLi7B4AAAAAANxvTLuq+axZsxQREaG2bdsqMTFR3t7eGcZYLBYlJibetj8zEydOlL+/v+0RFBTk8G0AAAAAAOBemRK8d+3apaFDh+q///2v3N3dZbFYlJSUlGFcVFSUvL29b9ufmeHDhys2Ntb2CA8Pd/h2AAAAAABwrxx2jne6sLAwtW3bVt9//70qVqwoSQoODlZoaGiGsaGhoapZs6b8/Py0atWqTPtLlSqV6dfx9PSUp6enY4sHAAAAAMDBHHrEOz4+Xs8++6zefvttPfvss7b2ggULysPDQ0ePHrW1paSkaOnSpWratKnq1aunNWvWKCUlxdb/999/Kzk5OdNzvwEAAAAAyCkcFrxTU1PVsWNHPfnkk+rfv3+G/oEDB6pHjx46e/as4uPj1a9fPzVr1kwlS5ZU0aJF9cQTT2jgwIFKSEhQeHi4evbsqZEjRzqqPAAAAAAAnMJhwbtfv35avXq1vvnmG7m7u9seTZs2lST17t1bzZs316OPPqqiRYvq6tWr+uabb2zLf/vtt4qOjlZgYKBq166tdu3aKSQkxFHlAYAkqXHjxnJ1ddXHH39s137kyBF5e3vLxcVFFy9evOU6tm/friVLltiex8TEqEuXLipQoIBKlCihDz74QGlpaWaUDwAAgBzIxTAMw9lFOEJcXJz8/f0VGxsrPz8/Z5dzR0oMW+HsEh46pz9odftBeGCNGTNGvr6+euuttzL0lShRQn/++afy58+f6bKXL19W9erVNXHiRHXo0EGS1LRpU9WpU0fDhg1TZGSkXnnlFb388st68803Td0OAAAAOFdWc6hptxMDgAfRoEGD7C4W+ddff+nChQsaP368/Pz8VLZsWc2cOVPTp093YpUAAAC4nxC8ASCLVqxYofXr16tdu3a2ttTUVA0aNEguLi62tqCgIEVGRjqjRAAAANyHCN4AkAUXL15U7969NXfuXHl7e9vaa9asqW7dutmNXb58uWrWrJndJQIAAOA+RfAGgCx47bXX1LNnT9WuXfuW4yIiIjR48GCNHj06myoDAADA/c7d2QUAwP1u1qxZOn/+vBYuXHjLccnJyWrfvr369OmjOnXqZFN1AAAAuN8RvAHgFsLCwjR48GAlJCTIx8dHkmS1WvXDDz9ox44d+uijj2xjQ0JCFBQUpHfeecdZ5QIAAOA+RPAGgFsIDg5WVFSUXVvXrl317LPP2m4nJl27RdmpU6e0du1auwutAQAAAARvALhH8+fP19y5c7Vt2zZ5eXk5uxwAAADcZwjeAHAPNm3apO7du8tqtapIkSJ2fSdPnlTx4sWdVBkAAADuFy6GYRjOLsIR4uLi5O/vr9jYWPn5+Tm7nDtSYtgKZ5fw0Dn9QStnlwAAAAAgh8tqDuWIN4BswQdM2Y8PmAAAAO4P3McbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAE91V8G7cuLFcXV318ccf27Vv2bJF1atXl8ViUa1atbRz5067/mnTpik4OFg+Pj5q27atIiMjbX1Wq1Vvvvmm8ubNq4CAAL399ttKSUm5m/IAAAAAALhv3FXwXrdunUaPHm3XFhkZqbZt22r06NGKi4vTiBEj1Lp1a0VEREiSVq9erQkTJmj58uW6ePGiqlSporZt29qWHzVqlI4dO6YjR47oyJEjOnTokEaNGnUPmwYAAAAAgPM5bKr5jBkz9OKLL6pdu3bKlSuX2rRpoy5duujrr7+WJE2ZMkWTJ09WtWrVZLFYNG7cOKWlpWnt2rW6evWqvvvuO82aNUuFChVSgQIFNGfOHE2fPl2XL192VIkAAAAAAGQ7hwXvTZs2qXXr1nZtHTp00Jo1a2QYhnbs2KFWrVpl2r93715VrFhRgYGBtr6AgADVqVNHW7dudVSJAAAAAABkO4cF77CwMJUpU8aurXz58jp16pSioqKUJ08eeXl5Zdqf2bLX92cmOTlZcXFxdg8AAAAAAO43DgveiYmJ8vb2tmuzWCxKTEzMtO9O+jMzceJE+fv72x5BQUGO2RAAAAAAABzIYcHbYrEoKSnJri0qKkre3t6Z9t1Jf2aGDx+u2NhY2yM8PNwxGwIAAAAAgAM5LHgHBwcrNDTUri00NFSlSpVSQECALl26JKvVmml/Zste358ZT09P+fn52T0AAAAAALjfOCx4169fX6tXr7ZrW7RokZo1ayYXFxfVrFlTa9euzbS/evXqOnTokGJiYmx90dHR2rFjh5544glHlQgAAAAAQLZzWPAOCQnR7NmztWrVKqWkpGj58uX68ccf1adPH0nSoEGDNGDAAB05ckRJSUkaN26cLBaLGjVqJA8PD3Xr1k09e/ZUVFSULl68qO7du+uNN9646VRzAAAAAAByAocF70KFCmnhwoUaPny4fH19NWbMGC1ZskQFCxaUJLVo0UIDBgxQ8+bNlS9fPu3Zs0eLFy+2LT927FgVLlxYpUuXVrly5VS2bFmNGTPGUeUBAAAAAOAULoZhGM4uwhHi4uLk7++v2NjYHHe+d4lhK5xdwkPn9Aetbj8IDsV+nv3YzwEAAMyV1RzqsCPeAAAAAAAgI4I3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACZyaPCOiopS586dlS9fPgUHB2vy5Mm2vsOHD6t+/fqyWCyqXLmyVq5cabfskiVLVK5cOVksFjVp0kTHjx93ZGkAAAAAADiFQ4N3ly5dVKZMGYWHh2vXrl3atGmTZs+ereTkZLVs2VIvvfSSYmNj9c0336hHjx46cOCAJOnAgQPq1auXvvvuO8XGxqpjx45q0aKFkpKSHFkeAAAAAADZzqHBe+PGjXrnnXfk4+OjQoUKqV+/fvrll1/0888/q0qVKurbt688PDzUoEEDjR49Wh999JEk6csvv9SQIUPUsGFDeXh4qHfv3qpVq5Z++OEHR5YHAAAAAEC2c2jwbtWqlYYMGaK4uDiFh4drwoQJKlSokDZt2qTWrVvbje3QoYPWrFkjSbftBwAAAAAgp3Jo8P7qq6+0ePFi+fv7Kzg4WOfPn9e7776rsLAwlSlTxm5s/vz5lZSUpOTkZJ07d06lSpWy6y9fvrxOnTrlyPIAAAAAAMh2DgveKSkpeu655/Tyyy8rKipKZ86cUYsWLXThwgUlJibK29s7wzIWi0WJiYlKS0uTq6trpn03k5ycrLi4OLsHAAAAAAD3G4cF7+XLl8tisejDDz+0XdV83Lhx6tatmzw8PDK9UFp0dLS8vb3l6uoqwzDs+qKiojIN6+kmTpwof39/2yMoKMhRmwIAAAAAgMM4LHgfPXpUDRo0sGvz8fFRnjx5JEmhoaF2fREREcqXL588PDxUtGhRhYWF2fWHhoZmmH5+veHDhys2Ntb2CA8Pd8yGAAAAAADgQA4L3qVKldKRI0fs2pKSknT48GF17txZq1evtutbtGiRmjVrJkmqX7/+Lfsz4+npKT8/P7sHAAAAAAD3G4cF7+eee0579uzRV199pfj4eJ07d05dunRR3bp11b59e+3cuVNz5syR1WrVtm3bNGnSJL399tuSpH79+un999/Xjh07ZLVaNWPGDO3fv18vvfSSo8oDAAAAAMApHBa8vby8tHz5cv36668qVKiQ6tSpo4IFC2rOnDny8vLSsmXLNG3aNOXOnVshISGaNm2aKleuLEmqWrWqvvjiC73yyivy8/PTvHnztHLlSnl6ejqqPAAAAAAAnMLdkSsrW7asfvvtt0z7KlWqpM2bN9902TZt2qhNmzaOLAcAAAAAAKdz6H28AQAAAACAPYI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAiU4P3mTNnNHv2bDO/BAAAAAAA9zVTg3f//v0VGRlpe75lyxZVr15dFotFtWrV0s6dO+3GT5s2TcHBwfLx8VHbtm3tlgUAAAAAICcyLXivXLlSJ0+e1KBBgyRJkZGRatu2rUaPHq24uDiNGDFCrVu3VkREhCRp9erVmjBhgpYvX66LFy+qSpUqatu2rVnlAQAAAACQLUwJ3snJyRowYIC++eYbubu7S5JmzJihF198Ue3atVOuXLnUpk0bdenSRV9//bUkacqUKZo8ebKqVasmi8WicePGKS0tTWvXrjWjRAAAAAAAsoUpwXvSpEl68sknVa9ePVvbpk2b1Lp1a7txHTp00Jo1a2QYhnbs2KFWrVpl2g8AAAAAQE7l8OAdHh6uiRMn6rffflPevHk1ePBgpaWlKSwsTGXKlLEbW758eZ06dUpRUVHKkyePvLy8Mu0HAAAAACCncnjwHjdunJo3b67du3drz5492rx5s7766islJibK29vbbqzFYlFiYmKmfdf3ZyY5OVlxcXF2DwAAAAAA7jfujl7h0qVLdeTIEeXNm1eS9P3336tjx46yWCxKSkqyGxsVFSVvb+9M+67vz8zEiRP13nvvObp8AAAAAAAcyqFHvP/991/5+PjYQrckVa5cWWfPnlVwcLBCQ0PtxoeGhqpUqVIKCAjQpUuXZLVaM+3PzPDhwxUbG2t7hIeHO3JTAAAAAABwCIcG74CAAMXExCgmJsbWdujQIQUHB6t+/fpavXq13fhFixapWbNmcnFxUc2aNTNcwTy9PzOenp7y8/OzewAAAAAAcL9xaPB2dXVV165d1bVrV124cEGhoaHq0aOH+vfvr5CQEM2ePVurVq1SSkqKli9frh9//FF9+vSRJA0aNEgDBgzQkSNHlJSUpHHjxslisahRo0aOLBEAAAAAgGzl8HO8P/jgAw0dOlRVqlSRj4+P3nzzTfXs2VOStHDhQvXt21dt27ZVlSpVtGTJEhUsWFCS1KJFC505c0bNmzdXVFSUnn76aS1evNjR5QEAAAAAkK1cDMMwnF2EI8TFxcnf31+xsbE5btp5iWErnF3CQ+f0B61uPwgOxX6e/djPAQAAzJXVHOrw24kBAAAAAID/Q/AGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATGRq8P7oo4908eJFSdLhw4dVv359WSwWVa5cWStXrrQbu2TJEpUrV04Wi0VNmjTR8ePHzSwNAAAAAIBsYVrw3r9/v0aNGiVJSk5OVsuWLfXSSy8pNjZW33zzjXr06KEDBw5Ikg4cOKBevXrpu+++U2xsrDp27KgWLVooKSnJrPIAAAAAAMgWpgTvq1ev6pVXXlFKSook6eeff1aVKlXUt29feXh4qEGDBho9erQ++ugjSdKXX36pIUOGqGHDhvLw8FDv3r1Vq1Yt/fDDD2aUBwAAAABAtjEleI8YMUJVq1ZVsWLFJEmbNm1S69at7cZ06NBBa9asyVI/AAAAAAA5lcOD98aNG7Vo0SJ99dVXtrawsDCVKVPGblz+/PmVlJSk5ORknTt3TqVKlbLrL1++vE6dOnXTr5OcnKy4uDi7BwAAAAAA9xuHBu+4uDh17dpVM2fOlL+/v609MTFR3t7eGcZbLBYlJiYqLS1Nrq6umfbdzMSJE+Xv7297BAUFOW5DAAAAAABwEIcG7zfffFPt27dXo0aN7NotFkumF0qLjo6Wt7e3XF1dZRiGXV9UVFSmYT3d8OHDFRsba3uEh4c7ZBsAAAAAAHAkd0etaOnSpZo/f77c3Nz0xRdfSLo2HbxYsWIqXLiwQkND9eSTT9rGR0REKF++fPLw8FDRokUVFham4sWL2/pDQ0MzTD+/nqenpzw9PR1VPgAAAAAApnDYEe/WrVvLarUqKSnJ9ihevLjOnj2r8ePHa/Xq1XbjFy1apGbNmkmS6tevf8t+AAAAAAByKtPu4329du3aaefOnZozZ46sVqu2bdumSZMm6e2335Yk9evXT++//7527Nghq9WqGTNmaP/+/XrppZeyozwAAAAAAEyTLcHby8tLy5Yt07Rp05Q7d26FhIRo2rRpqly5siSpatWq+uKLL/TKK6/Iz89P8+bN08qVK5lKDgAAAADI8Rx2jndmTp8+bft/pUqVtHnz5puObdOmjdq0aWNmOQAAAAAAZLtsOeINAAAAAMDDiuANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAA4JYmT56sy5cvO7sMAAByLII3AAAPqJiYGHXp0kUFChRQiRIl9MEHHygtLc3WX7RoUbm7u9sekyZNyrCOJUuWaM6cOfL09MzO0gEAeKC4O7sAAABgjg4dOqhOnTo6efKkIiMj9corr8jb21tvvvmmLl26JE9PT6WkpNx0+cTERA0aNEjz58+XuztvGQAAuFsc8QYA4AH0119/6cKFCxo/frz8/PxUtmxZzZw5U9OnT5ckHTx4UOXLl7/lOiZMmKBmzZqpbt262VEyAAAPLD6+BgDgAZSamqpBgwbJxcXF1hYUFKTIyEhJ0qFDh24ZvE+cOKHZs2dr3759ptcKAMCDjiPeAAA8gGrWrKlu3brZtS1fvlw1a9aUdO2I948//qh8+fKpevXq+u233+zGDhgwQJcvX1apUqXUoEEDnTp1KttqBwDgQUPwBgDgIRAREaHBgwdr9OjRkqRWrVpp69atioiI0OTJk9W9e3cdOnRIkrR161bt2rVLS5YsUXh4uJo1a6aOHTvKMAxnbgIAADkWwRsAgAdccnKy2rdvrz59+qhOnTqSpObNm6tUqVLy8PBQ06ZNNXToUH3//feSpJ9++knvvvuuGjRoIF9fX7377ruSpF27djltGwAAyMkI3gAAPOBCQkIUFBSkd95556ZjSpUqpbNnz0q6dn53lSpV7PqrVaumM2fOmFonAAAPKoI3AAAPsDFjxujUqVOaNWuW7UJr48aN06+//mo3bvPmzSpXrpwkqVixYvr777/t+v/++2+VLFkye4oGAOABw1XNAQB4QM2fP19z587Vtm3b5OXlZWt/9NFH1a9fPwUHB6tcuXJasGCBvv/+e9sVzHv37q1WrVqpatWqqlGjhqZMmSJPT0899thjztoUAAByNII3AAAPoE2bNql79+6yWq0qUqSIXd/Jkyc1fPhwtW/fXufOnVONGjW0dOlS27gaNWrom2++Ua9evXT+/Hk1b95cP//8s92tyQAAQNa5GA/IJUrj4uLk7++v2NhY+fn5ObucO1Ji2Apnl/DQOf1BK2eX8NBhP89+7OcAAADmymoO5Yg3AAAOwgdM2Y8PmAAAOQEXVwMAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABM5NDgHRMToy5duqhAgQIqUaKEPvjgA6WlpUmStmzZourVq8tisahWrVrauXOn3bLTpk1TcHCwfHx81LZtW0VGRjqyNAAAAAAAnMKhwbtDhw4qWrSoTp48qT/++ENLlizRl19+qcjISLVt21ajR49WXFycRowYodatWysiIkKStHr1ak2YMEHLly/XxYsXVaVKFbVt29aRpQEAAAAA4BQOC95//fWXLly4oPHjx8vPz09ly5bVzJkzNX36dM2YMUMvvvii2rVrp1y5cqlNmzbq0qWLvv76a0nSlClTNHnyZFWrVk0Wi0Xjxo1TWlqa1q5d66jyAAAAAABwCocF79TUVA0aNEguLi62tqCgIEVGRmrTpk1q3bq13fgOHTpozZo1MgxDO3bsUKtWrTLtBwAAAAAgJ3N31Ipq1qypmjVr2rUtX75cNWvW1JkzZ1SmTBm7vvLly+vUqVOKiopSnjx55OXllaH/hx9+uOnXS05OVnJysu15XFycA7YCAAAAAADHMu2q5hERERo8eLBGjx6txMREeXt72/VbLBYlJiZm2nd9/81MnDhR/v7+tkdQUJDDtwEAAAAAgHtlSvBOTk5W+/bt1adPH9WpU0cWi0VJSUl2Y6KiouTt7Z1p3/X9NzN8+HDFxsbaHuHh4Q7fDgAAAAAA7pXDpppfLyQkREFBQXrnnXckScHBwQoNDVVwcLBtTGhoqEqVKqWAgABdunRJVqtVuXLlytB/M56envL09DSjfAAAAAAAHMbhR7zHjBmjU6dOadasWbYLrdWvX1+rV6+2G7do0SI1a9ZMLi4uqlmzZoYrmKf3AwAAAACQkzn0iPf8+fM1d+5cbdu2ze5iaSEhIapRo4aefPJJNW/eXKtXr9aPP/6oPXv2SJIGDRqkAQMG6JdfflGJEiX00UcfyWKxqFGjRo4sDwAAAACAbOew4L1p0yZ1795dVqtVRYoUses7efKkFi5cqL59+6pt27aqUqWKlixZooIFC0qSWrRooTNnzqh58+aKiorS008/rcWLFzuqNAAAAAAAnMZhwbtBgwZ2t/e6UfHixbV3796b9vfq1Uu9evVyVDkAAAAAANwXTLudGAAAAAAAIHgDAAAAAGAqgjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAHigjRoyQm5ub3N3d5e7uripVqmQ6btiwYdlcGYCHFcEbAAAAD5SDBw9q7dq1SklJUUpKiv7+++8MY7799lstX77cCdUBeBgRvAEAAPBAOXjwoCpUqHDT/hMnTmjIkCHZWBGAhx3BGwAAAA+MpKQkxcTEqFChQpn2p6am6pVXXlG/fv2yuTIADzOCNwAAAB4YR44c0eXLlxUUFKRixYpp6NChslqttv4JEyaoYMGC6tGjhxOrBPCwIXgDAADggeHj46P//e9/OnbsmLZt26aDBw9qzJgxkqTdu3dr2rRpmj59unOLBO5RaGioWrRoody5c6t8+fL68ccfJUlz5syxXVQw/eHq6qrWrVs7uWIQvAEAAPDAKFu2rOrVqyeLxaKgoCDNnTtX3333nRITE/XKK69o6tSpKlCggLPLBO6aYRh6/vnn1aRJE128eFELFizQ8OHDtX37dr366qu2iwqmpKTo6tWrqlixokaOHOnssh967s4uAAAAADBL3rx5ZRiG3nnnHR0/flwdOnSQdC28WK1WeXl5KTIyUv7+/k6uFMiaS5cu6Y033lCvXr0kSY888ohat26tzZs36/HHH7cbu3jxYgUHB6tWrVrOKBXX4Yg3AAAAHgi7d+9W79697dqOHDkiLy8vTZkyRVarVUlJSUpKStLRo0dVqVIlJSUlEbqRo+TNm9cWuq9evao//vhDixcvVpMmTezGGYah8ePHa9SoUc4oEzcgeAMAAOCBUKlSJa1evVpff/21kpKStG/fPr344osaOnSos0sDTFGnTh099dRTatSokWrUqGHXt2zZMgUEBOiJJ55wUnW4HsEbAAAADwSLxaIVK1Zo4cKFCggI0LPPPquXXnpJffv2dXZpgCm2bdumbdu26ejRo5owYYJd3/vvv8/R7vsI53gDAADggVG5cmWtW7futuNKlCihv//+OxsqAszj5eWlxx9/XL/88ouqVaumESNGSJJ+++03eXp6qlGjRs4tEDYEbwAAAGRZiWErnF3CQ+f0B62cXQLuI6dPn5anp6cKFy5saytatKjc3NyUmJgoi8XCud33IaaaAwAAAEAOsWXLFr311lt2badPn1bu3LllsVi0YcMGJScn66mnnnJShcgMwRsAAAAAcog2bdpo586dmj17thITE3XkyBH95z//sR3hHjduHPftvg8RvAEAAAAgh/Dx8dHy5cs1b948FShQQE899ZRefvllde3aVfHx8QoICNBzzz3n7DJxA87xBgAAAIAcpHz58vrjjz8ytOfOnVs//fSTEyrC7RC8AQAAAOA6XEQw+z3oFxFkqjkAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgovsqeMfFxalTp07y9fVVkSJF9OGHHzq7JAAAAAAA7sl9dVXz1157TV5eXjp37pwuXbqkDh06KE+ePOrVq5ezSwMAAAAA4K7cN8H73LlzWrdunc6cOSMvLy/5+/trzpw5euaZZwjeAAAAAIAc676Zar5lyxY1b95cXl5etraKFSvK19dXx48fd2JlAAAAAADcvfsmeIeFhalMmTIZ2suXL69Tp045oSIAAAAAAO7dfTPVPDExUd7e3hnaLRaLEhMTM7QnJycrOTnZ9jw2NlbStQu05TRpyVecXcJDJyfuJzkd+3n2Yz/Pfuzn2Y/9PPuxn2c/9vPsx36e/XLqfp5et2EYtxx33wRvi8WiK1cy7uBRUVGZBvKJEyfqvffey9AeFBRkSn14sPh/6uwKAPOxn+NhwH6OhwH7OR4GOX0/j4+Pl7+//03775vgHRwcrFWrVmVoDw0NValSpTK0Dx8+XIMGDbI9T0tLU3R0tAICAuTi4mJqrbgmLi5OQUFBCg8Pl5+fn7PLAUzBfo6HAfs5Hgbs53gYsJ9nP8MwFB8fryJFitxy3H0TvOvVq6e33npLKSkpcne/Vtbff/+t5OTkTM/99vT0lKenp11bnjx5sqNU3MDPz48fbDzw2M/xMGA/x8OA/RwPA/bz7HWrI93p7puLqxUtWlRPPPGEBg4cqISEBIWHh6tnz54aOXKks0sDAAAAAOCu3TfBW5K+/fZbRUdHKzAwULVr11a7du0UEhLi7LIAAAAAALhr981Uc+naIfr58+c7uwxkkaenp959990MU/6BBwn7OR4G7Od4GLCf42HAfn7/cjFud91zAAAAAABw1+6rqeYAAAAAADxoCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeuGuXL19WtWrVlJKSYmtbv369RowYYdcG5GQJCQny8/Oz26dXrlypTp066erVq06sDLgzsbGx6t+//037fXx89O+//9qeX758OTvKAgDgocDtxHDXUlJS5OXlpcTERP3www/q0qWL1q9fr6ZNmyo2Nla+vr7OLhG4Z6mpqfL09NTly5c1adIkjRo1Sps2bVKjRo3Yz5GjxMXFqXLlygoPD9d3332nK1euyMXFRRaLRT179lT+/PkVFhYmb29vRUZG6tFHH9XWrVtVvHhxZ5cOOERKSopee+01ffbZZ8qdO7cOHDggV1dXVa5c2dmlAfds5cqV8vb2lqtrxuOqLi4uCgwMVNmyZZ1QGdIRvHFbly9f1lNPPSVPT09JkmEY8vf315IlS+Tr66vo6GgFBgYqOjpae/fu1WOPPaa4uDj5+Pg4uXIg6xISElS+fHm7/TwgIEB//vmncufObdvPo6KitG/fPj366KPs58hRkpOTVaVKFR0/flwVKlRQgwYNJEnr1q3TiRMnVLx4cZ05c0aS9NVXX+n777/Xnj17nFkycMeSk5M1depUWSwWubm56cqVK2rbtq2aNm2qPXv2KE+ePLp06ZJ8fX318ssva+vWrTp+/Lhy5crl7NKBuxIWFqbg4GAVLlxYtWrVkmEY2rBhgxo2bKjdu3erSpUq8vDw0KZNm3TgwAEFBwc7u+SHFlPNcVuenp4KDw9XSEiITpw4oR49eujYsWOSJC8vL3l4eMjd3d32XJI8PDycVi9wNywWi7y8vDR37ly5uLho3rx5unLliqRrPwO5cuWy7efp+3d6SAdyAnd3d7t9+LvvvtN3330nNzc3W9vzzz+vyMhILV68WG+99ZYzywXuimEYGjRokObPn6/Zs2dr0KBBSk5O1qlTp+Tl5SVPT095enpq2bJlWrx4saZPn07oRo5Wt25dzZs3T97e3vr111+1bNkyFStWTMuWLVOdOnU0a9YsLV++XN26dbO9r4FzuDu7ANz/3N3dlSdPHnXq1EkffvihOnXqpIkTJ9r6JNn+aFmtVuXKlYs/Yshx3Nzc5OPjo3r16tn+TZ+udWPgvnr1qry8vGztQE7g5uamyMhI9enTRxEREerTp48k2e3nTZo0UYMGDRQTE6P27ds7s1zgrnh6esrNzU0bN26UJHl7e9t9eOrq6qqZM2dq5MiR+uGHH9SsWTMnVwzcG4vFoqVLl+rMmTMaO3asJOnixYsaO3asjh49qk8++UR+fn7y9vZWhQoVnFztw413jbgr6W/UkpOTNXbsWCUkJGjs2LE6d+6cAgMDnVwd4Bjp+3liYqK6d++umJgYde/eXf/++68KFy7s5OqAO2exWFSvXj2tXLlS9erVk2EYWrdunaRr5wAOGDBA8fHxWrlyJTM6kCO5uLjIxcXFrs3NzU2urq4aOXKkrFartmzZop07d6pEiRLOKRJwgD///FPLli2Tp6enFi5cqOLFi9tmMLm4uMjNzc32r6urq5KTk51cMZhqjruSfmmAtLQ0HT9+XM8//7yOHz+uvXv36pFHHnFydYBjpO/nrq6uKlq0qAYOHKiiRYvq6tWrqlmzppOrA+6cv7+/OnXqpLx586pTp07q3LmzJGnAgAGKi4uTJP3zzz/av3+//vrrL2eWCty1Gy9flJaWJsMwdPLkSaWmpmrp0qWaN29ehnFATmK1WvX777/rzJkzOnv2rFxcXNS9e3d17dpV/v7+6tatm4oXL6433nhDI0eO1OTJk51d8kOPI964K+l/rCwWi+bOnWtrb9mype2NHJDTpe/nHh4eGjdunK2tXr16GjRokDNLA+7K6dOnVbt2bR0/fly1a9e2tRcsWFAxMTFatWqVNmzYoJ49e2rRokWqUaOGE6sF7lxaWlqGI94pKSlKTU3Vf//7X/36669av369Xn31VR0/flyzZ892UqXAvalbt662bdumKVOmqEWLFnJ3d9fjjz9um61Xt25dRUdHq3z58mratKnGjh3L73Qn44g3bis1NVVXr17VsWPHbP+m39M4JSVFBw4c0OHDh/XBBx8oKSlJL7zwgpMrBu5camqqEhIS9Pvvv9v+Td/PU1NTtXXrVv3222/q27evSpYsqaefftrJFQN3LjAwUHPnzlVwcLDmzZunOXPmyDAMvfPOOypSpIhGjhwpLy8vtW7dWlu2bHF2ucAdS0pKUkpKit302vj4eFmtVl29elVWq1UVKlTQ+vXrtW7dOk2bNs3ZJQN37d9//9WRI0f09ddf68SJEzpz5oxCQ0MVGhqqM2fOKD4+XocPH1bt2rXVpEkT7dq1y9klP9Q44o3bSkpK0rFjx1SxYkUZhqEKFSqoWLFikq6d4/3XX3+pV69e8vX11fbt251cLXB3EhMTlZSUpF69ekmSevXqpXz58km69jOQfjGq1NRUrV692pmlAnclLS1N7u7uKl++vO3cPxcXF6WlpUm69kHqpk2b9Mcff6hIkSLat2+fkysG7pynp6cOHDhg28dTU1NVrFgxffHFF7p69apSUlJ0+fJlWSwWffXVV+rWrZs6derErSGRI7m6uurXX3/Vt99+K0mqU6eOIiMj7e7lnZycrBYtWmjRokVc18DJuI83siT9auXprl69Knd3d3l5eenq1auKiorSlClTNHXqVI0cOVIDBw50YrWA46SmpsrLy0tWq1WpqamaOXOmhg0bpk6dOmnSpElcgAo5RlJSkipWrKjQ0FA9+eSTioyMlNVqVaFChbRt2zYVK1ZMp0+flru7uy5evKiCBQsqKipKefPmdXbpwB376aef1LZt2wy3N42MjNTmzZvVv39/rVq1SgcPHtR//vMfJ1UJ3JuEhAQFBwdr1qxZaty4sZ566ik1bNhQ/fr1k3Tt9LjatWvr0KFDypMnj3OLBcEbd+/KlSvy9fWV1Wq1XUVx27Zt6t69uzZv3qyAgAAnVwjcu4SEBPn5+dk+bJKkkydPKiQkRCtWrOAoCXKM6OholS5dWjExMZn2+/v7Kzw8XH5+foqPj9ecOXP02muvcXtI5ChhYWFq37699u7dq0WLFunKlSuaOHGivLy8bGMMw9CxY8fk7u6uBQsWqGnTpk6sGLh7cXFxKlKkiOrXr699+/YpPj5e1apVs7sA7MyZM9WtWzdJ0ueff+6sUiGmmiOLUlNTde7cOQUFBdkuWuLl5aUDBw7YTWepW7eudu/eLW9vb2eVCjiUr6+v4uPj7e7ZXbp0aa1bty7DBXyA+1m+fPluGrol6ccff5TFYpEk5c6dW3379s2u0gCHCQwMVM2aNfXjjz+qdOnS+uGHH3TlyhUNHjzYblxqaqp27NhhO9UCyIkuX74sT09PrV69WqmpqVq7dq2+/PJLffnll2rVqpXatGmjTz/9VAkJCYqKinJ2uQ89jngjS8LDw1WiRAlFRESoQIECdn09evRQ1apV1b9/fydVBwAAkNFvv/2m5cuX64svvnB2KYDDJSUlac+ePXriiSfs2tetW6d58+bpiy++4GDYfYTgjSyJjo5W/vz5FR8fbze1tnfv3po5c6amTp2q7t27O7FCAEBW/Pvvv3rssce0b9++m56/HR4erpCQEP3+++/ZXB0AAA8mbieGLPH09JSLi4vdRUrefPNNLVq0SP/73/8I3QCQA8THx8tisejs2bOyWCwKDw/XxYsX9e+//yosLEz//vuvJkyYIDc3N/3555/OLhe4a4mJifr5558lScHBwQoPD3dyRYBzXLhwQY8++qiOHj3q7FIeegRvZEn6xXXSz3P9+eefNXPmTK1cuVINGjRwZmkAgCyYPXu23nrrLXl5ecnFxUVeXl4qV66cChUqpMDAQJUsWVJLly7VxIkT5efnZ3cxKiCnsVqteuONNyRJHh4eyp8/v7Zs2aKnn35aLVu2VMuWLdW8eXM9++yzTq4UuHt79+6Vn5+f/vnnH0lSbGyshgwZoosXL9rGWCwW7d27l+vS3AcI3sgSNzc3GYah+fPnS5Jat26t//3vf6pdu7aTKwMAZMWxY8ds9/JOvyhmiRIllJqaqtq1a2vGjBny8fFRQECAPD097S4oCOQUqampqly5sp5//nnFxMSoSZMmOn/+vDw9PWWxWBQTE6MKFSqoSZMm+uuvv/TOO+84u2Tgrnl7eyshIcF2GqiHh4cmT56sK1eu2Makf4h64631kP34q4o70r9/f33yySeqUqWKJOmrr76y609JSdGlS5e0cuVKZ5QHALiJatWqacWKFZL+7w3Y9fehTz+dKHfu3HJ3dyd4I0eyWq0aOXKkfHx81KdPHw0dOlQhISFydXWVxWJRQECAKlSooNKlS8vDwyPDRamAnCR9BlP6HSksFosMw7D7/Z3+//Rb/8J5OOKNLHNxcdHRo0dVu3ZtzZ8/X9u3b5fVarV7XL16VVevXnV2qQCAG5QqVUqhoaHauHGjJGnjxo26cuWKNm7cqLi4OB05ckTHjx9XUlKSNm3aZHerSCCn8PLyUpMmTdSqVSt5e3vr6aeftl3Vmam2eNCknwqa/q90bT+/fl9P/z+/052Pj7ORJekXv8+fP7+++eYb1a9fX3379lWPHj3UtGlTJ1cHALidQoUK6a+//tLgwYN19epVDR48WOfOndPgwYMVFhamH3/8Ue7u7jp//rwGDx7MmzTkSFarVYULF5a7u7tSU1OVK1cupaWlyWq1KikpSYmJiYqKipKvr69SU1MVHh6uoKAgZ5cN3BVXV1cZhmH3XtwwDHXo0CHDjCY4H8EbWZKSkiLp2rlTbm5u6ty5s/z8/NS2bVv98ccfqlOnjpMrBADcSr58+RQcHKxdu3bJ19dXu3btUvXq1bVr1y7VrVtXr7/+uvLmzasRI0Zo165dKl26tLNLBu6Yq6urwsPDbdcuOHnypMqWLauEhARFRUXp3LlzmjNnjiQpb968qlevnsLCwpxcNXBvrn8ffuN7csMwtGHDBsL3fYDgjSyxWq2SrgXw9HNEnn/+eb3xxht64YUXbnk/WACA81ksFl26dEnStQ9Rr/83XVpamq5cuSLDMJSWlpbdJQL3zM3NTUWLFlViYqKmTZsmHx8f9ejRwxbEP/74Y7Vo0UJbtmxRkyZNnF0ucE8Mw5CLi4smTpx4y3GTJk2yzV6F8zCPDFmSlJQkSUpOTrZrHzdunCwWi7p06eKMsgAAWeTm5qbExEQZhmH7MDU6OlqjR4/W2bNn9fPPPysxMVExMTFKTk62zXQCciLDMNStWzedO3dOly9fVv78+ZWamqoBAwbI09NTEyZM0MKFC51dJnBPrp+RKknbtm1TWFhYhoeLiwvB+z7AEW9kydWrV1WpUiXbm7V0bm5uGj16tFatWqW0tDTOCQSA+5TValVaWpqSkpJkGIZSU1PVtWtXubi4qHv37kpKSrKdG5uQkJDhg1YgJ0hLS1OTJk00ZMgQW9vmzZs1Z84cpaamKikpSXPmzNFjjz2mkJAQVapUSZUrV3ZixcDdS/89nZycrOTkZNWrV88uZKf/38XFJcMMJ2Q/gjeypGjRojpw4ECmfS+//LI6duxI6AaA+5hhGFq0aJEuX74swzB0+fJljR8/PsO4yMhInTlzRpcvX3ZClcC9SUhIUI0aNdSxY0e5ubnp8uXLCg8P1y+//CLDMJSQkKBffvlFklS4cGF9++23+vzzz51cNXB3EhISbPt1vnz5dOLECbuLqknXPnQtXbo0s5juAy4G8w4AAHgopKam6ujRo9q8ebO6dOmS4Q1ausuXL2vLli166qmnsrlCwDHOnj2rkJAQxcbGqlevXurWrZvOnz+vWrVq6ezZs5KuzeZLv6c9kBNdvnxZf//9tx599FG7W4pdLyoqSgUKFND+/ftVpUqVbK4Q1yN4AwDwkAgPD1eJEiUUERGhAgUK2PX16NFDVatWVf/+/Z1UHeB4n332mUJCQuTr66ukpCQdPXpUjzzyiLPLArKN1WrVsWPHVKZMmZt+2IrswdxgAAAeEj4+PjIMQ97e3nbtvXv31ty5c5U7d24nVQaYo3///vL19ZUkeXl5Ebrx0MmVK5cqV65M6L4PELwBAHhIeHp6ysXFxW567ZtvvqlFixbpf//7n7p37+7E6gDHSU1N1alTpyRJcXFx8vPzU0REhN2Ys2fPKjw83BnlAQ6TL1++DG0dOnTQxo0bnVANboXgDQDAQyL9HEB392vXVv355581c+ZMrVy5Ug0aNHBmaYBDxcXFqWzZskpJSZG3t7cSEhLsZnRMnz5dVapU0ZgxY5xXJOAAefLkkWEYCgsLkyQlJiZq5cqVGe5EBOfjHG8AAB4SqampypUrl+bMmaPOnTsrNTVVf/75p+rUqePs0gCHslqt8vX1td1uyd3dXUlJSUpISFD37t21cuVKlSlTRrt372YKLnKs+Ph4lS1bVh4eHqpcubJWrVqlmTNnasKECdq5c6e6du0qNzc3GYahPHnyaObMmc4u+aHG7cQAAHjI9O/fX5988ontCrdfffWVXX9KSoouXbqklStXOqM84J5cuXJF3t7edqdUuLq6yt3dXeHh4UpJSdG2bdv07LPPErqRY0VGRqpevXqSpNWrV6tSpUqKiYnR6NGj1bdvX7m4uGjz5s365JNPNHz4cH399ddOrhhMNQcA4CHi4uKio0ePqnbt2po/f762b98uq9Vq97h69aquXr3q7FKBO2YYhkqWLKnatWsrKSlJtWvXVu3atZWamqp169bJy8tLv/76q2rUqKGoqCglJiY6u2Tgrvj4+Gjw4MHy8PDQjz/+qPj4eHXo0EFdu3bVggULFBUVJR8fH3Xp0kX+/v5q06aNs0t+6HHEGwCAh0T62WX58+fXN998o/r166tv377q0aOHmjZt6uTqgHtntVo1bNgw5c6dW3379lXfvn1lGIZCQkL06aefauvWrZo1a5ZatWqlwMBAnThxQlWrVnV22cAd8/X11euvv66qVavqq6++UsmSJTVixAgNHDhQy5cvZzbHfYjgDQDAQyIlJUXStXO93dzc1LlzZ/n5+alt27b6448/ONcbOZ6Hh4cGDhyolJQU9e3bV126dLEF7wULFmjRokXq16+fVq9erXz58uno0aMEb+Ro3bp10/Lly3X06FFt375dhmHIxcVFLi4uzi4NN2CqOQAAD4n0q9ymB3BJev755/XGG2/ohRdeUExMjLNKAxwqNjZWVqtVycnJtv3earWqU6dOOnTokNzd3bV3715t377dyZUC98bLy0sRERH66KOPFBcXp+HDh0sSpwvdhwjeAAA8JJKSkiTJdqXndOPGjZPFYlGXLl2cURbgcBaLRWfOnJGnp6cSExNVpEgRXblyRdK1oDJlyhTNnz9fr7/+upMrBe7e77//Lkl6/fXXdeTIES1cuFCLFi1SrVq15OPjo8TERP36669KSEjQsmXLnFwtuJ0YAAAPiXPnzqlFixZav369AgIC7Prmz5+vVatWac6cOXJ15XN55GyvvvqqoqKitGLFCm3atEnly5eXj4+PPv30U73wwgsqV66cs0sE7smVK1dUqFAhJSUl6d9//1WePHkkSStWrFDv3r21detWvfTSS8qVK5dSU1N15coV/fnnn84t+iFH8AYAADIMQykpKcqVK5ezSwHuydKlS9WzZ0/t2LFDJUuW1COPPKIePXqoTp06Gj16tNavX69SpUrp2WefVdOmTfX00087u2Tgrpw/f16DBw/W9u3btXTpUtv1Cpo3b66aNWtq4sSJTq4Q1yN4AwAA4IGRkpKiI0eOqEqVKtq/f7+ee+45nTp1Sm5ubpKkqKgozZgxQ19++aW6d++ud99918kVA/dm6tSpmjt3rrZu3Srp2n29X331VZ0/f96238P5CN4AAAB4YJ04cUJlypTJ0G61WuXm5sapFXggREdHK1++fLbnu3fv1mOPPebEinAjgjcAAAAeCKmpqfr000+zdMqEq6urqlWrpieffDIbKgMcLyEhQevWrVPu3Llv+QGS1WqV1WpVixYtsrE63IjgDQAAgAeGu7u7ateuLU9Pz1uOi4iI0Llz5xQTE8N0XORIERERKlKkSIaLZd4oOjpa5cqV0+HDh7OpMmSG4A0AAIAHhre3t06cOKEiRYrcctzRo0dVsWJFHTlyhKucI0eKjY1V3rx5lZCQIG9v70zHJCUlydvbW2lpadlcHW7k7uwCAAAAAEe5/uh1cnKypk6dKhcXF7m4uCj9eFPfvn2VL18+bdu2jdCNHMvd3V0uLi6Srk07/+9//2ub6ZGUlKRXX33Vtu/D+TjiDQAAgAeGj4+Pjh8/riJFiig5OVkWi0WdO3eWm5ubDMPQ3LlzlZycLHd3jj8hZ0s/mp2QkKDU1FTlyZNHvXr1kmEYmjFjhmJjY+Xi4iJvb2+lpqY6u9yHHsEbAAAADwwPDw8dOHBA5cuXl2EYcnNzs03FTUlJkYeHB9Nu8UBI/2ApISFBXl5e8vT0lNVqlSTlzp1b8fHxSk5OJnjfJ7h/AgAAAB4IKSkpKlSokBITEyXJNs02faot027xoHJ1dbXbt68/tQL3B+bYAAAA4IHg7u6u8PBw2xHtq1evyjAMDRkyRLly5bK1p6SkMNUcOd71wTopKUmpqal6+eWXZRiGkpOTlZiYyBX77yP8xgEAAMADISEhQe+9957WrFmjXbt2KTU1VaNGjZKnp6dcXV2VlpamkSNHMtUcD4TU1FTbUW7DMPTll1/arm7euHHjW97bG9mPc7wBAADwQOjVq5c2bNigt99+W506dZKXl5ezSwJMExsbq3z58unQoUOyWCyZjklOTlaFChV0+vRpBQUFZXOFuB7BGwAAAA+EmJgY5c6dW+7u7tq5c6eeeeYZ+fj43HKZsLCwbKoOcKx//vlHxYoVy9L53C4uLlxgzcmYag4AAIAHQt68eW3/L1GihObMmXPTc7mTk5MVExOTXaUBDlewYEFdvHhRvr6+tzyX++rVq4qOjs7GypAZjngDAAAAAGAizrgHAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAGTwzTffKDIy0tllAMADgeANONHp06dVpUoVzZo1S2+88Yazy7mpkydPqnjx4ipatKjDr4q5fv16Pfvssw5d561cunRJefLk0eXLl7Pta2aH+3kfKlGihC5evJjl8b6+vlkee+jQIZUoUUKS1KFDB7311ltZXja7vmd3sj2ZOXTokJo0aSI/Pz9Vq1ZNK1asyPKyx48fl6urq9zd3W2PHTt2ZDp2w4YNduPc3d3l5uam6tWryzAMU79fjlx3165dtWjRoluOSb+vraur623HmmXbtm0qUKCAKlSoYGu7k5+VrI4dMmSIcufOrffee09S1rd9z549ev/99x1+H+zNmzerTp068vPz0+OPP67t27dnabnU1FQ9+eSTyps3r3777bcsLZP+s5fVvzOnT5/WxIkTM+27fh0TJkxQSEjITdcREBCgxMTEDH1Wq1WjRo2ya5s2bZqCg4Pl4+Ojtm3b2n3QkZiYqH79+qlgwYIKDAzU0KFDlZKSYuv/559/1KpVK3l