diff --git "a/notebooks/04b_OpenAI-Models_analysis.ipynb" "b/notebooks/04b_OpenAI-Models_analysis.ipynb" --- "a/notebooks/04b_OpenAI-Models_analysis.ipynb" +++ "b/notebooks/04b_OpenAI-Models_analysis.ipynb" @@ -1 +1,3 @@ -{"cells":[{"cell_type":"code","execution_count":312,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[{"name":"stdout","output_type":"stream","text":["The autoreload extension is already loaded. To reload it, use:\n"," %reload_ext autoreload\n"]}],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":313,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\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":314,"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":315,"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":315,"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":316,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat datasets/mgtv data/open_source_models_few_shots_results.csv 2048\n"]}],"source":["import os\n","\n","model_name = os.getenv(\"MODEL_NAME\")\n","data_path = os.getenv(\"LOGICAL_REASONING_DATA_PATH\")\n","results_path = os.getenv(\"LOGICAL_REASONING_RESULTS_PATH\")\n","max_new_tokens = int(os.getenv(\"MAX_NEW_TOKENS\", 2048))\n","\n","print(model_name, data_path, results_path, max_new_tokens)"]},{"cell_type":"code","execution_count":317,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":318,"metadata":{},"outputs":[],"source":["model_name = \"openai\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":319,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 33 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 gpt-4o-mini/shots-00 3000 non-null object\n"," 6 gpt-4o-mini/shots-05 3000 non-null object\n"," 7 gpt-4o-mini/shots-10 3000 non-null object\n"," 8 gpt-4o-mini/shots-20 3000 non-null object\n"," 9 gpt-4o-mini/shots-30 3000 non-null object\n"," 10 gpt-4o-mini/shots-40 3000 non-null object\n"," 11 gpt-4o-mini/shots-50 3000 non-null object\n"," 12 gpt-4o/shots-00 3000 non-null object\n"," 13 gpt-4o/shots-05 3000 non-null object\n"," 14 gpt-4o/shots-10 3000 non-null object\n"," 15 gpt-4o/shots-20 3000 non-null object\n"," 16 gpt-4o/shots-30 3000 non-null object\n"," 17 gpt-4o/shots-40 3000 non-null object\n"," 18 gpt-4o/shots-50 3000 non-null object\n"," 19 o1-mini/shots-10 3000 non-null object\n"," 20 o1-preview/shots-10 3000 non-null object\n"," 21 o1-mini/shots-00 3000 non-null object\n"," 22 o1-preview/shots-00 3000 non-null object\n"," 23 o1-mini/shots-05 3000 non-null object\n"," 24 o1-mini/shots-20 3000 non-null object\n"," 25 o1-preview/shots-05 3000 non-null object\n"," 26 o1-preview/shots-20 3000 non-null object\n"," 27 o1-preview/shots-50 3000 non-null object\n"," 28 o1-preview/shots-40 3000 non-null object\n"," 29 o1-preview/shots-30 3000 non-null object\n"," 30 o1-mini/shots-50 3000 non-null object\n"," 31 o1-mini/shots-40 3000 non-null object\n"," 32 o1-mini/shots-30 3000 non-null object\n","dtypes: object(33)\n","memory usage: 773.6+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":320,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'gpt-4o-mini/shots-00',\n"," 'gpt-4o-mini/shots-05',\n"," 'gpt-4o-mini/shots-10',\n"," 'gpt-4o-mini/shots-20',\n"," 'gpt-4o-mini/shots-30',\n"," 'gpt-4o-mini/shots-40',\n"," 'gpt-4o-mini/shots-50',\n"," 'gpt-4o/shots-00',\n"," 'gpt-4o/shots-05',\n"," 'gpt-4o/shots-10',\n"," 'gpt-4o/shots-20',\n"," 'gpt-4o/shots-30',\n"," 'gpt-4o/shots-40',\n"," 'gpt-4o/shots-50',\n"," 'o1-mini/shots-10',\n"," 'o1-preview/shots-10',\n"," 'o1-mini/shots-00',\n"," 'o1-preview/shots-00',\n"," 'o1-mini/shots-05',\n"," 'o1-mini/shots-20',\n"," 'o1-preview/shots-05',\n"," 'o1-preview/shots-20',\n"," 'o1-preview/shots-50',\n"," 'o1-preview/shots-40',\n"," 'o1-preview/shots-30',\n"," 'o1-mini/shots-50',\n"," 'o1-mini/shots-40',\n"," 'o1-mini/shots-30']"]},"execution_count":320,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":321,"metadata":{},"outputs":[{"data":{"text/plain":["['gpt-4o-mini/shots-00',\n"," 'gpt-4o-mini/shots-05',\n"," 'gpt-4o-mini/shots-10',\n"," 'gpt-4o-mini/shots-20',\n"," 'gpt-4o-mini/shots-30',\n"," 'gpt-4o-mini/shots-40',\n"," 'gpt-4o-mini/shots-50',\n"," 'gpt-4o/shots-00',\n"," 'gpt-4o/shots-05',\n"," 'gpt-4o/shots-10',\n"," 'gpt-4o/shots-20',\n"," 'gpt-4o/shots-30',\n"," 'gpt-4o/shots-40',\n"," 'gpt-4o/shots-50',\n"," 'o1-mini/shots-00',\n"," 'o1-mini/shots-05',\n"," 'o1-mini/shots-10',\n"," 'o1-mini/shots-20',\n"," 'o1-mini/shots-30',\n"," 'o1-mini/shots-40',\n"," 'o1-mini/shots-50',\n"," 'o1-preview/shots-00',\n"," 'o1-preview/shots-05',\n"," 'o1-preview/shots-10',\n"," 'o1-preview/shots-20',\n"," 'o1-preview/shots-30',\n"," 'o1-preview/shots-40',\n"," 'o1-preview/shots-50']"]},"execution_count":321,"metadata":{},"output_type":"execute_result"}],"source":["result_columns = df.columns.to_list()[5:]\n","result_columns.sort()\n","result_columns"]},{"cell_type":"code","execution_count":322,"metadata":{},"outputs":[],"source":["# sort columns\n","df2 = df[\n"," [\n"," \"text\",\n"," \"label\",\n"," \"title\",\n"," \"puzzle\",\n"," \"truth\",\n"," ]\n","].copy()\n","df2[result_columns] = df[result_columns]"]},{"cell_type":"code","execution_count":323,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 33 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 gpt-4o-mini/shots-00 3000 non-null object\n"," 6 gpt-4o-mini/shots-05 3000 non-null object\n"," 7 gpt-4o-mini/shots-10 3000 non-null object\n"," 8 gpt-4o-mini/shots-20 3000 non-null object\n"," 9 gpt-4o-mini/shots-30 3000 non-null object\n"," 10 gpt-4o-mini/shots-40 3000 non-null object\n"," 11 gpt-4o-mini/shots-50 3000 non-null object\n"," 12 gpt-4o/shots-00 3000 non-null object\n"," 13 gpt-4o/shots-05 3000 non-null object\n"," 14 gpt-4o/shots-10 3000 non-null object\n"," 15 gpt-4o/shots-20 3000 non-null