7e6tUqVKaNWvWbbfxXs2YMUPu7u6qUqXKbccePnxY9evXl8ViUeXKlbVy5Upb39ixYzP8vnF1dVX//v3NLB9wKoI3gNtaunSp2rVrp0OHDil37tzOLueeLF26VM2aNbvtfV2RMyxcuFAdOnSQdC2IFC1a1MkVOVZ0dLSeeuopvf7664qMjNRnn32mnj176q+//srS8gcPHlSXLl2UkpJie9SpUyfTsQ0bNrQbl5KSoubNm2vkyJFycXFx5GY5naenp44cOaJXX33VaTX897//1ciRI7V582ZTv860adN0+vRp2wcbWdl2wzDUp08fffzxx/L393dYLcePH1fHjh01fvx4RUZGasiQIWrTpo3Onj1722X37duny5cvKyIiQo8//rjDarrRyJEj9fvvv99yTNeuXfXzzz8rISEhQ9/333+vl19+WRaLJUPf6NGj7X52V69erQkTJmj58uW6ePGiqlSporZt29r63377bSUnJ+vo0aM6cuSIYmNjNX78eFt/+/bt9cgjjygqKkpLly7VuHHjtHr16rvZ7Czr3r27Tpw4cdtxycnJatmypV566SXFxsbqm2++UY8ePXTgwAFJ174X1/+uuXTpkgoXLqwhQ4aYWj/gTARvALcVFxenokWLyt/fX7ly5XJ2Ofdk4cKFeuGFF5xdBhzk+tfz448/1sCBA51ckWPNnj1bbdq00QsvvCCLxaLGjRtr1KhRmjlzZpaWP3jwoN0R1Tuxa9cuhYeHq3379ne1PG4t/fdq/vz5Tf06KSkpCggIUEBAQJaXmTFjhvz9/fWf//zHobV8+eWXGjRokJo1ayaLxaJ27dqpS5cuWrBgwW2XjYuLU+HCheXp6enQDwNu5OnpqZdfflmhoaE3HVOkSBHVr18/Q92pqamaNWuWevbsmWGZLVu26JNPPrFrmzJliiZPnqxq1arJYrFo3LhxSktL09q1ayVdO8o+dOhQ5c2bV3ny5NHbb7+tX375RdK1GROXL1/W+PHjZbFYVLVqVX311VeaMGHCvX4LHOLnn39WlSpV1LdvX3l4eKhBgwYaPXq0Pvroo0zHT506Vc8///wD9+EpcD2CN3Af+vfff/Xqq68qT548ypMnj1555RWdPn3aNqVWujaF7sCBA3r88cfl4+Ojp59+Wv/++68OHjyoBg0ayNfXVy1bttSFCxfs1v3FF1+oTJkyslgsqlWrltasWaMOHTpo/fr1mdbyySefaOzYsRo6dKjc3d1t7adOnVKbNm3k6+urAgUK6M0339TOnTvVqFEju+XPnz+vbt26qUCBAvL29ladOnW0ePFiSdLQoUPVtGlTrVy5Uu7u7tq9e7eka9PrBg8erMDAQFksFj355JN20xHHjBmj4cOHq0aNGmrVqpWGDRumDz74wO7rWq1WFStWTOfPn7e1xcbGavPmzbbpgunTW7/88ksVLVpU+fLls71p+fbbb1W8eHHlz58/wxuZiIgIderUSXny5FHu3Ln13HPP6ejRo7b+Ro0a6YsvvlChQoU0adIkSdeOIH300UcqVaqUbZv++usvPf744/rzzz9ty/7222+qWbOmvLy8FBQUpHfeeUdXr161+/rr16/X448/LovFohIlSmjy5MkyDCPT1+9Gd7vNUVFRCgkJUUBAgHx8fNSqVSsdOXLEbsyVK1c0YMAAFSpUSD4+PmrRooWOHTuWoYasbKMkpaWl6bXXXpOfn59q1qyp/fv32/UfPnxY8fHxql27tiTpjTfesE217Nq1qxYsWKDx48erSJEiyps3r4YOHaq0tDRJ0osvvqiQkBB9/fXXcnd3V1RUlKQ7f23Tp59u3rxZNWvWlLe3txo3bpzpm/b0U0vWr1+vqlWrytfXV//5z3+UmJioTZs2qUaNGsqdO7c6d+5sOxWiQIEC6tSpk916goKCsnze7aFDh1S+fPksjb3R+++/rxEjRmQ42r1s2TLVqFFDXl5eKleunKZNm5al9e3cuVNPP/20cufOLX9/fz333HPat2+f3ZglS5aoUqVK8vX1VZs2bWyvS7qffvpJVapUkZeXlypXrqyffvpJb731lu11DwwM1Jw5c/Tiiy+qevXqd7XdY8aM0aRJkzR69Gjlz59fhQsX1owZM2QYhsaNG6dChQqpcOHCWZ7Wu23bNlWoUEH+/v4aOXKk0tLS1L9/f1udZcqU0cGDB+Xu7q4zZ84oMDAwy9NtL126pNdee00BAQHKnTu3OnTooLCwMFt/+mk17u7uGjt2bJbWGRMTozFjxuirr77K0vh0jRo10ubNm/XWW2/Zfge0bNlShw8fto0pWbKkWrdubbdcVvbn3bt32/2t2LBhw01PT7jTU1tuVKpUKfXq1Uvt2rXLdLp4upCQEM2YMcOubdWqVSpSpIiqVatm156QkKAuXbrYnQpjGIZ27NihVq1a2Y3t0KGD1qxZI0l67rnn9M477+jChQu6ePGiRo0apUKFCkmSNm3apOeff97u57N58+b6+++/lZSUdMtt7Nq1qz744AOVKlVKffv2lXTtPUX6B225c+dWQECAXnvtNcXGxt5yXTezadOmDK/19dt2vcTERH3++ecaNmzYXX0tIMcwADhNaGioUblyZWPmzJlG3759DcMwjPj4eKNixYpG//79jfDwcCMmJsaYOnWq8eijjxrFixe3Levh4WE88cQTxp9//mlcuXLF6NOnj9G6dWujQYMGxu7du43ExERj4MCBRteuXW3LjBw50qhevbqxfft248qVK8bWrVuNmjVrGqVLlzbWrVt30zrfffdd46OPPrI9P3v2rFG0aFFj/PjxxoULF4zIyEhj3LhxRuXKlY2GDRvaxl24cMEoVaqUMWLECCM8PNy4evWqsXHjRqNatWrGvHnzDMMwjHXr1hmtWrWyLZOammo0b97c6NChg3HixAkjLi7OmDNnjlGwYEFj27Zttnpy585trFu3zkhOTjZOnTpllCpVykhNTbWtZ+HChUa7du3stmP27NlG27Ztbc9nzpxpFC9e3OjatasRFRVlnDx50ihTpozRp08fo1u3bkZ0dLRx+vRpo0KFCsb69esNwzCMuLg4o1KlSsaXX35pxMbGGrGxscb06dONYsWKGWfOnDEMwzAaNmxolC9f3ggPDzesVqthGIbx+uuvG0888YSxZ88e48qVK8batWuN6tWrG4ULFzZ27dplGIZhrFy50qhSpYqxdetWIzk52Th58qTRuXNno0OHDraa//jjDyMwMNBYsGCBER8fb4SGhhpdunQxKlasaNuHbuVutvny5ctG1apVjTfeeMM4e/asERUVZUyZMsUIDAw0Tp48aXvdmjRpYrz44ovGiRMnjISEBGPJkiVG9erVjbx58xr//vtvlrfRx8fHMAzDWLVqldGiRQsjISHB+OWXX4xly5bZbct7771nDBw40Pa8b9++xsyZMw3DMIwuXboYVatWNQYPHmzExcUZp06dMmrVqmV8/fXXdt+L679nd/Parlu3zihTpoxRt25d4/Dhw0Z8fLwxZswYo3bt2hm2JzQ01AgICDAaNmxoHD161Lh06ZLRpk0b49VXXzUaNWpkHDt2zIiLizM6duxojBkz5qavYa9evYxJkybd9rU2DMN45JFHjODgYCNPnjxG8+bNjePHj2dpuX379hnlypUzUlJS7L5fZcuWNZo2bWrs27fPSExMNDZt2mRUqlTJ+PDDD2+5vo0bNxqFCxc2Zs2aZURHRxsJCQnG/PnzjaJFixrHjx83Zs6caVSuXNlo1qyZcebMGSM6Otro3bu30bFjR9s6pk+fbpQsWdL4/fffjStXrhj79+83GjdubFSoUMH2uhvGtdd+4cKFWdrOzMa+++67RvHixY3hw4cbCQkJxp49e4wCBQoYvXv3Nt555x0jISHB2L9/v1G4cGHb/n8rderUMdavX29EREQY7777rpGYmHjTr128eHHbz8rtFC9e3KhRo4YxdepUIzo62jh//rwxatSoDOtI3/+ysu2Gce3nKHfu3EZAQIDxyCOPGH/++WeW6mnYsKFRuXJl49133zXOnz9vREVFGZ999pkRGBh4y/3u6aefNhYsWHDb9d/4t+LGn990129/+rbfuOzNpP9NTk1NNVq2bGl06tTppl/farUagYGBxpEjR2xtrVu3Nr777rsM6+3evbvx5ptv2q3j33//tfubnu7XX381/vOf/xiGYRhJSUlG9erVDUmGJKNo0aLG33//bRiG/e+76z366KN2NWWmS5cuRqFChYyDBw8aV69eNQzDMDw9PY3HHnvMmD9/vhEXF2ecOXPG6Nmzp/HYY48ZSUlJmX6fbqVVq1aZvq/Ily9fhvV99tlnRvfu3W+5PuBBQPAGnCiz4D1p0iTbH93rffbZZ3Z/pCUZq1atsj3/559/DEnG6tWrbW3pwdcwDOPcuXNGgQIFjIiICLv1hoeH20LszdwYvPv06WMMGzYsw7iBAwfaBe8BAwYYw4cPzzAuJibG9ubzxjczixcvNurUqWMXog3DMH766Sejbt26tnpatmxp1//0008bK1assD1/6qmn7L4XhmEYzz33nPHDDz/Yns+cOdMoVqyY7Y2HYRjGhAkTjGLFitkCs2Fce03Gjh1r+/+QIUMybNNnn31mvPnmm4ZhXHsDen0w2rt3r1GsWDEjLi7Obpn9+/cbbm5utuBduXJl25uqdGlpacajjz5q7Nmzxzbmxu0yDMNo3LhxloP3nW7z5MmT7YJxug8//NB46aWXDMO49kHHE088YaSlpdmNWb9+vSHJ9kY4K9uY/mb5999/N9q0aZNhnemqVq1qbN261fb8xuDdokULu/ErVqyw229ufON+N6/tunXrjFy5chlhYWG2ttTUVCMwMNC4cOGC3faEhoYakozDhw/bxm7dutWQZPdGeefOnUaTJk0y3eY1a9YYQUFBxqVLlzLtv9HChQuNCxcuGAkJCcbUqVON0qVLZ3jTm5kXXnghw5v6mTNnGkFBQUZCQoJd++nTp438+fMb0dHRN11f9erVjd9++y1D+/nz523rDggIsFt3fHy8kTdvXiMtLc1ISkoyChYsaBw4cMBu+fj4eCMoKMjhwbtOnTp2ba+99prx+OOP27X16dPHmDNnzm2/RvoHbln52ncavD/77LMM7X379jWGDh1qe34nwfv06dOGv7+/sWTJEiMhIcGYNm2aERQUZFy5cuW29TRs2NDo169fhvaPP/7YePHFFzNdZubMmcYjjzxi97vnZrIzeBvGtb9TZcuWNT799NObrmPo0KG23xn//POPkTdvXiM+Pt5uzJIlS4xKlSoZiYmJdusICwszKlasmKGGP/74w2jdurVhGNd+Dl955RXj/PnzRmRkpDFy5Ejjjz/+MAzjWpj/6aefMixfr14946+//rrldnbp0sXo06ePXZskY/HixRnGPvvss8bUqVPt2rISvJs0aWLs2LEjQ3vRokWNmJgY2/Pk5GSjePHiWf5QEMjJmGoO3Gc2bNigzp07Z2h/8cUXM7RdP627QIECkqQGDRrY2gICAmxTNbdu3aqGDRvapqmlK1asmOrVq2dKjWvWrMl0XJ48eW56pdx169apU6dOcnW1//XUvn177d+/3zaF7sZppL1799bUqVMlXZvSe/LkST311FO2/ri4OG3cuDHDlW3r1atnd956gQIFVLduXbtp9dd/Hzds2KApU6bIy8vL7jFkyBC7i+ZcX1/6dP4bL0xXtWpV2/m3Fy9e1MGDB/XYY4/ZrddisejAgQPas2ePoqKiFBkZqaeffjrD9y2z/eNm7nSb161bl+mFmF555RXbKQobNmzQyy+/nGFacsOGDRUYGJjlbbxes2bN5OfnpyZNmujgwYN2fUePHlVMTMwtL7LUrl07u+dlypRRRETETcffzWsrSbVq1VJQUJDtuaurq0qWLJnp1ypUqJDdOdcFChRQgQIF7KaDX/+9v97p06fVuXNnzZkzJ8vnuHbo0EEFChSQj4+PevfurWrVqt32wlGHDx/Wnj17Mv3ZfeqppzJcmLB48eJ67LHHtHPnzkzXFx0drXPnztn9PKZL3zck6emnn7Zbt6+vrywWixISEnTgwAEFBwdnuJKyr69vhqm6jnDjKTMFChSw+90q3fx1utHkyZPVoUMHTZ482e6K1I5w4z4uSZ07d9aGDRvuan0///yzXnvtNbVu3Vo+Pj7q2bOnateurWXLlmVp+czOCe/UqVOm9ezatUtDhw7Vf//7X7vfPfcq/XSSe5UnTx4tWbJE7733njZu3JjpmJCQEM2dO1cpKSmaNWuWOnToYHcXgwsXLqhv376aN29ehr95Fosl0ynhUVFR8vb21t69e7V//37NmDFDgYGBKliwoN577z2NHDlSkZGRt13+dm78Pebl5ZVharh089fvdm5WX3R0tF19M2fOVIMGDVSmTJk7/hpATkPwBu4zLi4uWTpfNz0UpHN3d5enp6fdHzRXV1fbG72srDf9PMP0x9ChQ++pxtTU1Dt+o5mWlpbpmzAXFxe7r+vn52fX/9xzz2n//v06c+aMpk+fru7du9uFwF9//VWNGzfOEH7z5s1r99zd3V358uWza7v++5i+rqSkpAyP69+cXV9fampqple4Tf966QoVKpTpeq9evaqQkJBbfs+z8nqku9Ntvtlr4ubmZnuTa1ybQXXb2m63jddzcXHR7NmzNWTIELVt29bu3MD0q5nf6mrbN4ZTDw8PJScn33S8dOevbWZf51Zf6272N+na9QlatWqlUaNGZQiFd6JUqVI6e/as7dz29Mf1t/mZMGGChgwZkulrfruf5/RrQaQ/Dh48qNTUVKWmpt62tsy+j7ly5VJycnKWf+fcKP2c4PTH119/naXl7vZ1yszjjz+uXbt26dixY2rZsuVdbcfNODrInzhxIsOHG9WqVdOZM2eytHxWty0sLExt27bV999/r4oVK95xndK1i6BZrdYM7XFxcXe1vsxUqlRJ33//vV588UWdO3cuQ3/ZsmVVtmxZrVixQt9//32Gi6ql342gbt268vLy0lNPPaVVq1YpMDBQAQEBunTpUoZtCA0NValSpXT06NEMH4i6urqqYsWK2rx5s4KDgzNcS8JqtSoiIkLFixe/7bbd+HvM0TKrLyIiQvny5ZOHh4eka/vvRx99pBEjRphaC3C/IHgD95lGjRpp3rx5Gdp/+uknu+dubm4ZxtzqqEG9evW0cePGDEfhzp07py1btkiSKleubHd7jw8//PCeanzyySczvfrypUuXbnrxl4YNG2Z6b9nly5erUqVKtgB74/a7ubmpW7du+vrrrzVv3jx1797drv9mVzO/0+9j/fr1Mz36M3PmTP3vf//LdL3py9z4JvnEiRM6dOiQJCl//vzKkyePdu3aZTcmNTVVffr0UUJCgvLnz69ChQrZhSTp2pvdrFwVOLPa0t1qm2/2mvz4449q2LChpGv7xPz58zMcbVq/fr3twklZ2cbMPPPMM/r888/12Wef2dqycnX6G2dN3M7dvLZ3+nXu9HsvXXtz2qFDB9ttxbKqXbt2Cg8Pt2vbsmWLypUrpz59+tj9rLds2VKSdPLkSW3evFldu3bNdJ2rVq1STEyMXVtoaKh2796tOnXq6MMPP7Rbb+XKlVWgQAEVLFhQS5cuzbC+638f3er7WLVqVZ09e1Z///23XXtCQkKGn4frtWzZ0q6ePn363HTs9e7mdbqVfPny6dtvv1VcXFyWbwWXFT/88EOGtjlz5tz1hzPFihXL8D0+cOCASpYsmaXlb/wbIEnz58+3/Z6QpPj4eD377LN6++23s3Rv7ZsJDAzUqVOn7NrWrl171xcDu5m2bduqZ8+eevPNNzPt79Gjh/r37y9fX1/VqlXLrm/x4sWyWq22D/B+//13PfPMM4qIiJCLi4tq1qxpu4J5ukWLFqlZs2YqVapUhgtYGoahvXv3KjAwUPXr189w67DffvtNjzzyiDw9PW+7XTfu40lJSZn+jN74+mVVZvWlb9v163700Ufv+s4LQE5D8AbuM71799bff/+tAQMG6Ny5c7p06ZKmTp2a6RusOxEYGKg+ffromWee0Y4dO5SUlKRt27apXbt2dtM9s+Kdd97R/PnzNWHCBF28eFH//vuv3n//fa1bt85u3MiRI/XTTz9p2LBhCg8Pl9Vq1fr161W/fn3bH3hXV1e7T/zbt2+v1NRU9ejRQ2FhYUpISNBPP/2kXr166eOPP75lXT179tRnn32mxx57zG6b4uPjtWHDBj333HN3tJ2Z6dOnj9asWaMPPvhAUVFRiouL05dffqnRo0ercuXKmS5Tt25dlS9fXh07dtSxY8dsR1Bfeukl5c2b1/aG/uOPP9ZLL72kNWvWKDk5WcePH9cLL7yg+Ph42/TFTz75RN26ddNPP/2khIQEnTx5Uq+88kqWprzeyzZv27bNNsUxJiZGU6dO1cSJEzVu3DhJ196cenp66sUXX9TJkyd1+fJlLVq0SG+99Zbd0cOsbGO6//73v1qwYIGuXLmi1atX247iHD9+XFFRUapbt+49bdeN+97dvLbZ4fXXX5e3t7cmT558R8uVLl1avXr10j///KOoqCgNHDhQqampaty48U2XmThxogYNGmQ7InWjQoUK6fnnn9dff/1luxp7y5YtNWzYMOXJk+em650yZYpCQkI0c+ZMRUdH6/Lly5ozZ45q1aqlkydP3nZbPDw89MEHH+j555/XH3/8ocTERB04cECtW7fOMIvlxtfVma5cuaKBAwfqn3/+0eHDh3XmzBkVKVLkpuPvtPZly5bp008/VXR0tCIiIjRixAitWrXK7urZd+LVV1/V7Nmz9euvv+rKlSv6/vvvtXfv3iwH5E2bNmnMmDGKjIxUdHS0Pv/8c02aNMn2eyI1NVUdO3bUk08+meUrt99M7dq1tX//fi1YsEDJycnasmWLhg0blmFmgiO89957Nz0lq0OHDrp06VKmtxC7nUGDBmnAgAE6cuSIkpKSNG7cOFksFjVq1Eg1a9ZUrly5NHLkSEVHR+vixYsaOHCg3N3dVadOHT3xxBOSrv3MJiUl6dChQxo8ePBdHz329PTURx99pB9++EHx8fEKCwvTa6+9pnPnzqlbt25ZWseUKVP09ttvS7r2wd/OnTs1Z84cWa1Wbdu2TZMmTbL1p6WlaeLEiRo5cuRd1QvkRARv4D7j4+Oj9evXKyYmRlWqVFGJEiW0e/du2y247sWYMWPUo0cPde7cWXny5NHAgQP16aefZrj1ye0ULlxYGzdu1K5du1SyZElVqlRJcXFxmj59ut24okWLauvWrQoNDVXVqlWVN29ejRw5UhMnTrSdk1yhQgUdPHjQdr6Zm5ubVqxYIR8fH9WqVUv58+fX559/rgULFmQ4x/JGRYsWVaVKldSrVy+79mXLlqlhw4YZ3qDfDT8/P61du1b79u1T6dKlFRQUpN9//11r165V4cKFb7rc/PnzVbp0aT355JPKmzevRo0apS+++EIFCxa0TbF99tln9fnnn2vIkCHy9/dXkyZNVLlyZbtZA0899ZTmz5+vTz75RPnz51fz5s1Vr149U+9f7evrqw0bNujs2bOqUKGCihYtqiVLluj3339XuXLlJP3f61a4cGHVrVtXBQsW1Ny5c7V48WK7KY1Z2cZ0devW1RdffKH8+fPr8OHDevfddyVdO9rdvn37W04zz4pHH31UixYtUps2bSTd/WtrpkmTJmn69Olavny5PDw8bFOms3I+5Pjx41WuXDlVr15dJUqUUFhYmJYsWXLTI8tpaWmKiYm5ZYB48sknNWLECHXv3l158uRRjx499Pbbb2vw4MG3rKVFixZatGiRZs6cqaJFiyooKEhLlizRb7/9ptKlS992W6Rrt0D68MMPNWjQIOXNm1edOnXSgAED1KJFC7txDRo0UEhIyG0/qMsO3t7eKlasmB555BE1adJEEydOvOUHnY0bN1aZMmW0bdu2LK3/hx9+0JEjR1SmTBmVK1dOJ06c0KZNm+7ont3XS//ZHjt2rAoXLqwFCxbo999/v+k1OW709ddfKy0tTTVq1FCxYsW0fPlyrVmzRmXLlpUk9evXT6tXr9Y333xjdwpA06ZN77hWHx8f/fzzz3r//feVN29evfvuu5o/f75Dfs/fyMXFRfPmzcv0yKzFYlGPHj0y3PYvK1q0aKEBAwaoefPmypcvn/bs2WP7W+/i4qKFCxfq6NGjKl68uCpXrqyLFy9q+fLltg9rFy1apM2bNytfvnxq1aqVRowYoebNm9/VNrq7u2vJkiVasWKFbZ9NSUnRmjVrsnQEXZLOnj1r+yDNy8tLy5Yt07Rp05Q7d26FhIRo2rRptg8xz5w5oyZNmtzx+w8gJ3MxHHmyEQA4UWhoqJo3b67jx4/bhbK2bduqffv2mV4sKrvq2rZtm15++WW79ri4OJUrV07//PPPHU+LfpjVqFFDX3zxherXr+/sUgD8f40aNdLHH3+smjVrOrsU3AVfX9+bnu4DwDF4pwfggfHdd98pJCQkw5HQxx9/XM8//7yTqrp2FCl9Wnb6G5tTp07phRde0BtvvOHQ0D1nzhy7I0nXP253VDInSE5OVvv27e/4SvwPopCQkJu+1r/++quzy3tomPU63Gyd+fPnd2D1WVemTJmb1uSI86qbNm160/Xv27fPAVvw4P9+TPewbCeQ03DEG8ADwWq1qnTp0tq5c+cdn7OeHS5evKgRI0Zo5cqVunLligoUKKBhw4bd9CJWAJCTcMQ7Z+OIN2A+gjcAAAAAACZiqjkAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJvp/Eszku9OfbvoAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08\n","不是 1511\n","是 1076\n","不重要 256\n","是的 66\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09\n","不是 1510\n","是 675\n","是的 465\n","不重要 256\n","问法错误 54\n","回答正确 37\n","重要 2\n","有 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1\n","不是 1502\n","是的 775\n","是 288\n","不重要 254\n","重要 84\n","问法错误 54\n","回答正确 37\n","有 2\n","是小男孩的 2\n","为他的爷爷而哭 1\n","是小男孩 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11\n","不是 1429\n","是的 860\n","重要 291\n","不重要 249\n","是 84\n","问法错误 42\n","回答正确 37\n","是小男孩 3\n","有 2\n","是小男孩的 2\n","为他的爷爷而哭 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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AABRXfi/ekydPVrt27bRt2zZt375d69at08yZM+VwOBQWFlZgX7vdLofDcdGxP45fjMvlUmZmZoEHAAAAAABFTZC/P+GSJUu0Z88elSpVSpL0/vvv6+9//7vsdrucTmeBfVNTUxUWFnbRsT+OX8zUqVP14osv+js+AAAAAAB+5dcz3qdPn1Z4eLivdEtSw4YNdfToUcXFxSkpKanA/klJSapRo4bKlCmjs2fPyu12X3T8YsaOHauMjAzfIzk52Z9fCgAAAAAAfuHX4l2mTBmlp6crPT3dt2337t2Ki4tTy5YttXLlygL7L1iwQG3btpXNZlOzZs0uWMH8/PjFhISEKCoqqsADAAAAAICixq/FOyAgQI8//rgef/xxnTp1SklJSerfv7+GDRumfv366aOPPtKKFSuUn5+vxMREffrppxo8eLAkaeTIkRo+fLj27Nkjp9OpyZMny263q3Xr1v6MCAAAAABAofL7Nd7Tpk3TP//5TzVq1Ejh4eF6+umnNWDAAEnS559/riFDhqhr165q1KiRFi9erPLly0uSOnTooMOHD6tdu3ZKTU1V+/bttXDhQn/HAwAAAACgUNkMwzCsDuEPmZmZio6OVkZGhl+nnVd79ku/fS4zHZrW8fI7FQHF5XhKxeeYAgAAALDGlfZQv99ODAAAAAAA/D8UbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATGRq8X7llVd05swZSdJvv/2mli1bym63q2HDhlq+fHmBfRcvXqw6derIbrerTZs22r9/v5nRAAAAAAAoFKYV759//lkTJkyQJLlcLt1///16+OGHlZGRoVmzZql///7atWuXJGnXrl0aOHCg3n33XWVkZOjvf/+7OnToIKfTaVY8AAAAAAAKhSnFOy8vT48++qjy8/MlSYsWLVKjRo00ZMgQBQcHq1WrVpo4caJeeeUVSdJbb72lMWPG6K677lJwcLAGDRqkW265RR9//LEZ8QAAAAAAKDSmFO9x48apcePGqly5siRp7dq16ty5c4F9evTooW+//faKxgEAAAAAKK78Xrx/+OEHLViwQDNnzvRtO3LkiGrVqlVgv7Jly8rpdMrlcunYsWOqUaNGgfG6devq4MGDl/x/XC6XMjMzCzwAAAAAAChq/Fq8MzMz9fjjjys+Pl7R0dG+7Q6HQ2FhYRfsb7fb5XA45PV6FRAQcNGxS5k6daqio6N9jypVqvjvCwEAAAAAwE/8Wryffvppde/eXa1bty6w3W63X3ShtLS0NIWFhSkgIECGYRQYS01NvWhZP2/s2LHKyMjwPZKTk/3yNQAAAAAA4E9B/vpES5Ys0fz58xUYGKg333xT0rnp4JUrV1bFihWVlJSkO++807f/yZMnVbp0aQUHBys2NlZHjhxR1apVfeNJSUkXTD//o5CQEIWEhPgrPgAAAAAApvDbGe/OnTvL7XbL6XT6HlWrVtXRo0f10ksvaeXKlQX2X7Bggdq2bStJatmy5Z+OAwAAAABQXJl2H+8/6tatm7Zs2aKEhAS53W5t3LhR06dP1+jRoyVJTz31lP71r39p8+bNcrvd+uCDD/Tzzz/r4YcfLox4AAAAAACYplCKd2hoqJYtW6Y5c+YoMjJS/fr105w5c9SwYUNJUuPGjfXmm2/q0UcfVVRUlObNm6fly5czlRwAAAAAUOz57Rrvizl06JDv3w0aNNC6desuuW+XLl3UpUsXM+MAAAAAAFDoCuWMNwAAAAAA1yuKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3cB1JT09X7969Va5cOVWrVk3Tpk2T1+uVJH388cdq0KCBoqKidO+99+rAgQMFPvb5559XYGCg/va3v1kRHQAAACi2KN7AdaRHjx6KjY3VgQMHtGrVKi1evFhvvfWWVqxYoUmTJmn+/Pk6efKkevTooY4dO8rpdPo+9sUXX9S3335rYXoAAACgeAqyOgCAwrFjxw6dOnVKL730kmw2m6KiohQfH69//OMfatiwoaZNm6abbrpJkvTEE0/oyy+/1Pr163XPPfdYnBwAAAAo3jjjDVwnPB6PRo4cKZvN5ttWpUoVpaSkyOPxXPRj0tPTCyseAAAAcM2ieAPXiWbNmqlPnz4FtiUmJqpZs2bq0aOHxo4dq59++kkOh0Nz5szRihUrdMcdd1iUFgAAALh2MNUcuE6dPHlSo0aN0qJFi9S8eXMdO3ZMnTt3Vl5enlJSUtS3b19VqlTJ6pgAAABAsccZb+A65HK51L17dw0ePFjNmzeXJI0YMUKHDh3SG2+8oXLlyunll1+2OCUAAABwbaB4A9ehfv36qUqVKnruuecKbM/KytKIESP01ltvqXTp0halAwAAAK4tTDUHrjMvvPCCDh48qNWrVxdYaE2Sxo8fr9tuu009evSwKB0AAABw7aF4A9eR+fPna+7cudq4caNCQ0MLjO3YsUOffPKJfv75Z4vSAQAAANcmijdwnVi7dq369u0rt9t9waJpBw4cUF5enmbPnq0KFSpYlBAAAAC4NlG8getEq1at5HK5LjletWrVy36O1q1bq3Xr1n5MBQAAAFz7KN5AMVft2S+tjnBFDk3raHUEAAAAwBKsag4AVyk9PV29e/dWuXLlVK1aNU2bNk1er/eC/dxutyZMmFDg/fHjxysuLk7lypXTE088oezs7MKMDgAAgEJE8QaAq9SjRw/FxsbqwIEDWrVqlRYvXqy33nrrgv0mTpyoHTt2+N4fP368fvnlF23atEl79+6VYRgaPHhwYUYHAABAIaJ4A8BV2LFjh06dOqWXXnpJUVFRql27tuLj4/Xee+8V2G/9+vV67bXXCmybO3euPvjgA1WqVEmlS5fWO++8o6+++upPr8EHAABA8UXxBoCr4PF4NHLkyAL3Qq9SpYpSUlJ872dnZ6t379565plnLvjY/76Hen5+vrKysswNDQAAAEtQvAHgKjRr1kx9+vQpsC0xMVHNmjXzvT9s2DB17NhR7dq1K7Bf9+7d1a9fP504cUJpaWl68sknFRMTo7JlyxZKdgAAABQuVjUHAD84efKkRo0apUWLFkmSlixZok2bNmnbtm3atGlTgX1feeUVjRw5UjfccINKlCih48ePa968eVbEBgAAQCHgjDcA/EUul0vdu3fX4MGD1bx5c506dUpDhgzRvHnzFBoaesH+4eHhmj17tk6dOqXOnTurbdu26tmzpwXJAQAAUBg44w0Af1G/fv1UpUoVPffcc5KkJ598UikpKbr99tslSV6vVx6PRxUqVNDJkyd9H7d161bNnz9fP/30kyW5AQAAUDg44w0Af8ELL7yggwcP6sMPP/QtmLZw4UK53W45nU45nU59/fXXuu+++wqUbo/Ho0GDBulf//qXqlWrZlF6AAAAFAbOeAPAVZo/f77mzp2rjRs3XnRK+Z+ZOXOm7Ha7hgwZYlI6AAAAFBUUbwC4CmvXrlXfvn3ldrtVqVKlAmMHDhxQ1apV//TjIyMj9f777ysggIlHAAAA1zqKNwBchVatWsnlcl3Rvq1bt1br1q0LbPvvW5EBAADg2kXxBoA/qPbsl1ZHuGKHpnW0OgIAAACuAHMcAQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAAT+bV4p6enq3fv3ipXrpyqVaumadOmyev1SpLWr1+vG2+8UXa7Xbfccou2bNlS4GPnzJmjuLg4hYeHq2vXrkpJSfFnNAAAAAAALOHX4t2jRw/FxsbqwIEDWrVqlRYvXqy33npLKSkp6tq1qyZOnKjMzEyNGzdOnTt31smTJyVJK1eu1JQpU5SYmKgzZ86oUaNG6tq1qz+jAQAAAABgCb8V7x07dujUqVN66aWXFBUVpdq1ays+Pl7vvfeePvjgA/3jH/9Qt27dVKJECXXp0kW9e/fW22+/LUl6/fXXNWPGDDVp0kR2u12TJ0+W1+vV6tWr/RUPAAAAAABL+K14ezwejRw5UjabzbetSpUqSklJ0dq1a9W5c+cC+/fo0UPffvutDMPQ5s2b1bFjx4uOAwAAAABQnPmteDdr1kx9+vQpsC0xMVHNmjXTkSNHVKtWrQJjdevW1cGDB5WamqqSJUsqNDT0ouMAAAAAABRnpq1qfvLkSY0aNUoTJ06Uw+FQWFhYgXG73S6Hw3HRsT+OX4rL5VJmZmaBBwAAAAAARY0pxdvlcql79+4aPHiwmjdvLrvdLqfTWWCf1NRUhYWFXXTsj+OXMnXqVEVHR/seVapU8fvXAQAAAADAX2VK8e7Xr5+qVKmi5557TpIUFxenpKSkAvskJSWpRo0aKlOmjM6ePSu3233R8UsZO3asMjIyfI/k5GT/fyEAAAAAAPxFfi/eL7zwgg4ePKgPP/zQt9Bay5YttXLlygL7LViwQG3btpXNZlOzZs0uWMH8/PilhISEKCoqqsADAAAAAICiJsifn2z+/PmaO3euNm7cWGCxtH79+ummm27SnXfeqXbt2mnlypX69NNPtX37dknSyJEjNXz4cH3xxReqVq2aXnnlFdntdrVu3dqf8QAAAAAAKHR+K95r165V37595Xa7ValSpQJjBw4c0Oeff64hQ4aoa9euatSokRYvXqzy5ctLkjp06KDDhw+rXbt2Sk1NVfv27bVw4UJ/RQMAAAAAwDJ+K96tWrWSy+W65HjVqlW1c+fOS44PHDhQAwcO9FccAAAAAACKBNNuJwYAAAAAACjeAAAAAACYiuINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAoslJTU9WrVy+VLl1acXFxmjFjxiX3ffbZZwsxGQAAwJWjeAMAiqzevXurVq1aSk5O1tatW7V27Vp99NFHF+w3e/ZsJSYmWpAQAADg8ijeAIAi64cfftBzzz2n8PBwxcTE6KmnntIXX3xRYJ/ff/9dY8aMsSghAADA5VG8AQBFVseOHTVmzBhlZmYqOTlZU6ZMUUxMjG/c4/Ho0Ucf1VNPPWVhSgAAgD9H8QYAFFkzZ87UwoULFR0drbi4OJ04cULPP/+8b3zKlCkqX768+vfvb2FKAACAP0fxBgAUSfn5+erUqZMeeeQRpaam6vDhw+rQoYNOnTolSdq2bZvmzJmj9957z+KkAAAAfy7I6gAAAFxMYmKi7Ha7Xn75ZUlS6dKlNXnyZLVs2VLfffedHn30Ub3zzjsqV66ccnJyLE4LAABwaRRvAECRtHfvXrVq1arAtvDwcJUsWVJdunTR/v371aNHD0mSYRhyu90KDQ1VSkqKoqOjrYgMAABwUUw1BwAUSTVq1NCePXsKbHM6nfrtt980b948ud1uOZ1OOZ1O7d27Vw0aNJDT6aR0AwCAIofiDQAokjp16qTt27dr5syZysrK0rFjx9S7d2/dfvvtio2NtToeAADAFaN4AwCKpNDQUCUmJmrp0qWKiYlR8+bNVb58eSUkJFgdDQAA4H/CNd4AgCKrdu3a+uqrry67X7Vq1fTLL78UQiIAAID/HcUbAGCqas9+aXWEK3JoWkerIwAAgGsUU80BALhOvfLKKzpz5owkaffu3WrTpo2ioqLUpEkTffll8XjBBACA4oDiDQDAdejnn3/WhAkTJElpaWm699579eSTTyolJUX//ve/NWDAAO3YscPilAAAXBso3gAAXGfy8vL06KOPKj8/X5L00UcfqUuXLnrwwQdlt9t19913a8KECYqPj7c4adGXlJSkDh06KDIyUnXr1tWnn34qSUpISFBQUFCBR0BAgDp37mxxYgCAFSjeAABcZ8aNG6fGjRurcuXKkqRy5cqpZ8+eBfapUqWKUlJSrIhXbBiGoQceeEBt2rTRmTNn9Nlnn2ns2LHatGmTHnvsMeXn5/seeXl5ql+/vsaPH291bACABVhcDQCA68gPP/ygBQsWaOfOnbrhhhskSb169bpgv8TERDVr1qyw4xUrZ8+e1dChQzVw4EBJ0g033KDOnTtr3bp1uu222wrsu3DhQsXFxemWW26xIioAwGIUbwAArhOZmZl6/PHHFR8fr+jo6Evut3r1ai1fvly7du0qxHTFT6lSpXylOy8vT99//70WLlyoJUuWFNjPMAy99NJLevvtt62ICQAoAphqDgDAdeLpp59W9+7d1bp160vuc+jQIfXq1UsJCQl/Ws5RUPPmzXXvvfeqdevWuummmwqMLVu2TGXKlNEdd9xhUToAgNUo3gAAXAeWLFmi+fPn680331RoaKhCQ0N1+PBhVa5cWcuWLZMkZWRkqGPHjpowYcKflnNcaOPGjdq4caP27t2rKVOmFBj717/+5VtBHgBwfWKqOQAA14HOnTvL7XYX2FatWjX9+OOPKlu2rPLz89WjRw/fbcXwvwkNDdVtt92mL774Qk2aNNG4ceMkSV999ZVCQkJ4IQMArnOc8QYAAHryyScVFhamGTNmWB2l2Dh06JBOnDhRYFtsbKwCAwPlcDgkSS+99BJnuwEAnPEGAOB6N336dL333nsKCAhQcHCwb3u1atX0+++/W5isaFu/fr2WL1+u+fPn+7YdOnRIkZGRstvt+v777+VyuXTvvfdamBIAUBRwxhsAgOvUoUOHVLZsWY0ZM0aGYcjj8RS49zSl+8916dJFW7Zs0UcffSSHw6E9e/booYce8p3hnjx5MvftBgBI4ow3AADFSrVnv7Q6whU7NK2j1RFMFR4ersTERA0dOlRDhgxR6dKl9cwzz+jxxx9XVlaWypQpo06dOlkds1hLSkrSk08+qfXr16tSpUp68cUX9dBDD1kdq1hLT0/X8OHDtXz5coWHh2vQoEEaM2aMAgI4H3c1OJ64UhRvAABwXfvLL2Y0Ha6yTYdLkl47Lr12/vNVf8yvL5Rc6y9k/DfDMPTAAw/o0Ucf1ZIlS7Rnzx516dJF1apV02233WZ1vGKrR48eat68uQ4cOKCUlBQ9+uijCgsL09NPP211tGKJ42mOu+++W99//72mT5+uZ555xuo4fsFLMQAAAChyzp49q6FDh2rMmDEKCQnRDTfcoM6dO2vdunVWRyu2duzYoVOnTumll15SVFSUateurfj4eL333ntWRyuWOJ7mWbNmjSZOnGh1DL+ieAMAAKDIKVWqlAYOHChJysvL06pVq7Rw4UK1adPG4mTFl8fj0ciRI2Wz2XzbqlSpopSUFAtTFV8cT/wvmGoOAACAIq158+bauXOnevXqpZtuusnqOMVWs2bN1KxZswLbEhMTL9iGK8PxxP+CM94AAAAo0jZu3KiNGzdq7969mjJlitVxrhknT57UqFGjrrkpvVbheOLPULwBAABQpIWGhuq2227TF198oddee83qONcEl8ul7t27a/DgwWrevLnVcYo9jicup0gV78zMTPXs2VMRERGqVKmSXn75ZasjAQAAwAKHDh3SiRMnCmyLjY1VYGCgHA6HRamuHf369VOVKlX03HPPWR3lmsDxxOUUqWu8n3jiCYWGhurYsWM6e/asevTooZIlS/oW1gAAAMD1Yf369Vq+fLnmz5/v23bo0CFFRkbKbrdbmKz4e+GFF3Tw4EGtXr26wMJguDocT1yJInPG+9ixY1qzZo1mzZql6OhoVa1aVQkJCZo6darV0QAAAFDIunTpoi1btuijjz6Sw+HQnj179NBDD2nChAlWRyvW5s+fr7lz52rx4sUKDQ21Ok6xx/HElSoyxXv9+vVq165dgW/Y+vXrKyIiQvv377cwGQAAAApbeHi4EhMTNW/ePJUrV0733nuvHnnkET3++ONWRyu21q5dq759+yopKUmVKlVSUFCQ73H48GGr4xU7HE/8L4rMVPMjR46oVq1aF2yvW7euDh48qNq1a1uQCgAAAFapW7euVq1aZXWMa0arVq3kcrmsjnHN4Hjif1FkirfD4VBYWNgF2+12+0UX0HC5XAW+0TMyMiSdW6DNn7yuXL9+PrP4++s2S3E5nhLH1N84nv7HMfUvjqf/cUz9q7gcT0lq9PxXVke4Ir+82N7qCFeE4+l/HFP/Mud4NpQypP8b8bnfPqMZx/P872bDMP50vyJTvO12u3JzL/zDl5qaetFCPnXqVL344osXbK9SpYop+Yq66DesTnDt4Zj6F8fT/zim/sXx9D+OqX9xPP2PY+pfHE//45j6l5nHMysrS9HR0ZccLzLFOy4uTitWrLhge1JSkmrUqHHB9rFjx2rkyJG+971er9LS0lSmTJkivZpgZmamqlSpouTkZEVFRVkdp9jjePofx9T/OKb+xfH0P46pf3E8/Y9j6l8cT//jmPpXcTqehmEoKytLlSpV+tP9ikzxbtGihZ555hnl5+crKOhcrF9++UUul+ui136HhIQoJCSkwLaSJUsWRlS/iIqKKvLfRMUJx9P/OKb+xzH1L46n/3FM/Yvj6X8cU//iePofx9S/isvx/LMz3ecVmVXNY2Njdccdd2jEiBHKzs5WcnKyBgwYoPHjx1sdDQAAAACAq1ZkirckzZ49W2lpaapQoYJuvfVWdevWTf369bM6FgAAAAAAV63ITDWXzp2inz9/vtUxTBUSEqLnn3/+gmnyuDocT//jmPofx9S/OJ7+xzH1L46n/3FM/Yvj6X8cU/+6Fo+nzbjcuucAAAAAAOCqFamp5gAAAAAAXGso3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOIN4ALJycli3UUAAIo/wzB05MgReTweq6MA1zWKdyHLyclRkyZNlJ+f79v23Xffady4cQW24dKSk5P11FNP6bnnntNLL72kN954Q++++67mz5+vxYsXa9WqVdq9e7fVMYu09PR0devW7ZLjDRo0UFpamu/9Y8eOFUasYi0jI0PDhg275Hh4eLhOnz7tez8nJ6cwYl2TsrOzFRUVVeB35vLly9WzZ0/l5eVZmAyAv6SlpalJkyYFth0/frzA+z/88IMWL15ciKmKJ4fDoerVq19w/PDXZGdna9u2bdq3b5+OHTums2fPyu12Wx3rmpKWllbgRFBKSoqFaf46bidWyPLz8xUaGiqHw6GPP/5YvXv31nfffad77rlHGRkZioiIsDpikZeUlKTatWure/fuys3N9T1ycnKUm5ur7OxsnT59WpMnT9Zzzz1nddwiKSsrSw0bNtSRI0f0/PPPKzMzUzabTZGRkXrxxRdVvnx5HT58WHa7XYcOHVLDhg3166+/qlq1alZHL7IyMzPVsGFDJScn691331Vubq5sNpvsdrsGDBigsmXL6siRIwoLC1NKSopuvvlmbdiwQVWrVrU6erHj8XgUEhKinJwcTZ8+XRMmTNDatWvVunVrfo9epfz8fD3xxBP697//rcjISO3atUsBAQFq2LCh1dGKleXLlyssLEwBARee17DZbKpQoYJq165tQbLix+FwqEqVKjpz5ox2796tmJgY3XjjjZo5c6YeeOABHTlyRM2aNVO3bt00a9Ysq+MWeUFBQUpNTVVAQIA2bdqksLAw2Wy2C/Zp0KABv0Ov0L59+1SvXj3ZbDYZhuE7noGBgQoLC1N4eLhiY2P1xhtv6I477rA4bdHldDr12Wef+b4nc3Nz1atXL7lcLoWHh2v//v2qUaOGJKlWrVp68MEHNXXqVItTXx2Kt0lycnJ07733+m76bhiGoqOjtXjxYkVERCgtLU0VKlRQWlqadu7cqaZNmyozM1Ph4eEWJy/6jh07ptq1ays3N/eS+wwbNkwLFizgTO0l5OXlqVGjRtq3b5/q16+vXr16SZLi4+P1+++/q3r16jpw4IACAgL0yiuvKDExUd9//73FqYs2l8ulRo0aaf/+/apXr55atWolSVqzZo1+//13Va1aVYcPH5YkzZw5U++//762b99uZeQiLzs7W3Xr1i3we7RMmTL68ccfFRkZ6fs9mpqaqp9++kk333wzv0f/hMvl0jvvvCO73a7AwEDl5uaqa9euuueee7R9+3aVLFlSZ8+eVUREhB555BFt2LBB+/fvV4kSJayOXuQdOXJEcXFxqlixom655RYZhqHvv/9ed911l7Zt26ZGjRopODhYa9eu1a5duxQXF2d15CLP4/GoSpUqSkxMVPv27bV8+XL98MMPmjhxol5++WV98MEHuv322zVz5kyroxYL5597njp1SlWrVlVUVJSysrIUGRnpe5udna127dpp+fLlVsctFo4dO6ZatWopLS3toieCsrKyNHXqVDmdTm3ZssXquEWWy+VSyZIlddNNN8kwDP388886cOCAzp49qwYNGujEiROKiYnRjh071LRpUy1atEhdunSxOvbVMWAKt9ttVKlSxZg3b57vbf369Q3DMIwyZcoYhmEY5cqVMwzDMH777TcjICDAyMvLsyxvcTF58mTjwIEDht1uL7D9yy+/NO6//37D6/UahmEY//73v43BgwdbEbFY8Hg8Rr169QzDMIzGjRv7ttetW9cwDMOoVauWceONNxq7d+82brvtNmPp0qWW5CxO8vPzL3pM69SpYxjGuWPaqVMn4+TJk8bdd99tzJ8/35KcxUl+fr5Ro0YNY926db63//17tHz58oZhGMbu3buNgIAAw+12W5a3qHM4HIbNZjNatWpltGzZ0ggMDDT2799vBAYGGm632wgLCzPy8vKMpUuXGsHBwcaqVausjlxsVKpUyZg7d65Ro0YN37bz36tdunQxjh07ZhiGYQwbNsz47bffLMlYnHz33XfGqlWrjMqVKxuGYRgvvPCCERUVZXz99dfG+vXrjcjISOOuu+6yNmQxExERYXi9XiMnJ8eoWLGiYRiGUaFChQJv33vvPSM8PNyyjMXJ/v37jaNHj17wfNTpdBr/+c9/fO+/8sorRtmyZQs7XrFTq1Yt379r1qxp9O3b1xg+fLgREhJipKWlGR6Px2jXrp1x2223+Z7rF0dc422SoKAglSxZUj179vS9PT/1LCgoSJJ8ZxHcbrdKlCjBWYXLOH36tF555RU1bdpUHo9H69evlyR98cUX6t69u+rUqeO7bnbw4MG8Cv4nAgICdPToUd1///06cuSI7r//ft13332+aVJBQUF6/vnndd999+nw4cPq2LGjxYmLvsDAQKWkpGjw4ME6efKkBg8erMGDBxf4uW/Tpo1atWqlXbt2qXv37hYnLvoCAwMVHh6uFi1a+N7+9+/R4OBgSedmcYSGhvq240IhISEKDAzUDz/8oLVr1yo4OFghISEqUaKEgoKCFBAQoPj4ePXr108ff/yx2rZta3XkYsNut2vJkiU6fPiwJk2apEmTJunMmTOaNGmS9u7dq9dee02TJk1SWFiY6tWrZ3XcIi0nJ0edO3fWrl275PV6FR8fr4kTJyo8PFw9evRQQECAFi9erB07dmjr1q1Wxy02bDabbDabbwbR+W1/1KZNGx08eLCwoxU7mZmZatKkicaOHVtg+6ZNm1SnTh0NHz5cGRkZkqT27dtzbf1lGH+Ypn/e6NGjNX78eJUoUUJut1t9+vTR3r17NW/evAv2LU54hlKIzj9hdLlcmjRpkrKzszVp0iQdO3ZMFSpUsDhd0VeuXDmdPXtWu3bt0rJly/Too4/KMAy98sor+umnn1SnTh3fvjz5vrwyZcpo3Lhx6tOnj8aNGyfDMDRgwADl5+fLZrOpS5cu2r9/vz7++OOLXq+IC9ntdrVo0ULLly9XixYtZBiG1qxZI+ncE5zhw4crKytLy5cvL/DkB1fu/Peiw+FQ3759lZ6err59++r06dOqWLGixemKtvNPvP8oMDBQAQEBGj9+vNxut9avX68tW7awnsMV+vHHH7Vs2TKFhITo888/V9WqVRUYGCjp3PEODAz0vQ0ICJDL5bI4cdEXHh6uQ4cOKTIyUtOnT9eiRYu0efNmRUZGasSIEerWrZt27dqll19+WQ8++KB++eUXrkn+E5s3b9Ytt9xS4PrjS6levXphxSrWQkJC9NFHH2njxo2KjY1VrVq11LNnT7Vv3159+/bV2LFjfS8KN27c2OK0RV9ubq4OHDig0qVLyzAM5eTkqFatWgoKClJgYKBatmyppk2b6scff1S5cuWsjvuX8Gy6EBn//+X0Xq9X+/fv1wMPPKD9+/dr586duuGGGyxOVzzYbDY1atRIrVu31oIFC9ShQweVK1dOTqdTP//8s++xefNmrVu3zuq4RVpYWJhatGihiIgItWjRQi1btpQkPfroo74VzXfv3q3Dhw/rhx9+sDJqsREdHa2ePXuqVKlS6tmzp+/a+eHDhyszM1PSuVV5f/75Z+3YscPKqMXW+d+jAQEBio2N1YgRIxQbG6u8vDw1a9bM4nRFn/Ffy7p4vV4ZhqEDBw7I4/FoyZIlmjdvHrcTvEJut1tff/21Dh8+rKNHj8pms6lv3756/PHHFR0drT59+qhq1aoaOnSoxo8frxkzZlgduVgoWbKkXC6X3G63li1bpkqVKunAgQPq27ev7rrrLj399NMaNGiQKlWqpHfeecfquEXahAkTdOutt3LnHD8KCQnRgw8+qNdee0379+/Xu+++q2+++UZOp1PPP/+8r3TjyoSEhGjXrl3atm2b7zF27FjdeOONcjgcevjhh/XRRx8V+9Itcca7UJ1/ImO32zV37lzf9vvvv9/3BB2XZ7PZdOedd0o6d0xnz57tW1Hy/LhhGKpcubKOHDliZdQibf/+/SpfvrzOnj2r8uXLyzAMlS1bVvfff7++/PJLzZo1S+vXr9fQoUO1ePFi3zHHpR06dEi33nqr9u/fr1tvvdW3vXz58kpPT9eKFSv0/fffa8CAAVqwYIFuuukmC9MWT+d/zoODgzV58mTfthYtWmjkyJFWRivyvF7vBWe88/Pz5fF49Mknn2jp0qX67rvv9Nhjj2n//v366KOPLEpafNx+++3auHGjXn/9dXXo0EFBQUG67bbbfDMzbr/9dqWlpalu3bq65557NGnSJH7ur1BeXp6aNm0qSZo4caJKlSqlkJAQvfHGG6pVq5Y2bdqksWPHatCgQRo1ahQzsy5hzJgx+vzzz7Vz507Vr1//or8ni/PUXSu53W41aNBAkZGRMgxDzzzzzAX7OBwORUZGsrjanwgICNCLL74ou90um80mp9Ophx9+WLVq1dKIESP08ccf6/3339eSJUt8vxOKK35LmcTj8SgvL0/79u3zvT3/amN+fr527dql3377TdOmTZPT6dSDDz5oceLi4fyZmJCQEHk8Hnm9Xnm9XkVFRfn+HRYWJq/XS+m+jJo1ayo5OVn169fX0aNHlZycLMMw9OijjyomJkbLli1TmTJldO+992rjxo1Wxy0WKlSooLlz5youLk7z5s1TQkKCDMPQc889p0qVKmn8+PEKDQ1V586dfWsU4NI8Ho+ys7P19ddf+96e/z3q8Xi0YcMGffXVVxoyZIiqV6+u9u3bW5y4aHM6ncrPzy8w7TkrK0tut1t5eXlyu92qV6+evvvuO61Zs0Zz5syxOnKxcPr0ae3Zs0dvv/22fv/9dx0+fFhJSUlKSkrS4cOHlZWVpd9++0233nqr2rRpw3XJV6h79+6qX7++732v16ukpCTFxMTohRdeUExMjO6//36NGzeO0v0n2rZtq9mzZys4OFh9+vTRs88+q5MnTyosLOyCt+cfuLyMjAyVKFFCycnJGjZsmIYPH66nn35ae/fu1bBhw/T000/rt99+07PPPqsxY8ZYHbdICwgI0Jo1a1S/fn3VrVtXa9eu1R133KGBAwcqODhYW7ZsUdeuXXXXXXdp9+7dVsf9S7idmElycnIUGRlZ4Ezs+TOwkZGRmjlzpgYOHKiIiAht2rRJNWvWtDhx0Xfs2DFVqVJFpUuXVkZGhtxut2+sdOnSvunRUVFRvmm9uDiPx6P69etr3759aty4sV577TUZhqGhQ4dq3759qlatmg4cOKAtW7aobNmyuvnmm5WVlWV17CLN6/WqXr16vmO6aNEieb1ederUSfv27VP16tX166+/atWqVapXr55uu+02paenWx27SMvOzladOnUKXA9funRpbdu2TREREUpISNDgwYPl8Xi0cuXKYv9KuNk8Ho/27Nnju+7Y4/GocuXKmjt3rnr37q2oqCidPn1adrtd3377rfr06aPDhw9ze7bLSE1NVaNGjXTixAlJUvPmzZWSklKgDLpcLnXo0EGPPPKImjRpck1MmTRb27ZttX//fvXs2VMPPfSQ3nrrLZ0+fVovvviib5/AwEDVqVOHxWmvQEhIiLKzs3X27FkNGjRIiYmJmjVrlm6++WbfPi6XS+np6byIeRmZmZmqWbOmHnnkEc2ZM0cOh8M3VqpUKd/fdp6PXrlatWrp999/lyTddNNN+vbbb1W6dGlFRETo6NGjKlmypNq0aaPs7Gxt3ry52M7SYKq5ScLDw+VyuQr8McjLy5PX65XL5dJjjz2mjh076vXXX9ett96q8ePHa8SIERYmLvoqVaqkEydO6ODBg2rVqpUmTZrkG3M4HL73zy9eJ52bnoYL5eXl+Rb5adSokV599VW53W41adLEN+71enX77bcrNTVVOTk5On36NE8W/8T5M4bSuT+8f/vb3+R2uxUTEyPp3JS04OBgde7cWWfOnFFGRobS09NVqlQpK2MXaRERERddDdbj8cjlcqlbt27q3Lmz4uPj1b59e/Xs2VPTp09n4bpLCAwMVMOGDfWf//xHXbt29V2HOGTIEEnSiRMn9N1332nYsGFasWKF3nrrLUr3FQgJCZHL5dLSpUt19913KyAgQA899JCeeuopSecuhbj11ls1Y8YMlSxZ0tqwxYjNZtP8+fO1ePFi9ezZU9K5S6S2b9+uqKgoSdKZM2fUtGlTJSYmWhm1yPN6vcrPz1dubq7KlSunhQsXatq0aRo1apS+/vpr1sf4H3m9Xj3zzDNKSkqS2+32zRiUzv28n3//j/+Oi4uzOHXRlpWVpXfeeUeGYSg1NdV3PN1ut++51fTp03Xrrbdq5cqVuu+++6yMe9U4413IcnNzFRERIbfb7VtZcuPGjerbt6/WrVunMmXKWJyw6HO73erSpcufTodyOBzKysrS999/X4jJio/09HTddddd+vnnny86HhUVpeTkZEVHRysnJ0ffffcdtxS7jLS0NNWsWfOSZ7Gjo6OVnJysqKgoZWVlKSEhQU888QRnaq5Cdna2oqKilJeX57uDwYEDB9SvXz99+eWXlMVLOHLkiLp3766dO3dqwYIFys3N1dSpUxUaGurbxzAM7du3T0FBQfrss890zz33WJi4eMjMzFSlSpXUsmVL/fTTT8rKylKTJk0KlJn4+Hj16dNHkvR///d/VkUtVu6++2699NJLuuOOO3zbHnroIZUoUcK3Ts6iRYvUp08fpaenM938T+Tk5KhevXrasGGDqlSp4tv+6quvKjg4WE8//bSF6Yovt9utkJCQArNbL+b8DCNcnNfr1f3336/w8HAZhqHc3Fx9+umnioqKUlBQkA4dOuR74aJZs2aqVq2aFixYYHHqq0PxNpHH4/FNjz4/JcLr9eq3335TgwYNCkyTyM3N5boaWMLr9V7whGX37t2qV68eT2T8aMWKFWrbti1F209ycnIuKNgXuxco/p+8vDwNGzZMzzzzjGrWrKmPP/5YEydO1IQJEwrs5/F4tHnzZvXo0UPt2rWzKG3xceLECTVq1EipqanyeDxavXq13nrrLS1btkwdO3ZUly5dJJ17wSg1NbXAbC1c2vvvv6977rmnwK3tvvnmG23YsME3m+3MmTOKjIxklstfcLHnALhyZ86ckd1uv+T4+RNB3Krtf+d2uzVlyhQ99dRTKl26tCTpP//5j5o0aVJg/YfihOJtouTkZFWrVk0nT568YIpu//791bhxYw0bNsyidNeO7OxsVapUSWlpab6zX8uXL9f8+fMVHx/PbR3+REpKiipVqqRTp05dcrZFUlKSOnTooL179xZyOgBm+uqrr5SYmKg333zT6ijFmtPp1Pbt2wucmZWkNWvWaN68eXrzzTd5YR0AwKrmZjo/ZeK//+AOGjRIc+fOVWRkpEXJri12u125ubnyeDy+2wtFRkbq008/VV5ensXpiq6jR48qIiJChmEoIiJCa9eu1Y8//qitW7fqhx9+0IEDBzRw4ECFhobq9OnTVsctNk6fPq24uLg/XTgtOTlZ9957byGmAi7Uvn17SrcfhIaGXlC6pXNTpd9//31KN3CNSktL862Nc95/r0vyww8/aPHixYWYqnjKysrSZ599ptzcXKujmIoz3ibKyclRVFSUnE6nb3rp008/rY8//lhffPGFWrVqZXHC4iU7O1t169b1TSkzDENlypTRjz/+qMjISKWlpalChQpKTU3VTz/9pJtvvlmZmZlc73kRM2bM0O7duzVnzhwFBwfL4/EoKipKZcqU0cmTJxUZGalp06ZpxIgROn78uOrUqaNjx45ZHbvIy8rKks1mU1RUlHJzc30rRBuGIYfDIbvdrnfffVePP/64GjVq5FuJHyhMDodDK1asULdu3RQXF6f169cXuO4T/nfq1Cl16NBBn3zyierWrWt1nCLN4XDoo48+8t0ZRjr39z4nJ0f9+/dXVlaWhg0bptjYWNWoUUMtWrRQvXr1LE6N65HD4VCVKlV05swZ7d69WzExMbrxxhs1c+ZMPfDAAzpy5IiaNWumbt26adasWVbHLdIOHTqkmjVr6sSJE4qIiNCiRYsuOmM1MDBQN910k2rUqGFByr+OVc1NdL5sn5/+vGjRIsXHx+vbb7/VrbfeamW0Yslutys0NFQJCQl67LHHNHfuXA0YMEDSuVVlS5Qo4TvW539Yue7r4nJzcxUQEKDAwEDfIn+VK1fW7t27dfvtt2vQoEEKCQlRmTJlFBIS4juuuLSPPvpIGzZs0MyZM2Wz2RQaGqo6deoUmHUxe/ZsTZ06VU8//XSBBa2AwuR2uzV06FB169ZNwcHBKlu2rNavX69Jkyb5fh+cXzSI1aIvb+fOnbrzzju1Z88eVapUSRkZGXrppZc0ZswYlS1bVtK5v187d+5kDYIrkJ+fr1GjRumee+6RYRhas2aN7r77bn311Vd64oknFBAQoISEBPXt21fff/+9Bg4cqC+//JJbYKHQBQcHKzg4WNu3b1f79u21fPlyDR8+XA8//LBefvllffDBB3rwwQc1c+ZMq6MWeaGhoTIMQ5GRkcrPz9fjjz9+0ReEXS6XAgMDlZycbEHKv46p5iYKDAyUYRiaP3++JKlz58765ptvKN1XKTAwUOHh4WrRooXv7fkFQf67cOfl5Sk0NJTCeAkNGjSQ0+mU9P9eIPrjK4s2m03BwcGKiIhQUFAQx/EK7Nu3T16vV0FBQb7vy2rVqsnj8ejWW2/VBx98oPDwcF7MgGU8Ho8aNmyoBx54QOnp6WrTpo1OnDihkJAQ2e12paenq169emrTpo127Nih5557zurIxUJYWJiys7N9s6uCg4M1Y8aMAlMmz7/QxpojlxcSEqLy5ctr6dKlWrZsmcqXL69ly5b5ju/5qfvvvfee1q1bp/vuu09fffWVlZFxHfr++++1Zs0aBQYG6uabb9bQoUPVtm1bNWnSRKtWrdJzzz2nqKgoSvcVCg4Ols1mU0hIiEJDQ1WqVCklJSVd8Dh+/LhCQ0N16tQpqyNfFZ75FYJhw4bptddeU6NGjSTpgh/C/Px8nT17VsuXL7ciXrF2vuA4HA717dtX6enp6tu3r06fPq2KFStanK7oql69unbv3q2EhAR5vV4lJCTo7NmzSkhI0OnTp7Vu3TpFREQoMzNTCQkJrHh6BZo0aaIvv/xS0sVnXJx/MSMyMpIXM2AJt9ut8ePHKzw8XIMHD9Y///lP9evXTwEBAbLb7SpTpozq1aunmjVrKjg4+KLXLeNCoaGhstlsvpWNz19e8sef8fP/Pj+jAJdWokSJi84MOP8icWBgYIHxOnXqqGXLloWWD8jJyVHnzp31/PPPy+v1Kj4+XhMnTtTs2bPVo0cPffXVV1q8eLG6du2qrVu36pZbbrE6cpEXFBQkm82mgIAA3893enp6gdu0nb8X/apVq1S+fHmrov4lPPMzmc1m0969ezV+/Hi9++67qlmzppo2bVpgH7fbzSJgV+n8D2RAQIBiY2M1YsQISdKxY8cK3EMVBZUvX15JSUlatmyZPB6Pli1bpoyMDC1btkxnz57Vzp07FRwcrMzMTC1btozpkVegRo0aSkpK0g8//CDp3IIqubm5+uGHH5SZmak9e/b41nxYu3YtL2ag0IWGhqpNmzYqW7aswsLC1L59e9/ZQ37Gr975QvjHWwXabLYCx/T8v/m5vzybzabs7Gx9/vnn8nq9ysnJ0WeffeYb/+/bX82YMcOKmLiOhYeH69ChQ4qMjNT06dO1aNEibd68WZGRkRoxYoS6deumXbt26eWXX9aDDz6oX375RREREVbHLtL+WLhtNptSU1MVExNToHh7PB7ZbDadOHHCqph/GcXbROe/WcqWLatZs2apZcuWGjJkiPr376977rnH4nTXhvPHODg42LeiuWEYatGihUaOHGlltCKtVKlSKl++vD7//HNFRETo888/14033qjPP/9ct99+u5588kmVKlVKzz33nD7//HPVrFnT6shFXkxMjHbs2KFRo0YpLy9Po0aN0rFjxzRq1CgdOXJEn376qYKCgnTixAmNGjWKJ+AodG63WxUrVlRQUJA8Ho9KlCghr9crt9stp9Mph8Oh1NRURUREyOPxKDk5mUXXrkBAQIAMwyjwd90wDPXo0eOCWS+4MtnZ2YqPj5dhGL5/e71ebd++Xd27d5dhGPrmm2/Utm1bq6PiOlWyZEnl5ubK7XZr2bJlmjRpkg4cOKC+fftq+/btevrppzV//nwlJCTonXfe0ejRo62OXKTZbDZ5PB6VLl1aDRs2VNmyZS86nTw3N7dY3ymC4m2i/Px8SedeoQkMDFSvXr0UFRWlrl27atWqVWrevLnFCYsXj8ej7Oxsff311763fzzGGzZsUFZWlpYsWaLq1auz0MqfsNvtysjIkPT/vk/Pvz3P4/EoJydHhmHI6/UWesbipnTp0oqLi9PWrVsVERGhrVu36sYbb9TWrVsLvJgxbtw4bd26lRczUOgCAgKUnJzsW3fgwIEDql27trKzs5Wamqpjx44pISFB0rkX51q0aKEjR45YnLr4+OPf9P/++24Yhr7//nvK9xWKiYnxXX5Xo0YNrVixQjExMQoJCdG0adPUs2dP9enTR82aNdOnn37KQqqwRF5enm8W68SJE1WqVCmFhITojTfeUK1atbRp0yaNHTtWgwYN4gX3KxAQEKDZs2crLS1N//znP/XFF1/ov2++5fF41LJly2J7OSnF20Rut1vSuUJz/rquBx54QEOHDtWDDz6on376SaVKlbIyYrHicDjkdDo1cOBASdLAgQNVunRpSZLT6dTJkyc1ePBgeTwerVy50sqoRV5AQIAcDofvbJd07v7Tjz32mA4cOKA5c+Zo8ODBSk9Pl8vl8u2DS7Pb7Tp79qykc38Y/vj2PK/Xq9zcXF7MgCUCAwMVGxsrh8OhOXPmKDw8XP379/cV8VdffVUdOnTQ+vXr1aZNG6vjFhuGYchms2nq1Kl/ut/06dMveBKJC3m93ou+QHF+ccCGDRuqZ8+e+vXXX/XAAw9o9OjR+r//+z8LkuJ61717dzVu3Nj3vtfrVVJSkho3bqwXXnhBMTExuuWWWzRu3DhK9xUwDEMPPvigpHO3X3777bcvGHe73YqNjaV440LnV412uVwFXo2dPHmyFi5cqN69e2vp0qVWxSt2IiIidPz48Qu2ezweuVwudevWTZ07d1Z8fLzat2+vnj17avr06bwSfhHn1xQ4/z3qdrs1efJklShRQnfffbecTqfq1aun2rVrKysrSy6Xy8q4xUJgYKAcDofvD4MkpaWlaeLEiTp69KgWLVqkhx56yPdixn/PMAAKi2EY6tOnj37++Wfl5OSobNmyOnv2rIYPH66kpCRNmTJFqampvidA+HP/Pbtt48aNio2NvWA/m81G8b4CLpdLOTk5WrZsme/FyqVLl8rhcEg69/1rGIbCw8P1ySefqFatWhoyZAj3R0ehs9ls+uKLLxQWFqaHHnpIv/76q7777ju9+OKLateunbKysrRnzx7frW9xaX88UZGfn6/o6GitWrXKwkTmoHibKC8vTw0aNLjgbGFgYKAmTpyoFStWXLBICP53DodDHo9H+fn5CgoKUv/+/XX33XerX79+ys/Pp3hfhM1m06ZNm5SdnS3DMJSbm6snnnjigv22bNmipKQk5eTkWJCyeHG73fJ6vXI6nTIMQx6PR48//rhsNpv69u0rp9Ppu742OzubFzNQ6Lxer9q0aaMxY8b4tq1bt04JCQnyeDxyOp1KSEhQ06ZN1a9fPzVo0EANGza0MHHxcP5n2eVyyeVyqUWLFgVK9vl/n7+GEX/O5XKpWrVqeu211yRJ9evX14wZM1SnTh15PB653W4ZhqGcnBxVrFhRPXr00Ntvv61///vfFifH9cZms2n+/PlavHixevbsKUnav3+/tm/frqioKEnSmTNn1LRpUyUmJloZtcg7/7vR7XbL7XYrNzdXU6dOveSLlcX1dpcUbxPFxsZq165dFx175JFH9Pe//53S7QcRERHKysoqcOuWmjVras2aNVxPdwklSpRQvXr15HK5tGrVqj9dqCI2NlY7d+4svHDFlGEYWrBgge+6+JycHL300ksX7JeSkqLDhw/zYgYKXXZ2tm666Sb9/e9/V2BgoHJycpScnOy7ji47O1tffPGFJKlixYqaPXs2U3ivwPkXMLOzs1W6dGn9/vvvF7zg63a7VbNmTWa6XIGSJUtq8+bNlxx3u916/vnnfX/zu3TponLlyhVWPMAnPz9fAQEBevXVV/Xqq69Kkh566CGVKFFCc+fOlSQtWrRIffr04UTbZbhcLt+JII/Ho1tuuUXr16+/4Hm81+tVSkpKsS3eNoN5TwDgFx6PR3v37tW6devUu3fvS862yMnJ0fr163XvvfcWckJAOnr0qPr166eMjAwNHDhQffr00YkTJ3TLLbfo6NGjks7N2Dp/P3r8uZycHP3yyy+6+eabC9xS7I9SU1NVrlw5/fzzz2rUqFEhJwRghvfff1/33HOPqlWr5tv2zTffaMOGDZo4caKkc2e8IyMjmX15GcePH1fPnj31+eefq2zZslbHMQ3FGwD8JDk5WdWqVdPJkycvOAPTv39/NW7cWMOGDbMoHVDQv//9b/Xr108RERFyOp3au3evbrjhBqtjXZPcbrf27dunWrVq8QTcD3hhCEBxxJwHAPCT8PBwGYZxwdT9QYMGae7cuYqMjLQoGXChYcOGKSIiQpIUGhpK6TZRiRIl1LBhQ0r3X/TNN9/ojjvu0IQJE6yOAsDP/ntNrIkTJ2rr1q0WpTEH13gDgJ+EhITIZrMVOBPz9NNPa8GCBfrmm2/UqlUrC9MB53g8Hh0+fFg1atRQZmamKleurH379qlChQq+fY4ePSrDMFSlShULkxYfpUuXVlpaWoFtPXr00NNPP60777zTolTXjn379mno0KH65ptv1LZtW7Vr187qSLiOORwOffTRR4qMjPRdg3x+bZf+/fsrKytLw4YNU2xsrGrUqKEWLVqoXr16Fqcu+t544w3t3r1b8fHxkqT//Oc/uummm3TLLbdYnMx/OOMNAH5y/vrO84v+LFq0SPHx8Vq+fDmlG0VGZmamateurfz8fIWFhSk7O7vAbIz33ntPjRo10gsvvGBdyGKmZMmSMgxDR44ckXTuifny5csvOIOD/93cuXPVuHFjhYSEaNeuXfr666/Vtm1bq2PhOpafn69Ro0bpP//5jz755BM98cQT+vTTTzV06FAFBAQoICBACQkJSklJUXx8vBo1aqSvvvrK6thFWn5+vv7v//5PLVu2lHTuhYyjR48qNDRUMTExqlmzpm6++eZi/3eJa7wBwE88Ho9KlCihhIQE9erVSx6PRz/++KOaN29udTTAx+12KyIiwncbrKCgIDmdTmVnZ6tv375avny5atWqpW3btjE1+gpkZWWpdu3aCg4OVsOGDbVixQrFx8drypQp2rJlix5//HEFBgbKMAyVLFnSdzYHV+ann35SSkoKi1GiyMjLy1PdunWVlJQkSapRo4YOHjyoUqVKKT093fdcwOv1SpI6deqk2rVr+26RhwvNnTtXr7zyij7//HPVrVtXv/zyi+677z798MMPql27thYsWKCDBw/qn//8p7KyshQaGmp15KvCVHMA8LNhw4bptdde861ePHPmzALj+fn5Onv2rJYvX25FPFzHcnNzFRYWVuByiICAAAUFBSk5OVn5+fnauHGj/va3v1G6r0BKSopatGghSVq5cqUaNGig9PR0TZw4UUOGDJHNZtO6dev02muvaezYsXr77bctTlz8sPYAipoSJUpc9Ha152e9BQYGFhivU6eO70wuLm7+/Pl65pln1KVLF40ePVpnzpzRww8/rNDQUAUEBKhLly6SpGXLlsnhcFC8AQCSzWbT3r17NX78eL377ruqWbOmmjZtWmAft9utvLw8ixLiemUYhqpXr66qVavK6XTq1ltvlXRupsaaNWtUuXJlLV26VNK52185HA7Z7XYrIxd54eHhGjVqlKZOnapPP/1Uo0ePVo8ePfT444/rs88+04MPPqjw8HD17t1b06ZN8z15xJ+79dZbr+i2a4GBgerUqZMeeOCBQkgFnGOz2ZSdna3PP/9cXq9XOTk5+uyzz3zj/33P7hkzZlgRs1iJj49XuXLlVKZMGfXs2VPR0dH6+uuvFRgYWGC/1atXX/RFj+KC4g0AfnL+yp2yZctq1qxZatmypYYMGaL+/fvrnnvusTgdrndut1vPPvusIiMjNWTIEA0ZMkSGYahfv3564403tGHDBn344Yfq2LGjKlSooN9//12NGze2OnaRFhERoSeffFKNGzfWzJkzVb16dY0bN04jRoxQYmIiswauUmxsrNxut2+9jEv58ccftWLFCoo3Cl12drbi4+NlGIbv316vV9u3b1f37t1lGIZvMUBcXsWKFSVJHTt2VJ8+fTRv3jzVqlVLZ8+elcfj0ciRIyWde6E4IyNDH374oYVprx7XeAOAnzidToWHhysvL8/3Ku3SpUvVq1cvrVq1imu9USTk5+crPDxcLpdLhmEoKChIubm5WrBggSZMmKCOHTtq/fr1eu6559SjRw+r4xYLtWvXVmJioh5++GHVrl1bn376qZo2baply5bp9ttv15EjR1S/fn399ttvVke9pqxcuVLdu3fX8ePHFR0dbXUcXEeqV69+wTXeMTExWr16tX755Rf17NlTFStWVLNmzfTpp5/yItxlHDx4UBUrVtSJEyd0++23q1SpUho+fLh69Oih8uXLq3fv3pL+X/FesmSJxYmvDquaA4CfnF/BOD8/37ftgQce0NChQ/Xggw8qPT3dqmiAT0ZGhtxut1wul+971u12q2fPntq9e7eCgoK0c+dObdq0yeKkxUdoaKhOnjypV155RZmZmRo7dqwkcUmJH+zYsUO7du266FizZs2UkpJC6Uah8nq9F53u7PF41LBhQ/3jH/+QJP36669KT0/X6NGjCztisTNhwgSNGTNGc+bM0ZgxYzRlyhS99tprys/Pl81mU3x8vOLj45WQkFBsS7dE8QYAv3E6nZLkWy36vMmTJ8tut/tesQWsZLfbdfjwYYWEhMjhcKhSpUrKzc2VdK5Avv7665o/f76efPJJi5MWD19//bUk6cknn9SePXv0+eefa8GCBbrlllsUHh4uh8OhpUuXKjs7W8uWLbM4bfGzYMEC3XDDDWrdurXmz59f4MWMsmXLKiIiwsJ0uB65XC7l5ORo2bJlWrJkiXJzc7V06VI5HA5J5y47MwxD4eHh+uSTT/T+++9r7969Fqcu2qZOnapFixbprrvu0qhRo9SlSxe5XC6tWLFChmFc8LyquGKqOQD4ybFjx9ShQwd99913KlOmTIGx+fPna8WKFUpISCiw6ApQ2B577DGlpqbqyy+/1Nq1a1W3bl2Fh4frjTfe0IMPPqg6depYHbHYyM3NVUxMjJxOp06fPq2SJUtKkr788ksNGjRIGzZs0MMPP6wSJUrI4/EoNzdXP/74o7WhixmPx6Nt27bpiy++0IcffqiQkBBNnTpVDz/8sNXRcJ06e/as2rdvr7CwMN82r9erzMxM/fjjj3K73QoLC9PZs2cVFRWl3r17q2TJkvr3v/9tYeqi76uvvlL//v3166+/KioqSuPGjdPOnTtVp04dvfTSSwWOd3FF8QaAQmAYhvLz8323GwGssGTJEg0YMECbN29W9erVdcMNN6h///5q3ry5Jk6cqO+++041atTQ3/72N91zzz1q37691ZGLvBMnTmjUqFHatGmTlixZ4luQrl27dmrWrJmmTp1qccJrh9Pp1Jtvvqnly5drzZo1VscBLsrpdOrll1/W6NGjFRYWpi+++ELlypXjlmJXoGPHjho0aJA6deqk1atX68EHH9SpU6cuWN28uKJ4AwBwncjPz9eePXvUqFEj/fzzz+rUqZMOHjzoe1KTmpqqDz74QG+99Zb69u2r559/3uLExcc777yjuXPnasOGDZLOLfz12GOP6cSJE9fMk8aiwuPxcEyBa1BmZqaioqIknft7tGLFCvXq1cviVP5D8QYA4Dr1+++/q1atWhdsd7vdCgwM5LKI/1FaWppKly7te3/btm1q2rSphYmuHdnZ2apUqZLS0tJ8txlbvny55s+fr/j4eAUHB1ucEPh/8vLy+J7EBSjeAABcBzwej954440rutwhICBATZo00Z133lkIyYq37OxsrVmzRpGRkX/6QoXb7Zbb7VaHDh0KMd21w+PxKCQkRDk5OZo+fbomTJigtWvXqnXr1srIyGCRNRQJ33zzjSZOnKhWrVrp5ZdftjpOsZKVlaXQ0FDf36h+/fqpZ8+eatOmjcXJ/IfiDQDAdSIoKEi33nrrZe8pe/LkSR07dkzp6elM6b2MkydPqlKlShcsqPjf0tLSVKdOHe7lfRnZ2dmqW7eu73vUMAyVKVNGP/74oyIjI5WWlqYKFSooNTVVP/30k26++WZlZmYqPDzc4uS4nu3bt09Dhw7VN998o7Zt22rMmDFq27at1bGKlQkTJujXX3/VokWLJEm1atXS66+/rrZt28put1uczj+CrA4AAAAKR3BwsBYsWKBKlSr96X579+5V/fr1deDAAVY5v4zzTwgPHz58yVV3nU6nwsLCKN1XwG63KzQ0VAkJCXrsscc0d+5cDRgwQJIUEhKiEiVK+Kaan5/Ke7kXkgAzzZ07V/3799e9996rXbt2qWHDhlZHKnZyc3P1zjvv6N1335V0bobL0aNHFRYWpoiICAUEBCgyMlJdunTRBx98YHHaq0fxBgDgOvHHs9cul0vvvPOObDabbDabzk+AGzJkiEqXLq2NGzdSuq9AUFCQbDabpHNnaz/55BNfEXQ6nXrsscd8xxiXFxgYqPDwcLVo0cL39vwU/v8u3Hl5eQoNDfVtB6zQpEkTLVu2TPfee6/VUYqt+Ph41atXTxUqVJAkbd++XXFxcapZs6YCAgK0detWHTx4UP/4xz/0f//3f8X20hJ+UwEAcJ3wer0F3h85cqR69eqlwMBAGYahuXPnasiQISpXrpzKlStnUcri5fyxk85Nix40aJAGDhwowzD0wQcf6LHHHrM4YfF3vng7HA717dtX6enp6tu3r06fPq2KFStanA7XuxtuuMHqCMXeV199pdGjR+uxxx5Tnz595HK51KtXL4WGhspms+nGG2/UjTfeqIcffljF+SpprvEGAOA6ERwcrF27dqlu3boyDEOBgYHKzs5WWFiY8vPzFRwcfEE5x59zuVyy2+3Kzs5WaGioQkJC5Ha7JUmRkZHKysqSy+VSWFiYPB6PxWmLhyZNmujnn3/2vW3cuLF27dqlUqVKaejQob79tmzZolKlSunTTz+1MC2uR7feeqsaNWp02f0CAwPVqVMnPfDAA4WQqvjKyclReHi4tm3bpnbt2ikoKEjbtm1TaGioYmNjlZeXZ3VEv+CMNwAA14H8/HzFxMTI4XBIkm/68/kp0EyH/usCAgIKHMM/TuHH1Tt/DIODgzV58mTfthYtWmjkyJFWRsN1KjY2Vm63+7KXOfz4449asWIFxfsyzi+O2LRpUz3++ONKSEhQmTJl5HA45PF41K1bN0nnrv3OyMjQd999Z2Haq0fxBgDgOhAUFKTk5GTfGe28vDwZhqExY8aoRIkSvu35+flcM/s/+GOxdjqd8ng8euSRR2QYhlwulxwOByvD/w88Ho+ys7P19ddf+97m5+f7xjZs2KCsrCwtWbJE1atXV/v27S1OjOvRF198cUX7rVy5Ut27d1dGRoaio6NNTlV87dixQ1WrVtWBAweUkJCgmjVr6s0331S/fv0k/b/p/OeLd3HFVHMAAK4D2dnZevHFF/Xtt99q69atysvL07Rp0xQSEqKAgAB5vV65XC6NGzfOt3gVLi8nJ0dRUVHKysqSzWbThx9+6Fvd3OVy+RZXY6r5lcnOzladOnUKrFReunRpbdu2TREREUpISNDgwYPl8Xi0cuVKNW3a1MK0wLnSGBQUpMaNG18wdubMGYWGhhbbxcAKS69eveR2u3XDDTeoevXqKlu2rPr06aPNmzcrLi7umvndSfEGAOA6MHDgQH3//fcaPXq0evbsqdDQUKsjXRMyMjJUunRp7d69+5L3mnW5XKpXr54OHTqkKlWqFHLCa4PH41FoaKjcbrc8Ho/i4+P17LPPqmfPnpo+fTq3FINlxo0bp6lTp+rOO+/UgAED9OCDD/Li5f/o7Nmzuu222zRhwgT17NlTktSgQQMNGjRIw4cPV05OzjVxL2+KNwAA14H09HRFRkYqKChIW7Zs0X333ee7ru5Sjhw5Ukjpiq/jx4+rcuXKV3Q9t81mu2bO3BS27OxsRUVFKS8vz3cpxIEDB9SvXz99+eWXl/1eBszi8Xi0bds2ffHFF/rwww8VEhKiqVOn6uGHH7Y6WrGydetW3X///dq5c6diY2P1r3/9S9999506deqkgQMHXhMvFlO8AQC4zpw6dUpbt2695LXcLpdL6enp6t27dyEnK37y8/OVmZmpiIiIP72WOy8vT2lpaYqNjS3EdNeW8ysf/5FhGCwKiCLD6XTqzTff1PLly7VmzRqr4xQ7vXv3Vu/evdWmTRutX79eHTp0UFpamkqUKGF1NL+geAMAAACAn3g8HhZVvAp/XNwzMzNTP//8s1q2bGlxKv8JsDoAAAAAABRn5y+HyM/P95Xu5cuXq2fPntfMfajN9sdZWFFRUddU6ZY44w0AAAAAf4nH41FISIhycnI0ffp0TZgwQWvXrlXr1q2VkZHByuaXkZKSonnz5ikyMlLh4eG+R1hYmO/fFSpUUGRkpNVRrxrFGwAAAACuQHZ2turWretbSd8wDJUpU0Y//vijIiMjlZaWpgoVKig1NVU//fSTbr75ZmVmZrIA4GUcPHhQtWvXVrNmzZSbm+t75OTkyOFw+Kbvz5o1y3d/7+KGqeYAAAAAcAXsdrtCQ0M1d+5c2Ww2zZs3T7m5uZKkkJAQlShRwjdl+vxtxbjd3eWFhIQoJCREmzdv1q5du3TgwAGdOHFCmZmZcrvdysnJ0cMPP6wpU6ZYHfWqUbwBAAAA4AoEBgYqPDxcLVq08L0NCDhXqf67cOfl5Sk0NPSSd5DAOfPmzbvo3Ql27dqlIUOGSDr3gscNN9yg+vXrF3Y8v6F4AwAAAMBVOl+8HQ6H+vbtq/T0dPXt21fjx49XxYoVLU5XtJ06dUqPPfaYWrduLa/Xq6NHj0qSvvzySzVt2lTHjx9XRkaGJGnAgAFKTEy0Mu5fwssvAAAAAHCVzi+ZFRAQoNjYWI0YMUKSdOzYMTVr1szKaEVe+fLlderUKW3YsEFLly5Vw4YNdeONN+qZZ57R119/rdatW/v2jYqKsi6oH1C8AQAAAOAqnS/ewcHBmjx5sm9bixYtNHLkSCujFQtly5ZVp06d1LRpU02cOFHTpk1T9erVFRcXp8zMTN9+DodDTqdTVatWtTDt1aN4AwAAAMAV8Hg8ys7O1tdff+17m5+f7xvbsGGDsrKytGTJElWvXl3t27e3OHHx4PV6VbVqVRmGIcMwNHv27Av2MQxDlStX1pEjRyxI+NdRvAEAAADgCpw/6zpw4EBJ0sCBA1W6dGlJktPp1MmTJzV48GB5PB6tXLnSyqjFxrp169SyZUsFBwfrt99+k3SuZN9www36+eefZRiGGjVqpF9//bVYL1THfbwBAAAA4C/weDwKDQ2V2+2Wx+NRfHy8nn32WfXs2VPTp0/nlmKXkJKSoooVK6px48b67bfflJeX5xsrXbq00tLSJJ27vvuP086Lo+L7kgEAAAAAFAEOh0Mej0f5+fkKCgpS//79dffdd6tfv37Kz8+neF9CyZIltXHjRh08eFCPPfaY5s6d67tmPi8vz/d+fn6+EhISJEmPPfaYlZGvGme8AQAAAOAvysnJUXh4eIFthmFc9B7VKCgvL0833XSTwsLCLrmPw+FQdna2Dh06VHjB/IjiDQAAAACAiQKsDgAAAAAAwKW43W7f6vHFFcUbAAAAAGCpHTt2aP369dq1a5cOHz6s9PR03/Xe//rXvxQbG6tPPvnE4pRXj6nmAAAAAABLzZo1S0OHDlVoaKhyc3MlSaGhoVq+fLmqVaumqVOnatmyZTp+/LjFSa8OxRsAAAAAYKnMzEzFxsZq3759iomJUUZGhgYPHqyyZcvqzTff1PHjx1WjRg05nU6ro14VijcAAAAAwBLz5s1TXFycJGns2LFq1aqV7r//fknnpp/XqlVLwcHBatmypSIiIuTxeKyMe9Uo3gAAAACAQpebm6u6desqOjpaNptNeXl5OnTokOrUqePbJz8/X6GhodqwYYPCw8Pl9XotTHz1KN4AAAAAAMvl5eWpYsWK+uWXX1SxYsUCY8eOHVPNmjWL7VTzIKsDAAAAAACuX8uWLdOvv/6q4OBgVahQQaNHj9bNN99cYJ/t27erbNmyFiX86yjeAAAAAABLbd++XaGhoapRo4aWLFmiEiVKFBgPDQ3Va6+9ZlG6v46p5gAAAAAAS/Tt21ePPPKI2rZtK0lyOBwqXbq0tm3bpgYNGliczn8o3gAAAACAQpeVlaVWrVrpl19+UatWrXT33XdLkn766Sc1atRIgYGBF3zMxIkTCzumXzDVHAAAAABQ6CIjI7Vz504dOnRI7733nl5//XVlZmaqTZs2yszM9O3ndruVkZGh7OxsC9P+NZzxBgAAAABYLj09XRMmTNC7776rGTNmaOjQoVZH8huKNwAAAACgyFi1apWaNWumUqVKWR3FbyjeAAAAAACYiGu8AQAAAACWcjqdWrduncqXL69y5cqpXLlyCgq6duoqZ7wBAAAAAJZKS0tT2bJlZbPZfNtKlSqlypUrq1atWrr77rs1YMAABQcHW5jy6l07LyEAAAAAAIolu90uSdq/f7+8Xq9Onz6t06dP6+jRo9q2bZtGjBihX3/9VW+//bbFSa8OZ7wBAAAAAJbyeDwKDg5Wenq6oqKiJElfffWV6tWrp6pVq+qxxx7TqlWrdOLECYuTXp0AqwMAAAAAAK4/X331lSZNmqSVK1fq1KlTkuSbah4fH69OnTrpk08+kSQ1bNhQjz/+uFVR/zLOeAMAAAAACt20adP0xhtv6OzZs8rLy5PNZlPPnj3VtWtXBQQEKDU1VX379rU6pl9wxhsAAAAAUOieffZZnTx5Ug6HQ0eOHJFhGLLb7XryySfVv39/nTx5Ui6Xy+qYfkHxBgAAAABYwjAMzZ49W5GRkZLOnQU/fvy43nzzTc2cOVM33XST9u3bZ3HKv47iDQAAAAAodLm5uWrSpImeeuopffvtt7LZbMrPz1dAQIAeeugh7d69W3Xq1FHLli3166+/Wh33L6F4AwAAAAAKXVhYmLp166bdu3erY8f/r707j4qq/P8A/gYGBJwBxVCWkPXgboYKHUvE0HKhAy65AaIswjHzqAjmkpWhuW8gaSQiioXikopkioBgiQaKisrBAEdJQHBBSEiW3x8c7o9hBmbE0K/1fp0zf8xzn+e5nzsD58znPssdCwB49uyZcFxfXx9xcXFwcHDAqFGjUFxc/KpCfWHcXI2IiIiIiIheqUePHsHAwAC5ubmwtraWOfbXX3+hV69e6N+/P44dO/aKInwxolcdABEREREREf23SSQSXLp0CWZmZnLHdHV1sXHjxlcQ1T+HI95ERERERERE7YhrvImIiIiIiIjaERNvIiIiIiIionbExJuIiIiIiIioHTHxJiJ6zWVkZMDQ0BB//vmn0rq1tbVwdHRE586dcfLkSXz55ZdYv379c50vOTkZLi4ubQ1XJeHh4fDy8gIAzJgxA3FxcSq3jYqKwpw5c9orNEFrcf3444+4f/9+i22PHTuGgoIClc5TW1uLkJAQWFhYwNDQEN7e3nj8+LHKcbq7u0MkEgmvxse1KOLs7CxTVyQSQU1NDYcPHwYAWFhYoLS0VOVzN9fa346FhQVEIhG0tLQgFosxdOhQnD9/XqV+N23ahJycHIXHmn5PPXr0QGpqqsJ6K1asgL+/v8Jj58+fx5EjR4T35eXlcHd3h1gshomJCdasWSNTPysrC05OTpBIJOjfvz9Onjwpc/zIkSOwtbWFjo4O3n//feTm5qp0nS9i+PDhUFdXV+n/PTIyEiKRCH379n3hvoiIqAETbyKi15xEIhF+xCuTlZWFyspKFBUV4Z133nkJ0bXNgQMH8PHHH7/qMNrs+vXr2LZtW4vHN2zYgPz8fJX6WrlyJdLS0nDu3Dnk5ORAQ0MDM2fOVDmW7Oxs/PHHH6ipqUFNTQ3i4+NbrJuYmCjUq6mpQVpaGvr16wc3NzeVz/ciioqK8Pfff+PevXvw8/PDuHHjUFZWprTd48ePMW7cODx58qTVet7e3oiMjJQrr6urQ2RkJGbNmiV3rLKyEp6enqipqRHKZs2aBU1NTRQWFuK3335DXFwcduzYIdR3dXXFvHnzUFZWhpiYGAQFBQk3Bq5evQp/f39ERETg8ePHmDRpEkaNGoWqqiql1/kikpKSsHz5cpXqent749atW/9IX0RE1ICJNxHRa87W1hbnzp1D586dldYtLy+HsbExOnToAH19/ZcQ3fMrLi7GlStX8MEHH7zqUNosPz8f4eHhCpOpzMxMpKSkIC8vT6W+tmzZgt27d8PU1BQGBgb49ttvkZ6ejgcPHihtW1tbizt37qB79+7PfQ0A8PXXX2Pp0qVQU1NrU/u2kkgkmD59Ouzs7JCcnKxSm4KCAsyYMaPVOl5eXjh8+LBcgn7q1CkYGBhg4MCBcm0WLFggc5OksLAQSUlJ2L59O/T19WFubo7o6Gh88803AIAbN27AzMwMbm5u0NLSQr9+/eDq6oqEhAQAQFhYGIKDgzFs2DBoaWkhICAAgwcPxr59+1S6TiIiej0x8SYies2VlpbCwsICBQUF6Nu3L65fvw4nJyfo6upi0KBByMzMBNAwJd3Z2RknTpyASCRCSkqKXF95eXlwc3ODWCyGoaEh5s6diwsXLsDJyQkAsGjRIpk+MjIyAABPnz5FYGAgjIyMoKOjA0dHR5lpwo1TjNPS0jBo0CDo6upi+PDhCkd9Dx06hLFjx0JLS0vu2IwZM7B//36sXLkSJiYm6Ny5MxYtWoS6ujoAwOTJk+Hj44Pw8HCIRCJhtLSoqAju7u7o1KkTJBIJPvroI5mpyU5OTggNDUW3bt2wdu3a54pXkfz8fPTp0wfR0dFyxzZu3AgHBweV+qqoqICvry+6desmlIlEIhgbG6O4uFhp+7y8PJiZmbUpcc7MzEReXp7czINHjx5h1qxZ6NKlCyQSCSZOnAipVPrc/auivr4eEolEpboLFy7E9evXhQRYESMjIzg5OSE2NlamPCIiAn5+fnL14+PjkZycjPHjxwtl586dw8iRI6GtrS2U9erVC2KxGLm5uejTpw+Ki4sRHR2N6upqXLx4EVFRUcJ3mJqaCldXV5nzTJw4EYmJiUqvUSwWIzw8HB07dkR6erqwrOLw4cPo378/tLW10bNnT+zatUtpX0RE9HIx8SYi+hcpKyuDl5cX1qxZg7KyMgQEBMDV1RXPnj3DwIEDkZiYiDFjxqCmpgbDhg2TaVtYWAhHR0fY29sjPz8f2dnZ6Nq1K7y9vYU6a9askelj4MCBqKurg6urK6RSKc6dO4eSkhL4+fnB1dVVJvnOyclBcHAw9u7di5KSEjg5OWHKlCly13DgwAFMnDixxWsMCQnBw4cPkZOTg8zMTCQlJQnTfGNjY7Fz507Mnj0bNTU16NKlC548eQJnZ2cMGTIEUqkUhYWFcHNzw4gRI2QSxm3btiEjIwMLFix4rngVuX37NjZt2oTNmzejvr5e5jNOTU3F4sWLVRrxFovFcuuHpVIp7t69CysrK6Xts7OzkZeXByMjI1hZWWH9+vUy8bQmJCQES5Ysgbq67E+FSZMmwc7ODrdu3UJubi569+4NR0fHF1r73dyTJ08QFRWFnJwcDBkyRKU2enp6OHLkCNatWye3propX19f7Ny5U3hfUlKCxMRETJs2TaZeaWkpAgICsGfPHujq6grlUqkUNjY2cv326NEDeXl50NHRQVRUFHx8fKCtrQ17e3s4ODgINzAKCwvlvrvGtspUVVXh1KlTuHfvHhwcHAAAp0+fxubNmxEdHY2HDx8iIiIC69at4/prIqL/MUy8iYj+RYqKihAWFgYHBwfo6OjA19cXxsbGuHz5stK2q1atgqenJ5YsWQJDQ0N07doVy5YtUzrl+8iRIygvL0dsbCysra0hkUjg6emJ0NBQIYkFGpLR2NhY9OzZE2KxGJ9//jmkUqnMJmT379/H5cuX8eGHH7Z4PlNTU6xfvx4SiQSWlpb48ssvcfz48Rbrb9++HS4uLvjkk0+gp6cHPT09+Pj4ICgoCBs2bBDq+fj44M0334RIJFI5XkWqq6tRX1+PAQMGwMrKSmZN9datW+Hv7w9bW1uVR8+bqq2txcyZM7Fw4UJ06NBBaX1zc3MkJyfj9u3bOHHiBA4cOIDvv/9eabtr167h6tWrcsko0DDrICAgAJ07d4aRkRFWrFgBFxeXfyTRMzU1haamJmxtbXH06FEkJCRALBar3L5Hjx6Ijo6Gh4dHi5/v6NGjcefOHdy4cQMAsHv3bri5ucktvZg1axb8/Pxgb28vU/706VOZRLyRjo4Onj59CqlUiqlTp2LXrl2oqKhAeno6jI2NhentdXV1cjczGtsqU1tbiyVLlkBPT08oq6iowPHjxzFgwADo6Ohg6NChSEhIwNq1a/Hw4UOlfRIR0cvBxJuI6F/ExMREGAlrZGNjg6KiIqVtU1JS4OHhIVc+efLkVtslJSXB3d1dLpmYMGECrly5IqxzHjx4MMzMzITj6urqsLS0lInt0KFDGDNmTKtJZdNpv4Dy60tJScGmTZugra0t8woODsalS5eEegMGDJBpp0q8ihQUFAhrqgMDA4WEtLKyEjExMQgICIC5uXmbEu9FixZBU1NT5oZGa95++23Y2dmhQ4cO6NmzJyIiIrB9+3al7VauXInPPvsMGhoacseaf/4A4OHhoXDpwvO6evUqTExMEBUVhUOHDsHW1va5+3BxccHcuXMxfvx4hcmshoYGvLy8hFHvnTt3yk0zj4qKwr1797B06VK59jo6OgrX7peVlUFXVxcbN26En58fPDw80LFjR9jb28PT01M4h7q6utysg8a2qnjrrbdk3o8ZM0ZuOr65uTns7Oxw4cIFlfokIqL2x8SbiOhfRNGGaVpaWqiurlbaVk1NTeVpyE3V1dUJo8TN+2vapyqxqbKbefN+VLm+o0ePoqqqSu519uxZoU7TUURV41UkPz8fFhYWABoeu1ReXo6MjAxERkbC1dUVBgYG0NXVRX19PSorK1vtq6mIiAgcP34cP/zwg9xNDlVZWVnh7t27ABrWOzc+MqzpDve5ublIT0/H9OnTFfbRdHfvf5qBgQH27NkDb29vlJSUtLmfZcuWwdLSUuG6baBhdkNMTAwSExOhoaEhM51dKpUiMDAQmZmZ6NixI7S1tbFnzx5MmzYNQUFB6N69u8KbJvn5+bCyskJOTg6GDh0qc2zQoEE4ffo0gIZR/eZr4hvbKqOtrS2390Fb/meJiOjlY+JNRPQv0taEDGjYYGzv3r1y5c03ompu2LBhCp9nffz4cfTu3Vt4zJmy2O7fv4/MzMxWp5mr0k9z7733Ho4dOyZXvmvXLiEZAiA3utvWzzI/Px/m5ubC+8DAQKxduxahoaGYP3++UN5SAqfI6dOnsXz5csTHx6u0ez3Q8Pl/9dVXMmVpaWnCKHJRUZHw2LCma/FXrVqFhQsXQlNTU2G/inbfjo6OFjbge1GOjo7w9fV9rkemNaempobo6GhcunRJ4XdvZWWF3r17w8fHRy457969O8rKylBdXS3coPH09MS+ffuwbt06vPvuu8Jj1xpdu3YN1dXVsLGxgZWVFW7evCnTZ1ZWFgwNDQE0/D3+/PPPMsfj4uIwYsQIpdelaAZCQkICysvLZcpu376NjIwMuWnyRET06jDxJiIiAMCSJUsQExODVatWobS0FPfv30dISAiSkpJk6qmrq+PZs2fC+wkTJqC2tha+vr6QSqWoqKhAbGws/P39n2vd7+HDhzFq1CiZ3aLbonl8s2fPRmJiIlavXo2ysjKUl5cjLCwMy5cvR58+fV7oXIo0HfEGGjYj+/XXX9GnTx+ZTbksLCxUSryvX78Od3d3HDhwANbW1irHYWdnh/DwcBw8eBDV1dVITU2Fv78/Fi1a1GKbgoICnDlzBj4+Pi3WOXbsGDZv3owHDx6gqKgIS5cuRUJCAhYuXKhybMosX74c5eXl2LJlS5v7EIvF+Omnn4Qd75vz8fFBUVERPD09n6tfU1NTDBkyBPPnz0dFRQXu3LkDPz8/LFu2DAAwZ84chISE4OTJk6iqqsLly5fh5eWFOXPmAAA+/fRThISEID09Hc+ePUNkZCSuXLmCqVOntuk69fX14erqisuXL6OqqgqpqakYPXo0goKCVLpJU1tbi5EjRyI1NbVN5yciItUw8SYiIgCAsbExzp49i4sXL8LS0hK9e/dGeXm53GZcPXv2RHZ2trAmWkNDA/Hx8ejYsSMGDx6MN954A1u3bsX+/fvlpty2Ji4uTuk0c1XY2dkhLi4Obm5uABqmkJ85cwZZWVmwtraGmZkZfvnlF5w5cwbGxsYvdK7JkycL07VFIhGys7PlEm9NTU3MnTtXbl22ubm50p2sS0pKMHbsWGFX9abnUvSosqZMTExw8OBBrFmzBp06dYK3tze++OILuLi4tNgmKysLixcvbnWN/b59+3Dz5k3Y2NjA1tYWt27dQmpqKrp06dJqPI0aH0XX+FJ0I0BDQwMxMTFYvXo1rly5olK/itjY2GDfvn0trlX39fVVOe6mduzYgQcPHsDIyAj29vYYP368cLOiV69e+O677xAcHIxOnTphypQp8PX1xdy5cwEA/fr1Q2hoKDw9PaGnp4e9e/fixIkTKm2Wp8jw4cOxePFi+Pr6Ct/zvHnzEBwcrFL7mpoa3Lx5U3j0HhERtQ+1ei4OIiKiV6ysrAw2Nja4d+/eC494E/1XREVF4ffff0dYWNirDoWIiJTgiDcREb1ypaWl2LJly38y6XZ2dpYZAW76ysrKarHd7du3W2w3aNCgl3gF/2/FihUtxrR169Y299vWz+h181+5TiKi/yKOeBMRERG9hjjiTUT0+mDiTURERERERNSOONWciIiIiIiIqB0x8SYiIiIiIiJqR0y8iYiIiIiIiNoRE28iIiIiIiKidsTEm4iIiIiIiKgdMfEmIiIiIiIiakdMvImIiIiIiIjaERNvIiIiIiIionbExJuIiIiIiIioHf0fQnqVfH9QymEAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12\n","不是 1310\n","是的 883\n","重要 453\n","不重要 242\n","回答正确 36\n","问法错误 34\n","是 32\n","是小男孩 3\n","有 2\n","是小男孩的 2\n","没有 1\n","为他的爷爷 1\n","为了纪念他的爷爷 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13\n","不是 1141\n","是的 892\n","重要 663\n","不重要 219\n","回答正确 34\n","问法错误 22\n","是 16\n","是小男孩 3\n","没有 2\n","有 2\n","是小男孩的 2\n","为他的爷爷 1\n","重要性不大 1\n","为了纪念他的爷爷 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14\n","不是 954\n","是的 899\n","重要 889\n","不重要 186\n","回答正确 27\n","问法错误 16\n","是 9\n","是小男孩 3\n","没有 2\n","是小男孩的 2\n","有 2\n","男 1\n","回答问题时没有按照规定给出正确的回应 1\n","为了纪念他的爷爷 1\n","回答问题前需要澄清一点的是，这个 1\n","否 1\n","重要性不大 1\n","为他的爷爷 1\n","回答问题前需要澄清一点事实细节吗 1\n","回答问题前需要澄清一点——学生并不是 1\n","回答问题前需要澄清一点的是，故事 1\n","回答问题时出现了逻辑混乱的情况（如 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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S9u3gFStWVLly5RQZGak777zTvf358+dVokQJ+fr6qkKFCoqKilLlypXd6yMjI3Pdfn4tPz8/+fn55Vd8AAAAAAAskW9XvDt16qSMjAylpqa6X5UrV9bZs2c1efJkrVu3zmP7pUuXqk2bNpKk5s2b/+F6AAAAAACKKsvm8b7WAw88oF27dmnBggXKyMjQd999p9dee00jRoyQJD3zzDN65ZVXtHPnTmVkZGju3Lnav3+/HnnkkYKIBwAAAACAZQqkePv7+2vVqlWaNWuWQkJC1K9fP82aNUt169aVJNWvX1/vvPOOevXqpdDQUH300Udas2YNt5IDAAAAAIq8fHvGOy+nT592v1+nTh1t27btutt27txZnTt3tjIOAAAAAAAFrkCueAMAAAAA8HdF8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8QYAAAAAwEIUbwAAAAAALETxBgAAAADAQhRvAAAAAAAsRPEGAAAAAMBCFG8AAAAAACxE8Qb+Q2+88YaSkpLsjgEAAACgkMvX4h0bG6vevXurVKlSqlKliqZOnaqsrCxJ0vbt29WwYUMFBASocePG2rVrl8fnzpo1SxEREQoKClKXLl104cKF/IwGeLj77rvldDr1+uuveyzfsmWLGjVqpODgYN1+++364Ycf8vz8FStWaMGCBfLz8yuIuAAAAACKsHwt3t26dVOFChV08uRJffXVV1qxYoXeffddXbhwQV26dNG4ceMUHx+v0aNHq1OnTjp//rwkad26dXr11Ve1evVqXb58WfXq1VOXLl3yMxrgYfPmzRo3bpzHsqioKPXu3Vv//Oc/FRsbqzfeeEOPPfaYYmJiPLZLSUnR8OHDNXPmTHl7exdkbAAAAABFUL4V77179+rixYuaPHmyQkNDVbNmTc2bN08ffPCB5s6dq4ceekgPPPCAfHx81LlzZ/Xu3Vv/+te/JEn//Oc/9cYbb6hBgwYKCAjQpEmTlJWVpU2bNuVXPOBP7dq1S3feeadatGghHx8f3XHHHbr11lu1detWj+1effVVtWnTRrfffrtNSQEAAAAUJflWvF0ul4YPHy6Hw+FeVqlSJV24cEFbt25Vp06dPLbv1q2bNm7cKGOMdu7cqQ4dOuS5HigozZo109atW7V27Vqlp6drw4YNWrlypcqUKePe5sSJE5o/f76mTZtmY1IAAAAARUm+Fe9GjRqpT58+HstWr16tRo0aKSoqSjVq1PBYV6tWLZ06dUoxMTEqVqyY/P3981wPFJRy5crptddeU/v27eXn56e2bduqT58+Hle2hw4dqqSkJFWrVk0tWrTgZxQAAADAn7JsVPPz58/rueee07hx45SSkqLAwECP9QEBAUpJSclz3bXrryctLU3x8fEeL+C/8eOPP+r555/Xl19+qeTkZG3YsEHe3t5KS0uTJO3YsUO7d+/WihUrFB0drTZt2ujBBx+UMcbm5AAAAAAKM0uKd1pamrp27apBgwapadOmCggIUGpqqsc2MTExCgwMzHPdteuvZ8qUKQoLC3O/KlWqlO/fB/5eJk2apFdffVXt27dXQECA7rnnHjVp0kSjR4+WJH3yyScaP368WrRooeDgYI0fP16StHv3bjtjAwAAACjkLCne/fr1U6VKlfTSSy9JkiIiIhQZGemxTWRkpKpVq6bw8HBdvXpVGRkZea6/nlGjRikuLs79io6Ozv9vBH8rR48eVYsWLTyWNW3aVOvXr5eU/Xx3vXr1PNY3aNBAZ86cKbCMAAAAAIqefC/eEyZM0KlTp/Thhx+6B1pr3ry51q1b57Hd0qVL1aZNGzkcDjVq1CjXCOY566/Hz89PoaGhHi/gv1GtWjUdOXLEY9mePXtUtmxZSVLFihV18OBBj/UHDx5U1apVCywjAAAAgKInX4v3okWLtHDhQq1YscJjsLR+/fpp/vz5Wrt2rTIzM7V69WotWbJEgwYNkiQNHz5cQ4cO1ZEjR5SamqpJkyYpICBALVu2zM94wB8aNmyYnnnmGX3//fdKS0vTt99+q2effVaDBw+WJA0cOFCvvPKKtm7dqsTERE2aNEl+fn669dZbbU4OAAAAoDDzzq8vtHXrVvXt21cZGRkqX768x7qTJ0/qs88+0+DBg9WlSxfVq1dPK1asUOnSpSVJ7dq105kzZ3TPPfcoJiZGbdu21bJly/IrGvCXtGnTRmPGjFGvXr109uxZ3XDDDXrttdfUuXNnSdLNN9+smTNnasCAAfr11191zz33aPny5R5T6AEAAADA7znM/8iQzPHx8QoLC1NcXNyf3nZe5cUv8/3PPz21w59v9G+yIqdUdLJakRMAAAAA8stf7aH5dsUbKAo4QQAAAACgoFk2jzcAAAAAAKB4AwAAAABgKYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4AwAAAABgIYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4AwAAAABgIYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4AwAAAABgIYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4AwAAAABgIYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4AwAAAABgIYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4AwAAAABgIYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4AwAAAABgIYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4AwAAAABgIYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4AwAAAABgIYo3AAAAAAAWongDAAAAAGAhijcAAAAAABaieAMAAAAAYCGKNwAAAAAAFqJ4A0VAbGysevfurVKlSqlKlSqaOnWqsrKytGDBAnl7e3u8nE6nOnXqZHdkAAAAAP/H2+4AAP5ct27d1LRpU508eVIXLlxQr169FBgYqCFDhuixxx5zb5eVlaX69etrzJgxNqYFAAAAcC2ueAOF3N69e3Xx4kVNnjxZoaGhqlmzpubNm6cPPvgg17bLli1TRESEGjdubENSAAAAAHnhijdQyLlcLg0fPlwOh8O9rFKlSrpw4YLHdsYYTZ48Wf/6178KOiIAAACAP8AVb6CQa9Sokfr06eOxbPXq1WrUqJHHslWrVik8PFx33HFHQcb7jy1evFjHjx+3OwYAAABgOYo3UMScP39ezz33nMaNG+ex/JVXXtHYsWNtSuXp7rvvltPp1Ouvv57n+nPnzmnYsGHy8fEp4GQAAABAwaN4A0VIWlqaunbtqkGDBqlp06bu5evXr5efn59atmxpX7hrbN68OdeJgWsNGzZMw4YNU5UqVQouFAAAAGATnvEGipB+/fqpUqVKeumllzyWT548udBc7f4zGzdu1KFDh7Ro0SK7owAAAAAFguINFBETJkzQqVOntGnTJo+B1r755hulpaXp3nvvtTHdX5ORkaEhQ4Zo5syZ3GYOAACAvw1uNQeKgEWLFmnhwoVasWKF/P39PdZNmjSpyMzb/fbbb+vkyZPq3r27atasqQ0bNtgdye3EiRNq3769wsLCVKtWLa7IAwAAIN9QvIFCbuvWrerbt68iIyNVvnx5eXt7u19nzpxReHi4OnbsaHfMP5WUlKSpU6dqxowZOnnypKZPn64ePXro119/tTuakpKS1K5dOz3wwAM6f/68lixZookTJ2rjxo12RwMAAMD/AIo3UMi1aNFCaWlpysrKUmZmpsercuXK+uSTT+yO+Jds2LBBrVq1Ur9+/RQUFKTOnTurd+/eWrhwod3RtG3bNtWrV0/9+/dXQECAbr75Zk2bNk0ffvih3dFyiYyMVLt27RQSEqJatWppyZIldkfKU2xsrHr37q1SpUqpSpUqmjp1qrKysuyOlaeikrWo5AQAALlRvIFCqMqLX+b7y24nTpxQvXr1PJY1aNBAZ86csSnRb1wuV57LY2NjCzjJHzPG6P7771erVq10+fJlffrppxo1apS+//57u6Pl0q1bN1WoUEEnT57UV199pRUrVujdd9+1O1aeikrWopIzx59NK1hYkDP/FZWs5MxfRSWnVHSykjP/2ZmV4g2gQFSsWFEHDx70WHbgwAFVrVrVpkS/ad68uXbv3q158+YpJSVFe/fu1QsvvKA777zT7mgerl69qqefflojR46Un5+fbrrpJnXq1Enbtm2zO5qHvXv36uLFi5o8ebJCQ0NVs2ZNzZs3Tx988IHd0XIpKlmLSs5r/dm0goUFOfNfUclKzvxVVHJKRScrOfOfnVkp3gAKxP3336+dO3dqzpw5Sk5O1sqVK7V48WL17t3b7mgKDQ3VqlWrNHv2bJUvX16tW7fW1atX9eSTT9odzUPx4sU1YMAASVJ6erq++uorLVu2TK1atbI5mSeXy6Xhw4d7jL5fqVIlXbhwwcZUeSsqWYtKTgAAkDemEwNQIIKCgrR+/XoNGDBAw4YNU7169bR69WqVKlXK7miSpFtuuUU7duxQfHy8brzxRk2fPl3FihWzO9Z1NW3aVD/99JN69uypm2++2e44Hho1aqRGjRp5LFu9enWuZYVBUclaVHICAIC8UbwBWGLChAm5lt1444365ptvCj7Mv2H06NG65ZZb1KNHD7uj/KHvvvtOP/30k4YMGaJXX31Vo0ePtjvSdZ0/f17PPfecli9fbneUP1VUshaVnAAAIBvFG8B/xYqB205P7ZDvX/Ov+PHHH7Vo0SLt37/flj//3+Hv76/bbrtNn3/+uRo0aFBoi3daWpq6du2qQYMGqWnTpnbH+UNFJWtRyQkAAH5TqJ7xjo+PV48ePRQcHKzy5ctr2rRpdkcC8DeRlZWlgQMHaurUqapYsaLdcfJ0+vTpXPOeV6hQQV5eXkpJSbEp1R/r16+fKlWqpJdeesnuKH+qqGQtKjkBAMBvCtUV7yeffFL+/v46d+6crl69qm7duqlYsWLuwYQAwCopKSnq1KlToRtQ7Vrbt2/XmjVrtGjRIvey06dPKyQkRAEBATYmy9uECRN06tQpbdq0yWNQsMKoqGQtKjkBAICnQlO8z507p82bN+vMmTPy9/dXWFiYFixYoPvuu4/iDeC/9tduib9ZH/wbt84X9C3xnTt31oQJEzR//nw9+OCDOnPmjB5//HGNHTu2QHP8FYsWLdLChQv13Xffyd/f3+44f6ioZC0qOQEAQG6F5lbz7du365577vE4mKhdu7aCg4N1/PhxG5MBQOEQFBSk1atX66OPPlKpUqV077336tFHH9Xjjz9udzQPW7duVd++fRUZGany5cvL29vb/Tpz5ozd8TwUlaxFJScAAMhbobniHRUVpRo1auRaXqtWLZ06dUo1a9a0IRUAFC61atXSV199ZXeMP9SiRQulpaXZHeMvKSpZi0pOAACQt0JTvFNSUhQYGJhreUBAQJ6DBqWlpXkchMTFxUnKHqDtz2SlJf8XSfP2V/7cf5cVOaWik5Wc+cuKnFLRyVpUctYbvz7fv+bBiW3z/WsWlZxS0claVHL+O4YPHy7Juv1PfiFn/isqWcmZv4pKTqnoZCVn/svvrDlfxxjzh9sVmuIdEBCg5OTcB8YxMTF5FvIpU6Zo4sSJuZZXqlTJknx/JuwtW/7Y/0hRyUrO/FVUckpFJys581dRySkVnaxFJScAAEVdQkKCwsLCrru+0BTviIgIrV27NtfyyMhIVatWLdfyUaNGuc9WSNlTAV25ckXh4eH5NtJrfHy8KlWqpOjoaIWGhubL17QCOfNfUclKzvxVVHJKRScrOfNXUckpFZ2s5Mx/RSUrOfNXUckpFZ2s5MxfVuU0xighIUHly5f/w+0KTfFu1qyZnn/+eWVmZsrbOzvWwYMHlZaWluez335+fvLz8/NYVqxYMUuyhYaGFuofohzkzH9FJSs581dRySkVnazkzF9FJadUdLKSM/8VlazkzF9FJadUdLKSM39ZkfOPrnTnKDSjmleoUEF33HGHhg0bpsTEREVHR+uJJ57QmDFj7I4GAAAAAMB/rNAUb0l6//33deXKFZUtW1ZNmjTRAw88oH79+tkdCwAAAACA/1ihudVcyr5Ev2jRIrtjuPn5+Wn8+PG5bmkvbMiZ/4pKVnLmr6KSUyo6WcmZv4pKTqnoZCVn/isqWcmZv4pKTqnoZCVn/rI7p8P82bjnAAAAAADgP1aobjUHAAAAAOB/DcUbAAAAAAALUbwBAAAAALAQxRsAAAAAAAtRvAEAKISMMYqKipLL5bI7CvA/6dKlS3ZHAPA3QvFGgYqOjhYD6aMwS0xMVGhoqDIzM93L1qxZox49eig9Pd22XFeuXFGDBg08lv3yyy8eH3/77bdasWJFAaYq2hITE/Xjjz/q2LFjOnfunK5evaqMjAy7Y7mlpKSoatWquf6d8ff0448/KiUlxe4YRdLly5c1fPhwXb161b1s7969qlKlivbu3WtfsD/wR//fHDt2rACTXN/v95fjxo3T7t27bUoDFH5MJ/YHkpKSdPvtt2vPnj3y9s6e8nzLli366quvNHHiRPeyghYdHa3XXntNISEhCgoKcr8CAwPd71eoUEF16tQp8GyxsbHq16+fli9fnuf6kJAQnT59WuHh4ZKkc+fOqUKFCgUZ0S0uLk7jxo3T22+/nef6oKAgnT59WqVKlZKU/fMQFBRUkBGva82aNQoMDJTTmfvcmcPhUNmyZVWzZk0bkl1fZmamnnzySb399tsKCQnRgQMH5HQ6VbduXbujeXC5XPLz81NSUpJee+01jR07Vlu3blXLli0VFxen4OBgW3KlpKSoUqVKunz5sg4dOqQyZcqoYcOGmjFjhu6//35FRUWpUaNGeuCBBzRz5swCz5eYmKiwsDCdPHlSVapUKfA//z9x7Ngx3XjjjXI4HDLGyOFwSJK8vLzc+9MKFSrorbfe0h133GFLRm9vb8XExMjpdOr7779XYGCgO+e129SpU8e2n01YY9OmTbpy5Yq6desmSapfv76effZZ9e/f3+Zkf2zPnj265ZZb7I7h4eLFiypXrpyuXr2qkJAQSVLr1q1ljNGqVau0YcMGBQcHy8vLS1L2/rZDhw625U1LS1NgYKD27t2b64TrqVOn1LhxYy1atEjt2rWzKWG26dOn69ChQ5o3b54kqVatWpo6daq6dOliay4UjJSUFAUEBORaHh0drczMTFWtWtWGVIUbxfsPZGZmyt/fXykpKVq8eLF69+6tLVu2qHXr1rYegEdGRqpmzZrq2rWrkpOT3a+kpCQlJycrMTFRly5d0qRJk/TSSy8VaLaEhATVrVtXUVFRGj9+vOLj4+VwOBQSEqKJEyeqdOnSOnPmjAICAnT69GnVrVtXP//8sy0H6vHx8apbt66io6M1e/ZsJScny+FwKCAgQE888YRKliypqKgoBQYG6sKFC7rlllu0Y8cOVa5cucCz5oiKilJERITKlSunxo0byxijb775RnfddZd+/PFH1atXT76+vtq6dasOHDigiIiIAs2Xlpam9957TwEBAfLy8lJycrK6dOmi1q1ba8+ePSpWrJiuXr2q4OBgPfroo9qxY4eOHz8uHx+fAs0pZRfFWrVqyc/PT1L2bb3h4eH64YcfFBISoitXrqhs2bKKiYnRvn37dMsttyg+Pt62ky8ul0uVKlXS6tWr1bZtW61Zs0bffvutxo0bp2nTpmnu3Lm6/fbbNWPGDFvySdkF8PLly/L391d0dPR1S2Lp0qVtSujp3LlzqlGjhq5cuZLnvjQhIUFTpkxRamqqdu3aZUvG4OBgXblyRRcvXlTlypUVGhqqhIQEhYSEuN8mJibqnnvu0Zo1a2zJKGXvT5988kmFhIS4/82NMUpKStLChQsVGxurRo0aqUKFCqpWrZqaN2+uJ554Is+Th1ZLSkrS2LFjNWHCBAUFBenSpUsqW7asxzYXL15Uu3bttH79evfJ14LWqlUrVa9eXbNnz5YklSlTRnPnztW3336r4OBghYWF6a677tJNN91kS768JCcnq3Tp0nrllVc0dOhQu+O4JSUlKSQkRFlZWZKy7w5q27atDh06pBIlSqh48eLuCwKxsbEqUaKELl68aGdkeXt769ixY6pWrZrH8gEDBmjhwoX6+eefbS02OcVqwoQJ6tevn4wxCg4O1tKlS/X444+7f0bvv/9+TZgwwbac15Oamqp69eqpVKlSKl68uMLCwlSsWDE1atRI/fr1szueW2G9CJiUlKRy5copPj7eY3lMTIxWrlypuLg49e3bV5mZmSpRooQtGXOcOXNG8+bN+8P/b9LS0lStWjXr/+0NTGJiornjjjvM3Xffbe6++27TsmVL06lTJ2OMMUFBQSYtLc0UL17cGGPM3r17jdPpNImJibblPXv2rAkICPjDbYYMGWLKly9fQIl+k5aWZmrWrGmMMebGG280r7zyinnllVdM9erVjTHGVKlSxbhcLmOMMa+99pq58847CzxjjtTUVFOjRg1jjDG1atUy/fv3N/3793dnjYiIcG/77rvvmptvvtmWnNcqX768WbhwoalWrZp7We3atY0xxnTu3NmcO3fOGGPMs88+aw4fPlzg+VJSUozD4TAtWrQwzZs3N15eXub48ePGy8vLZGRkmMDAQJOenm5WrlxpfH19zVdffVXgGXNkZmaaatWqmW3btrnf5vxdhoeHG2OMKV26tDHGmEOHDhmn02kyMjJsybplyxbz1VdfmYoVKxpjjJkwYYIJDQ01GzZsMNu3bzchISHmrrvusiXbtYKCgkxqaqo5ffq0cTgcxul0GqfT6X4/5+3DDz9sd1Rz/PjxPPelqamp5pNPPnF/PH36dFOyZMmCjucWHBxssrKyTFJSkilXrpwxxpiyZct6vP3ggw9MUFCQbRmNyf5/tESJEuaNN94wr7/+ugkPDzevv/668ff3d693OBxm4cKF5qWXXjJhYWHmgw8+sCVrUlKScTqd5urVq+bzzz834eHhZvz48eaXX35xb5OQkGAcDoe5evWqLRn37NljwsLCzIULF4wxxly4cMEEBASYgwcPGqfTaTp16mRuueUW976qsPjoo4+Mn5+fOXHihN1RPGRkZHj8rrdt29YMGDDAGGNMenq6CQ4Odq8rVqxYgefLS2BgoMfPpDHGLF261Hh5eZmFCxfalOo3CxYsMPXr1zdHjhwxxhhz4MABU7FiRXPq1Cnj5eVlPv/8c/PGG28Yb29vk5KSYlvOK1eumLZt25pevXqZ4cOHm6lTp5o5c+aYlStXGofDYZYuXWoWLFhg3n77bfPMM88YX19fs2XLFtvy/l5GRobx8vIy6enp5sMPPzTGGLN582bjdDpNQkKCrdnKli1rYmJizNixY82ECRPM1q1bjY+PjwkJCTFBQUHGx8fH9OzZ09aMxhizb98+4+XlZR5++OE8XznHJW+++ablWSjeJvuHulKlSuajjz5yv/39AXipUqWMMcYcPnzYOJ1Ok56ebkvWSZMmmZMnT+Y6WPzyyy9N+/btTVZWljHGmLffftsMGjSowPO5XC5z4403GmOMqV+/vnt5rVq1jDHG1KhRwzRs2NAcOnTI3HbbbWblypUFnjFHZmZmnllvuOEGY0x21o4dO5rz58+bu+++2yxatMiWnNeqXr266datm/Hy8jITJ040EydONKVKlTITJ040tWvXNs8995yZOHGiGTVqlC35srKyjLe3t/vjgIAAExUV5T74Dg4ONu+//74pVaqUWbp0qS0Zr5Xz757ztm7dusYYY8qUKWOMMe6i+9NPP5nAwEAbEmYXlrCwMPPmm2+a8uXLm7lz55qsrCxTrlw5Exoaar777juzceNGExoaanbt2mVLxhzBwcHG5XKZxMREU6ZMGXP16tVcb6dNm2b7gW1cXJwJCAgwvXr18tiXfvfddyYiIsKUK1fOXbj2799v2/7eGGNCQkKMMdn7q5zi/fsCfurUKXdBs0tGRoapUqWK++OqVasaY4z7pLXL5TJOp9O9vlu3buapp54q2JD/JyMjwzgcDpOcnGx+/vlnM3HiRNO8eXPj6+trHnroIbN37173NmlpabZkfPTRR83IkSPNY489Zo4ePWo+/vhj06lTJ3P27Fn3PjYzM9MEBQXlKmd2iYuLMxUqVDCTJ0+2O0qefH19zfHjx40xxrz88ssmMjLSvS7n98yY335m7RYaGmouXrzo/njq1KkmICDAvP322zam+k3btm3N/PnzzY033mjmzJljpk2bZkaMGGF++eUX4+Pj496uZcuW5sqVK7blzLkgMGrUKDN06FDTq1cvc99995kmTZoYp9NpXC6XSUhIMBMnTjSpqammSZMmZvz48QWes6hdBDQm+3j50qVLpnLlyubJJ580H3zwgbn11lvN6tWrzUcffWRatmxpa74chw8f/sMLlg6Ho8Cy2HN/QiHj7e2tYsWKqUePHpo2bZp69OihKVOmuNdJct8Km5GRIR8fH1tujb106ZKmT5+uN954Qy6XS9u3b1ezZs30+eef69FHH9XAgQOVlJSk4OBgDRo0yJbbT5xOp86ePav27dsrKipK7du393h20tvbW+PHj9d9992n9PR0W5+h8vLy0oULFzRo0CCdP39egwYNcn8POVlbtWqlFi1aKDY2Vl27drUt6w8//KBVq1bJz89Pn332mSpXrux+Fs3hcMjLy8v91ul0Ki0tzZacDocj163FOZnGjBmjjIwMbd++Xbt27SqUzwHn/NunpKSob9++io2NVd++fXXp0iWVK1fOlkw5Yw2EhITotdde0/Lly7Vz506FhIRo2LBheuCBB3TgwAFNmzZN3bt318GDB217DMbhcMjpdMrPz09Op1NhYWHutw6HQ2FhYWrfvr1atmxpS74cfn5+mj9/vr777jtVqFBBNWrUUI8ePdS2bVv17dtXo0aNkq+vr6Ts52rtsHPnTjVu3NjjufPrKQzP0Xl7e+f63Zd++7/z97f4tWvXztbn5nP2l3Xq1NG4ceM0btw4nTt3TosXL1bXrl11ww03yOFw2PJ/vZT999O6dWuNHDlS3bt3V9myZfX00097/D17eXlp586dtu2brmWMUb9+/XTjjTcW+CNuf1VGRoYaN26sgQMHysfHR3PnzrU7Ui6HDx92jzvh5eWltLQ0ffbZZ/rnP/8pPz8/bd68WU2bNrU7piRp3rx5KlWqlMLDw9WjRw+FhYVpw4YNufZVmzZtynPfUFByHid7/vnnc93ynPP77eXlpYkTJ+qFF17Qe++9p5tvvtmWnNHR0ZoyZYpGjRqlKVOmaPLkyZIkf39/+fr6uo/r/f39Jcn9/5RdAgMDFRwcrHLlyqlr1666fPmyfH193f/edv67X8v8yVPVBZmT4n0dOQcJaWlpevnll5WYmKiXX35Z586dy/UsWEEpVaqUrl69qgMHDmjVqlXq1auXjDGaPn269u3bpxtuuMG9rV3PfEhSeHi4Ro8erT59+mj06NEyxuiJJ55QZmamHA6HOnfurOPHj2vx4sW2PN93rYCAADVr1kxr1qxRs2bNZIzR5s2bJWX/Ig4dOlQJCQlas2aNe+dth4yMDG3YsEFnzpzR2bNn5XA41LdvX2VlZWn+/Pnq06ePtm/frqefflqVKlWyLaeUeweXlZUlY4xOnjwpl8ulL774QjVr1tTo0aMLzU45R052p9OpChUqaNiwYZKynwVu1KiRbbmKFSum5ORkZWRkaNWqVXr55Zd18uRJ9e3bV3v27NGQIUO0aNEiLViwQO+9955GjBhRoPlOnDihGjVqeJxgu5569eoVVKzr8vPzU/fu3dW9e3e9+eab2rx5s8aMGaO77rpL48ePtzueJGns2LG6cuWKx+j6hd3ly5fdJzBjYmI0aNAgZWVlKS0tTWfPnvXY39v5DOXvp5A6cuSIvvnmG23ZskXPPfecnnvuOc2bN08bNmywbR/Vq1cvSdLChQvVsWNH7dy5Ux06dNCVK1dkjNGBAwdkjJHL5dKWLVtsPZmVU7rPnz+vdevW2ZbjzwQEBOjtt9/Wk08+qbJly6px48Z2R/KQmZmpunXrusfFSUxMVO3atWWM0YQJE/TMM8/YehzyezknfDp06KA+ffroo48+Uo0aNXT16lW5XC4NHz5cUvb4JHFxcfrwww9tTJs9rovL5ZLL5XIfxzscDmVkZMjf31/GGHl7e9s2MGBRuQh4LV9fX/dJACk75x+dJLZLSkqKUlNTrzvukTHGvS4qKsrSLBTv68g5AM/KytLx48d1//336/jx4zp27JitA5k4HA7Vq1dPCQkJuu+++zR79myVKlVKqamp2r9/v3u7lJQUZWRkqHnz5gWeMTAwUM2aNVNwcLCaNWvmXt6rVy9duXJFknTo0CGdOXNG3377re68884Cz5gjLCxMPXr00Ouvv64ePXpIkiZPnqyhQ4e6B4z45ZdftH//fu3du9eWs6CSdPvtt+u7777TP//5T7Vr107e3t667bbb3Aeyt99+u65cuaJatWqpdevWevnll23JmpWVletANTMzUy6XSx9//LFWrlypLVu26LHHHtPx48c1f/78As/4R3J+7319fTVp0iT3smbNmrkPIuySnp6uW2+9VVL2lC3FixeXn5+f3nrrLdWoUUPff/+9Ro0apYEDB+q5554r0JNaw4YNk5eXV5GbbzojI0N16tRRSEiIjDF6/vnnc22TkpKikJCQAh9cbeTIkfrss8/0008/qXbt2nn+/BW2E1fe3t6qUqWK+wA2ZyDKTZs2qUOHDnI4HBozZoyGDRvmHsiqoDVt2tRjmqb+/ftr0aJFatmyperWrSt/f385nU7169dPTz75pC0Zpez9Zs7BdlxcnOLj47V7927VqFFDLpfL4zjE4XDY9rs3fPhw7dq1S82aNdPMmTO1fPlybdiwweNgXMrejyYkJCg+Pl4rV64s8Jwm+9FKPfbYYypRooQeeughPffcc7rttttkjFFYWFiBZ8or45o1a+Tv76+0tDR17dpVY8eO1a+//qoPP/xQ06dP19SpU9WnTx+7o0rKHl29XLly+vXXX7V48WKFh4dr9uzZ6tatm4wxio2NlfRb8bZLzu/7gQMHFBsbq8cee0w+Pj4qXry4XC6XEhISVLx4cffsFoVJYbwIKGX/rLZu3VqnTp3Sgw8+qOPHj2vy5MnKzMzU8ePHNXXqVKWnpysyMlIPPfSQWrZsqaeeesq2vNWqVbvunRcpKSk6c+aMqlevXiA/pxTv68j55QsICNDChQvdy9u3b6+ePXvaFUtS9n+yOWXVGKP333/fY4eR837FihUtP3OTl+PHj6t06dK6evWqSpcuLWOMSpYsqfbt2+vLL7/UzJkz3VdnV6xYYWvxPn36tJo0aaLjx4+rSZMm7uWlS5dWbGys1q5dq2+++UZPPPGEli5dalvxlrKv0hw5ckT/+te/rvt3dubMGS1YsECtWrXShg0bCvyMfmpqqjIzM+Xl5eV+xCAhIUEZGRlKT09XRkaGbrzxRm3ZskUNGzbUrFmzbDu4dblcSkxM1IYNG9xvc64uulwu7dixQwkJCfriiy9UtWpVtW3b1pacObp27epx23NWVpYiIyNVv359TZgwQWXKlFHjxo01evToAr+TpFu3bvr444+VkpKi++67r0iUxLi4OIWFhSk6Olrvv/++pOz96eDBg/Wvf/1Lxhg99dRTmjlzpi0j2bdp00Zt2rTRwoUL1adPH7344ouKjY1VYGCgUlNTPd7mSE5OLvCc1woLC9PIkSMlSe+//75eeOEFvfnmm2rRooV+/fVXVaxYUT///LOaNm2qzZs323J3zqBBg1SnTh3ddtttkqQxY8borbfecj+esWXLFu3du1cNGzaUJI9HpQrS5MmT1aBBA/3www/y9vbWmDFj9Morr2ju3LlyOp3ufVVWVpatpUaSfvrpJ1WpUsWdKSkpKddJWGOMUlNTbXsMKiMjwz3n9D/+8Q9NmDBBXbp00e7du1WqVCllZWV53EVw4MAB1a5du0DvHvTx8fGYHszpdKpPnz7uUfXXrVun/v37a+vWrYXiNvmxY8eqRIkSCgoK0siRI1W1alW9+OKL6ty5sxwOh3uKMbslJiaqfPnyWrZsmd577z3dd999Sk1NVWJiomJiYhQUFKTExEQZY5SRkWHrHaO/V1gvAmZmZuqhhx5SdHS0OnTooD179qhx48ZKTU3VpUuX1KhRIyUnJys+Pl4tW7bUqFGj1KRJE/fFg4KWM1p9hw4dVL16dd10001q2bKlbrrpJr3yyiuaNWuWjh8/XjB3lFj29HgRkpmZaWrVqmWOHj3q8daY7MHV9u/fbw4dOmSmTJli7r77bluzLly40LhcrlyDBFw7WNG1o3PaoVatWiY1NdU0aNDApKWlmZSUFI/B1dq3b29uu+02s3XrVnPbbbfZmrVq1armyJEjpnbt2ubo0aPm8OHDHllvueUWc/PNN5tNmzbZPmr05cuX3YMpGWNMkyZNTOXKlU3VqlXdr/Lly5u+ffuar7/+2mNQloKSmZlpDh48aA4fPmyOHDlifv75ZxMXF2feffdd9yjBly9fNklJSWblypUmPDzctsFBEhISTLly5UyVKlXcr1tuucUYkz2QybJly0yZMmVMyZIlzQ8//GBLxmu1bt3aREREmFGjRpl9+/aZJ554wnTu3Nns27fP/Tp48KCtA4EFBgaaQYMGGR8fH+Pj42Nq165tvL29Pd7mvOwUFxdnSpYsaYYMGeIe+C/HtfvSawdcsouvr69JT083Fy9eNA888IDx9fU1c+fONT/99JP7tXPnTrNu3Tpbc2ZmZroHVDMm9+Bqxhjj5eVlMjMzzZAhQ0ybNm0KPOO1nE6ne+C0hIQE8+6775q6desaf39/M3XqVJOWlmYcDodtv09z5841ZcqUMVu2bDFXr141Fy9eNEFBQWbHjh3G6XSazMxMW3Ll5ddffzXt27c3t9xyi7l06ZLdcfIUFxfnMTNFVlaWufXWW02HDh3MpUuX3DMueHt7G29vb+N0Os3Jkydtzezn5+eeqSTHiRMnTLFixQrFAHZnzpwx5cuXN2vWrDHGZA+gGBERYebOnWscDodJTU21OeFvEhISzLlz50xMTEyer9OnT5ulS5e6Byi2y58N+JrjvvvuM59++mnBhstDo0aNjMvlMrfddptZv369WbJkibntttvMl19+aT766CP3cfM//vEP22axyNlXZmZmGofDYcaMGWO6d+9uwsPDza233mqKFy9uNm7cWGB5KN7mt2lOcqa7cTgcplKlSsaY7BI7f/584+/vb0qWLGnrFBlnz541DofDhIeHe4wcbYznwY2dB4uZmZnu6cTq1atnNmzYYNavX+9eVrlyZZOZmWl27Nhhjh07ZutJApfL5ZH12LFj5siRI+5lVapUMUlJSWbFihXmyJEjto/EnJCQYIoXL26++OILEx8fb2677TbzwgsvmLNnz5qzZ8+a6OhoU65cORMbG2trTmOMWbJkSZ6jAZ8/f94sXbrUVKhQwezfv998/PHHNqT7Y5mZmR6jBs+ePduEh4ebIUOG2Hog0aZNG7N161bz3HPPmXr16pl69eoZPz8/ExER4f64bNmypkOHDrZlzCmJhw8fNk2aNDF+fn7m7bffNitWrHC/PvnkEzNz5kzbMhpjTGxsrJk6daoZMGCA8fLyMlFRUebMmTPmzJkzJiwszP1xcHCw+3075IwEfu2UVlOmTDHFixc3u3fvtiXT9SQmJprQ0FAzbNgwM3ToUPf7fn5+xpjfvpf09HSTnJxsypQpYzZt2mRL1szMTI/ivWjRIlO3bl3zwQcfuKfnySlqcXFxtmQ0xpgXX3zRdOzY0f1xjx49TK9evUyxYsUKxX7+WllZWaZv376mdu3aJiYmxu44ueQcP117YmDLli3G6XSar776KtcJYJfLZXsJczqd5tSpU7mWf/rpp8bPz889jZed1q1bZypWrOj+PXnppZdM+/btzdChQ01SUpLN6X5z5MgRj+ktr33lLM+ZLcIuRekiYI4GDRqY5ORkd/H+6KOPTMOGDd3Fu3nz5iYjI8O2/0PT09NN7dq1zYgRI8wnn3ziMbNGenq6adu2rfH19TVjxowpsN93ivf/+f1Z7bS0NONyudxTIly+fNmMHj3alChRokDmectLVlaWOX/+vNmxY4fHdFITJ040/v7+7vd9fX3d7xe05ORk9/zXDz/8sLn33nvN3Xffbbp27WqMyZ4GJ+fv+vLly8bhcNhyZdaY7Ckmcqa/adGihbnhhhtM1apV3VfhK1So4D47nnNG3M4pMeLi4kxQUJBp27atKVu2rAkKCjK33367eeaZZ9yv4OBg9/t2OHPmjGnUqJHx9vY2K1asMIsXLzb169c3jRs3dr8aNWpkQkNDTYkSJczXX39tS84/knNl/to5u0+cOGHuuusuW6fuaNmypdm+fbvHsoceeshjjsxly5aZ0NBQ43K5CjqeycrKMk6n08THxxtjsg9cBwwYYCpVqmT7laPrSU9Pz3XSNa/Xtf9ZF6TExERTsWJFExUV5bF8+vTphWZKoRwJCQlm5MiRZsKECe7XuHHjzNChQ01mZqb7BHfOPnT48OGmT58+tmRNSUkxTqfT7Nq1y+zfv9/s27fPnDhxwpw/f979u3P+/HlTp04dW6dpS01NNVWqVDFLliwxxhj3/rSwcrlc5h//+Ie5/fbbC9XVTmOyj022bNmSK1f9+vXN4MGDbUp1fcnJycbhcJgDBw7kub527dq2THmVl/bt27unht24caMpUaJEobojw5jsff21dwxea8KECeaee+4p4ES5FZWLgNeqWbOmuXDhgilbtqzp1KmT+eCDD0z16tXdxbtRo0a2HjedP3/etG/f3txxxx2mcuXKxuFwmPLly5tHHnnEvPvuuyYiIsIcOXLENGrUyLRt27ZA9lsOYwrZSAKFSHJysoKDg5WRkeEepe+7775T3759tW3bNtsGh8nIyFDnzp09nu37vZSUFCUkJOibb74pwGRSbGys7rrrLo+B3q4VGhqq6OhohYWFKSkpSVu2bLFtSrErV66oevXq7gFAfi/n+c/Q0FAlJCRowYIFevLJJ20bRfLXX39VvXr1FBMTI5fLpU2bNundd9/VqlWr1KFDB3Xu3FmS3M8tvfzyywWeMT09Xc8++6yef/55Va9eXYsXL9a4ceM0duxYj+1cLpd27typbt266Z577inwnH8mKSkp13O9xqZnPXPMmTNHrVu39piG7euvv9aOHTs0btw4SdmjSoeEhNgy8m1iYqJCQ0N16tQpj4xDhw5VqVKlNHr06ALP9FdcvnxZAQEB112fsy8tDFN2XSsrK8v2WSH+HZmZme4pML29vfXjjz+qcuXKKlmyZIFniY2NVXh4uBwOhwICAuTj4yMvLy8lJCQoKytL1apVU8uWLfXYY495DBBqh40bN6pFixby9fXViRMnNGjQIH355Ze2j2Z8PSkpKapbt67atm2r9957z+44f+rcuXOqUKGC3TFyMcbo2LFjqlKlSp77802bNqlly5aFYh8QHx+v0NBQSdmzGaxdu9b2sZB+LzY2VhEREXrmmWdyrdu6davOnTunhx9+WNWqVVP//v1tSJgtZ7TyHOnp6fL29pa/v7/S09MVExOjf/7zn3rvvffcA1XaxeVyqXz58jp27Jg+++wzGWPUqFEjDRgwQKNGjVJsbKxmzZqlVatWuccpsFNWVpZ8fHz0ww8/aNeuXfryyy/VqFEjjRs3TrGxsWrSpInq1Kmjzz//3NLfK4r3/3G5XDp37pwqVarkPrjOysrS4cOHVadOHY8D7uTk5D8svciW14HhoUOHdOONNxaK/yz+zNq1a9WmTZtCc4CTmpqqPXv25Jr7dvPmzfroo4/0zjvvFLqfy/Xr12v16tV655137I6CAuByuXJNJWKMUVpamscoxwkJCQoJCSnoeICk7J/JpKSkPOe7j42N1Y8//qiFCxfq448/1vjx4wvtSaPC6osvvtCcOXNsGb0cyMvRo0f13nvvyd/fP88T6MYYpaSkqGzZsho1apQNCa+vsF4ETExMVPXq1XXhwoVc6z7++GMlJCTYOjPE7yUkJKh06dK6fPlyngOm7ty5U8OGDdPKlSstPSFM8f4/0dHRqlKlis6fP5/rzEz//v1Vv359Pfvsszal+2M5IzZeuXLFPRrjmjVrtGjRIs2bN0++vr4FnunChQsqX768Ll68eN2dQmRkpNq1a6ejR48WcDoAVrl06ZKmTp2qSZMmXfdEUI0aNfTaa6/pgQceKOB0nq5cuaKWLVt63KHzyy+/qHz58u6Pv/32W125csV9Rwn+Pn744QfdcMMN7qt5dlu1apUaN25s6zRCf1VqamquKcXw586fP69HH31US5cuVYkSJTzWrV+/XmXLlrV1NOvfS0hIkL+/v/sCRb9+/dSjRw+1atXK5mT/O3IuAtatW9djORcB819eFw/yW+G/7FhAgoKCZIzJ9UM8cOBALVy4sFBfnQkICFBycrJcLpd77uGQkBAtWbLEY77SgnL27FkFBwfLGKPg4GBt3bpVP/zwg3bv3q1vv/1WJ0+e1IABA+Tv769Lly4VeL7fu3TpkiIiIq57y7mUfWLm3nvvLcBU/5mLFy/qlltusf1kRkpKipYvXy5JioiIUHR0tK15irKUlBTNnDlTixYt0uLFi7V48WItWrRIs2bNck8l9Pjjj2v06NGaM2eOjhw5YmveYsWK6a233tLFixd14sQJzZs3zz3NkJR9a/epU6eUlZVlY8psAQEB+uWXXyRl340TExOjpk2buq/URUVFqVu3blq3bp2dMWGTRo0a2Vq6ly1bprffftv98YsvvqgNGzbYluffkVfpjo6Otm06saLC6XTqm2++yXXwv2nTJnXp0kX/7//9P5uS5e21117TQw895P74m2++UVJSklJSUmxMlVtGRoZeeuklJSYm2h3lD7lcLkVFRXnMJ+50OnOVbkmFonQbY7R8+fI/nP/8zJkzmjJlii195N9ldemWxHRiORITE90jruZ45plnTHh4uPn2229tTPabhIQEU758effUUVWqVDG33nqrMSZ74IX09HRTokQJY4wxP/30k3E6nQU+qMHrr79u+vbt6x411pjsUdarVKli/P39TalSpcycOXNMaGioSUxMNOXLly/QfL8XHx/vHkwrJSXFREVFmUuXLpmLFy+aM2fOmIsXL5rJkyebc+fOeYwcb4e9e/eakJAQ9/QiV69eNSNGjPAYpTU+Pt44HA5z9OhRu2IaY7IHgssZIbR69eomOTnZbNu2zdx7773mvvvuM/fdd59p06aNrSNwFxXx8fEmMDDQdOzY0fzjH/8wQUFB5h//+Id74Mecf/N+/fqZZs2aGS8vrwKfWiotLc0MGzbMvPHGG+aVV14xDofDnDp1ypw4ccI4HA5To0YNs2rVKmOMMcuXLzchISEmOTm5QDPmJTMz05QrV878+OOPpmTJkmbXrl3m9ddfN4GBgeadd94xN998sxk0aJDdMZHPEhISzMqVK83mzZvNN998c93X119/bdauXWtbzltvvdW88MIL7o+LFy9uvvzyS/Pggw+avn37mmHDhrmncrLbvn37TEhISJ6DE124cMF88cUX5r333jNhYWEFH64IiY+PN06n0+PvccuWLSYwMNAMGDDAY9BPuyUlJZnw8HCzfPlyY0z2/tTPz898/fXX7qnZihcvbtsgitfKOSbNGfyzsIqKijJOpzPPQYf79etn3nrrLRtS/TEfH58/HND1xRdfNE6n03zyyScFmOo3/87grgVx7Ezx/j9paWnG6XS6h5NftmyZCQ4ONjt37rQ52W8yMzNNtWrVzLZt29xvc+bDDQ8PN8YYU7p0aWOMMYcOHfKYs7KgvPzyy6Z///7GGOMuBjkZb7vtNvPhhx+ajz/+2FStWtVkZGS4R0C3w4cffmiefPJJk5GR4T5J4O/v755awul0mtmzZ5vg4GD3nM92Onr0qHE4HO6phZKTk43T6fSYpiFnlObIyEhbMmZmZpo6deqYu+66y/j7+5u7777bBAYGGpfLZX788UfTuHFjM2zYMDN9+nQTHh6ea5Ru5JaWluYefd+Y3+ZHzpneLmduyhz/+Mc/zLBhwwo0o8vlMg6HwwwcONA89thj5oknnjAul8ucP3/eFCtWzGzcuNHUrVvXDBw40Nx33322jbp/rS1btpivvvrKVKxY0RiTPbJtaGio2bBhg9m+fbsJCQlxz0GK/y2//vqrcTgcplSpUqZkyZLXfTmdTnPjjTfaknHz5s2mTJky7gPw6OhoExoa6p4W6dlnnzWdOnUywcHBtsxi8HvHjh0zXl5e5vz58x7LU1NTTePGjU21atXMJ5984j4uQN5yRtzP+TfduXOnCQ4ONmPGjLE5WW7vvvuuadasmdmxY4cxxphdu3aZmjVrmsjISOPt7W327t1rli1bZry9vd3T9NnJ6XS6R1uPjo423bp1M7169TJPPPGEGTp0aKGY3jQmJsY4HI5cF80GDBhgfH19zZw5c2xKdn1BQUGmcuXK5o477jCPP/64eeedd8zx48eNMcbs2bPH+Pv7m5EjR9qW78477zTPPPNMnlPz5Th48KDp06ePadOmjeV5vK2/pl40eHl5yRijRYsWqWfPnurUqZO+/vprNWnSxO5obl5eXgoKClKzZs3cb3MGKct5tjvnee709HT5+/u7lxeUOnXq6NixY5Lkfubn2mfMHQ6HfH19FRwcLG9v7wLPd61jx44pKytL3t7e7r/HKlWq6PDhw7r99ts1cOBA+fr6Kjw8XH5+frZmleQeFCRnBOaAgAAZYzxy5bxfILfL5CEjI0NjxoxRUFCQBg0apBdeeEH9+vWT0+lUQECAwsPDdeONN6p69ery9fXNNVAccvPx8clzMJic3y8vLy+P9TfccIOaN29eYPkkuX9/3n77bY/fd19fXzkcDrVq1Uq7du1Sq1attH//fi1YsKBA8/1eUlKSOnXqpPHjxysrK0vz5s3TuHHj9P7776tbt25av369VqxYoS5dumj37t1q3LixrXmRv3L2oadPn77u7ZqpqakKDAzU4cOHCzKa25tvvqlnnnlGPXv21Msvv6yff/5ZHTt2VHBwsJxOp9566y1JUpkyZXTp0iWVKVPGlpw5fH19lZWVpfLly6tChQrq3r27RowYoTFjxiguLk7ffPONzp07J5fLZfsMEYWZt7e3jDGKj49XsWLFVKZMGQ0YMMD9GGFhsn79eo0YMUKPPfaY+vTpo7S0NPXs2dN9rNKwYUM1bNhQjzzyyB/eilxQvLy83MdGPj4+WrFihUaNGqWMjAxduHBBvXr10j333GPbYGWS5Ofn5z5OzjFkyBAtXbpUX3/9tVq0aGFbtt/L+T12OBxasmSJrly5ojNnzujgwYN65513VL58eR05ckRjx47VSy+9ZFvOzZs36/XXX1fjxo1VtWpVNWjQQKVKlZKPj48uXryonTt36tdff9X48eM1d+5cy/NQvH/n2Wef1Ztvvql69epJkmbMmOGxPjMzU1evXtWaNWvsiJdLzgFvSkqK+vbtq9jYWPXt21eXLl1SuXLlCjxP1apVdejQIS1YsEBZWVlasGCBrl69qgULFujSpUvatm2bgoODFR8frwULFtg6unmDBg305ZdfSvrt5MC103bk7PxCQkJsP0kg/Va0rh1lPWend+3Hkmz7e/X391erVq1UsmRJBQYGqm3btu4DWw60/jMOh0OJiYn67LPPlJWVpaSkJH366afu9b+fPeCNN96wI6YcDoeSkpI8DhhynuPOysrS22+/rcjISJUvX15fffWVHnnkEVtyStljepw+fVohISF67bXXtHz5cu3cuVMhISEaNmyYHnjgAR04cEDTpk1T9+7ddfDgwTxHwEbR5O3t7d4fJSYm6uOPP3bv+1NTU/XYY4/l2rcWtKFDh+rmm29WYmKiHnroIZUtW1ZTp071yC5JBw4cUOnSpW3LaYzR999/r4yMDIWGhurYsWP6/vvvNWPGDNWoUUNhYWHauXOnKlasqKtXr0rKfo7V7v9PC6ucf9uaNWtq7Nixqlevntq3b69NmzZ5bJdzLPrggw/aEVNS9sjVQUFBqlixou655x73NIG/P/Fv94nWzMxMtWjRQi6XS61atVK7du309NNPy9vb22Pa1Q0bNmjfvn22DgyXc3yX8/uxfPlyzZs3Txs3bixUFwJTU1PVrFkzTZgwQQ6HQ7fddpt73dmzZ1WjRg1NmzZNqamptg+053Q6NXLkSD311FPuExjbt2+XMcY9xdzDDz+c50jnVmDPdw2Hw6GjR49qzJgxmj17tqpXr65bb73VY5uMjIxCNUBAzllEp9OpChUquOf0O3funBo1alTgeUqXLq3IyEitWrVKLpdLq1atUlxcnFatWqWrV6/qp59+kq+vr+Lj47Vq1SpbD2yqVaumyMhIffvtt5KyRy9OTk7Wt99+q/j4eB05ckShoaFKTU3V1q1bbZ8Czel0yhij1q1bu5cZY9StW7dcJwzskpGRoXLlysnb21sul0s+Pj7KyspSRkaGUlNTlZKSopiYGAUHB8vlcik6OlqVKlWyLW9RkZiYqHnz5skY434/KytLe/bsUdeuXWWM0ddff602bdrYki8tLU3GGJUsWVI+Pj666aabNHXqVN14441KTk5W3bp1VbVqVf3444/68ccfNWTIEHXv3t3Wg+9ixYopOTlZGRkZWrVqlV5++WWdPHlSffv21Z49ezRkyBAtWrRICxYs0HvvvacRI0bYlhX5K+cONyl7Hzpw4EANGDBAxhjNnTtXjz32mM0J5T5YnTJlis6ePav169erZcuWiomJUVZWllatWiVjjFwul3uARTssXrxYvXr10qBBg+RwOFS6dGndf//98vf3186dO5WamqpTp06pYsWKnIT9N0ybNk0vvfSSewDavK4YOxwOW4t3TlG59dZb9fjjj2vBggUKDw9XSkqKXC6Xe9aKnJ/RLVu22JIzKytLffv21Q8//KDevXurRo0a7ivL11qzZo0aNGhgS8YcReHuWyl79P2KFSvqueeeU2JioiZOnKiePXtq6dKlev311/Xggw9qz5492r59u+677z6tWLFCd911l62ZQ0JC1KdPH/Xp08fWHEwn9n8yMzPl5+cnl8slSfroo480ePBgLV++3KPo2K1Bgwbav3+/+229evV08OBBlSlTxj2XnjFGzZo10/jx49W2bdsCzZeUlKRbb71VR44cUXBwsBITE9WwYUP99NNPuv322/XUU0+pePHieumll3TgwAFVr15dJ0+eLNCMOaKiolSnTh3Vrl1bP/30kxo2bKhDhw6pTp06OnLkiEqVKiVvb2/98ssvql27tuLi4ty30dvhwoULKleunF544YXrbmOM0fTp0xUdHe0xJVJBcblcOn/+vFwul5o0aaKTJ0+qZs2a+vnnn7Vnzx4NHDjQXbaMMUpOTlZUVFSB5yxqqlatqsjISEnZJ4xOnTqlMmXKaNOmTTp48KB69OihcuXKqVGjRlqyZInHiZiCkpSUJD8/Px0/flwDBw7Uzp07tWDBAj3yyCPasmWL+xY5Y4wqVqyoKVOm2F5wrl69qoceekjr16+XJL3zzjvq06ePkpKSVKNGDX311Ve6dOmSBg4cqOjoaNtPviF/pKWlKSAgQImJifL395efn58yMjIkZR+cJSQkKC0tTYGBge5jgoKWmJio4OBgpaSkqHHjxoqKitKnn36qxo0bq1SpUqpcubKk7H1ufHy8+2pyQYuJidHZs2dVrFgx3XTTTbp69apOnz6tpk2bavbs2bp8+bJGjBihQ4cOKTk5WbVq1SpUFy8KG5fLJV9fX3dZfeSRRxQdHa2vv/5axYoVc2+XkZGhq1evqmLFirZl3bt3rypXrqyTJ0/qvvvuU/Xq1fXAAw+oX79+KlOmjMaNGyfpt+J97Qj9dvD19fX42QsMDFRycrKNiXLLuWBRvHhxVa5c2X337e8Vprtvz507p2XLlmnmzJkqXbq05syZo+rVq7vXv/fee5o8ebJ+/vlnhYWF2Zi0cOCK9//Jme4mZw63nj17KjQ0VF26dNFXX32lpk2b2pwwO1tiYqI2bNjgfntt7h07dighIUFffPGFqlatWuClW8p+di4uLk7Sb3+n104llJM1KSlJxhhbpxQqUaKEIiIitHv3bgUHB2v37t1q2LChdu/e7XGSYPTo0dq9e7fHjsQOOc/TTJky5Q+3e+2112x7nsrLy0sVKlRQSkqKZs2apaCgIPXv399dxF9//XW1a9dO27dvt/32o6IiKysrzytELpdLdevWVd26ddWjRw/9/PPPuv/++zVixAhbppwJCgrS+++/ryeeeEKLFi3SyZMnVb9+fX366acez6U5HA517dpVO3bssL14d+3aVfXr13d/nJWVpcjISNWvX18TJkxQmTJl1LhxY40ePZrS/T/K6XTmelynMFyPGDVqlOrXr6+jR4+qbt26GjBggKZOnapPP/1UDofDfSLObuHh4QoPD9eJEyfcpebBBx/U4MGDdf/990vKviV5zJgxevrpp1WyZEk74xZ6OSd6jDEKCwvTqlWr1KdPH3Xp0kVff/21+64BPz8/2x9/eeONN5SRkaGbbrpJ77zzjkqWLKk+ffqoZ8+ekqTx48fbmu9aeU1jl56enuv/oPT0dF25csXWafuK0t23586dU7169RQbG6vBgwdryZIlysrK8rig0q5dO82fP18zZsyw9VnvwoLi/X9yznZnZma6n0+5//779fTTT6t79+7at2+fihcvbmdEpaSkKDU1VQMGDJAkDRgwQCVKlJCU/bzF+fPnNWjQILlcLtvmnXU6nUpJSXHfXixlz5P92GOP6eTJk5o1a5YGDRqk2NhYpaWlubexQ0BAgMczZ9e+zZGVlaXk5GTbTxJIuU8Offfdd6pQoUKu7QrDgaMxRn369NH+/fuVlJSkkiVL6urVqxo6dKgiIyP16quvKiYmRt27d7c1Z1GQlpampKQkrVq1yv3zuHLlSvc8qSZ7dgoFBQXp448/Vo0aNTR48GDVqlWrQHO++eabGj9+vFq0aKE6deroiy++0OrVq/Xiiy/q2LFjmj9/vh588EHddNNNGjFihC13ZPyew+HQ559/rsDAQD388MP6+eeftWXLFk2cOFH33HOPEhISdOTIET3xxBN2R0U+unb/mJqaKpfLpUcffVTGGKWlpSklJcW2ASpzdOzYUY888ohWrFihpk2bKi0tTWPGjNG+ffskZf9/UJiek05KSlJqaqqysrI0depU3X333e51jz32mObNm6fDhw/rpptusjFl4XftBQsfHx95eXlpzpw5at68uXr27Knly5fbnPA37777rm677Tbdf//97jE7QkNDtWzZMhljlJKS4h7I0E5JSUkKCQmRw+GQl5eX+vXrp/fff18OhyPXoIQZGRm23DGWI2ffVLJkSc2cOVPNmzfX4MGD1b9//0J1922Oa2/Z9/LyUo8ePeTj46OQkBAZY5SQkKDQ0FB98cUXDKabw7Lx0ouYixcvGqfTaeLi4jyWZ2ZmmhtuuMF07NjRpmR/LjMz03h7e7vfnz17tgkPDzdDhgzJc05NK6WlpZmwsDCTlJTknhf9/fffN3PnzjVz5841//rXv9zTSl28eNGULFmyQPP9XrFixUxWVpbx8vIyxhhTvnx5M3bsWFOxYkXTqVMn8/HHH5sSJUqYlJQU97RDdjlx4oRxOp0mKSnJXLlyxTgcDuN0Oo3D4fB43+l0mtOnT9uS0eVymbvuust8+eWXpkSJEubs2bOmSZMmZv78+Wbu3LmmbNmyZv78+WbkyJEmJCTEHDx40JacRUlsbKxp0qSJadmypft15513moYNG5rMzEyTkpJiHA6He9/12GOPmSFDhhRoxszMTFO5cmWzZMkSY0z2FCI+Pj6ma9euxuVymRUrVpgWLVoYp9NpqlSpYgYMGGD27t1boBnz0qZNG7N161bz3HPPmXr16pl69eoZPz8/ExER4f64bNmyzDf/PyYxMdG9L01OTjb/+te/zIcffmg+/PBD8/7775uUlBSTmprqnmbSLm+++aa544473NOcPvHEE+bBBx80DRs2dE8rWVhkZGRcd7qelJQUk5KSYrp06WJmzpxZwMmKlpiYGON0OnNNJ3X69GkTGBho3nnnHZuS5W3Xrl2mZMmS5uzZs8YYYyZNmmRat25t3nrrLZOSkmJzumwul8scOXLE+Pj4mMjISBMTE2PS09ONn5+f3dFyyZlOLmfaM2OM+eKLL0xISIj5/vvvbUzmKSMjwzz++ONm1KhRJjg42EycONH9KlOmjHu7smXL2piycCo8p0ttlp6erjp16uS6Auvl5aVx48Zp7dq1uUYPLixyBrLIOQPev39/3X333erXr5/72fWC4nA49P333ysxMdH9DO+TTz6Za7tdu3YpMjJSSUlJBZbt9zIyMpSVlaXU1FT3IDWPP/64HA6H+vbtq9TUVPdAYYmJiXneqlSQcv5OExMTVaJECZ04cSLXv21GRoaqV6+e6/b+gsx4880368EHH5SXl5eSkpIUHR2tzz//3J39888/lySVK1dO77//vi23RRclxYoV086dO6+7PiMjQ+PHj3df/ercubNKlSpVUPEkZe8nf/jhB/dtpCtWrFCVKlW0cOFCOZ1OderUSZ06dVJUVJRmzpypjz/+WJMnTy7QjHnJzMyU0+nU66+/rtdff12S9PDDD8vHx0cLFy6UlD2qbJ8+fQrt/h//vpz9Y3R0tAICAtShQweP9RcvXnTv7+0cAPLZZ5/VnDlz9PHHH+vRRx/VfffdpxEjRujEiRO25LmejRs36r333tOvv/6q7du3Kzo6WnXr1s11K/SlS5c0depUm1IWDTl32KWkpHiMsly5cmU99dRTevvtt/XUU0/ZfkdGjsaNG6t9+/Y6evSoKlSooLvvvlvTpk3T2rVrPWZgsZPT6VStWrVkjFGlSpXk5eWluLg4246T/khRuPtWkq5cuSJfX19dvnxZxhj3IIC/x0CKuTG42l9gjHHf9lNYJSUl5RoK39g4V2ZaWpq2bdumO++887p/b+np6Tp9+rRuuOGGAk7325//zTff6Oabb1bp0qV19epVhYaG5rntmTNnVKdOHVtPFCQlJengwYO65ZZbrvt3GhMTo1KlSrkH3rPL2bNn1a9fP8XFxWnAgAHq06ePfv31VzVu3Fhnz56VlP33f+3UU/jfEh8ff93fp8JSYufMmaPWrVurSpUq7mVff/21duzY4R4Y6PLlywoJCbH19kPkr19++UUVK1b8S4/lOBwO2wZYk6R9+/a5b88+c+aMJk2apJkzZxaq28xfeeUVHTlyRPfee68ee+wxxcbGKjw8XJs2bXIfgxhjNG7cONWrV0//+te/bE5ceKWnp+vAgQO66aabcv0bX758WVeuXLHtmOl6rn3sIT4+Xvv371fz5s1tTpWbl5eXEhMTFRAQoNOnT6tx48aKjo6Wv7+/3dHcLl26pLJlyyo2Ntbj/0+Xy6U6deqoVq1aWrlypY0JPV24cEH169fXxYsX3csCAgLUsWNHGWO0evVqdezYUVWrVtW0adNsTFp4ULzxt+ZyuXT06FFt27ZNvXv3vu7BdVJSkrZv36577723gBP+ezIyMnTs2DH3dBl2e/vtt9WvXz8FBwcrNTVVR48e5Rk/C3ASA/jrMjMzFR8fr+Dg4D+8cpgz0FJeY2ng+i5evKgOHTpo586dHifYfvnlFz377LP6+OOPC9WJA/zvS0tLU8mSJXXy5Elb573/M+fOnVO7du20ZcsWhYeHe6xbtGiR1q5dqwULFhSKE9dS9uxANWrUcA/0ZozRBx984HE8kpWVpaCgIFunvitMKN74W4uOjlaVKlV0/vz5XLfn9u/fX/Xr19ezzz5rUzrgj3399dcaN26cWrRowdlk4H9MRkaG4uPjFRISwom1v5mLFy/q6aef1vz58+Xt7a1Vq1apXbt27lHN9+7dq7vuukvx8fG25rxw4YI++ugjhYSEKCgoyP0KDAx0v1+2bFmFhITYmvN/QWG9+zZnwF/8NZxyxN9aUFCQjDHu/8xyDBw4UAsXLtR7771nU7K8lShRQleuXPFY1q1bNw0ZMkR33nmnTalyc7lcOnPmjKpVq6b4+HhVrFhRx44dU9myZd3bnD171v3MFf49x44d09NPP62vv/5abdq00T333GN3pCIlJSVF8+fPd490K2Uf1CQlJal///5KSEjQs88+qwoVKqhatWpq1qyZbrzxRptT4+/m5MmTqlu3rqTs51TzKjUVKlTQpEmTCnwWA1grKytLy5Yt06JFi5SZmanu3bsrJibGfaxSrFgxJSYm2pwy+27AkSNHqlGjRkpOTna/kpKS3OMPeXl5aebMmerXr5/dcYus1NRU7dmzR7fffrvdUXL5Xyjdhw4d0g8//KCHH37Y8pOcXPHG31pSUpJCQ0OVmprqPos4ZMgQLV68WJ9//rnH/MOFQbVq1XTy5ElFR0crIiJCKSkpCg8P16pVqwrVVBOxsbEqWbKke4AiX19fJSQkuMch+OCDD/T888+ra9eumjNnjp1Ri5yFCxeqf//+uvfeezV16lT3gTn+uoSEBJUtW1atW7eWMUabN2/W3XffrfXr1ys9PV0JCQkKCwtT3759deTIEX3//ff68ssv1bZtW7ujI58cPXpU3bp1+8MrdRUqVNDjjz+e68RsQTl79qxq1KihvXv35io1ycnJSkxM1HvvvacSJUpo8+bNtmRE/soZ/+LKlSsqVaqUe3wBLy8vj7EGLly4oPLly9s6/oCUfWt0zZo1lZycnOf6lJQUDRgwQNu3b9fJkycLON1v4uLi/tK0kDkD7q5evboAUuXN5XJpxowZevLJJ93Pn0dGRqpGjRpKSUnh7pd/U3Jysnx8fNzH+BkZGcrIyPDYr7/44ot65513dNddd2nNmjWW5uGKN/7Wcn4Rc543W758uebNm6eNGzeqSZMmdkbLJSEhQcnJyapcubLq1q2rtWvXasmSJapQoYJuueUWderUSV5eXjLGqFixYpo3b55tWYODg+Xt7e3+e3U6nfLz89PVq1fVt29frVmzRjVq1GCQnf9AgwYNtGrVqkI/3kBh5ufnp9KlS7sHqalWrZpWrVrlHi025z/kDz74QFL2nMrr16+neP8PCQgI0NGjR/X222/nKrWJiYk6f/68Zs6cqe+++849wn1BunLlihwOh5xOp2rXru2x7rvvvnNf+YqPj9eECRMKPB/yX1ZWlkqWLKlixYopKytLUva+Kce179tduCXpo48+UqtWrXItP3DggGbOnKkZM2YoICBAN910U6479Qqat7e3li5dqtmzZ0vKvsNp8ODBHscgxhgNGDDAvY1dvLy8NHz4cD311FPuZTkzBFC6/z05J7CuZYyR0+lUamqq+xh16tSp6tq1a54/z/muIOYsAwqrzMxM43A4zMKFC90fF6a5EnOcP3/eVK9e3ZQpU8b8/PPPxhhjrly5YipWrGimTJliYmNjTYkSJcyHH35oypUrZz7//HPbsiYlJRljjAkODnYv8/HxMcYYs3//ftOxY0ezZ88eU758eVvyAVlZWaZq1aruj3PeL1WqlHvZtXM4Dx8+3CxfvrzgAsJyZ8+eNQEBAbmWXzt/8ssvv2zCwsIKMFW2pKQkU65cOTNq1CiPjAcOHDBNmjQxwcHB7nm8t27das6fP1/gGZH/MjIyzKpVq8y6devM559/bpxOp1m3bp1Zu3at8fb2NuvWrXO/PvnkE1vnmb9w4YJxOBymZs2axs/Pz0RHRxtjjFm9erXx8fExnTt3dv+MxsXF2ZYzR0ZGRq6/r7x+/x0OR0FFyuXMmTPu46eQkBCPdcnJycbX19eOWEVaenq6cTgc5sSJE+7Xvn37jLe3t4mKijJnzpxxv9auXes+VrUSV7wBZc+X+uabb7qn4JoxY4bH+szMTF29etXyW1CuJygoSM8995ymTJmiJUuWaMSIEerWrZsef/xxffrpp+revbuCgoLUu3dvTZ06VZ07d7YlpzFGVatWVeXKlZWamuq+a8Dlcmnz5s2qWLGi+ypjTEyMUlJSFBAQYEvWoqRJkyZ/aXo4Ly8vdezYUffff38BpCq6HA6HEhMT9dlnnykrK0tJSUn69NNP3et/P93ZG2+8YUdMWCAzM1Pt27fXM88847E8ISFBkyZN0oIFC3TixAkFBwerZs2atlz9MsZo2LBh+u677+Tt7a02bdqoR48eql+/vurUqaOVK1cqLCxMkgrltE34z3h7e+sf//iHXnrpJbVs2VKS1LZtW2VlZSkrK0t33323+4rn9eZNLiilS5fWxYsXtWPHDq1cuVJ169ZVw4YN9fzzz2vDhg3u/JKuO61kQcqZOjAiIsK9LC0tzeNjY+MUvJL06aef6tNPP9WSJUvk4+Ojvn37eqzPyspyL0tPT9fVq1dtvSW+KPDx8ZHD4VD16tXdy5KSkuRyuVS5cuVc2xfErDsUb/ztORwOHT16VGPGjNHs2bNVvXp13XrrrR7bZGRkuKdLsENwcLCeeuop1a9fXzNmzFDVqlU1evRoDRs2TKtXry4UU4dJ2X9PL774okJCQjR48GANHjxYxhj169dPb731lnbs2KEPP/xQHTp0UNmyZXXixAnVr1/f7tiFXoUKFZSRkfGnU/D88MMPWrt2LcX7L0hMTNS8efNkjHG/n5WVpT179qhr164yxrgHr8P/joSEBPdBbXp6ul555RU98sgjOnbsmFatWqWZM2e6x6J4+OGHbckYFBSkESNGSMouB4sXL9bLL7+s1157zdZHiGC9K1euaPfu3frss88kSa1bt9Zbb72lwMBAXbp0yT21XWpqqp0xJUklS5ZUx44ddeutt2rcuHGaOnWqqlatqoiICI/R1lNSUpSamppn0Sko5v+Gs9q2bZuMMTLGqHbt2u6Pc7a5tqAVtLvuukuXL19Wq1atlJ6enmv8FqfT6V6WM+MB/jP+/v7XHZfAagyuhr+1zMxM+fn5uZ+X+uijjzR48GAtX768UA1WlqNmzZpavXq1HnnkEdWsWVNLlizRrbfeqlWrVun2229XVFSUateurcOHD9uaMzMzU0FBQUpLS5MxRt7e3kpOTtbSpUs1duxYdejQQdu3b9dLL72kbt262Zr1f8m6devUtWtX/fLLL+4rYshb1apVFRkZKSn72clTp06pTJky2rRpkw4ePKgePXqoXLlyatSokZYsWVJoTm4hfxhjtGPHDs2aNUuffPKJPvjgAz344IOF6hnKjIwMtW/fXiEhIUpLS8vzZzDnrqHly5fbkBBW2rVrlxYtWqQRI0aoYsWKHusOHDigm266yf0suF1cLpf8/PzcZTavK8bGGFWsWFFRUVE2JMyWnJys4OBgLVu2zF20H3nkES1ZskTX1qBu3bpp2bJl6tKli11RlZqaqmrVqumXX37xWB4YGGhbWSyqco4/rx0TIWdQ5VatWik8PFz169fXAw88kGssDatQvPG3lpqaqqCgIKWnp7unRFi5cqV69uypr/4/e/cdHUXZ/n/8vbtJdtMbCRBKKKGXCIJIEwGlWEClgxSx0FRUVEAUpIkiKgICKghSBKUIBCmiooI06UrvoQXS22b7/P7IL/MQQfT5PmZn171e5+RAdseTjzf3TuaaucuWLTRp0kTjhMXVq1ePWbNm4XA4mDZtGomJiXz77besWrWKVq1aeUzhnZ6eTkxMDAUFBeh0OgIDA8nOziYkJASLxcLo0aP58MMPeemll5g2bZqmWb3NgQMH8PPzu+VIgbS0NEwmk7oQi7g1l8tFQkICZ8+eBf5TeJcqVYq0tDSgcNhnRkYGnTp1on79+syYMUPLyOIf5nA4eOeddwgNDeX333+nVq1aN22LU1BQgF6vV58+u1PRdAej0chrr72mvv7OO+8wcuRIAKZMmcLo0aMJCwvjxRdfdHtG8c8rKl5TU1Np0KABkydPpn///rc8Nj8/Xx2doYXt27fTokULgoKC1GsORVFITEzk8OHDKIpC3bp1OXLkCH5+furTei1kZmbSqVMn/Pz8brpBUDQMHQpvJNhsNnbt2qVVVBRFIT4+/qYbFVJ4//csFgtBQUF8/vnn6r+x1Wpl0KBBzJw5k8zMTHbt2sWWLVt44YUXeOedd0o8kxTewqfl5uYSERGB2Wwu9jThtddeY8mSJRw6dEhd6Vhr3377LSNGjMDpdDJs2DD69+/PHXfcQdu2bZk4cSJ16tRh/vz56kqdDz/8sGZZzWYz6enpVKhQgezsbOrWrcu+ffuIjY1Vj1m2bBl33XWXpkO7vNGYMWOYMmUK99xzD08//TTdunXzqKd03qCgoIBKlSoxb948XC4XgwYN4pNPPqFXr17k5+erd8ltNhvXr18nISGB/fv3y17J/zL+