object\n"," 16 gpt-4o/shots-30 3000 non-null object\n"," 17 gpt-4o/shots-40 3000 non-null object\n"," 18 gpt-4o/shots-50 3000 non-null object\n"," 19 o1-mini/shots-00 3000 non-null object\n"," 20 o1-mini/shots-05 3000 non-null object\n"," 21 o1-mini/shots-10 3000 non-null object\n"," 22 o1-mini/shots-20 3000 non-null object\n"," 23 o1-mini/shots-30 3000 non-null object\n"," 24 o1-mini/shots-40 3000 non-null object\n"," 25 o1-mini/shots-50 3000 non-null object\n"," 26 o1-preview/shots-00 3000 non-null object\n"," 27 o1-preview/shots-05 3000 non-null object\n"," 28 o1-preview/shots-10 3000 non-null object\n"," 29 o1-preview/shots-20 3000 non-null object\n"," 30 o1-preview/shots-30 3000 non-null object\n"," 31 o1-preview/shots-40 3000 non-null object\n"," 32 o1-preview/shots-50 3000 non-null object\n","dtypes: object(33)\n","memory usage: 773.6+ KB\n"]}],"source":["df = df2\n","df.info()"]},{"cell_type":"code","execution_count":324,"metadata":{},"outputs":[],"source":["df_val = pd.read_csv(\"datasets/mgtv/val.csv\")\n","# df_val = pd.read_csv(\"datasets/mgtv/dev.csv\")\n","df[\"label\"] = df_val[\"label\"]"]},{"cell_type":"code","execution_count":326,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading existing data from: datasets/mgtv/gpt-4o-mini.jsonl\n"]}],"source":["df_batch = load_openai_batch_data(data_path, model=\"gpt-4o-mini\")"]},{"cell_type":"code","execution_count":327,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["--------------------------------------------------\n","custom_id: request-1\n","--------------------------------------------------\n","method: POST\n","--------------------------------------------------\n","url: /v1/chat/completions\n","--------------------------------------------------\n","body: {'model': 'gpt-4o-mini', 'messages': [{'role': 'user', 'content': '你是一个情景猜谜游戏的主持人。游戏规则如下：\\n\\n1. 参与者会得到一个谜面，谜面会描述一个简单又难以理解的事件。\\n2. 主持人知道谜底，谜底是谜面的答案。\\n3. 参与者可以询问任何封闭式问题来找寻事件的真相。\\n4. 对于每个问题，主持人将根据实际情况回答以下五个选项之一：是、不是、不重要、回答正确、问法错误。各回答的判断标准如下：\\n - 若谜面和谜底能找到问题的答案，回答：是或者不是\\n - 若谜面和谜底不能直接或者间接推断出问题的答案，回答：不重要\\n - 若参与者提问不是一个封闭式问题或者问题难以理解，回答：问法错误\\n - 若参与者提问基本还原了谜底真相，回答：回答正确\\n5. 回答中不能添加任何其它信息，也不能省略选项中的任何一个字。例如，不可以把“不是”省略成“不”。\\n\\n请严格按照这些规则回答参与者提出的问题。\\n\\n示例输入和输出: \\n谜面: 在甄家村里，有一个古老的传说：每年南瓜丰收的季节，南瓜田里总有一个最大的南瓜会不翼而飞，村民们对此现象困惑不解。请找出南瓜失踪背后的原因。\\n谜底: 真相原来与一位年迈的农夫有关。这位农夫年轻时，曾与一位美丽的姑娘相恋。他们约定在南瓜丰收的季节结婚。然而，命运弄人，姑娘在婚礼前的一场意外中离世。悲伤的农夫为了纪念心爱的姑娘，每年都会将最大的南瓜偷走，放到姑娘的墓前，以此寄托自己的哀思。这一行为延续了多年，成为了乡村里一个神秘的传说。\\n参与者提出的问题: 偷的人信神吗\\n回答: 不是\\n\\n谜面: 在甄家村里，有一个古老的传说：每年南瓜丰收的季节，南瓜田里总有一个最大的南瓜会不翼而飞，村民们对此现象困惑不解。请找出南瓜失踪背后的原因。\\n谜底: 真相原来与一位年迈的农夫有关。这位农夫年轻时，曾与一位美丽的姑娘相恋。他们约定在南瓜丰收的季节结婚。然而，命运弄人，姑娘在婚礼前的一场意外中离世。悲伤的农夫为了纪念心爱的姑娘，每年都会将最大的南瓜偷走，放到姑娘的墓前，以此寄托自己的哀思。这一行为延续了多年，成为了乡村里一个神秘的传说。\\n参与者提出的问题: 村庄里的人喜欢南瓜嘛\\n回答: 不重要\\n\\n谜面: 在甄家村里，有一个古老的传说：每年南瓜丰收的季节，南瓜田里总有一个最大的南瓜会不翼而飞，村民们对此现象困惑不解。请找出南瓜失踪背后的原因。\\n谜底: 真相原来与一位年迈的农夫有关。这位农夫年轻时，曾与一位美丽的姑娘相恋。他们约定在南瓜丰收的季节结婚。然而，命运弄人，姑娘在婚礼前的一场意外中离世。悲伤的农夫为了纪念心爱的姑娘，每年都会将最大的南瓜偷走，放到姑娘的墓前，以此寄托自己的哀思。这一行为延续了多年，成为了乡村里一个神秘的传说。\\n参与者提出的问题: 是村里的人偷的么\\n回答: 是\\n\\n谜面: 在一个炎热的夏日，乡村的甄家大院的西瓜突然全部不翼而飞。据了解，甄家大院周围并没有其他人家，而且门窗都完好无损，没有任何被撬的痕迹。村民们议论纷纷，猜测这批西瓜究竟去了哪里。你知道西瓜去了哪里吗？\\n谜底: 原来，这批西瓜是被一只巨大的乌鸦偷走了。这只乌鸦为了给自己的孩子们准备食物，它趁着夜色，竟然将甄家大院的西瓜一颗颗地带回了巢穴。第二天，村民们发现了乌鸦的巢穴，里面堆满了西瓜，而这个意外的真相让所有人都忍俊不禁。甄家老爷也感慨地说：“真是世界大了，什么奇事都有！”\\n参与者提出的问题: 挖地道\\n回答: 问法错误\\n\\n谜面: 在一个炎热的夏日，乡村的甄家大院的西瓜突然全部不翼而飞。据了解，甄家大院周围并没有其他人家，而且门窗都完好无损，没有任何被撬的痕迹。村民们议论纷纷，猜测这批西瓜究竟去了哪里。你知道西瓜去了哪里吗？\\n谜底: 原来，这批西瓜是被一只巨大的乌鸦偷走了。这只乌鸦为了给自己的孩子们准备食物，它趁着夜色，竟然将甄家大院的西瓜一颗颗地带回了巢穴。第二天，村民们发现了乌鸦的巢穴，里面堆满了西瓜，而这个意外的真相让所有人都忍俊不禁。甄家老爷也感慨地说：“真是世界大了，什么奇事都有！”\\n参与者提出的问题: 鸟觅食时发现甄家大院有西瓜，飞入大院一颗一颗把西瓜带走\\n回答: 回答正确\\n\\n谜面: 在一个安静的夜晚，小镇上的钟楼突然停止了报时。第二天早晨，人们发现钟楼的管理员甄大勇失踪了，而钟楼的门紧闭，从外面看起来一切正常。小镇上的人们议论纷纷，不知道发生了什么事情。\\n谜底: 真相是，钟楼的管理员甄大勇在夜晚进行例行的钟楼维护时，不慎从钟楼的顶部摔落，但并未死亡，只是昏迷。由于他跌落时砸到了控制时钟报时的机械装置，导致钟声停止。他躺在钟楼底部，但由于门从内部反锁，外面的人无法进入。甄大勇在第二天中午苏醒后，自己打开了门，这才知道自己引发了小镇上的恐慌。\\n参与者提出的问题: 有人身亡吗？\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚，小镇上的钟楼突然停止了报时。第二天早晨，人们发现钟楼的管理员甄大勇失踪了，而钟楼的门紧闭，从外面看起来一切正常。小镇上的人们议论纷纷，不知道发生了什么事情。\\n谜底: 真相是，钟楼的管理员甄大勇在夜晚进行例行的钟楼维护时，不慎从钟楼的顶部摔落，但并未死亡，只是昏迷。由于他跌落时砸到了控制时钟报时的机械装置，导致钟声停止。他躺在钟楼底部，但由于门从内部反锁，外面的人无法进入。甄大勇在第二天中午苏醒后，自己打开了门，这才知道自己引发了小镇上的恐慌。\\n参与者提出的问题: 有人跟甄大勇有仇吗\\n回答: 不重要\\n\\n谜面: 在一个安静的夜晚，小镇上的钟楼突然停止了报时。第二天早晨，人们发现钟楼的管理员甄大勇失踪了，而钟楼的门紧闭，从外面看起来一切正常。小镇上的人们议论纷纷，不知道发生了什么事情。\\n谜底: 真相是，钟楼的管理员甄大勇在夜晚进行例行的钟楼维护时，不慎从钟楼的顶部摔落，但并未死亡，只是昏迷。由于他跌落时砸到了控制时钟报时的机械装置，导致钟声停止。他躺在钟楼底部，但由于门从内部反锁，外面的人无法进入。甄大勇在第二天中午苏醒后，自己打开了门，这才知道自己引发了小镇上的恐慌。\\n参与者提出的问题: 他仅仅是在修钟楼吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚，小镇上的钟楼突然停止了报时。第二天早晨，人们发现钟楼的管理员甄大勇失踪了，而钟楼的门紧闭，从外面看起来一切正常。小镇上的人们议论纷纷，不知道发生了什么事情。\\n谜底: 真相是，钟楼的管理员甄大勇在夜晚进行例行的钟楼维护时，不慎从钟楼的顶部摔落，但并未死亡，只是昏迷。由于他跌落时砸到了控制时钟报时的机械装置，导致钟声停止。他躺在钟楼底部，但由于门从内部反锁，外面的人无法进入。甄大勇在第二天中午苏醒后，自己打开了门，这才知道自己引发了小镇上的恐慌。\\n参与者提出的问题: 是自然意外还是人为意外\\n回答: 问法错误\\n\\n谜面: 在一个安静的夜晚，小镇上的钟楼突然停止了报时。第二天早晨，人们发现钟楼的管理员甄大勇失踪了，而钟楼的门紧闭，从外面看起来一切正常。小镇上的人们议论纷纷，不知道发生了什么事情。\\n谜底: 真相是，钟楼的管理员甄大勇在夜晚进行例行的钟楼维护时，不慎从钟楼的顶部摔落，但并未死亡，只是昏迷。由于他跌落时砸到了控制时钟报时的机械装置，导致钟声停止。他躺在钟楼底部，但由于门从内部反锁，外面的人无法进入。甄大勇在第二天中午苏醒后，自己打开了门，这才知道自己引发了小镇上的恐慌。\\n参与者提出的问题: 因为甄在钟楼里维修然后昏迷了导致钟楼停止报时\\n回答: 回答正确\\n\\n\\n谜面: 在远离城市喧嚣的海边小屋，一天清晨，邻居发现甄加索僵卧在沙滩上，已无生命迹象。现场没有发现任何打斗的迹象。请问甄加索的死因是什么？\\n谜底: 甄加索是一位热爱自然的画家，他每年都会来到这个海边小屋寻找灵感。在他生命的最后几天，他一直在创作一幅描绘海洋生物的画作。在画即将完成的前一天晚上，他骑着自行车外出，打算在海边观赏夜景。然而，他在沙滩上意外发现了一只搁浅的海豚，为了救助这只海豚，他耗费了极大的体力，最终成功将其送回海中。筋疲力尽的甄加索在沙滩上睡着了，由于他患有严重的心脏病，却未告知旁人，在寒冷的海风中，他的心脏停止了跳动。因此，警方在现场只发现了车轮痕迹和未完成的画作，而没有发现任何他杀的迹象。\\n参与者提出的问题: 甄加索是自杀吗\\n回答: \\n'}]}\n"]}],"source":["from llm_toolkit.llm_utils import *\n","\n","print_row_details(df_batch)"]},{"cell_type":"code","execution_count":328,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["--------------------------------------------------\n","id: batch_req_QhgEHy1hCKwMahJUJNyegrd2\n","--------------------------------------------------\n","custom_id: request-1\n","--------------------------------------------------\n","response: {'status_code': 200, 'request_id': 'e339850be0c08e2814591677924d440a', 'body': {'id': 'chatcmpl-A6uTom0brJ3zbkh3HqjuAdoxjSL3p', 'object': 'chat.completion', 'created': 1726210440, 'model': 'gpt-4o-mini-2024-07-18', 'choices': [{'index': 0, 'message': {'role': 'assistant', 'content': '不是', 'refusal': None}, 'logprobs': None, 'finish_reason': 'stop'}], 'usage': {'prompt_tokens': 2720, 'completion_tokens': 1, 'total_tokens': 2721, 'completion_tokens_details': {'reasoning_tokens': 0}}, 'system_fingerprint': 'fp_483d39d857'}}\n","--------------------------------------------------\n","error: nan\n","--------------------------------------------------\n","gpt-4o-mini_batch/shots-10: 不是\n"]}],"source":["df_batch_results = pd.read_json(\n"," \"data/gpt-4o-mini-10-shots_batch_results.jsonl\", orient=\"records\", lines=True\n",")\n","\n","df_batch_results[\"gpt-4o-mini_batch/shots-10\"] = df_batch_results[\"response\"].apply(\n"," lambda x: x[\"body\"][\"choices\"][0][\"message\"][\"content\"]\n",")\n","print_row_details(df_batch_results)"]},{"cell_type":"code","execution_count":329,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["--------------------------------------------------\n","text: 甄加索是自杀吗\n","--------------------------------------------------\n","label: 不是\n","--------------------------------------------------\n","title: 海岸之谜\n","--------------------------------------------------\n","puzzle: 在远离城市喧嚣的海边小屋，一天清晨，邻居发现甄加索僵卧在沙滩上，已无生命迹象。现场没有发现任何打斗的迹象。请问甄加索的死因是什么？\n","--------------------------------------------------\n","truth: 甄加索是一位热爱自然的画家，他每年都会来到这个海边小屋寻找灵感。在他生命的最后几天，他一直在创作一幅描绘海洋生物的画作。在画即将完成的前一天晚上，他骑着自行车外出，打算在海边观赏夜景。然而，他在沙滩上意外发现了一只搁浅的海豚，为了救助这只海豚，他耗费了极大的体力，最终成功将其送回海中。筋疲力尽的甄加索在沙滩上睡着了，由于他患有严重的心脏病，却未告知旁人，在寒冷的海风中，他的心脏停止了跳动。因此，警方在现场只发现了车轮痕迹和未完成的画作，而没有发现任何他杀的迹象。\n","--------------------------------------------------\n","gpt-4o-mini/shots-00: 不是\n","--------------------------------------------------\n","gpt-4o-mini/shots-05: 不是\n","--------------------------------------------------\n","gpt-4o-mini/shots-10: 不是\n","--------------------------------------------------\n","gpt-4o-mini/shots-20: 不是\n","--------------------------------------------------\n","gpt-4o-mini/shots-30: 不是\n","--------------------------------------------------\n","gpt-4o-mini/shots-40: 不是\n","--------------------------------------------------\n","gpt-4o-mini/shots-50: 不是\n","--------------------------------------------------\n","gpt-4o/shots-00: 不是。\n","--------------------------------------------------\n","gpt-4o/shots-05: 不是\n","--------------------------------------------------\n","gpt-4o/shots-10: 不是\n","--------------------------------------------------\n","gpt-4o/shots-20: 不是\n","--------------------------------------------------\n","gpt-4o/shots-30: 不是\n","--------------------------------------------------\n","gpt-4o/shots-40: 不是\n","--------------------------------------------------\n","gpt-4o/shots-50: 