/v60bNlSvSD75ZdfaN68OfCfoiI2NpYvv/zSrbny8/Np1KgRzzzzDGPGjCl2sR0ZGUlmZiYAoaGh5ObmujWbKDmKotCoUSP1hv/t1kApmuO7cuVKd0ZUXbt2jbJly1KvXj2OHTtWbCpeVFSUuop5WFiYRw2JPnfuHEOGDGHx4sXExMSQnp7OO++8wzvvvMMXX3xBZGQkDzzwgCbZrl+/zsiRIylXrhxz586lfv36xd7ftm0bzz//PE899ZTbns56u6ysLB555BGMRiN6vV4dmWGz2di8ebN67bR//34eeOABnn76aSZOnFiimaTwFj4tNTWVMmXKkJmZWWwBEKfTSe3atalRo4a6GJiWzGYzpUuXxmKxkJqaSkREBADffPMNgwcPZseOHfTq1Qt/f3+cTidms5m9e/dqlrdfv36kp6fzzTffsG3bNmrUqEFwcDDTp0+nW7duVK9eXbNs3s7pdLJv3z6+/vprFi5ciNFoZMqUKfTq1UvraF4jKyuL9u3bF9vH0+VykZOTw969e9U9PrOysggLC6N///5ERETw4Ycfapha/BMcDgeDBw9m2LBhtGzZkry8PPU9Tylq09LSeOONNzh37hzfffcdDodDfc+Ti5o/c+DAAWbOnElYWBi9e/f2uK06PYXValXXSDEYDOpT2VtdplssFvLz8zUbiWO1Wjl48CBnz56lX79+fPbZZ2rOoUOHMmfOHBRFYfDgwcydOxcovC7QyqJFi+jevTvJyck8//zz7N+/nw8//JDu3bsTFBREWloaSUlJrF271u032orMnj2bDz74gPfee4+BAwcWW+RXURT69evHc889x+LFi/n000/p3LmzJjn/Lk/83FssFnVv9DNnzhR78LN9+3batGnD7t27adCgQcmFKJnF0oXwDpcuXVLq1q2rpKWl3fTekiVLlD59+ihOp1ODZDe7cuWK0qtXL6Vy5crK4cOH1dfvu+8+ZdSoURomK27NmjVKTEyMcvbsWUVRFKV+/frKjBkzlN27dyvt27dXjEajUqtWLeWVV15RNm3apHFa71ZQUKBMnTpVuffee7WO8q9SUFCgvPnmm+rWLqtXr1a2bdumcSrxT7h8+bJSs2ZNJSgo6KbthSIjI9W//3E7Hy0UbXep1+vVrxu/1+l06veebOvWrcodd9yhbNu2TXn55ZeV3NxcrSN5hd69eyvt2rVTHn30UY9tM6vVqtSuXVtp1KjRn37VqVNHiY+P1yyjzWZTYmJilJo1ayo//fSTsm/fPqVt27ZKYmKi0r59eyUqKkq5dOmSsm/fPiU2NlaznFarVf2dExwcXOw9m82mGI1GRVEKt2WNjY1VLly44PaM/w1P+twfO3ZMuffee5VHHnlEUZTCLXpLly6ttGrVqtgWwl988UWJZ5En3kL8CUVRcDgc+Pv7ax2lmDlz5rB48WJ27NgBFC6o1a9fP65evXrTHEUtOBwOjh8/Tt26dTl8+DAPP/wwZ8+eVbOlp6fz2WefMWvWLAYOHMi4ceM0Tuz9nE6nR/zbC+EtHA4HJpOJe+65R31t27ZttGzZEoCff/5Zfe+HH37QJGPRKvu323KxoKCA3NxcWrdu7cZkwh327t1LSkoKhw4dYuTIkX+5q4X4cwUFBaxdu5Zp06YRGRlJ6dKl+fzzzxk5ciTvv/8+W7dupUGDBkRERLB7924aN26sWVa73Y7RaCQ3N1edw5+bm0tkZKQ6+mXSpEmcO3eO+fPna5bTW7zxxhu88847NGrUiLFjx9KhQweg8Fp0woQJzJ49m/vuu49XX33VLedRKbyF8EIZGRlERUWp3+/bt++mLdA8xenTp0lISLjpdbvdjsFgKLZfsvj78vLyiIuLIyMjQ70g27BhA0uXLmXBggUy7/t/ZLPZpA3/xRwOB9OnT/9bRe348ePdmEyIW7t48SLly5fXdK/p/5bdbken03nMTQNFUXj77bfJy8tj8uTJAKxevZr77ruPsLAwmjRpwquvvkqXLl00zXnhwgUqVqyo/ltfuHCBypUrY7FYCAgI4Pr16xw9erTYfuni1ubPn09AQAB9+/a95fvbtm2jb9++DBgwgDfffLPE80jhLYSXyMvLY+vWrYSGht62WLXb7djtdvWunjs5nU6mT5/+t0YJ6PV66tevX+yJk/j7irZxyc/PZ+rUqbzxxhts27aNe++9V11BXvz3vvvuO8aOHUvLli3dssKpEP9XW7duZd26dYwaNYrSpUtrHUf8jzIzM3nyySf/dGu40NBQzp8/T3R0NACXL1/WdKXwIgcOHMBsNhMWFqZ+RUREoNPpGDduHHPnzmX69OmyDsn/wOFwcPnyZU33Qv83y8vLc9s1kxTeQniJlJQU4uLi1F+6fyYjI4Pq1atrtqWYn58fd91111/ue5ySksLly5fJzMyUYdK3kZeXR40aNdT2VBSF6Oho9u7dS2hoKBkZGZQpU4b09HQOHTpEw4YNycnJ0XSbGW908uRJnn32Wb777jt12Nl9992ndSzh4958802WLl1arKgpU6YM48ePZ+3atUydOpWIiAj27dunddRibDYbs2bN4oUXXlBvFF+4cAGbzUa1atU0TueZcnNzqVOnDsnJyYwbN46cnBx0Oh2hoaGMHz+e2NhYLly4QGBgIOfPn6dOnTocOXKESpUqaZp77ty5PPvss5hMJnUFfpPJxIYNG6hUqRJTpkwhKSnppn2pPYHD4eDs2bPEx8f/5TWLp3C5XPz+++9UqVLF426we+rn/sZRops2bSI8PJymTZtqkkUKbyG8RHZ2NpGRkeTl5RVbjflGRXsWulwuN6f7j6CgIE6fPk1cXNxtjztx4gS1atXi+PHjssr5bTidTqpXr86iRYvo168fixYt4umnn+bo0aPqvtOlS5fm2rVrHDt2jLp162K1Wj1maJ83WLx4MU899RTt2rXj7bffpk6dOlpHEm6SkJCAw+G45SginU5H+fLl2bRp022HpJeko0ePkpiYyMKFC7FareTk5LBw4UIee+wxxo4dy+HDh2nWrFmx1dk9gdVqJSgoCKfTqe6bvGHDBh5++GG5MfgnbDYbdevW5eTJk9SqVYvHH38cgAULFnD69GkqV67MmTNn0Ov1vPvuu6xfv56ffvpJ49SQk5NDuXLlOHnyJKVLlyY7O5uhQ4dSqlQpZs6cyZUrV6hSpQoWi0WzjA6HgypVqgDw2GOPMX36dKBwW7S4uDj27t1LgwYN2LRpEwcPHmTUqFGaZYXC66MXX3yRdevW3fS73Gw2Exoayvfff+9xQ8098XOfkZFB1apVOXfuHDNmzCA4OJhy5cqp0x2L6PV66tatS926dUs0j1yZCeEl/Pz81Pk+eXl5LFu2TL1Da7FY6NevHzqdTvP5XzeeyKxWK3PmzFFzFd3nGzZsGFFRUezcuVOK7r9gMBgIDg6mefPm6p9FRULRL+Siucg2mw2TySRF93+pfv36JCUl0a5dO62jCDfp3r07c+bMweFwsH//flwuF82aNWPnzp3069ePd955h9KlS3P//ffz66+/un1KTH5+PsHBwdSuXZuGDRsSHh7OQw89BEBgYKC6DY7WBY3VamXRokXFRuTodDr69euHv7+/uhZFTk4OMTEx6j664mZ+fn7q709/f3/GjBkDFN4YLHr/zjvv5IsvvmD16tW89tprmmUFWLJkCRUrVgQKz6Effvihugf23XffTUJCAlu2bKFFixbY7XYto+Ln58fly5eZMWMGiYmJ6uvBwcEoikJoaCh2u53hw4dTvnx5zQvvgoICNm/ejJ+fH1lZWTzwwAN8+eWXVKhQQX3wouXNK2/63IeHhxMVFYVer+fzzz9nxIgRmEwmhg4dSrly5bBaraSkpJCQkMD169e5dOlSieaRqzMhvITBYFBPXMr/3x9z0KBBKIrCZ599pukemTf649P2l156iccff1zNv3jxYoYNG0ZMTAwxMTEapfRuRYV3QUEBAwcOJDMzk4EDB5KamkrZsmU1Tud9brwQE75h+/bttGrViuzsbPLz89ULw/z8fJxOJwUFBRQUFDBr1ixatGjh1mxOp5Ny5cqpQyPT09Pp378/4eHhQOH53263ExYWpt400NJLL73E3Xffze7du2nSpAkXL16kX79+mEwmgoOD1RuDQUFBHrXQlqfR6/VcunSJBx54gOTkZB544AG1oIHC4nHcuHF07NgRm83Ggw8+qFlWs9nM6NGjCQ8PR6fTYbPZ+OCDD/jmm2/UY4p2DtixY4dH3Gzx9/enV69exRamNZlM6HQ6goOD+fTTT8nIyODHH3/ULuT/ZzQa1c+Nv78/u3btUvefhsKb7Td+rwVv+dwbDAZCQkIICwsjKCgIg8GAn58f8fHxvP7666SkpDB//ny+++479cZRSZKznxBe4sYn2cHBwej1embPng0U3nk2mUxYrVat4qnsdju5ubnAf57Ezp07l6CgIBwOB4sWLZILr/9R0UWMXq+nXLlyvPjii0DhYjuNGjXSMprXuOuuu/7WkDKDwcDDDz9Mp06d3JBKlLTMzEwuX75MdHQ0SUlJ3HnnnbRp0waA5ORk2rZtS0pKCj169ECv15OVlUVaWppbM7pcLlatWqUWNTk5OTz44IMkJSWpT5gcDgcWi4WCggJNz6cBAQFUrlyZLVu2UK9ePbZs2aJO1TAajeh0OvX3QNHIJ60LBk8WHR3NmDFjeOKJJxgzZgyKovD000/jcDjQ6XQ88sgjnDp1ii+++ELTHUGCgoK4ePGi+r3NZqNs2bJ8++23N938vXz5skfsEOHn50dOTg4RERE3jRpzOp1MmTKFyZMne8TN6xt3fCn6vNz4ublxdIQWvOlz365dO5KTk3nssce4dOkSH3/8MRMnTlSzFYmKimLXrl0lnkeufoXwQnq9vtgJ48Zh3FpyOByULl2agoIC4D8n3KKsnjAU/t+g6N86ICBA/QWiKArNmzfnpZde0jKa1yia4/VXRcvevXvZuHGjFN7/Ehs2bGDIkCGEhoZSqVIlwsPDOXXqFAC1a9fm6NGjPProo3z00Ud/uU5FSfH396dt27acPHmSsLAwKleuTGJiIhcvXuT+++8vduzWrVs1HXL6x99D8J8ROTqdjuTkZKBwK6yzZ88We9oobhYUFETz5s0JCQmhefPm6ut9+/YlIyMDKJz3f+HChWJ7zWslKSmJI0eOEBAQQJkyZXjllVdo2LBhsWP2799PqVKlNEoIqamprFq1Crvdzvbt23nqqaeIiYkhKiqKMmXKAHDlyhUGDRrE008/rVlOl8vFsGHDKFu2LBkZGTidTiZOnKiOepg6daq6Y4zT6dT0xou3fO4VRaFHjx4cP36czp07s3fvXhITEzW9XpbCWwgvceOJwmKx4HQ66d27N4qiYLVaKSgo0Hx1cD8/Py5evKgOfbTZbCiKwquvvoq/v7/6usPhkKfef5PT6SQvL49vv/1W/dPhcKjv7dixg9zcXNauXUvlypVp3769xom9w9dff/23jtu0aRNdunQhOztbHeorvFefPn244447ePLJJxk6dCgFBQXq3P7k5GTatWvHoUOHePXVV3nsscd49NFHNbtZ+MMPPzB06FD1xmrR+f5Ger2e7t27a5LvzxS1V3Z2NpUrV0ZRFOLj49HpdDRu3FjjdJ7t1KlTxMbGkpWVRWxsLIqiUKpUKR544AG++eYb5s6dyy+//MKzzz7LmjVrNC+8obCwNplMVKlShbVr1960najJZOL999/XKB3MmzePMWPGoNPpqF+/PkuWLMHlcmE2m7l+/Tpbtmzh3nvv5YMPPtD0wUB+fj4HDhzg2LFjWK1WnE4nP/zwg/r+zz//rBa3f7YgpJY88XOv0+l44okneOedd+jVqxdTpkyhUaNGOBwObDYbKSkppKenY7PZOHfuHIqiqIvwlRS58hXCSzidTvXEpigKs2bNUhfZaN26tUechPPy8hg/fjzff/89v/76K06nkzfeeAOj0Yher8flcvH6669rPifRmxQUFGCxWBg0aBAAgwYNUu8eWywWUlJSGDp0KE6nk02bNmkZ1WsdOHAAPz8/6tWrd9N7jRo14tq1ax63bYv4v6tatSrjx4/n66+/5rPPPsNkMqnnT5fLRUZGBr///juvvfYaU6dOZf369W5/YpeUlESPHj3UOZMXL16kbt26XLlyhdDQULdm+W8V3RwIDw/n8uXL6mtFc4LFn6tatSqHDh3irrvu4tdff8XlcnHHHXfQt29fJkyYQFJSEtHR0bRr145XXnlF06wDBw6kd+/efPXVV0Dh76qoqCheeeUVateurWm2G/Xs2ZMuXbrQqFEjypcvT6lSpejfvz9r164lKCiIUaNGMX/+fIYMGUKpUqXo0qWLJjlDQ0PVoc7nz5+nfv36bN26FafTSUBAAJs3b1aHa0dGRnrcdZSnfu5zc3PJzMwkPT0dPz8/df2OixcvMnLkSPW4unXrqtN3SnJqhBTeQniJoqecFy9eJDAw8KaFVa5fv67O8b548SIVKlRwe8YRI0bw008/8corr2C32wkMDGT8+PFuz/FvEhIScsv9T51OJ1arlccee4zOnTuzYMEC2rdvT58+fZg6darX7EnqCVauXMmUKVO45557ePrpp+nWrZv6i1fLIZKiZGRmZtKnTx917vakSZNueoJks9l4+eWX2bt3L2fPnnVrP8jPz6d///5ERkYyduxY2rRpg06no1OnThw4cOCW+zYXrS7tbrcasln0u6roqWJoaChHjhzhyy+/ZP/+/e6O6DWcTiculwuj0YjL5eKnn35CURS1wLLb7axbt449e/ZQqlQpfv/9d82y5ubmsn//fhYtWkTLli1p3bo1gLr69q1G340dO9bdMQGoXLlyse+ff/55KlSowL59+7hw4QI6nY4OHTowY8YMBg8ezP33309YWJgmWaFw1MONhZ/T6QQKb7QXFd439gsteNPn3mQysWrVKgICAujQoQPBwcEkJCSQk5Nz07FOp7PER45K4S2Elyhaebd27dp/OT+lUqVK6snand5++21CQ0Px8/Njz549dOzY8S/nHxbNBRL/nYKCApxOpzps/6mnnqJ169Y8+eSTOBwOKbz/CxMmTKBz5858/fXXvPzyy4wZM4YpU6bQq1cvraOJEhAcHFzs87Fu3ToiIyOLDdudPXs2CxcuZO7cuW7PFxQUxPfff09SUhLjxo1j4MCBAISFhbFhwwb1OLvdjtlsRqfTaXK+h8IbFGfOnKFZs2bqn0VbR9lsNpYtW8bnn39Oeno6X375pdzIug2bzabePK9bty7Tpk3DbrdTv3599X2Xy0XTpk1JT08nPz+f1NRUTXYHCQ0N5eDBg5w/f5558+bxwQcfkJOTQ5s2bYoVNHa7nezsbI/YZ97pdOJ0OomMjGTatGncd999dO7cGSgsGvv168eUKVOYMWMGr7/+uiYZL1y4QGJiYrHVtYuu/XJzc4mIiFDzFhW6WvCWz31ubi75+fncc8897Ny5Ez8/P7p163bLPFarlby8PKKjo0s0k07xhBWZhBB/yeFwkJOTQ0hIyG3vyNlsNjIyMihXrpwb093s+vXr/Prrr386l9tqtZKZmUn//v3dnOzfo2iv3xvduP2M+O9ZLBZmzpzJhg0b2Lp1q9ZxRAnIy8sjLCyMyMhI2rdvz65du3jggQfUAldRFB588EG1yP3jYlHu5HK5WLhwIWPHjiU+Pp45c+aohRgUFhM3XpC7m81m4/PPPy/2hK5oP9/AwECSk5NZtmwZH374obrXs1ZP5z1dZmYmrVq14vDhw7d8PywsjIsXLxIeHk5+fj4//vijpluK3SgzM5M33niDTz/9lPfee49nn31W60g3MRqNXL58mVKlSpGamkqnTp3YtGkTkZGRXLp0ibi4OKZMmcKsWbO4dOmSJr9Hz507x2effcbq1as5fvw4Y8eO5dVXX+WHH37g3nvvVX/fBwQEsG3bNpo0aeL2jOA9n/u9e/dy1113FVuA+M/+XYuunUr6JqYU3kIIIcQfuGPImdBGeno6derU4eDBg+zYsYPVq1ezevVqrFYr9erVU+dQ5+XlkZGRwYULFzRODFlZWQwbNowePXp4xQr7NpsNk8lUbEHNl156iSVLlnDixAlNntJ6E5fLddO6LUePHqVmzZoesZ7Ln9myZQuNGjUiMjJS6yjFuFwu/Pz80Ol0tG/fng0bNuBwONRF7E6ePElCQgK7d++mT58+7NmzR/MV+NevX8/zzz/PU089xWuvvaa+7nQ68ff35/vvv1eH+HsKT/vcFxQUkJGRoY5wWrJkCREREVSpUoVatWoV+yyZzWby8vKoVatWiWaSwlsIIYSgsNCKi4sjIyNDHamxYcMGli5dyoIFCzxiL1rxv0tNTWXcuHHMnj1bfe3q1auMHj2avXv3snv3bk236Po3sFgsvPHGG7z99tvFbmBt2bLlpi3RRHHXrl0jLi6O69ev/+mw13PnztGhQwdOnDjh5nTeq6itQkJC1BGB2dnZTJ8+nSFDhhAbG6v5CJI/ysjI4MqVK9StW1d9zel0snz5ctq0aeMRe47fyNM/988++yyHDh3iwIEDXL16VZOFKqXwFkIIISi8oDEajeTn5zN16lTeeOMNtm3bxr333kt2drasbO4DbjV9Q2tnzpzhzTff5L333iM2NlZ9ffPmzbRp0+am7ZuE97p06RKRkZGEhoZSUFDAnj17CAwMRFEUCgoKKFeuHFOnTuXNN9+kTp066t7eWrJYLGzfvp3Y2FhiYmKIiYmR7UKFR7PZbJrdSJfCWwghhE/Jy8ujRo0a6vAzRVGIjo5m7969hIaGkpGRQZkyZUhPT+fQoUM0bNiQnJwcjyvIRMnJzc1lwYIF9OrVS/Nh0e+++y7Tpk3j/PnzBAYGAjBt2jRGjx7N0qVLPWIf78zMTH744QdCQ0MJDg5Wv4KCgtS/yw2C23vvvfc4evQon3zyCQEBATidTsLCwoiOjiYlJYXQ0FDefvttXnzxRa5cuUL16tXVbZu0lJGRQalSpYrNnY2MjKR8+fIkJCTQunVrnn76aU1HDFmtViZMmMDkyZNvei8pKYm8vDyPW0zTZrMB4Ofnh16vR1EUMjMzNR8CfyNv+dzn5eVx4sSJm3JqkU1uSQkhhPApgYGBmEwmFi1aRL9+/Vi8eDFPP/00ULgAj7+/v/rEpuhiUVaJ//dITk5m2rRpTJgwgYiICOx2O6dOnaJatWrqhZjdbufFF1/kvvvu07TwLigoYPr06bz44otqX1yyZAkffPABW7Zs0WTbyFtJT0+nW7duxMTEYDabKSgoUOd5FhVk0dHRzJ8/n4cffljLqB7LbDaj1+sxGAzqMN3y5ctz9OhRmjZtyuDBgzEajURHR2M0Gj3mqXLRzaBTp07hcrlITU0lNTWVS5cusW/fPl588UWOHDlSbGqHuxkMBj7++GMmT56szp+32+289NJLJCcnY7Va+fXXX0lISGDo0KGa5Sxy482McePGMXbsWM6fP09CQgIXLlygfPnyWkcEvOdzf+XKFRo3bqwuslaUzWAwqDcJypUrx/Tp02nWrFmJZvHcFRqEEEKIEmAwGAgODqZ58+bqn0WLrPyx4C5aLMZTLnLF/y4vL4+PPvpI3Y4nLy+PevXqcenSJfWYoKAgFEVR983VyqRJkyhdujRPPfUUDRo04JdffqFLly7s3bsXo9FItWrVPKJQCAwMxGg0cu3aNXJzc3E4HBQUFJCWlsaFCxf4/fffufvuuxk1apTWUT1W7dq1sVgsAOoNoD+uGh0QEEBISAh+fn4ec04KCAhAp9NRqlQpEhISaNq0KUajkQcffJD58+fTs2dPvv76a00z+vn5ERwczMWLFwkICCA4OJh58+axbt06ypQpQ2xsLOvXryc+Pl7TnNOmTWPjxo3q6KqzZ8/ywgsvAIXbICqK4lFTnrzlc1+0hWReXh6pqamcP3+eo0ePsmvXLtavX8+8efMwmUxqW5ckKbyFEEL4vKLCu6CggIEDB5KZmcnAgQN5/fXXPW4BG/G/CQoKAlAvYMPCwlAUpViRU/R3LYubb775hs8++4wVK1YQHh7OyZMn6dOnD0uXLqVs2bI0bdqUDRs2sHr1as0yAmzbtg24eZue7Oxs5s2bR/ny5alVqxatWrWSnQJuo3Llyhw9epRFixbhcrlYtGgRWVlZLFq0iNTUVLZv38727dvJyclh0aJFmq5uvnnzZiZMmMCmTZu4fv068J9//wULFvDwww+zbNkyAOrUqcOAAQO0iqoKDQ0lIiKCxo0bs3r1aoKDgylTpgydO3emffv2lC9fXvPt2VJSUujevTvjxo1Dp9MRHx9PdHQ0a9aswWQyodPp1BEGWvOWz/3p06cB1LaLjo6mQoUKVKpUidOnT9OiRQs6duxIp06dOHfuXInnkcJbCCGEzyta7kSv11OuXDlefPFFypUrh81mo1GjRhqnE/+koqK66Kli0UXhjReQRUWNVsXNxIkTGT58OOvWrePEiRNcv36doKAg9u/fz1133cXTTz9NSkoKzZs3JysrS5OMUDjU9N577+Xxxx9HURR1Xur3339PtWrVWL58OdnZ2QB07979T/eoFhAbG8u5c+dISkrC6XSSlJREdnY2SUlJZGVlcfDgQfbs2UNOTg5JSUma7DNd5MCBA8yePZtHHnlEXSF82LBhfP3110RFRTF37lz1KefIkSOZMmWKZlmLBAYGqkVr0egBT5h/fKNp06Zx7Ngxzp49q74WEBDAp59+ir+/P4qieMTNK2/53Ofk5FC/fn1Gjx5d7PVdu3ZRvXp1XnjhBTVn+/btuXLlSoln8oxxKkIIIYSGigrvgIAAJk6cqL7WvHlzXnrpJS2jiX+YwWBAURS++OIL9d9dp9OxcuXKYtsI6XQ6TYqbc+fOMW7cOGbMmEGNGjVo0qQJS5cuBSAiIoJ7771XvSlUNEddK5GRkezevZsdO3ZgMBiIjY2lc+fOPP7448yYMYP+/furx3rKfHRPFRkZSWxsLCtWrCAkJIQVK1Zwxx13sGLFCpo2bcqQIUOIjIzktddeY8WKFVStWlWzrKNGjWLUqFEoisLly5epWLEigYGBDBkyBKfTyYsvvojVavWYtTG2bduG3W7n5MmTFBQUcOHCBfLz87FYLCQnJ5OTk0N+fj7Hjx+ncuXKmuYOCwtj6dKlrFq1Cii8YZCSksKKFSvQ6XScPHkSKPw8abEdFnjP595oNPL555+zc+dOypUrR0JCAn369KF9+/YMHDiQ0aNHqzdi69Wr555QihBCCOFDHA6HUrlyZWXz5s3qnzVq1FAURVGio6OVX375Rdm0aZMyZMgQpXfv3hqnFf+0lJQURafTKWXKlLntl16vVy5fvqxJxvnz5yshISHK0qVLlfT0dMXlcilhYWGKoijKjz/+qFitVvX/xd/fX5OMt3L69GmlV69eyuHDh2/5vsPhcHMi7+F0OpUyZcooiqIoRqNRURRFqVOnjqIoinL33Xcrn3/+ufL1118rlStXVlwul1KpUiXNsiqKorhcLmXOnDlKVlaWotPplIyMDMXpdCrLli1T4uLilFq1aiknTpzQNKOiKIrValXKli2rmEwmpVKlSorRaFRKly6txMbGKiaTSSldurQSExOjBAYGKmXKlFHi4+OV3NxcTbL26NFD8fPzUw4ePKjo9XpFURSlVKlSypo1axSdTqfo9XpFp9MpOp1OiYyM1CznH3nL5/6HH35QmjVrpnz//feaZZDtxIQQQviUvLw8qlevXuypRlRUFPv27SMkJIRFixYxdOhQnE4nmzZt4s4779QwrfinXbt2jbi4OJxO522P0+v1XLx4UR1K624//fQTnTt3JikpiSZNmhAZGUl+fj4A5cqVUxcLCgkJKTY0VQsOh0Pdoke5YdXgGxUUFBATE0NycrIGCb1DREQEGRkZ+Pv743Q6KV26NO3bt2fTpk1Ur16doUOHMmzYMK5evUpCQkKxBQHdyWw206RJE44fP86XX35Jt27dSElJUXcAyM7Opn///uzYsYOtW7dSp04dTXLeqEmTJuzevZumTZvy5ptvkpOTwwcffMCYMWPIyspi3rx5fP/99zRq1IhXX32Vnj17uj3junXrMBqNNG3alMjISJxOJzExMaSmpqrnrczMTHJycqhatSpr166lQ4cObs9ZxFs+93a7ndq1axMaGnrbnKGhoezZs6dEs8hQcyGEED4lJCTklnO5nE4nVquVxx57jM6dO7NgwQLat29Pnz59mDp1qscMmxT/m6KC+88uwG6k5bOJVq1aMW/ePHr06MHmzZvVLC6Xi48//lhd3bpmzZqaZYTClZerVKmCXq9XV69WFIWHH36Y9evXoygKDzzwAJs2bZLP0G0UzZMtWtncbrczceJE/P39ad26NRaLhZo1a1KtWjVyc3OxWq2aZQ0KCuKxxx7j8ccfp2LFimreIuHh4axcuZJHH32UDh06sHfvXkqXLq1VXKAwX1FGnU6Hw+HAbrer5wCn04lOp6NXr17UqlVLk4ydOnUCCovAIkXnq/DwcKBwkbiwsDBeeuklqlev7v6Q/5+3fO6zs7MJDw/n4sWLfPzxx2rOYcOGMXv2bBRFYciQIcydO1ddTb4kSeEthBBCUHix43Q6cTgc+Pn58dRTT9G6dWuefPJJHA6HFA3/EkUFjt1ux+Fw0LBhQ+Li4m46TqfTqXvSaqVr167s2LGDF198EbPZDEBqaiq//PILbdu2pUWLFpquvJ6RkUGtWrXo0KEDiqLQqlUr9T1/f3/1ez8/v2LviZvpdDp27dpFXl4eiqJgNpt55plnbjpuz549nDt3Th39oJXx48cDkJWVhaIoxYpFKPw3//LLL6lVqxZPPfUUSUlJWsRUWa1WzGYzDoeDnJwcbDab+pmCwqe3NpuNV155RbOM+/fvZ/jw4XTs2FF9rahdi7Y/dDgc+Pv7a7pgnbd87nNyckhISKB3797odLpic89ffPFF9fvnn3++2HslSQpvIYQQgsIn4bm5ucUKmapVq7J161ZNVxAW/6yCggK1sDEYDHTv3v2mmyoul4uffvrpL4eju8PUqVOpU6cOH3/8MYMGDVIXhHriiSfIz8/n999/v+WNA3cwGo0sWrSIs2fPsmHDBrZt26Y+mXc4HOr3TqdT/fs999yjSVZP5+/vT82aNbFarWzZskXd9u5WypUrx8GDB90X7jZCQ0M5cODALRfRCgoK4v3339cg1c1yc3PJycnhypUrvPDCC4wfP56MjAycTicul4v8/HzMZrOmN1gzMzOpWrUqDz30EG+88QYAS5YsAf5zw9BqtWq+Gru3fO5dLhcvv/wy586dw263c/HiRTWnoijq9zf+vWgER0mROd5CCCGE8BkXLlzg7bffZsqUKcVWMb9Rfn4+oaGhHD16VPOh3FC4KnO9evWK5XU4HKxatYoePXpoF+z/s9vtRERE3LZYLCgoUEeVCOFOFouFsmXLkpmZWez1VatWYbPZyMzMJCQkhK5du962D7tLTk6OuoPBgw8+yIgRI7h06RIVK1bk6tWrmg/bL+Itn3u73Y7RaESn0912+pBOpyvxnPLEWwghhBA+Iz4+njlz5tz2GLvdzogRIzTbruePWrZsedNrBoPBI4puKHxa+3eGPsuzHqEFvV7PuHHjbnq9S5cuHDt2DJvNRmJiogbJbs3f3189R9WuXRsoHD0wceJETCaTltGK8ZbPvb+/P9evX1f3cb+VgoICcnNzSzyLPPEWQgghhPAyzzzzDNu3b+fDDz/k/vvv1zqOEKIELFy4kAEDBmgdQ/xD9FoHEEIIIYQQhfLz86lQoQJVqlRRv+Lj4ylTpgxZWVnqcU8//TR33303w4YN0y7sf2H+/Pns2rVL6xhC/ClP7KO3WmDPm3him/7RuHHj6Nq1K7t37y7xnyVDzYUQQgjhU/bs2UNOTg4BAQFA4SI8Bw4c4Pr16+rCRYqiYLVamTp1qluzBQYGcvnyZZKSkggJCQEKF4bq3LlzsaHvjRs3pkKFClSqVMmt+f4oNzeXxMREtm/ffstF3lJSUujXrx/bt29n+vTp3H333RqkFL7Mm/uopw5M9uY2vZHVaiU6OprU1FS6dOnCpUuXSvTnSeEthBBCCJ+yZMkSPvvsM7XIzsnJITIykiZNmhAQEIDD4WDTpk20bdvW7dn0+sLBiC1btiQsLAwo3IsWCud13ygwMFDdZkgr/v7+nD9/nvDwcNLS0ujYsaO6kJHVamX+/PlUqFCB8+fPExsbq2lW4Zu8uY966o4a3tymNzIajTz//PN069atxFc0B5njLYQQQggfU7RXexG9Xl9sz26LxUJwcLBmK/EaDAbS0tKIjIwECgvvqKiom/JcvnyZGjVqkJeXp0VMoPCJnMFgwGaz4XQ6CQwMZOHChbhcLp588kny8/PVBaFcLpd6Y0EId/HmPhoQEKBuJeZJvKVN33zzzb+13eL58+eZNWsWOTk5JZpHCm8hhBBC+DSDwXBTUWswGLBarcUKdHew2WyYTCbOnDlD5cqVAUhPTycmJuamYeW5ublUqFCB/fv3uzXjH+n1ehwOB3q9vthNDIPBQF5eHjNnzuTLL7+kf//+PP/885pmFb7JW/uopxbe4PltarVaady4MRERETeNFvojvV7Pfffdx+jRo0s0kww1F0IIIYTP+O6776hTpw5GoxH4zxzKzMxM9e+KomA0GrFYLOo8a3eaM2cOQUFBpKamEhMTQ3BwMBs3brzpJoBOp1O3G9KK0+lEp9OpQ2L/mNFkMrF161a6detGhw4dtIgofJz00X+eN7Sp0Wjk8OHDXLt2jdKlS2OxWPjqq6/o3r27ZtuyyRNvIYQQQvgEi8VCUFDQTfMmFUUp9lrR99evXyc6OtrdMQE4ceIELVq04LPPPuPhhx8GYPLkyVSoUIF+/frx6KOPMmTIENq1a6dJPihsz7vvvpvDhw/TqlUrdDodP/30kzp64FYjCYRwJ2/vo574xNub2vTtt9/Gz8+Pl19+mby8PMLDw8nKykKn0zFw4ED1xqqiKOTm5jJ//nzCw8NLLI888RZCCCGET9Dr9fz+++8EBgaqcw4VRaFq1aqcPXtWPU5RFO666y4sFovbM1qtVux2OwkJCbz33nuMGDGC5ORkhg0bhp+fH/v27aNfv34EBgby3XffaVp45+Tk0KZNGzp16oTBYEBRFH7++eebjluzZg0bNmygTJkyTJgwQYOkwldJH/3neVObBgcHc/z4caBwMUpFUQgKCkJRFNasWcO0adNwuVyMHj2ad955Rx0JVVLkibcQQgghfNqtntBUqVKFb7/9loSEBLdmGT16NElJScyePZt77rmHzZs306VLFwYPHkzt2rXZtGkTX331Fe+88w5r165lx44dbs13O4qi4OfnV+zJl81mY9asWVy7do2GDRvStWtXjVMKX+ZtfdQTn3j/kSe36f79++nSpYs6auijjz5i2LBhKIrC/PnzMZvNAISGhpKbm1vieeSJtxBCCCF8ytGjR8nPzyc4OFh9raCggMDAQPV7k8mkXpS502OPPYbZbKZbt260adNG3b/7vvvuY8iQIeowyDp16jB27Fhyc3OL7e+tJbPZjKIoDBw4UJ0vb7VaGT58uMbJhCgkffSf58ltWrduXVJSUihVqpSa7ca/F3HXtm3yxFsIIYQQPmXGjBm88MILxV4bP348J0+eVPf2XrduHevWraNZs2YaJAS73c7ChQt5/fXXycjIICcnh3nz5vHuu+9y9uxZzp8/T/Xq1VmxYgVdunTRJOMfZWVlMWnSJCIjI1EUhczMTF5//XW6du1Kz5496d+/PwEBAVrHFD7M2/qoNzzx9vQ2jYuL49SpU5hMJgICArDb7djtdkJCQhg9ejSKojB16lRGjRrFiy++SERERIllkcJbCCGEED7FbDbj7++vFtl5eXns3r2br7/+Wn3yYbfbGTZsGPXq1dMyKqdPn+batWs0b9682CJwDoeD06dPU7NmTU3z/RVFUVi+fDlvvvkmYWFh/Prrr1pHEqIYT+6j3lB434ontWnz5s358ssviYyMVIeUK4rC6NGji+01npuby1tvvUWpUqVKLIsU3kIIIYQQokTl5eWxbds2OnbsqHUUIW7JE/uotxbeRTypTS0WC0uXLuXxxx8v8UXU/owU3kIIIYQQHiQ/P59Vq1bRrVu3YvPOhRC+xZO25hL/O73WAYQQQgghtLBixQreeOMNrWPcxGKx8MQTT7By5Uqto/zXbDYbDzzwAMuWLdM6ihC35E191GAwaB3hb/GmNi2SmppKcnIyDoeD5s2bs2jRohL/mbKquRBCCCF8jtPp5O233+ahhx4C4Pjx4+zatUvd39vhcGA2m3n22Wfdnq1ov9nXX3+dTp06qSuZe4OAgAA2bdrEfffdp3UUIW5J+ug/zxPb1GKx0Ldv32K7PiiKgsFgYN68ebz++uuEhoYyZswYHnroIZ599ln69etXopnkibcQQgghfM7zzz9PzZo1SU5OxmKx8NtvvzF69GhWrFjBihUrGDRoEN9++60m2fz8Cp+LPProowwePFiTDP+LgIAAGSIvPJr00X+ep7Wpv78/W7dupVGjRtx5550kJSXRqFEjvv/+ewA++OADvv/+e3Q6HS+++CL5+fklnkkKbyGEEEL4jP3799OzZ08qVarEkiVLWL58OQEBAfj7+9O0aVOSkpJISkrCz8+PdevWaZLRYDCg0+mYPHky+/fvZ8GCBZrk+L/y8/NTbx4I4Ymkj/7zPK1NDQYDoaGhDB06lGHDhhEaGsqwYcPQ6/V89dVXPPPMM/j5+fHII4/Qu3dvQkJCSjyT57SOEEIIIUQJunjxIvfccw9r1qxRh0TqdDr0er26TVeRP36vBaPRyNy5c3nggQd49913b3pfp9NRtWpVVqxYodkqvbfiaRfgQvyR9NF/nie26a3O43q9noSEBFq0aEHLli3V41588cUSz+NZrSOEEEIIUUKioqJ47733ePnll2nWrBlvv/02TqcTm82Gy+XSOl4xiqJgt9tp3bo1w4cPx2w2ExERUWyxpYKCAmbMmMHPP//M/fffr2Ha4opuZgjhqaSP/vM8sU1vtXmXoig0bNiQ+vXr07VrV1atWsWYMWN45plnSjyPFN5CCCGE8AnBwcEMGjSIp59+mnfffZc77riDvn37AoVF7Jo1a9TCtmgRHi238rHZbAQGBvL222//6TGrV6/m3Llzbkz193jCiAEhbkf66D/Pk9pUUZRb5ikqxv38/NizZw8Gg4HTp0/z008/0apVqxLNJIW3EEIIIXyKXq+nbdu2VK9enb59+9K9e3c6d+7MtWvX0Ov1nD17lujoaM3yORwOAMxm81+uaD5lyhQeeOABd8T6r3jaCAIh/kj66D/Pk9rUZrORnJxMbGwsABkZGcTGxuLv78+mTZuYP38+WVlZ9O7dmwsXLjB58mQpvIUQQggh/ikulwtFUejduzeVK1dmypQptGjRAp1OR48ePfjhhx8YNmwYd999Ny+88IImGe12OzqdDrPZ/JfHdunSxQ2J/jtOp9OjLsCF+CPpo/88T2tTPz8/fv31V4xGI/n5+YSFhQGFo5v8/Pzo2LGjup1kkyZNOHLkCHa7HX9//xLL5FkD8YUQQgghSojT6aR9+/acPHmSQ4cOUatWLcaNG8dXX31FYGAgv/zyCwAtWrTgp59+0iynzWZDURSys7M1y/C/cDgc2O12rWMI8aekj/7zPK1NDQYD9erVY8KECXTt2pWwsDBq1KjB9u3bCQkJoWvXrthsNh555BGGDx/OJ598UqJFN0jhLYQQQggfkZWVRdmyZWnWrBlTpkyhdevW9O7dm0WLFnH//ffj7+9PRkYGTZo04ccff9Ts6Y3BYGD48OFERERo8vP/VzabDYvFonUMIf6U9NF/nqe1qcvl4qGHHuLXX39l+fLllC1blh07dvDKK69w8uRJfvvtN+bPn0+ZMmXo1KkTH3300d8aZfS/kMJbCCGEED4hOjqaRYsWcezYMdLS0ujbty8hISH88MMPNG3aFLPZzKlTp6hVqxbZ2dn8/PPPmuQMDw/ngw8+oEqVKpr8/P9F0QrxJX0BK8T/lfTRf54ntqler6dbt2788ssvNG3aFIB3332XyZMn065dO5o3b86uXbv49ddfCQ4OZu7cuQQGBpZoJp1yq3XWhRBCCCH+5RYuXIher6dfv34oisLPP//M3XffjdFoZMqUKfTv35+4uDitY3qdCxcuEBER8ZcLwwmhFW/po/7+/h41fPt2vKFNMzMziYyMvOV72dnZJZ5dCm8hhBBCCA9ksVjYvn07sbGxxMTEEBMTg5+frIsrhK9YvHixuuWhKBkOh4Ps7Gy37GQhQ82FEEII4VNsNhs///wzP//8M1lZWbc8ZvPmzQwZMsS9wf7AbDbTrl07GjRoQPny5TEajZQqVYo77riDrl278tFHH2Gz2TTNmJ2dzYQJEwDIy8tj5syZfP7555pmEuJG3txHb1V0z58/n127dmmQ5j+8tU1r165NQUFBsdc2btxY4tuIFZEn3kIIIYTwKWlpacTGxhISEsKaNWto06YN+fn5fP755wwYMICgoCC2bNlCx44d1T21tVBQUEBwcDCnT5/G5XKRmppKamoqly5dYt++fSxevJinnnqK2bNna5YxMzOTunXrsn//fu68805Gjx6Nv78/u3fvxmAwqMfpdDruuOMOzW9mCN/jLX00NzeXxMREtm/ffsspLikpKfTr14/t27czffp0nnnmGQ1SFvKGNlUUhbi4OHQ6HQAjR47kww8/pFKlSsWOy8rK4sSJE3To0IFVq1aVaCZ54i2EEEIInxIUFERISAiZmZmsXLmSnJwc9Ho9zz33nHpMqVKlMJlMGqaEgIAAdDodpUqVIiEhgaZNm2I0GnnwwQeZP38+PXv25Ouvv9Y0Y0hICKGhoURERBAWFkZgYCCBgYFs3LgRm81GZmYmGzduJDo6mueee46cnBxN8wrf4y191N/fn/PnzxMeHk5aWhqNGzemRYsWtGzZkrvuuovU1FQqVKjA+fPnNS26wTvaVKfTERISwrFjx5g1axZOp5OAgADGjBnD+fPnGTNmDBcvXuSFF15Ar9fz/PPPl3gmmSgkhBBCCJ8SEBAAFG7b9emnn/Luu+8SGBiITqcjKCgIKLxoCw4Odnu2zZs3s3v3bu666y4SExPVLAALFixg0KBBTJgwgVGjRlGnTh3KlSvn9ow3UhQFk8mE0WjEZDIREBCA0WgkOjqaTp06kZqaypkzZ5g4cSIpKSmajiAQvslb+qjRaFT/9PPzY9++fSxcuBCXy8WTTz5JtWrVmD9/PlC4VZZer93zU29pU39/f8LDwwkODsZgMKDX62nbti0hISG0bduW0NBQ2rdvj9Vqdctwc3niLYQQQgifcuNQSH9/f7XAvvFCNiMjg1KlSrk924EDB5g9ezaPPPKIWlQPGzaMr7/+mqioKObOncuoUaOAwqGTU6ZMcXvGIi6Xi9DQUI4cOUJYWBiHDx/mmWeeuWVBYDAY+Oyzz4iKitIgqfBV3tRHi26w6fV6tQjv168fAwYMAAqL3alTp3LnnXcya9YsTTKCd7XpjVwu1y1fj4yMxOFw3DT3uyRI4S2EEEIIn6AoCvPnz+ett95SX/Pz82Px4sUsWrQIl8ul/n3t2rVUr17d7RlHjRpFSkoKBQUFJCcnoygKgYGBDBkyhKeeeoqUlBSsVqvbc92KXq/nyJEjVK9end9++41atWoxefJkXC6XWkQIoSVv6qNOpxOdTqfm+uMOBiaTia1bt9KtWzc6dOigRUTAu9o0Ozub1atX88svv+BwOHA6ncyePZv09HRmz55Namoq8+bNw2AwkJubW+J5ZKi5EEIIIXyCy+Vi5MiRdO/evdjrn3zyCQBNmzZV/37ixAmGDRvm9oxQeIPg448/plevXgC8/fbbzJkzh6+++ooRI0awZMkS1qxZo8mNgT+Kj4/H4XAQFxeH0+kkNDRUneP5448/kpOTQ0ZGBosWLQIKn+AJ4U7e0EctFgt33303iqLQpk0bdDodTqez2DE6nY6NGze6PduteEObKorCPffcw7p161AUhU6dOmG1Wjl58iTdu3fn1KlTdO3alVOnTmEymcjLyyM2NrZEM0nhLYQQQgifYDAYOHHiBNHR0SxZsgQovDjbtm1bsePS0tKoWbMmPXv2dHtGs9lMkyZNOH78OLGxseh0OhwOB3q9np49e9KxY0f69+9PixYt2Lp1K3Xq1HF7xhvl5eWRnZ1NWloaFouFgoICXC4XNWvW5NSpUwDUqlWLJUuWkJeXJ4W3cDtv6KM5OTm0adOGTp06YTAYUBSFn3/++abj1qxZw4YNGyhTpoy6nZcWvKFNdTody5YtIyMjg3nz5tGlSxe2b9/Oc889x6ZNmxg6dChdunRh/PjxxaYclSQpvIUQQgjhM6Kjo7lxJ1WHw4HD4WDnzp2ULVuWChUq8OSTTzJ48GBq1Kjh9nxBQUE89thjPP7441SsWBEAu92uvh8eHs7KlSt59NFH6dChA3v37qV06dJuz1nE39+fcePGER0dzdmzZ3nrrbfw9/dny5YtmmUS4kbe0EdjY2N5//331e8VRWHixInFjnE6nVy4cIFSpUpRv359d0csxhvatIifnx+zZs1i+PDhNGvWjO3btzNjxgwqVaqE3W5n6dKl3Hnnnaxfv54nn3yyRLPIPt5CCCGE8Cl2u53o6Gh1G7G0tDRGjBjB8uXLqVSpEs2aNVNXD9ZSVlYWUVFRnDp1iqpVqxZ7z2w2U6tWLerXr09SUpJGCQu99tpr7N69m++//56MjAzMZjPly5dn/fr1VKxYUfMiQQhv66P5+fmEhoYyYMAAFEVh0aJF5ObmqrsueAJPb9MjR44wcOBAunXrxty5c9m9ezd9+/ZFURR27NjBPffcw7Vr10hJSaFq1ark5eXx66+/lmgmWVxNCCGEED7FarVit9v5/PPPmT9/PmFhYSxYsICff/6Z5s2bs3LlSoYNG0ZmZqamOUNDQzlw4AAVKlS46b2goCDef/99dcVjrXz11VcsWLCAGTNmADBp0iTGjRuH1Wpl1qxZ3HnnndSrV4+33nqL48ePa5pV+CZv7KN2u52XXnqJqlWrUrVqVV544QWsVitt27bl008/xWazaZrPG9o0JyeHZs2a8eOPP3Lu3DkefvhhHnroIT799FNiYmJISkpixowZJCQksHXr1hIvukGeeAshhBDCx6Snp9OqVSv0ej3PP/88Tz31VLH3z58/z/Dhwzl+/DjHjh3TdL9cT3fq1CkyMjJo0qQJaWlp1K5dm2PHjhEdHQ3AtWvXmD9/PtOnT6d79+6aboMkfNO/pY8qisLy5ct58803CQsLc0uh+Ge8qU2vXbtGYmIiGzZsYO3atSxdupQrV66Qn5/P5cuXqVmzJllZWTetIl8SpPAWQgghhLiFo0ePUrt2ba1jeJWUlBTKlClz0+uZmZn4+/sTEhKiQSoh/sPb+2heXh7btm2jY8eOWkdReXKbFhQUcPjwYZo0aQKAzWbj9OnT1K5dG4vFwtq1a3n00UcJCAgo8SxSeAshhBBC3MBms3HhwgWqVaumdRSvdOTIEc1XWxfidqSP/vO8uU2tVitGo7HEf46MnRJCCCGEz9iyZQs///xzsa/vvvuOVatWkZ2dDcCXX35J/fr1GTJkiMZpvcOlS5fo1asXLpeL9PR0mjRpwqpVq4odk5eXpz5xEsLdvLGP2mw2HnjgAZYtW6Z1lFvy9DZNT09n5syZLFiwgIULFzJr1izS0tJISUm56dikpCS3LAYnT7yFEEII4TP0ej3ly5fnj5c/Op2Ob7/9lpo1awKFT28aNWpEQUGBFjG9wt69e3n//fd57bXX6NOnD/Xr18fhcHDu3Dn69u2LyWRCp9MxcOBAbDYb4eHh0p7Crby9j+r1eqZNm8ZLL72kdRSVt7TphQsXqFOnDg8//DAAGzduZP/+/Tz88MNUqVKFOXPmUL58eQD27NlDixYtSnzROtnHWwghhBA+w2AwkJycfMv33n77bfXCKzc3F5fL5c5oXicoKIhvv/2WgQMHMnHiRHr16kXNmjVZs2YNNWrUoG3bthw8eJCzZ8/SpUsX/P39tY4sfIy399GAgAACAwO1jlGMt7RpUFAQsbGxLF26FEVRqFevHsHBwbhcLqpVq8Ydd9zBN998Q5MmTQgPD3fLIppSeAshhBDCZ+h0OgB+++03nnjiCapXr05cXByVK1dW5yjqdDpMJhNffPGFxmk9W0xMDNWqVaN9+/bEx8fzwgsvkJSURPny5YmOjiYpKYkqVargdDrp0KEDBoNB68jCx3h7H/Xz83PLatv/DW9p0+DgYJKTk9URTunp6YSGhgLw/vvvc/fdd9OpUycOHz6Mv7+/WxZXkzneQgghhPA5UVFRPPvss7Ru3ZrSpUtz5MgRDh48yJw5cyhVqhSvvvoqXbp00TqmRzMajfTq1Yv9+/dz9uxZJkyYgM1mQ6fTqTc4DAYDU6ZM4dy5c+prQriLt/dRTyy8vaVNAwMDqVChAleuXOHq1askJCSQm5ur5gkNDSUzM5Nx48aRn5+PyWQq8Uye9S8phBBCCFGCnE7nTfMlFUXBZDLx3XffceLECZ588kl+/fVX5s6dq1FK7+Dv788HH3zArl27uO+++2jVqtVNczldLhe7d+/m/PnzN82rF6KkeXsf1el0bhkC/d/wljZ1uVykpKRwzz33AJCcnEynTp24ePEi586dY9iwYaxevZrHH3+cnj17EhERUeKZPOtfUgghhBCiBL3wwguEh4cTERFBeHg44eHhBAYGYjabcTqdJCYmsnXrVjZt2sTMmTO1juvRTCYTFy5coGPHjnz99dfUrFmThIQEzGYzubm5zJgxA4fDwXvvvcfBgwdlzrxwu39DH/W0p/De0qY2m43o6Gjmzp3LnDlzKFOmDJMmTaJq1aosXryYNWvW8NBDD1GxYkW++eYbqlatWuKZZFVzIYQQQvgUs9lM06ZN2bVrF35+fpQqVYqrV68SFBTEo48+SunSpXnsscfo2rUr586dIzo6WuvIHsnpdOLv74/ZbObVV19l6dKl3HnnnZjNZqKiooiMjMTf35958+ZhtVqJjIzEbDZrHVv4EG/vo5GRkXzwwQcMGDBA6ygqb2nTq1evUrNmTZ588kkURWHx4sXs27ePqKgoWrduTbdu3Rg5ciQ9evTg8OHDdO3alYkTJ5ZoJhlqLoQQQgifsWbNGqpXr86ZM2dIT0/HaDRit9sJCgriiy++ICoqig8//BCj0cibb74pRfdfKNpjuGXLlvTo0YO77rqLdu3aUa5cOebMmaMeZ7VasVqtWsUUPsyb+6jT6fTIp/De0KZGo5GJEycSEhKCzWbj1VdfJTQ0lNDQUFasWMGRI0cAGDNmDE8//TRdu3Yt8UzyxFsIIYQQPuHatWtUqlQJo9FIbm4u/v7+6qJAZcuWJTg4mI8//ph7771X66he4/r16zzwwAO8//773HPPPeTk5HDw4EH0ej1Nmzbl8OHD3HHHHQCcPXvWLcM5hbiRN/fRoKAgPvjgAwYNGqR1lGK8pU0PHjzIpk2b1P28FyxYgKIoxRasy8rKYu7cuRw9erTE88gTbyGEEEL4hNKlS6uLAAUHB5Ofn4/T6SQ8PJykpCQOHz7MtGnT6N+/P5MmTaJv374aJ/Z8AwYMQK/X06BBA6BwL/TvvvuOPXv2sHr1avX9Jk2a0KRJE4YPHy6jCIRbeXMftdlsWCwWrWPcxBvadOfOndx33320adOGKlWqALBkyRIKCgqKZVEUhbS0NI4dO0atWrVKNJM88RZCCCGET8nLy6NNmzZs27YNf39/db6i0WgE4IcffqBPnz488sgjxYZNiputWLGCVq1aERsbi8vlokaNGnz88ce0adMGKBwqu2vXLlavXs3u3bvZtm2bxy0WJf7dvLWP2mw2TCYTkydPZvTo0VrHKcYb2lRRFMxmM8HBweprzZo1Y8yYMTz44IPFjp02bRrbt29nzZo1JZpJCm8hhBBC+CxFUTh8+DD16tUrtm3PyZMnuX79Oi1atNAwnfexWq3qDQwhPJE39dELFy6oOzB4Mm9pU4vFgr+/PwaD4ab33PH/INuJCSGEEMJn6XQ6EhMTb9ort3r16lJ0/wWXy8XVq1eLvXbjhetbb73lUStEC9/j7X00Pj7e44pub25Tk8l0y6IbcMuNAym8hRBCCOET8vLyWLBgAZs2beLYsWM4HA5cLhfHjx/n6tWrXL16lWPHjgFw5MgRunTp4pErCnuKjIwMEhMT//T9qVOnYrfbgcKRBe+99546x14Id/CmPpqdnc2ECROAwnPVzJkz+fzzzzXJcjve1KaZmZkMHDiQa9euafLz/0gKbyGEEEL4BKfTyTPPPMPIkSNp3rw54eHhbNy4kTp16lC+fHnKlSvH3XffzdatW2nQoAFXrlzhypUrWsf2WEFBQYSEhABQt25dIiMjiYyMpE6dOgAEBgYSFBQEwE8//cTYsWPJy8vTLK/wPd7UR10uFx9//DHXrl2jZs2a6PV6rFYrTz75JM8884z6NWjQIE3XnvCmNtXpdCxcuJBPPvlEk5//R1J4CyGEEMInBAcHExISwqFDh8jIyODee+9l3bp1BAUFqfvlBgYG0rBhQ3744Qd27txJ+fLltY7tsQICAvD39wcKn2z9/vvv/Pbbb+rTruDgYA4dOgQULsb05JNPEhMTo1le4Xu8qY+GhIQQGhpKREQEYWFhBAYGEhgYyMaNG7HZbGRmZrJx40aio6N57rnnyMnJ0SSnN7Vp0fDx2bNnc+LECU0y3Ei2ExNCCCGET/Dz88PhcHDq1CmqVavGyy+/TNWqVfnqq6/UY/z9/QkPD6dFixakp6d7zLZCnshgMKAoCtevX0en0xEQEIDL5VLnyxsMBrp06cKQIUNYu3YtW7Zs0Tix8DXe1EcVRcFkMmE0GjGZTAQEBGA0GomOjqZTp06kpqZy5swZJk6cSEpKCg6HQ5Oc3tSmRft1T5w4kd69e7Nr1y71poEW5Im3EEIIIXyCoigUFBTQtm1b4uPjOXXqFBUrVsThcKAoCk6nE4fDwblz56hfv746dFLcmk6n48KFC7Ro0YLTp0/TvHlzWrRooW4bpNfrOXr0KBs2bCAuLq7E98gV4o+8pY+6XC5CQ0M5cuQIYWFhHD58mGeeeeamRR+hsLD97LPPiIqK0iCp97RpURadTsfAgQMpVaoUI0aM4Pr16zd9paamuuVGhhTeQgghhPAJ+fn56PV6kpOTWbRoEe+//z7PPPMM+fn5+Pn54e/vT15eHhEREQwdOlSe0P4NVatW5eTJk9SqVYuTJ09y6tQpdDodhw8fRqfTERwczIMPPsjZs2dlfrfQhDf0Ub1ez5EjR6hevTq//fYbtWrVYvLkybhcLo/YU/yPvKFNb+R0OpkzZw7z5s2jbNmyN32VKVOGMmXKkJaWVqI5ZKi5EEIIIXyCXq/n008/xel00qpVK7Zv386QIUNIT09Xt+zJzc0lPDycwYMHe8xKuJ4sPz+fDRs2kJuby8aNG1EUBZfLxcCBAzl37hwul4utW7dSsWJFVq9eTb9+/bSOLHyMt/TR+Ph4HA4HcXFxOJ1OQkND1bndP/74Izk5OWRkZLBo0SIATT9L3tKmUDjSyWazUaVKFZYvX47D4SAiIqLYtmIFBQX07t2bX375hc6dO5dYFim8hRBCCOETgoKCWLNmzU1b9HTp0gUoHO5Zs2ZNpkyZwp133smFCxc4ffo0lStX1iKuV8jKymLx4sXFCgKdTsf3339P7dq1adWqFRcvXmT8+PFs3rxZCm/hdt7SR/Py8sjOziYtLQ2LxUJBQYF6Tjp16hQAtWrVYsmSJeTl5Wn6WfKWNlUUBQCbzUZwcDCdOnX602PLlClT4tueSeEthBBCCJ9x/vx5xo4dS1hYGKtXr+b69esMHjwYRVHo3bs3Y8eOJTIykuXLl1OzZk3CwsK0juyxFEWhbNmyLFu2jDvuuINly5YBULNmTcLDwzGZTAwdOpQ1a9ZQv359Jk+erHFi4Wu8qY/6+/szbtw4oqOjOXv2LG+99Rb+/v4eN+XFm9q0aN622WwmMjLytsdu2LCBSpUqlWgeKbyFEEII4TMMBgP33nsvkZGR/P777xiNRtq2bQuAyWSiXr16OBwOGjRooOnqt97A4XDgdDqBwidKvXv3BlBfs9vt9OzZky5dunDt2jXOnTuH0+ksNsRTiJLkTX00JCSEixcv0rFjR77//nsGDx6M2WwGYP369VSsWJH69eu7PdcfeVOb2u12dDod+fn5f3lsSRfdIIW3EEIIIXxIfn4+Dz74IH5+fly+fBmr1crevXsBuH79Oj169GDo0KEMHz6c5557jsGDBxMREaFtaA9ltVrJzc0FYPz48TgcDux2Ow8//DBQOG/SarViMpkICQmhTJkyZGdna7Yas/A93tRHv/rqKxYsWMB3330HwKRJk8jOzmb27NnMmjWL77//npo1a9KrVy8ee+wxatas6faM4F1tarFYUBSFrKwst//sW5HCWwghhBA+48MPP8RoNN7yPUVRsFgsdOjQgfDwcJ5//nlatWpF06ZN3ZzSO+h0OoYPHw5At27dbnq/Zs2a6gV4WFgYp0+f/tO2F6IkeFMfbdCgAWvWrKFOnTqkpaWxZMkSjh07htFoZNOmTVy7do358+czffp0rly5wqxZszTJ6U1tGhoaytdff01CQoImP/+PdErRrHMhhBBCCKGy2WwEBARoHUMI4YNSUlIoU6bMTa9nZmbi7+9PSEiIBqnE/0L28RZCCCGET7NYLGzfvr3Ya0VPv8Vfs9ls7N+/n/3795OdnQ3AsWPH/ta8SiHcwRv7aJkyZThy5MhNr0dGRnpE0e2NbXorycnJTJ48mfPnz5f4z5LCWwghhBA+p2LFikRFRbFlyxYyMzN56KGHir0/Z84cdZsxcWtOp5MzZ86QmZlJ06ZN6dq1K7t27QLgpZde4rfffuPs2bNcv36d9PR0jdMKX+RtffTSpUv06tULl8tFeno6TZo0YdWqVcWOycvLo0mTJhol9J42tdvtfPbZZyxatKjY1/z58/nss8/U43755ReWL1+uLrJZkmSOtxBCCCF8jsPhYMmSJTRu3JjAwEBcLhfffvst7dq1w2w2M378eHV/WnFrubm5tGjRgnPnzlG9enV+/PFHAH7++WdCQkLw8/MjISEBnU6HoigkJiZy4MABbUMLn+ItfXTv3r28//77vPbaaxw9epT+/fvjcDioW7cuKSkpzJ8/H51Ox8CBAwkICODw4cNuz1jEW9oUYNCgQTz88MP8cWZ1XFwcAwcOBKBXr160a9fulsP6/2lSeAshhBDC5wQEBHD33XerK5Y7nU6eeeYZwsPDady4MW3atKF9+/bahvRwgYGBBAcHYzKZ0Ol0rFixgqCgIObOnUuVKlUwmUwkJCRw4MABzGYz8fHxHD9+XLPVmIXv8ZY+GhQUxLfffsvAgQOZOHEivXr1ombNmqxZs4YaNWrQtm1bDh48yNmzZ+nSpYumWx16S5v6+/tjMplYvXr1Lbcz++abb9Qn8mlpaW5pUym8hRBCCOETUlJSeOaZZ6hQoQJ6vR673U7//v2ZMGEC0dHRnDt3jnnz5jF48GBWrFihdVyPFxAQoF6s+vkVXlLqdDp0Oh1+fn4YDAaCgoIIDg4mODiYgwcPUr16dS0jCx/jLX00JiaGatWq0b59e+Lj43nhhRdISkqifPnyREdHk5SURJUqVXA6nXTo0EGTPbGLeEubFuUCGDduHKtXryY+Pp6KFSvSoEEDdu7cSUFBAYqioNfrGT9+fInnkcJbCCGEED4hJiaG6OhoOnTowMaNG7l+/ToXLlygdu3aBAYGkpqaSkhICDVq1GDMmDE8+uij6oWbuJlOp1MLAL1ez7333oufnx+RkZGsXr0avV7P1atXqVChAi6Xi5YtW7J8+XKNUwtf4i191Gg00qtXL+bOnUtiYiJOp5NVq1apBS2AwWBgypQpvPHGG5QvX97tGYt4S5veqGfPnrRo0QKz2UxKSgq//fYbO3fupEKFCkyaNMltW0bKdmJCCCGE8Dnx8fEcOHCAqKgoUlJSqFKlCjExMeh0OlatWsXTTz/NG2+8waOPPqp1VI8WGBhItWrVOHPmDFWrVsXpdBIXF0eFChUICQlh27Zt7Ny5E6fTiaIoHrEas/At3tBHCwoKqF27Nk2bNuW+++6jVatWtGnThgsXLlCxYkWSk5OpWrUqX3zxBefPn2fw4MFkZma6PWcRb2hTh8NBaGgoH3/88U3vBQQE0LNnT5YuXcrw4cOZMGECQ4cOLfFM8sRbCCGEED6noKCAgQMHMnLkSBITEzGZTBw4cIBZs2Zx55130rdvX7744gspvP9C2bJl+fTTT3niiSeYN28eNpsNg8HAJ598Qm5uLpmZmXz77be4XC7CwsJo06aN1pGFj/GGPmoymbhw4QITJkzgq6++YtCgQdxzzz2YzWZyc3OZMWMGDoeD9957j6pVq+Jyudye8Ube0KZ2u5327duzfv36Your5ebmoigKPXv2pE+fPtSpU4dWrVoRHh5Onz59SjSTbCcmhBBCCJ/z+uuvU79+fUqVKoXFYqFv375ERUUxduxYAO644w6uXbumcUrP5nK5CAgIoEmTJgQGBnLy5EmSk5MZN24cACNHjkSv17N69WpWr17NDz/8oHFi4Wu8pY8WFdLdunWjcuXKhIWFYTAYaNeuHS1btmTfvn3cf//9fPXVV7z55pvY7XZNchZl9YY2DQwM5P333+f8+fMsWLCAFStWsGjRIipWrMjatWsB6Ny5MydPnmTmzJkMHjyYlJSUEs0kT7yFEEII4TMsFgsmk4mnn36a0NBQJkyYQE5ODqtXr+all14iPj4egGbNmkmh+BfsdrtaADgcDrV4yM7OpnTp0rhcLiIiIli4cKGGKYUv86Y+umzZMgBatmxJjx49uOuuu2jXrh3lypVjzpw56nFWqxWr1apVTK9q09KlS7Nv3z51qHtgYCCLFi3ik08+AaBBgwasXbuWpUuXkp2dXeJbiknhLYQQQgif4HK5KFOmDAkJCej1ehRF4a677gIKh563adOG6OhooHCxo6eeeor+/ftrGdmjmc1m8vLy1Ivv+Ph4dDod9erVIzc3F7vdzunTp+nUqZP636xbt07DxMLXeEsfNRgMtG7dmhYtWvD+++/TvHlzcnJyGD9+PHq9HqfTyeHDh7njjjsIDQ3l5MmTbs9YxFvaFAq3aVMUhbCwMPU1m82mfu9wODCZTDgcDp577rkSzyOFtxBCCCF8gtPp5NNPPyUiIgK9Xs9DDz3Eu+++CxQ+RerWrRsff/wx/v7+7N27l9GjR0vhfRsRERH8/vvv5ObmcvnyZT7//HM6duzIvHnzePDBBzGbzXz00UcEBQUBhXMrhXAnb+qjAwYMQK/X06BBAwDefvttvvvuO/bs2cPq1avV95s0aUKTJk0YPny4eqPQnbypTfPz8wE4dOgQer0el8tFtWrVin1fv359Vq1aRY8ePUo8jxTeQgghhPAJ/v7+dOvWDYC8vDyioqJo1aqV+v4dd9zBpUuXGDBgAKVLl5ZC8S/odDpiYmLIzc1l4sSJAOo2R8899xxVq1Z12zY9QtyKN/XRJ554glatWhEaGorL5WLFihXqityPPfYYnTt3ZteuXeq8aXfsO30r3tSmqampNG/enNjYWIKDg7FYLPTq1YuyZctiMpkAuOuuu9i6datbCm/ZTkwIIYQQAjh58iRxcXGy5ZUQQnNWqxWj0ah1DPEPklXNhRBCCOEz7HY7ixYtuuXT7OrVq0vR/X+QlpbGwIEDNV1pWYjb8fQ+6nK5uHr1arHXbiy633rrLcxms7tj3Zant6knkifeQgghhPAZNpuNwMBALl++XOIr2PqKa9euERcXx6VLlzh06BABAQE3HaPT6ahevTrlypXTIKHwdZ7eR9PS0qhduzbXr1+/5fsRERFcuHCB8PBwFEXh/fffZ+jQoQQGBro56X94epsWOXXqFDqdTs3ncrk4ePAg165dw9/fHwBFUbBarQwdOrREs8gcbyGEEEL4jICAAPz8/AgODub69et8+OGHBAUFodPpih3n5+fH/fffry50JP6cyWTCz8+Pq1ev8swzzxAcHHzTMXa7nczMTK5fv47BYNAgpfBlnt5Hg4KC1NE2devW5fLlywDExcVx5MgRAgMD1cXKfvrpJ8aOHUu/fv00Lbw9vU2LzJkzh+nTp6PT6VAUBZ1Oh16vp3r16gQEBOByuThy5AgJCQklXnjLE28hhBBC+JTQ0FAyMzPJyMggPj6eDh06sHnzZtq3b6/+efjwYaKiovj111+1juvRpk2bxtChQ4mNjSUvL++2x5pMJn777TeqVavmpnRCeEcfdTgc1KlThxMnTlCnTh2+/fZbFEWhTZs2nDx5koSEBJYvX06jRo0YNmwYBoOBGTNmuDXjjbyhTYukpKTg5+eHv78/iqIQFRVFeno6kZGRQOFWkqGhoTgcjhLPIoW3EEIIIXxKaGgoubm5WCwWqlSpwpUrVyhbtixXr15V/1y2bBlTpkzh8OHDWsf1WCkpKSQkJKgFQ1ZWFtOnT2f+/PnqCAKn00l+fj7nz5/n1KlTUnQLt/KWPqooCjVq1GD79u20adOGrVu34nK5aNWqFcePH6dGjRpYLBaGDBnCrFmz2LJlC7Vq1XJ7TvCeNv0zBoMBp9N502s2m63En8rLUHMhhBBC+BS9vnBt2RvnJP5xqHnnzp3p1auXW3N5mzJlypCcnMz06dM5efIkAB06dCAxMVFtY0VR1L10PeniW/gGb+mjOp2OCxcu0KJFC5KTk2nevDmKouDnV1iq6fV6jh49SseOHYmLi9Os6AbvaVOA06dPk5CQ8JfHBQQEYLFYbjlc/p8kT7yFEEII4RMWLFhAhw4dqF27NpmZmUDhHMorV66ofxY98RZ/n9PpJCYmhoyMDF577TWMRuNNNzJ0Oh3169enc+fOGqUUvswb+mjt2rU5evQoDRo04MCBA+pry5cvp2fPnhw9epR33nmHd999l/Pnz2u+A4Ont6ndbsdoNBIQEFDsJmt+fv5NBXZ+fj6pqalERUWVaCZ54i2EEEIIn/Dpp5/y7LPP4nA4uHz5sqyw/Q+4fv06OTk5FD3HWbBgAQ899BC//PIL1apVIzs7G4vFQp06dZg6deott3EToiR5Sx/Nz89nw4YN5ObmsnHjRhRFweVyMXDgQM6dO4fL5WLr1q1UrFiR1atX069fP01ygne0qcPhYP369QQGBhZ7Et+2bVuSkpLU4xRFoWvXrlgslhLPJIW3EEIIIXzCpk2b+OabbxgwYABVqlSha9eu2O129uzZo/7pcDj49ddf1QvKu+66S+PUnuvatWvUrl2bnj17qu1lNBp5++23efnll+nZsyenT58mPT2d0aNHExUVhdPplFXNhdt4Ux/Nyspi8eLFZGRksGjRIqDwifH3339P7dq1adWqFRcvXmT8+PFs3rxZs8LbW9o0MDCQBx544JbvtWrVqtj3oaGhbim89SX+E4QQQgghPEBYWBi9evVCr9fz008/cfHiRdLT02nevDkOh4P27dvjcDho164d9957L02bNtU6skcrXbo0kyZNYsKECeqKwC6XC51OV+wLwN/fn3fffVeKbuFW3tJHFUWhbNmyLFu2jIoVK7Js2TKWLVuGoiiEh4djMpkYOnQoTZo0oX79+prutuAtbVokOTmZ1NRUzGazOu/carUWO8ZkMqnvlSR54i2EEEIIn+J0OmnYsCE///wzM2fOZNSoUUybNo0nn3yy2HF/vDgTNxsyZAi5ubnYbDYAzGYzo0aNYteuXWRkZJCVlYXFYiEtLQ1A0y2QhG/yhj7qcDjUlbZtNhu9e/cGUF+z2+307NmTLl26cO3aNc6dO6fp6BFvaNMiSUlJPPfcc+o+3lA47ejatWv4+/sDhaMNpPAWQgghhPgH2e12HA4HOTk5lCpViueee4769evz6KOP4ufnR//+/dVjjUajhkm9R15eHg6HA5fLxUsvvYTRaKRGjRrFjrFarWRlZWkTUPg8T++jVqtVnQc9fvx4HA4Hdrudhx9+GCjca9pqtWIymQgJCaFMmTJkZ2eX+GJgt+PpbVrk0UcfpV27duoCa7m5uRw5coRNmzapT+YTExPdchNDCm8hhBBC+AyHw0GfPn1wuVzqa61atWLVqlXq0xvx3zGZTIwZMwaXy8Vrr72mdRwhbuLpfVSn0zF8+HAAunXrdtP7NWvWVAvvsLAwTp8+rfmNQU9v0yJxcXE3vVa3bl169Ojh9iyynZgQQgghhBBCCFGCZHE1IYQQQvicG594/5nVq1e7IYn3stvt/Pzzz3/r2N9//51ly5aVcCIhivO2Pmqz2di/fz/79+8nOzsbgGPHjrll/vHf5W1tCnDu3DkaNmyo+bod8sRbCCGEED4nNTWVWrVqcfToUWJiYtS5fkUURSEwMJBx48YxevRojVJ6tvz8fGJiYjCbzaxcuZKFCxeq++VarVbq1q3L5MmT6dmzJwMGDKBnz55u2bJHiCLe0kedTifnz58nJCSEihUrUq5cOebMmUP79u3p2LEj48aNIzY2lpCQEAwGA9HR0W7PWMRb2hRg165dxMbGcuXKFVq1asWpU6dueZxOpyM2Npbg4OASzSNzvIUQQgjhcyIjI8nIyCA3N5crV64wfPhw3nzzTVq3bg3AiRMnsNlstGnTRuOknisoKIigoCCgcFVgPz8/evfura4cXKZMGcaNG4der6dWrVrq1kNCuIu39NHc3FxatGjBuXPnqF69Oj/++CMAP//8MyEhIfj5+ZGQkKCuzJ2YmMiBAwc0yeotbepwOGjWrFmx1cwTEhL+9Pjo6GiSk5MJDAwssUxSeAshhBDCJ1gsFsqVK0e5cuWw2+3odDpCQ0MxGo3s3r2bQYMGUb9+febOncumTZuoUaMGTZo00Tq2x9LpdOTn5zN8+HCys7OpXbs2Fy5c4Mcff6R06dLUrFmTRo0aMW7cOHJycpBBlsLdvKWPBgYGEhwcjMlkQqfTsWLFCoKCgpg7dy5VqlTBZDKRkJDAgQMHMJvNxMfHc/z4cWrWrOn2rN7SpgaDgWvXrhEREUFWVhbx8fGYzeZbHnvo0CEaNGjAwYMHadq0aYllksJbCCGEED7BaDSSmZnJunXrsNlsGI1GYmNjSUtLIygoiCNHjjBp0iTuuusunE4n48eP1zqyxzMajVSpUoWvv/6auLg4WrduTa1atcjMzOT48eOMGDECgPvvvx8oHML/x2H9QpQkb+ijAQEB6p7Sfn6F5ZlOp0On0+Hn54fBYCAoKIjg4GCCg4M5ePAg1atXd2vGG3lDm+p0OmJiYgDUofBF0tPT+eSTT9RpRKVKlWLw4MFUqFChRDNJ4S2EEEIIn1B0Idu4cWN1T1f4z4Wuv78/o0ePZvPmzRw+fJhHH31Uq6hewWq1oigKw4cPJyAggMmTJ6tDZIsutL/44gu6du2qLlQnRbdwJ2/pozqdTt1HWq/Xc++99+Ln50dkZCSrV69Gr9dz9epVKlSogMvlomXLlixfvtztOcF72vRGTqdTHfL+/PPP88knn9CwYUP69u1L+fLlKVeuHLNnzy7xHFJ4CyGEEMInuFwuFEVhzpw5xMTE0KBBA2rVqoXdbgdg27ZtPPfcc9SoUYNKlSrxxhtvMGPGDI1Tey6n08mgQYMA6NixI4mJiWrx4HA4MJvNNG7cmHfeeYfQ0FBMJpOWcYUP8qY+eubMGerXr8+ZM2fo3r07TqeTuLg4KlSowEcffURcXBw7d+7E6XRqOm3Dm9q0iNlsxuFw4HA46NOnDyNGjCA+Pt7tOWRVcyGEEEL4BJvNRp8+fTAajZw+fZpff/2VJ554gtdff50qVapQvXp1xo8fT48ePThx4gSJiYmcOXOGcuXKaR3dYxUtqlT0RKugoIA5c+ZQs2ZNTp8+zQMPPMCePXs4duwYHTt25Pz589oGFj7HW/polSpVWLZsGU888QQLFy7EZrNhMBj45JNPANi6dSszZszA5XIRFham6cKP3tKmABs2bOD69ev89NNPdOjQQR3SX8Rut6MoCj179izxLLKPtxBCCCF8QkBAACtWrGDJkiXs2rWLSZMmsWfPHnbt2kVYWBhHjhyhR48eANSoUYM777yTmTNnapzas+3cuZN27drx008/0aZNGw4cOKBudbRt2zauXLnCunXrWLp0KY0bN9Y4rfBF3tBHXS4XAQEBNGnShMDAQE6ePElycjLjxo0DYOTIkej1elavXs3q1av54YcfNMlZxBvatMg777zDRx99xPnz55k7dy7du3dn5syZ6lffvn35+uuv3ZJFnngLIYQQwmdcu3aNRx99lCVLllCxYkXS0tKIiYlRh0re6MMPPyQyMpJ+/fppkNQ7VKtWjePHj1OvXj0OHDhAo0aN+O233zCZTDRr1gxFUXA6nezYsYPNmzfTtm1brSMLH+MNfdRqtVK7dm3OnDlDYmIiI0aMQK/XM3PmTKpXr87o0aN5/PHH2b9/v9uz3Yo3tGmR+++/n2nTppGYmAgUriBfUFCgvh8ZGUlmZqZbssgcbyGEEEL4jKeffhq73U7ZsmUxGAwMGDCA48ePs2vXLr7//ntGjRpFly5deOyxxxg6dOhNwxJFcQ6HgwULFpCdnc3nn39OTk4OULgn7qhRowgMDGTq1KmMHDlSim6hCW/oo2azmby8PBwOBy6Xi/j4eHQ6HfXq1SM3Nxe73c7p06fp1KmT+t+sW7dOk6zgHW16oxtXNf/jQm/uXPhNhpoLIYQQwic4nU5KlSrFihUrCAwMZPbs2Xz77bdMmDCBMmXK0KZNG958801+//13WrduTVRUFN99953WsT3afffdx/bt22nXrh07d+6kefPmaqFw4MABevTowebNmzlz5gxr1qyRvbyF23lDH42IiOD3338nNzeXy5cv8/nnn3Pt2jXmzZtHXl4eZrOZjz76iP79+9O/f38ee+wxt2e8kTe0aRGz2awuAGcwGLBYLOrfDQYDWVlZGAwG3nrrrRLPIkPNhRBCCOGTtmzZwpYtW5g6depN7504cYKlS5cyYcIEDZJ5t+zsbN59910mTZoEwMWLF/nss89YuXIlBw4cULdvE0IrntpHc3NzWbRoEQANGzakadOmbNq0iYYNGxIbG6tJpr/LU9v0+vXrBAQE3PbJdm5uLkFBQURFRZVoFim8hRBCCCGEEEKIEiS3HIUQQgjhc86dO0eXLl3YuXMnRqNR6zheSVEU9u/f/7fmwev1eipUqEB4eLgbkglRyNv6aFpaGq+++ioff/yxx64v4S1tarfb2blzJ/fcc89fHvv777/z22+/0atXrxLNJE+8hRBCCOEzdu3aRWxsLFeuXKFVq1acOnXqlsfpdDpiY2MJDg52c0LvoSgKBoMBnU73t+ZwVqxYUfbxFm7lbX302rVrxMXFcenSJQ4dOkRAQMBNx+h0OqpXr065cuU0SOg9bZqfn09MTAxms5mVK1eycOFCdZE1q9VK3bp1mTx5Mj179mTAgAH07NkTi8VSopnkibcQQgghfILD4aBZs2bFLhgTEhL+9Pjo6GiSk5MJDAx0V0SvotPpMBqNnDlzhri4uNseu3v3bpo2bUpycjIVK1Z0U0Lh67ytj5pMJvz8/Lh69SrPPPPMLW/82e12MjMzuX79+i23QSxp3tKmQUFBBAUFAZCVlYWfnx+9e/dWz/1lypRh3Lhx6PV6atWqhcPhKPFMUngLIYQQwicYDAauXbtGREQEWVlZxMfHYzabb3nsoUOHaNCgAQcPHqRp06ZuTuo9blwwyeVycfjwYXQ6nXpzQ1EUEhMTiYuLY8qUKZQqVUrDtMIXeUsfnTZtmrqFYcOGDUlOTv7TY00mE2fPnqVatWpuTPgf3tCmOp2O/Px8hg8fTnZ2NrVr1+bChQv8+OOPlC5dmpo1a9KoUSPGjRtHTk6OW1Zel8JbCCGEED5Bp9MRExMDFN/XFSA9PZ1PPvmE0aNHA1CqVCkGDx5MhQoV3J7Tm9x4sWqxWGjYsCHx8fHqa8nJyRQUFFChQgVGjhypRUTh47yhj6akpPDmm2+yYsUKtaidPn068+fPV1fjdjqd5Ofnc/78eX777TfNim7wjjYFMBqNVKlSha+//pq4uDhat25NrVq1yMzM5Pjx44wYMQKA+++/Hyj8/yrJfb2l8BZCCCGEz3E6nerQwueff55PPvmEhg0b0rdvX8qXL0+5cuWYPXu2xik9n9PppKCgACh8Cgdw5MgRgoKCcDgcBAQE3HKeqhDu4g19tEyZMiQnJzN9+nROnjwJQIcOHUhMTFRvEiqKQn5+PoCmRTd4R5tarVYURWH48OEEBAQwefJkfvzxR+A/BfYXX3xB165dWb16NUCJFt0ghbcQQgghfJDZbMbhcOBwOOjTpw8jRowo9sRG/DWn04nVaiUzMxMoHEVQNNwUKPZ3IbTgTX00KiqKcePGMWvWLAAWLVqE0Wi8Kd/+/fupX78+nTt31iKm17Sp0+lk0KBBAHTs2JHExER1TrzD4cBsNtO4cWPeeecdQkND1RsIJUkKbyGEEEL4lA0bNnD9+nX69+/PqlWr8Pf35/Lly+zbtw8oXLxIURR69uypcVLPZjAYOHXqlDoc3+l0oigK69evx2g04nQ6gcI5oH8c2i+EO3hTH71+/XqxucYLFizgoYce4pdffqFatWpkZ2djsVioU6cOU6dOJTc3V5Oc3tKmQUFBXLp0iV69eqk3AgoKCpgzZw41a9bk9OnTtGzZkj179nDs2DF1GlJJksJbCCGEED7lnXfewWw2ExISwty5c9m2bRstW7ZU3//ll1949NFHpfD+G44fP86HH37IjBkzsFgstGzZkk8//RS9Xo/L5aJFixZYrVZZGV5oxhv66LVr16hduzY9e/ZUC2+j0cjbb7/Nyy+/TM+ePTl9+jTp6emMHj2aqKgonE6nJquag3e0KcDOnTsZO3Ysr7/+OuPHj2fSpElER0cDsG3bNq5cucK6devYs2cPjRs3LvE8so+3EEIIIXzK/fffz7Rp00hMTAQgMDBQna8IEBkZqQ6jFH/ulVdeYebMmXTv3p25c+eqW/cI4Sm8qY/OmTOH7t27Ex8fT15eHhUrVuTgwYPFCu+0tDTGjh2raU5vatNq1apx/Phx6tWrx4EDB2jUqBG//fYbJpOJZs2aoSgKTqeTHTt2sHnzZtq2bVuieeSJtxBCCCF8zo1DIP84H9ET5id6g759+zJ48GCqVq3KkSNHGDt27C33Hb7RokWL3JROCO/qo0OGDCE3NxebzQYUrkMxatQodu3aRUZGBllZWVgsFtLS0gCYMWOGJjm9qU0dDgcLFiwgOzubzz//nJycHACio6MZNWoUgYGBTJ06lZEjR5Z40Q1SeAshhBDCx5jNZhITE9UCW1GUYkM2i76fOHEir732mlYxPV79+vXVv/v7+1OlSpVi+/ve6MbFmIRwF2/ro3l5eTgcDlwuFy+99BJGo5EaNWoUO8ZqtZKVlaVNQLyrTe+77z62b99Ou3bt2LlzJ82bNyc3Nxe73c6BAwf48MMPSUtLIzg4mDVr1tC5c+cSvfEqQ82FEEII4VOuX79OQEDAbS+wcnNzCQoKIioqyo3JhBC+LDMzk/fff59x48b9aTEr/jfZ2dm8++67TJo0CYCLFy/y2WefsXLlSg4cOFCi7S6FtxBCCCGEEEIIUYJkbwchhBBC+AS73c7PP//8t479/fffWbZsWQkn+ne41aiArl27/u22FqKkeXof9cZzk6e3qaIo7Nu3j8OHD//l1++//052dnaJZ5In3kIIIYTwCfn5+cTExGA2m1m5ciULFy5UF1mzWq3UrVuXyZMn07NnTwYMGEDPnj2xWCwap/Z8VapU4cyZM1y8eJGKFStSUFBAdHQ0SUlJblmwSIi/4ul91BvPTZ7epkVrdeh0Ov5OuVuxYkXOnz9foplk8oAQQgghfEJQUJC69U1WVhZ+fn707t1bvSgrU6YM48aNQ6/XU6tWLRwOh5ZxvUJubi5ms5n4+Hjq1KnDxo0bWb58OeXKlaNhw4Z07twZg8GAoihERESwYMECrSMLH+MNfdTbzk3e0KY6nQ6j0ciZM2eIi4u77bG7d++madOmJCcnU7FixRLLJIW3EEIIIXyCTqcjPz+f4cOHk52dTe3atblw4QI//vgjpUuXpmbNmjRq1Ihx48aRk5Pzt56S+LJr167RvHlzADZt2kTt2rXJzMxk7NixDBs2DJ1Ox/bt23n//fcZPXo0s2fP1jix8DXe0ke96dzkLW0KFFsozeVycfjwYXQ6nfoUXFEUEhMTiYuLY8qUKZQqVapE88gcbyGEEEL4DKPRSJUqVdQhha1bt2bIkCG0bt2a7OxsRowYwTfffIPJZAKQ4vs2goODGTFiBAEBASxfvpzc3Fy6du3KgAED+Oqrr0hPTyc4OJj+/fsTHh7OI488onVk4WO8qY96y7nJm9r0xjayWCw0bNiQRx55hM6dO/PII49w5513YrfbqVChAiNHjlRHHZQUeeIthBBCCJ9gtVpRFIXhw4cTEBDA5MmT+fHHH4HCCzSdTscXX3xB165dWb16NUCJ7unq7UJCQhgyZAj16tXjo48+onLlyowZM4YXX3yR9evXYzQatY4ofJy39FFvOjd5S5sCOJ1OCgoKANQbFkeOHCEoKAiHw0FAQAABAQFuyyOFtxBCCCF8gtPpZNCgQQB07NiRxMREDAYDAA6HA7PZTOPGjXnnnXcIDQ1VL9TE7T3xxBOsX7+eEydOsGvXLrVQkJsWwlN4eh/1xnOTN7Sp1WolMzMTAL1eXyyfFlml8BZCCCGETwgKCuLSpUv06tVLveAqKChgzpw51KxZk9OnT9OyZUv27NnDsWPHiImJ0TixdzCZTKSkpPDuu+8ybdo0Ro8eDYDNZtM4mRCFPL2PeuO5ydPb1GAwcOrUKSpUqAAUFuKKoqhP5Z1OJ1A497toBfmSJnO8hRBCCOEzdu7cSbt27fjpp59o06YNBw4cIDo6GoBt27Zx5coV1q1bx9KlS2ncuLHGaT3ft99+C8CQIUM4fvw4K1asYOXKlTRu3Jjg4GAKCgpYt24deXl5JCUlaZxW+CJv6aPedG7yljY9fvw4L7/8MlA4x7tly5Z8+umnzJ49mzlz5tCiRQusVqvb8sg+3kIIIYTwGdWqVeP48ePUq1ePAwcO0KhRI3777TdMJhPNmjVDURScTic7duxg8+bNHrEfracym82ULl0ai8VCamoqERERAHzzzTcMHjyYHTt20KtXL/z9/XE6nZjNZvbu3attaOFTvKmPesu5yVva9JVXXmHmzJl0796duXPnlvjCaX+HDDUXQgghhM9wOBwsWLCA7OxsPv/8c3JycgCIjo5m1KhRBAYGMnXqVEaOHClF918ICgri5MmTjBgxgoYNG7J27Vrq1avHgw8+SM2aNZk9ezbbt2/XOqbwYd7UR73l3OQtbdq3b18GDx5M1apVOXLkCGPHjiU4OPi2/82iRYtKNJM88RZCCCGEz3j66aex2+3qPEqr1crHH39M1apVGTFiBB9++CFpaWk89thj9OzZk86dO3vMYkGebM6cOSxevJgdO3YAhfv79uvXj6tXr6qLRAmhJU/vo954bvL0Ni1y8uRJPv3002L7et+oaBG2BQsWlGgOKbyFEEII4dOys7N59913mTRpEgAXL17ks88+Y+XKlRw4cOBPL9ZEcRkZGURFRanf79u3jzvvvFPDREIU52191BvOTd7WplqSwlsIIYQQQvyf5OXlsXXrVkJDQ2+7MrDdbsdut9OhQwc3phNC+mhJkDb9v5HCWwghhBA+QVEU9u/fj7+//18eq9frqVChAuHh4W5I5r1SUlKIi4tTV1/+MxkZGVSvXp1jx465KZkQhbyhj3rbuckb2rRIVFQUGRkZxV7r2rUrzz//PPfcc49bs0jhLYQQQgifoCgKBoMBnU7H37n8qVixIufPny/5YF4sOzubyMhI8vLy/nTVYIvFQlBQEC6Xy83phPCOPupt5yZvaNMiVapU4cyZM1y8eJGKFStSUFBAdHQ0SUlJbl+kTvuJAUIIIYQQbqDT6TAajZw5c4a4uLjbHrt7926aNm1KcnIyFStWdFNC7+Pn56cu8JSXl8eyZcswGo1A4YV3v3790Ol0mi8CJXyXN/RRbzs3eUObAuTm5mI2m4mPj6dOnTps3LiR5cuXU65cORo2bEjnzp0xGAwoikJERESJL67254PyhRBCCCH+ZW5cjMjlcnHw4EEOHTrE4cOHOXToEAcPHkRRFOLi4pgyZQqlSpXSMK3nK7pohcKndoMHD2bXrl3s3LmT5557TuN0QnhPH/Wmc5M3tOm1a9do0KABULja+saNG8nMzGTs2LE8+eST6HQ6tm/fTufOndm9ezedO3cu8Uwy1FwIIYQQPiMkJISTJ08SFxeH2WwmJCSE+Ph49f3k5GQKCgoICAjQMKX3sFqtBAYGkpeXh8lkwmg0YrfbAQgNDSU3Nxer1UpQUBBOp1PjtMIXeUsf9aZzkze0aV5eHosXL2bKlCkMGDCAV155hUceeYRmzZrxzTffsGLFClq3bk1ycjK1atVyyzx0eeIthBBCCJ/hdDopKCgAwGQyAXDkyBHOnTvHqVOnUBTFIy5svZFery82tPTvzlcVwl08uY9667nJU9s0JCSEIUOG8MUXX3Dq1CkqV67MQw89xMSJE1EURR0a704yx1sIIYQQPsHpdGK1WsnMzAT+c8FYdNHoCXMSvc2NF9gWiwWn00nv3r1RFAWr1UpBQQEGg0HDhMLXeUMf9bZzkze0aZEnnniC9evXc+LECXbt2oWiKJq1pxTeQgghhPAJBoOBU6dOUaFCBaDwYldRFNavX4/RaFSHRLpcrtvuTSv+w+l0qhewiqIwa9YsdZXj1q1bSzsKzXlDH/W2c5M3tGkRk8lESkoK7777LtOmTWP06NEA2Gw2t2eRwlsIIYQQPuP48eN8+OGHzJgxA4vFQsuWLfn000/R6/W4XC5atGihzl8Uf83hcABw8eJFAgMDefDBB4u9f/36daxWq3pMUWEhhLt4Sx/1pnOTt7Tpt99+C8CQIUMYNmwYK1as4I477qBt27YEBwdTUFDAunXryMvLIykpiYcffrhE88jiakIIIYTwCa+88gozZ86ke/fuzJ0790/3nxV/35UrVyhfvvzfmtep0+lkgTXhdt7QR73t3OQNbWo2myldujQWi4XU1FQiIiIA+Oabbxg8eDA7duygV69e+Pv743Q6MZvN7N27t0QzSeEthBBCCJ9w+PBhgoODqVq1KkeOHGHs2LEEBwff9r9ZtGiRm9J5J4fDQU5ODiEhIbed02mz2cjIyKBcuXJuTCeEd/RRbzs3eUObAly9epURI0awa9cu1q5dS7169QC4//77adSoEVOmTHFrHim8hRBCCOFzTp48yaefflps79wbFS10tGDBAjcnE0L4Mjk3/fPmzJnD4sWL2bFjB1C4r3e/fv24evWqWxeBk8JbCCGEEEIIIcS/VkZGBlFRUer3+/bt484773RrBim8hRBCCCGEEEL8q+Tl5bF161ZCQ0Nvu9K63W7HbrfToUOHEs0jhbcQQgghfEpUVBQZGRnFXuvatSvPP/8899xzj0aphBC+Ts5N/6yUlBTi4uKIjo6+7XEZGRlUr16dY8eOlWgez9lkTQghhBDCDSIiIlAUheTkZAAKCgrYsGEDdrtd42RCCF8m56Z/VtHWaxcuXCA1NfWWXxcvXkRRlBIvukH28RZCCCGED8nNzcVsNhMfH0+dOnXYuHEjy5cvp1y5cjRs2JDOnTtjMBhQFIWIiAhZwEgI4RZybvrn+fn5odPpgMJh58uWLcNoNAJgsVjo168fOp1OPaakyRNvIYQQQviEa9eu0aBBA6BwVduNGzeSmZnJ2LFjefLJJ9HpdGzfvp3OnTuze/duOnfurHFiIYQvkHNTySi6UQGgKAqDBw9m165d7Ny5k+eee87teaTwFkIIIYRPCA4OZsSIEQQEBLB8+XJyc3Pp2rUrAwYM4KuvviI9PZ3g4GD69+9PeHg4jzzyiNaRhRA+QM5NJePGJ9nBwcHo9Xpmz57NnDlzCAgIwGQyuTWPFN5CCCGE8AkhISEMGTKEL774glOnTlG5cmUeeughJk6ciKIo6hBEIYRwJzk3lTy9Xl+sENfpdLh7jXGZ4y2EEEIIn/LEE0+wfv16Tpw4wa5du1AUxa3z/IQQ4lbk3PTPurGwtlgsOJ1OevfujaIoWK1WCgoKMBgMbssjT7yFEEII4VNMJhMpKSm8++675OTkMHr0aABsNpvGyYQQvkzOTf8sp9Op3rRQFIVZs2bRvn17OnTowMyZM2+7t3dJkMJbCCGEED7j22+/BWDIkCEcP36cFStWsHLlSho3bkxwcDAFBQWsW7eOvLw8kpKSNE4rhPAVcm765zkcDgAuXrxIamoqDz74IK1bt6Z169Z06NCB69evq1u3Xbx4scTz6BR3D24XQgghhNCA2WymdOnSWCwWUlNTiYiIAOCbb75h8ODB7Nixg169euHv74/T6cRsNrN3715tQwsh/vXk3FQyrly5Qvny5f/WfG6dTofT6SzRPFJ4CyGEEMJnXL16lREjRrBr1y7Wrl1LvXr1ALj//vtp1KgRU6ZM0TihEMIXybnpn+dwOMjJySEkJOS2c7ltNhsZGRmUK1euRPNI4S2EEEIInzNnzhwWL17Mjh07gMK9c/v168fVq1fdutiOEELcSM5N/15SeAshhBDCJ2VkZBAVFaV+v2/fPu68804NEwkhhJyb/q2k8BZCCCGEz8jLy2Pr1q2EhobedkVbu92O3W6nQ4cObkwnhPBVcm7695PCWwghhBA+IyUlhbi4OKKjo297XEZGBtWrV+fYsWNuSiaE8GVybvr3k8JbCCGEED4jOzubyMhI8vLyCAoKuuUxFouFoKAgXC6Xm9MJIXyVnJv+/fy0DiCEEEII4S5+fn7odDqgcGjnsmXLMBqNQOFFbb9+/dDpdOoxQgjhDnJu+veTJ95CCCGE8BlFT4zy8vJwOp1EREQwaNAgFEXhs88+Izs7G51OR1BQUInv6SqEEEXk3PTvJ4W3EEIIIXyG1WolMDCQvLw8TCYTRqMRu90OQGhoKLm5uVitVrm4FUK4lZyb/v3+fMk8IYQQQoh/Mb1eX2zYpk6nQ55HCCG0JuemfyeZ4y2EEEIIn3HjxavFYsHpdNK7d28URcFqtVJQUIDBYNAwoRDCF8m56d9PCm8hhBBC+Ayn06k+SVIUhVmzZqkrCLdu3fq2++cKIURJkXPTv5/M8RZCCCGEz8jOziYqKoqjR48SGBh4y2OsVis1a9bk/PnzVKhQwc0JhRC+SM5N/35SeAshhBDCZ1y5coXy5cv/rTmTOp1OFjESQriFnJv+/WSouRBCCCF8RmxsLGlpaYSEhNx2vqTNZiMjI8ONyYQQvkzOTf9+8sRbCCGEEEIIIYQoQTJLXwghhBBCCCGEKEFSeAshhBBCCCGEECVICm8hhBBCCCGEEKIESeEthBBebt++fcTExHDlypW/PNbpdHLPPfcQGRnJ5s2befPNN5k2bdp/9fN+/PFHHnroof9r3L9l9uzZ9O/fH4ABAwawcuXKv/3fLly4kGeffbakoqlul2v58uWkpqb+6X+blJTE+fPn/9bPcTqdTJo0iUqVKhETE8PAgQPJzs7+2zn79OmDn5+f+vXggw/+6bFt27Ytdqyfnx86nY6vv/4agEqVKvH/2rvToKauNg7gf1ZZElSsyiKyyCCCWIsIHVsRq7YuOMGlboAohGWsZVS2Ckpbi1bEHaRaKmAUOggqKkitIiLQihYEFJTBskQZIhKtEUZQlvcDw30JCSRgaas+v5l8yLnnnHtOEmZ4znYbGhrkvndPff12jIyMoKysDFVVVbBYLEyfPh3Xr1+Xq959+/ahvLxc6rXu39P48eORk5MjNd+2bdvg7e0t9dr169eRmprKvBeJRHB2dgaLxYKenh7Cw8PF8hcXF8PBwQFsNhuTJk3CxYsXxa6npqbCq31ePwAAD+JJREFUzMwM6urq+OSTT1BRUSFXP19H13OA5fl7j42NhbKyMiZOnCgzb0RExGv9Jggh5F1BgTchhLzh2Gw280+8LMXFxWhqaoJAIMCHH374D7RuYJKTk/H555//280YsLKyMhw6dKjX63v27EFVVZVcdW3fvh25ubnIy8tDeXk5lJSUsHbtWrnbUlpaij///BOtra1obW1Fenp6r3kzMzOZfK2trcjNzYWVlRWcnJzkvt/rEAgEePnyJerq6uDp6YlFixZBKBTKLPfs2TMsWrQIz58/7zOfu7s7YmNjJdLb29sRGxsLLy8viWtNTU1wdXVFa2srk+bl5QUVFRXU1tbi999/R0pKCo4cOcLk53A42LBhA4RCIRISEhAQEMAMDNy+fRve3t6IiYnBs2fPsGzZMsydOxfNzc0y+/k6srKyEBoaKlded3d33L9/X2a+kpISbN269XWbRggh7wQKvAkh5A1nZmaGvLw8DB8+XGZekUgEXV1dDBkyBEOHDv0HWtd/jx49QklJCT799NN/uykDVlVVhejoaKnBVGFhIbKzs1FZWSlXXQcOHMCxY8egr68PbW1t/PDDD8jPz5frcTJtbW148OABxo4d2+8+AMB3332HkJAQKCgoDKj8QLHZbKxevRrW1ta4evWqXGWqq6uxZs2aPvO4ubnhzJkzEgH6pUuXoK2tjSlTpkiU2bRpk9ggSW1tLbKysnD48GEMHToUhoaG4PF4+P777wEAd+/ehYGBAZycnKCqqgorKytwOBxkZGQAAKKiohAYGIgZM2ZAVVUVPj4+mDp1KhITE+Xq53/Fy5cvJQYkCCGE9I4Cb0IIecM1NDTAyMgI1dXVmDhxIsrKyuDg4AANDQ3Y2NigsLAQQOeS9FmzZuHChQtQVlZGdna2RF2VlZVwcnICi8XCyJEj4evrixs3bsDBwQEAEBQUJFZHQUEBAODFixfw8/ODjo4O1NXVYW9vL7ZMuGuJcW5uLmxsbKChoYGZM2dKnfU9ffo0FixYAFVVVYlra9aswcmTJ7F9+3bo6elh+PDhCAoKQnt7OwBg+fLl8PDwQHR0NJSVlZnZUoFAAGdnZwwbNgxsNhsLFy4UW5rs4OCAyMhIjB49Grt27epXe6WpqqqCpaUleDyexLW9e/fCzs5OrroaGxvB5XIxevRoJk1ZWRm6urp49OiRzPKVlZUwMDAYUOBcWFiIyspKiZUHf/31F7y8vDBixAiw2WwsXboUfD6/3/XLo6OjA2w2W668/v7+KCsrYwJgaXR0dODg4ICkpCSx9JiYGHh6ekrkT09Px9WrV7F48WImLS8vD3PmzIGamhqTNmHCBLBYLFRUVMDS0hKPHj0Cj8dDS0sLbt68ifj4eOY7zMnJAYfDEbvP0qVLkZmZKbOPLBYL0dHR0NTURH5+PrOt4syZM5g0aRLU1NRgbm6OuLg4mXW9rpCQEFhZWWHMmDGDfi9CCHkbUOBNCCFvEaFQCDc3N4SHh0MoFMLHxwccDgevXr3ClClTkJmZifnz56O1tRUzZswQK1tbWwt7e3vY2tqiqqoKpaWlGDVqFNzd3Zk84eHhYnVMmTIF7e3t4HA44PP5yMvLQ319PTw9PcHhcMSC7/LycgQGBuLEiROor6+Hg4MDVqxYIdGH5ORkLF26tNc+hoWF4enTpygvL0dhYSGysrKYZb5JSUk4evQo1q1bh9bWVowYMQLPnz/HrFmzMG3aNPD5fNTW1sLJyQmzZ88WCxgPHTqEgoICbNq0qV/tlaampgb79u3D/v370dHRIfYZ5+TkYPPmzXLNeLNYLIn9w3w+Hw8fPoSJiYnM8qWlpaisrISOjg5MTEywe/dusfb0JSwsDMHBwVBUFP9XYdmyZbC2tsb9+/dRUVEBCwsL2Nvb/637fJ8/f474+HiUl5dj2rRpcpXR0tJCamoqIiIiJPZUd8flcnH06FHmfX19PTIzM7Fq1SqxfA0NDfDx8cHx48ehoaHBpPP5fJiamkrUO378eFRWVkJdXR3x8fHw8PCAmpoabG1tYWdnxwxg1NbWSnx3XWVlaW5uxqVLl1BXVwc7OzsAwOXLl7F//37weDw8ffoUMTExiIiI6PfZDf1x7do1pKSk9LmdghBCiDgKvAkh5C0iEAgQFRUFOzs7qKurg8vlQldXF0VFRTLL7tixA66urggODsbIkSMxatQobNmyReaS79TUVIhEIiQlJWHcuHFgs9lwdXVFZGQkE8QCncFoUlISzM3NwWKxsHXrVvD5fLFDyB4/foyioiJ89tlnvd5PX18fu3fvBpvNhrGxMb755hukpaX1mv/w4cNwdHTEF198AS0tLWhpacHDwwMBAQHYs2cPk8/DwwNjxoyBsrKy3O2VpqWlBR0dHZg8eTJMTEzE9lQfPHgQ3t7eMDMzk3v2vLu2tjasXbsW/v7+GDJkiMz8hoaGuHr1KmpqanDhwgUkJyfjp59+klnuzp07uH37tkQwCnSuOvDx8cHw4cOho6ODbdu2wdHR8W8J9PT19aGiogIzMzOcO3cOGRkZYLFYcpcfP348eDweXFxcev18582bhwcPHuDu3bsAgGPHjsHJyUli64WXlxc8PT1ha2srlv7ixQuxQLyLuro6Xrx4AT6fj5UrVyIuLg6NjY3Iz8+Hrq4us7y9vb1dYjCjq6wsbW1tCA4OhpaWFpPW2NiItLQ0TJ48Gerq6pg+fToyMjKwa9cuPH36VGad/SUSibBmzRrExcX9Z7erEELIfxEF3oQQ8hbR09NjZsK6mJqaQiAQyCybnZ0NFxcXifTly5f3WS4rKwvOzs4SwcSSJUtQUlLC7HOeOnUqDAwMmOuKioowNjYWa9vp06cxf/78PoPK7st+Adn9y87Oxr59+6Cmpib2CgwMxK1bt5h8kydPFisnT3ulqa6uZvZU+/n5MQFpU1MTEhIS4OPjA0NDwwEF3kFBQVBRUREb0OjLBx98AGtrawwZMgTm5uaIiYnB4cOHZZbbvn07vvrqKygpKUlc6/n5A4CLi4vUrQv9dfv2bejp6SE+Ph6nT5+GmZlZv+twdHSEr68vFi9eLDWYVVJSgpubGzPrffToUYll5vHx8airq0NISIhEeXV1dal794VCITQ0NLB37154enrCxcUFmpqasLW1haurK3MPRUVFiVUHXWXl8f7774u9nz9/vsRyfENDQ1hbW+PGjRty1dkfvr6+WLJkCbP9hBBCiHwo8CaEkLeItBkoVVVVtLS0yCyroKAg9zLk7trb25lZ4p71da9TnrbJc5p5z3rk6d+5c+fQ3Nws8bp27RqTp/ssorztlaaqqgpGRkYAOh/hJBKJUFBQgNjYWHA4HGhra0NDQwMdHR1oamrqs67uYmJikJaWhp9//llikENeJiYmePjwIYDO/c5djwzrfsJ9RUUF8vPzsXr1aql1DOZhWtra2jh+/Djc3d1RX18/4Hq2bNkCY2Njqfu2gc7VDQkJCcjMzISSkpLYcnY+nw8/Pz8UFhZCU1MTampqOH78OFatWoWAgACMHTtW6qBJVVUVTExMUF5ejunTp4tds7GxweXLlwF0zur33BPfVVYWNTU1ibMPBvI3O1Bnz55FQkICIiMjmQGsmpoajBkzBufPn//H2kEIIW8iCrwJIeQtMtCADOg8YOzEiRMS6T0PouppxowZUp9nnZaWBgsLC+YxZ7La9vjxYxQWFva5zFyeenr6+OOPpQYFcXFxTDAEQGJ2d6CfZVVVFQwNDZn3fn5+2LVrFyIjI7Fx40YmvbcATprLly8jNDQU6enpcp1eD3R+/t9++61YWm5uLjOLLBAImMeGdd+Lv2PHDvj7+0NFRUVqvdJO3+bxeH/bDKi9vT24XG6/HpnWk4KCAng8Hm7duiX1uzcxMYGFhQU8PDwkgvOxY8dCKBSipaWFGaBxdXVFYmIiIiIi8NFHHzGPXety584dtLS0wNTUFCYmJrh3755YncXFxRg5ciSAzt/jL7/8InY9JSUFs2fPltkvaSsQMjIyIBKJxNJqampQUFAgsUz+dXWdF9F98MrQ0BAPHz7EwoUL/9Z7EULI24YCb0IIIQCA4OBgJCQkYMeOHWhoaMDjx48RFhaGrKwssXyKiop49eoV837JkiVoa2sDl8sFn89HY2MjkpKS4O3t3a99v2fOnMHcuXPFToseiJ7tW7duHTIzM7Fz504IhUKIRCJERUUhNDQUlpaWr3UvabrPeAOdh5H99ttvsLS0FDuUy8jISK7Au6ysDM7OzkhOTsa4cePkboe1tTWio6Nx6tQptLS0ICcnB97e3ggKCuq1THV1Na5cuQIPD49e85w/fx779+/HkydPIBAIEBISgoyMDPj7+8vdNllCQ0MhEolw4MCBAdfBYrFw9uxZ5sT7njw8PCAQCODq6tqvevX19TFt2jRs3LgRjY2NePDgATw9PbFlyxYAwPr16xEWFoaLFy+iubkZRUVFcHNzw/r16wEAX375JcLCwpCfn49Xr14hNjYWJSUlWLly5YD6OXToUHA4HBQVFaG5uRk5OTmYN28eAgIC5BqkaWtrw5w5c5CTkzOg+xNCCJEPBd6EEEIAALq6urh27Rpu3rwJY2NjWFhYQCQSSRzGZW5ujtLSUmZPtJKSEtLT06GpqYmpU6fivffew8GDB3Hy5EmJJbd9SUlJkbnMXB7W1tZISUmBk5MTgM4l5FeuXEFxcTHGjRsHAwMD/Prrr7hy5Qp0dXVf617Lly9nlmsrKyujtLRUIvBWUVGBr6+vxL5sQ0NDmSdZ19fXY8GCBcyp6t3vJe1RZd3p6enh1KlTCA8Px7Bhw+Du7o6vv/4ajo6OvZYpLi7G5s2b+9xjn5iYiHv37sHU1BRmZma4f/8+cnJyMGLEiD7b06XrUXRdL2kDAUpKSkhISMDOnTtRUlIiV73SmJqaIjExsde96lwuV+52d3fkyBE8efIEOjo6sLW1xeLFi5nBigkTJuDHH39EYGAghg0bhhUrVoDL5cLX1xcAYGVlhcjISLi6ukJLSwsnTpzAhQsX5DosT5qZM2di8+bN4HK5zPe8YcMGBAYGylW+tbUV9+7dYx69RwghZHAodPyTm4MIIYQQKYRCIUxNTVFXV/faM96EvCvi4+Pxxx9/ICoq6t9uCiGEEBloxpsQQsi/rqGhAQcOHHgng+5Zs2aJzQB3fxUXF/darqamptdyNjY2/2AP/m/btm29tungwYMDrnegn9Gb5l3pJyGEvItoxpsQQggh5A1EM96EEPLmoMCbEEIIIYQQQggZRLTUnBBCCCGEEEIIGUQUeBNCCCGEEEIIIYOIAm9CCCGEEEIIIWQQUeBNCCGEEEIIIYQMIgq8CSGEEEIIIYSQQUSBNyGEEEIIIYQQMogo8CaEEEIIIYQQQgYRBd6EEEIIIYQQQsggosCbEEIIIYQQQggZRP8DkUSEbWyhx9oAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15\n","重要 1133\n","是的 901\n","不是 732\n","不重要 165\n","回答正确 20\n","问法错误 11\n","重要性不大 5\n","没有 4\n","是 4\n","是小男孩 3\n","否 3\n","回答问题时不需要使用\"答非所 2\n","有 2\n","是小男孩的 2\n","回答问题时没有按照规定给出正确的回应 2\n","回答问题前需要澄清一点——学生并不是 1\n","为了纪念他的爷爷 1\n","回答问题时出现了逻辑混乱的情况（如 1\n","回答问题时未完全符合要求（缺少 1\n","男 1\n","回答问题时不需要使用问号（？） 1\n","回答问题前需要澄清一点的是这个\" 1\n","为他的爷爷 1\n","回答问题前需要澄清一点事实细节吗 1\n","回答问题前需要澄清一点的是，故事 1\n","回答问题时不需要使用\"答\":回答 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col in columns:\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","\n","def calc_metrics_for_col(df, col):\n"," y_true = df[\"label\"]\n"," y_pred = df[col]\n"," try:\n"," accuracy = accuracy_score(y_true, y_pred)\n"," precision = precision_score(\n"," y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred)\n"," )\n"," recall = recall_score(\n"," y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred)\n"," )\n"," f1 = f1_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," except Exception as e:\n"," print(e)\n"," accuracy = precision = recall = f1 = np.nan\n","\n"," return accuracy, float(precision), float(recall), float(f1)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_81872/1650792675.py:19: 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([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"]},{"data":{"text/html":["
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repetition penaltymodelaccuracyprecisionrecallf1
01.00llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
11.01llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
21.02llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
31.03llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
41.04llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
51.05llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
61.06llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
71.07llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
81.08llama-factory/merged_models/internlm2_5-7b-cha...0.7666670.8098990.7666670.784816
91.09llama-factory/merged_models/internlm2_5-7b-cha...0.6423330.7946750.6423330.693413
101.10llama-factory/merged_models/internlm2_5-7b-cha...0.5310000.7862510.5310000.576413
111.11inflaton/InternLM_2_5-7b_LR_NV4080_rp1.110.4646670.8202750.4646670.493520
121.12inflaton/InternLM_2_5-7b_LR_NV4080_rp1.120.4303330.8534180.4303330.463769
131.13inflaton/InternLM_2_5-7b_LR_NV4080_rp1.130.3840000.8820750.3840000.435682
141.14inflaton/InternLM_2_5-7b_LR_NV4080_rp1.140.3306670.8804260.3306670.402140
151.15inflaton/InternLM_2_5-7b_LR_NV4080_rp1.150.2590000.8312010.2590000.343243
\n","
"],"text/plain":[" repetition penalty model \\\n","0 1.00 llama-factory/merged_models/internlm2_5-7b-cha... \n","1 1.01 llama-factory/merged_models/internlm2_5-7b-cha... \n","2 1.02 llama-factory/merged_models/internlm2_5-7b-cha... \n","3 1.03 llama-factory/merged_models/internlm2_5-7b-cha... \n","4 1.04 llama-factory/merged_models/internlm2_5-7b-cha... \n","5 1.05 llama-factory/merged_models/internlm2_5-7b-cha... \n","6 1.06 llama-factory/merged_models/internlm2_5-7b-cha... \n","7 1.07 llama-factory/merged_models/internlm2_5-7b-cha... \n","8 1.08 llama-factory/merged_models/internlm2_5-7b-cha... \n","9 1.09 llama-factory/merged_models/internlm2_5-7b-cha... \n","10 1.10 llama-factory/merged_models/internlm2_5-7b-cha... \n","11 1.11 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11 \n","12 1.12 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12 \n","13 1.13 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13 \n","14 1.14 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14 \n","15 1.15 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15 \n","\n"," accuracy precision recall f1 \n","0 0.785000 0.809111 0.785000 0.794725 \n","1 0.785000 0.809111 0.785000 0.794725 \n","2 0.785000 0.809111 0.785000 0.794725 \n","3 0.785000 0.809111 0.785000 0.794725 \n","4 0.785000 0.809111 0.785000 0.794725 \n","5 0.785000 0.809111 0.785000 0.794725 \n","6 0.785000 0.809111 0.785000 0.794725 \n","7 0.785000 0.809111 0.785000 0.794725 \n","8 0.766667 0.809899 0.766667 0.784816 \n","9 0.642333 0.794675 0.642333 0.693413 \n","10 0.531000 0.786251 0.531000 0.576413 \n","11 0.464667 0.820275 0.464667 0.493520 \n","12 0.430333 0.853418 0.430333 0.463769 \n","13 0.384000 0.882075 0.384000 0.435682 \n","14 0.330667 0.880426 0.330667 0.402140 \n","15 0.259000 0.831201 0.259000 0.343243 "]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(\n"," columns=[\"repetition penalty\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"]\n",")\n","for col in columns:\n"," accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n"," rpp = col.split(\"_rp\")[-1].split(\"0000\")[0]\n"," new_model_metrics = {\n"," \"repetition penalty\": rpp if len(rpp) > 3 else rpp + \"0\",\n"," \"model\": col,\n"," \"accuracy\": accuracy,\n"," \"precision\": precision,\n"," \"recall\": recall,\n"," \"f1\": f1,\n"," }\n","\n"," # Convert the dictionary to a DataFrame and concatenate it with the existing DataFrame\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","\n","perf_df"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot accuracy and f1 vs repetition penalty\n","import matplotlib.pyplot as plt\n","import matplotlib.ticker as ticker\n","import seaborn as sns\n","\n","sns.set_theme(style=\"whitegrid\")\n","\n","fig, ax = plt.subplots(figsize=(12, 6))\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"accuracy\",\n"," data=perf_df,\n"," ax=ax,\n"," color=\"blue\",\n"," label=\"Accuracy\",\n"," marker=\"o\"\n",")\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"f1\",\n"," data=perf_df,\n"," ax=ax,\n"," color=\"red\",\n"," label=\"F1\",\n"," marker=\"D\"\n",")\n","\n","for line_index, line in enumerate(ax.lines):\n"," # Get the data\n"," line_color = line.get_color()\n"," xdata, ydata = line.get_data()\n"," for index in range(xdata.size):\n"," ax.annotate(\n"," f\"{ydata[index]:.3f}\",\n"," xy=(xdata[index], ydata[index]),\n"," textcoords=\"offset points\",\n"," xytext=(\n"," 0,\n"," 5 if line_index % 2 == 1 else -12,\n"," ), # Adjusted for better visibility\n"," ha=\"center\",\n"," color=line_color,\n"," )\n","\n","plt.xlabel(\"Repetition Penalty Parameter\")\n","plt.ylabel(\"Performance\")\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"data":{"text/html":["
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repetition penaltymodelaccuracyprecisionrecallf1
01.00internlm/internlm2_5-7b-chat-1m_4bit_rp1.00.7830000.8089890.7830000.791868
11.01internlm/internlm2_5-7b-chat-1m_4bit_rp1.010.7830000.8089890.7830000.791868
21.02internlm/internlm2_5-7b-chat-1m_4bit_rp1.020.7830000.8089890.7830000.791868
31.03internlm/internlm2_5-7b-chat-1m_4bit_rp1.030.7830000.8089890.7830000.791868
41.04internlm/internlm2_5-7b-chat-1m_4bit_rp1.040.7830000.8089890.7830000.791868
51.05internlm/internlm2_5-7b-chat-1m_4bit_rp1.050.7830000.8089890.7830000.791868
61.06internlm/internlm2_5-7b-chat-1m_4bit_rp1.060.7830000.8089890.7830000.791868
71.07internlm/internlm2_5-7b-chat-1m_4bit_rp1.070.7830000.8089890.7830000.791868
81.08internlm/internlm2_5-7b-chat-1m_4bit_rp1.080.7796670.8092240.7796670.790029
91.09internlm/internlm2_5-7b-chat-1m_4bit_rp1.090.6940000.8069400.6940000.732054
101.10internlm/internlm2_5-7b-chat-1m_4bit_rp1.10.5320000.7907330.5320000.565008
111.11internlm/internlm2_5-7b-chat-1m_4bit_rp1.110.4703330.8029880.4703330.484614
121.12internlm/internlm2_5-7b-chat-1m_4bit_rp1.120.4380000.8545970.4380000.462956
131.13internlm/internlm2_5-7b-chat-1m_4bit_rp1.13000...0.4076670.8777390.4076670.448352
141.14internlm/internlm2_5-7b-chat-1m_4bit_rp1.14000...0.3593330.8851090.3593330.420441
151.15internlm/internlm2_5-7b-chat-1m_4bit_rp1.15000...0.3010000.8493740.3010000.378686
\n","
"],"text/plain":[" repetition penalty model \\\n","0 1.00 internlm/internlm2_5-7b-chat-1m_4bit_rp1.0 \n","1 1.01 internlm/internlm2_5-7b-chat-1m_4bit_rp1.01 \n","2 1.02 internlm/internlm2_5-7b-chat-1m_4bit_rp1.02 \n","3 1.03 internlm/internlm2_5-7b-chat-1m_4bit_rp1.03 \n","4 1.04 internlm/internlm2_5-7b-chat-1m_4bit_rp1.04 \n","5 1.05 internlm/internlm2_5-7b-chat-1m_4bit_rp1.05 \n","6 1.06 internlm/internlm2_5-7b-chat-1m_4bit_rp1.06 \n","7 1.07 internlm/internlm2_5-7b-chat-1m_4bit_rp1.07 \n","8 1.08 internlm/internlm2_5-7b-chat-1m_4bit_rp1.08 \n","9 1.09 internlm/internlm2_5-7b-chat-1m_4bit_rp1.09 \n","10 1.10 internlm/internlm2_5-7b-chat-1m_4bit_rp1.1 \n","11 1.11 internlm/internlm2_5-7b-chat-1m_4bit_rp1.11 \n","12 1.12 internlm/internlm2_5-7b-chat-1m_4bit_rp1.12 \n","13 1.13 internlm/internlm2_5-7b-chat-1m_4bit_rp1.13000... \n","14 1.14 internlm/internlm2_5-7b-chat-1m_4bit_rp1.14000... \n","15 1.15 internlm/internlm2_5-7b-chat-1m_4bit_rp1.15000... \n","\n"," accuracy precision recall f1 \n","0 0.783000 0.808989 0.783000 0.791868 \n","1 0.783000 0.808989 0.783000 0.791868 \n","2 0.783000 0.808989 0.783000 0.791868 \n","3 0.783000 0.808989 0.783000 0.791868 \n","4 0.783000 0.808989 0.783000 0.791868 \n","5 0.783000 0.808989 0.783000 0.791868 \n","6 0.783000 0.808989 0.783000 0.791868 \n","7 0.783000 0.808989 0.783000 0.791868 \n","8 0.779667 0.809224 0.779667 0.790029 \n","9 0.694000 0.806940 0.694000 0.732054 \n","10 0.532000 0.790733 0.532000 0.565008 \n","11 0.470333 0.802988 0.470333 0.484614 \n","12 0.438000 0.854597 0.438000 0.462956 \n","13 0.407667 0.877739 0.407667 0.448352 \n","14 0.359333 0.885109 0.359333 0.420441 \n","15 0.301000 0.849374 0.301000 0.378686 "]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["perf_df_4bit = pd.read_csv(\"results/mgtv-results_internlm_4bit_metrics.csv\")\n","perf_df_4bit"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[],"source":["perf_df_4bit[\"Accuracy (bf16)\"] = perf_df[\"accuracy\"]"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot accuracy and f1 vs repetition penalty\n","import matplotlib.pyplot as plt\n","import matplotlib.ticker as ticker\n","import seaborn as sns\n","\n","sns.set_theme(style=\"whitegrid\")\n","\n","fig, ax = plt.subplots(figsize=(12, 6))\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"Accuracy (bf16)\",\n"," data=perf_df_4bit,\n"," ax=ax,\n"," color=\"blue\",\n"," label=\"Accuracy (bf16)\",\n"," marker=\"o\",\n",")\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"accuracy\",\n"," data=perf_df_4bit,\n"," ax=ax,\n"," color=\"red\",\n"," label=\"Accuracy (4bit)\",\n"," marker=\"D\",\n",")\n","\n","for line_index, line in enumerate(ax.lines):\n"," # Get the data\n"," line_color = line.get_color()\n"," xdata, ydata = line.get_data()\n"," for index in range(xdata.size):\n"," ax.annotate(\n"," f\"{ydata[index]:.3f}\",\n"," xy=(xdata[index], ydata[index]),\n"," textcoords=\"offset points\",\n"," xytext=(\n"," 0,\n"," 5 if line_index % 2 == 0 else -12,\n"," ), # Adjusted for better visibility\n"," ha=\"center\",\n"," color=line_color,\n"," )\n","\n","plt.xlabel(\"Repetition Penalty Parameter\")\n","plt.ylabel(\"Performance\")\n","plt.legend()\n","plt.show()"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"pythonIndentUnit":4},"notebookName":"07_MAC_+_Qwen2-7B-Instructi_Unsloth_train","widgets":{}},"colab":{"gpuType":"T4","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}