不是\n","--------------------------------------------------\n","o1-mini/shots-00: 不是\n","--------------------------------------------------\n","o1-mini/shots-05: 不是\n","--------------------------------------------------\n","o1-mini/shots-10: 不是\n","--------------------------------------------------\n","o1-mini/shots-20: 不是\n","--------------------------------------------------\n","o1-mini/shots-30: 不是\n","--------------------------------------------------\n","o1-mini/shots-40: 不是\n","--------------------------------------------------\n","o1-mini/shots-50: 不是\n","--------------------------------------------------\n","o1-preview/shots-00: 不是\n","--------------------------------------------------\n","o1-preview/shots-05: 不是\n","--------------------------------------------------\n","o1-preview/shots-10: 不是\n","--------------------------------------------------\n","o1-preview/shots-20: 不是\n","--------------------------------------------------\n","o1-preview/shots-30: 不是\n","--------------------------------------------------\n","o1-preview/shots-40: 不是\n","--------------------------------------------------\n","o1-preview/shots-50: 不是\n"]}],"source":["# df[\"gpt-4o-mini_batch/shots-10\"] = df_batch_results[\"gpt-4o-mini_batch/shots-10\"]\n","print_row_details(df)"]},{"cell_type":"code","execution_count":330,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['gpt-4o-mini/shots-00', 'gpt-4o/shots-00', 'o1-mini/shots-00', 'o1-preview/shots-00', 'gpt-4o-mini/shots-05', 'gpt-4o/shots-05', 'o1-mini/shots-05', 'o1-preview/shots-05', 'gpt-4o-mini/shots-10', 'gpt-4o/shots-10', 'o1-mini/shots-10', 'o1-preview/shots-10', 'gpt-4o-mini/shots-20', 'gpt-4o/shots-20', 'o1-mini/shots-20', 'o1-preview/shots-20', 'gpt-4o-mini/shots-30', 'gpt-4o/shots-30', 'o1-mini/shots-30', 'o1-preview/shots-30', 'gpt-4o-mini/shots-40', 'gpt-4o/shots-40', 'o1-mini/shots-40', 'o1-preview/shots-40', 'gpt-4o-mini/shots-50', 'gpt-4o/shots-50', 'o1-mini/shots-50', 'o1-preview/shots-50']\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:504: 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[variant].iloc[i], perf_df[\"accuracy\"].iloc[i]),\n"]},{"data":{"text/html":["
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shotsmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00gpt-4o-minigpt-4o-mini/shots-000.7166670.7800920.7166670.7260060.991667
10gpt-4ogpt-4o/shots-000.7920000.8234580.7920000.8022630.066000
20o1-minio1-mini/shots-000.7133330.7830190.7133330.7402730.999000
30o1-previewo1-preview/shots-000.7250000.7860440.7250000.7471740.998000
45gpt-4o-minigpt-4o-mini/shots-050.7203330.7754800.7203330.7185410.999667
55gpt-4ogpt-4o/shots-050.7973330.8251070.7973330.8066430.998000
65o1-minio1-mini/shots-050.7313330.7913580.7313330.7532530.996667
75o1-previewo1-preview/shots-050.7360000.7891690.7360000.7557070.979000
810gpt-4o-minigpt-4o-mini/shots-100.6836670.7701180.6836670.6932020.998333
910gpt-4ogpt-4o/shots-100.8013330.8246830.8013330.8098900.999667
1010o1-minio1-mini/shots-100.7283330.7851840.7283330.7490990.994333
1110o1-previewo1-preview/shots-100.7513330.7947570.7513330.7673710.987333
1220gpt-4o-minigpt-4o-mini/shots-200.6616670.7627470.6616670.6773730.998000
1320gpt-4ogpt-4o/shots-200.7900000.8220980.7900000.8020290.999333
1420o1-minio1-mini/shots-200.7373330.7815730.7373330.7533350.994667
1520o1-previewo1-preview/shots-200.7483330.7906400.7483330.7633250.985333
1630gpt-4o-minigpt-4o-mini/shots-300.6876670.7663380.6876670.6896170.999000
1730gpt-4ogpt-4o/shots-300.7946670.8259440.7946670.8063110.999000
1830o1-minio1-mini/shots-300.7480000.7791680.7480000.7583400.997667
1930o1-previewo1-preview/shots-300.7513330.7920500.7513330.7654800.984000
2040gpt-4o-minigpt-4o-mini/shots-400.6903330.7603850.6903330.6883940.998667
2140gpt-4ogpt-4o/shots-400.7906670.8242150.7906670.8033570.997333
2240o1-minio1-mini/shots-400.7496670.7757660.7496670.7576400.997667
2340o1-previewo1-preview/shots-400.7526670.7953080.7526670.7672760.984000
2450gpt-4o-minigpt-4o-mini/shots-500.7143330.7654210.7143330.7056960.999333
2550gpt-4ogpt-4o/shots-500.7980000.8274250.7980000.8091070.999333
2650o1-minio1-mini/shots-500.7536670.7755130.7536670.7602240.997667
2750o1-previewo1-preview/shots-500.7576670.7986600.7576670.7718330.981667
\n","
"],"text/plain":[" shots model run accuracy precision recall \\\n","0 0 gpt-4o-mini gpt-4o-mini/shots-00 0.716667 0.780092 0.716667 \n","1 0 gpt-4o gpt-4o/shots-00 0.792000 0.823458 0.792000 \n","2 0 o1-mini o1-mini/shots-00 0.713333 0.783019 0.713333 \n","3 0 o1-preview o1-preview/shots-00 0.725000 0.786044 0.725000 \n","4 5 gpt-4o-mini gpt-4o-mini/shots-05 0.720333 0.775480 0.720333 \n","5 5 gpt-4o gpt-4o/shots-05 0.797333 0.825107 0.797333 \n","6 5 o1-mini o1-mini/shots-05 0.731333 0.791358 0.731333 \n","7 5 o1-preview o1-preview/shots-05 0.736000 0.789169 0.736000 \n","8 10 gpt-4o-mini gpt-4o-mini/shots-10 0.683667 0.770118 0.683667 \n","9 10 gpt-4o gpt-4o/shots-10 0.801333 0.824683 0.801333 \n","10 10 o1-mini o1-mini/shots-10 0.728333 0.785184 0.728333 \n","11 10 o1-preview o1-preview/shots-10 0.751333 0.794757 0.751333 \n","12 20 gpt-4o-mini gpt-4o-mini/shots-20 0.661667 0.762747 0.661667 \n","13 20 gpt-4o gpt-4o/shots-20 0.790000 0.822098 0.790000 \n","14 20 o1-mini o1-mini/shots-20 0.737333 0.781573 0.737333 \n","15 20 o1-preview o1-preview/shots-20 0.748333 0.790640 0.748333 \n","16 30 gpt-4o-mini gpt-4o-mini/shots-30 0.687667 0.766338 0.687667 \n","17 30 gpt-4o gpt-4o/shots-30 0.794667 0.825944 0.794667 \n","18 30 o1-mini o1-mini/shots-30 0.748000 0.779168 0.748000 \n","19 30 o1-preview o1-preview/shots-30 0.751333 0.792050 0.751333 \n","20 40 gpt-4o-mini gpt-4o-mini/shots-40 0.690333 0.760385 0.690333 \n","21 40 gpt-4o gpt-4o/shots-40 0.790667 0.824215 0.790667 \n","22 40 o1-mini o1-mini/shots-40 0.749667 0.775766 0.749667 \n","23 40 o1-preview o1-preview/shots-40 0.752667 0.795308 0.752667 \n","24 50 gpt-4o-mini gpt-4o-mini/shots-50 0.714333 0.765421 0.714333 \n","25 50 gpt-4o gpt-4o/shots-50 0.798000 0.827425 0.798000 \n","26 50 o1-mini o1-mini/shots-50 0.753667 0.775513 0.753667 \n","27 50 o1-preview o1-preview/shots-50 0.757667 0.798660 0.757667 \n","\n"," f1 ratio_valid_classifications \n","0 0.726006 0.991667 \n","1 0.802263 0.066000 \n","2 0.740273 0.999000 \n","3 0.747174 0.998000 \n","4 0.718541 0.999667 \n","5 0.806643 0.998000 \n","6 0.753253 0.996667 \n","7 0.755707 0.979000 \n","8 0.693202 0.998333 \n","9 0.809890 0.999667 \n","10 0.749099 0.994333 \n","11 0.767371 0.987333 \n","12 0.677373 0.998000 \n","13 0.802029 0.999333 \n","14 0.753335 0.994667 \n","15 0.763325 0.985333 \n","16 0.689617 0.999000 \n","17 0.806311 0.999000 \n","18 0.758340 0.997667 \n","19 0.765480 0.984000 \n","20 0.688394 0.998667 \n","21 0.803357 0.997333 \n","22 0.757640 0.997667 \n","23 0.767276 0.984000 \n","24 0.705696 0.999333 \n","25 0.809107 0.999333 \n","26 0.760224 0.997667 \n","27 0.771833 0.981667 "]},"execution_count":330,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df, variant=\"shots\")\n","perf_df"]},{"cell_type":"code","execution_count":331,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":332,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0: o1-mini/shots-00\n","5: o1-mini/shots-05\n","10: o1-mini/shots-10\n","20: o1-mini/shots-20\n","30: o1-mini/shots-30\n","40: o1-mini/shots-40\n","50: o1-mini/shots-50\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, \"o1-mini\", variant=\"shots\", offset=0.002)"]},{"cell_type":"code","execution_count":333,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0: o1-preview/shots-00\n","5: o1-preview/shots-05\n","10: o1-preview/shots-10\n","20: o1-preview/shots-20\n","30: o1-preview/shots-30\n","40: o1-preview/shots-40\n","50: o1-preview/shots-50\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, \"o1-preview\", variant=\"shots\", offset=0.002)"]},{"cell_type":"code","execution_count":334,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0: gpt-4o-mini/shots-00\n","5: gpt-4o-mini/shots-05\n","10: gpt-4o-mini/shots-10\n","20: gpt-4o-mini/shots-20\n","30: gpt-4o-mini/shots-30\n","40: gpt-4o-mini/shots-40\n","50: gpt-4o-mini/shots-50\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAzQAAAGJCAYAAABcuXb1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAADfd0lEQVR4nOzddXgUxxvA8e/FBScJCUGCu0twKVrcHYLTFqctFNqiBQoUKVLsF9wdSikQtMUpWrS4W5AEEoju74/hLrnkEpIQ5/08zz7J7e7tzpy/OzPv6DRN0xBCCCGEEEKIFMgsqQsghBBCCCGEEHElAY0QQgghhBAixZKARgghhBBCCJFiSUAjhBBCCCGESLEkoBFCCCGEEEKkWBLQCCGEEEIIIVIsCWiEEEIIIYQQKZYENEIIIYQQQogUSwIaIYQQQgghRIolAY1INFOmTCF37tyYm5tTsmTJpC6O+Ahdu3bFzc0tQY69ZMkSdDodt2/fTpDjC6hRowZFixZN6mJ80M6dOylZsiQ2NjbodDpevXqVJOXQ6XT069cvSc4tojZ69Gh0Ol2c7pvcP2du376NTqdjyZIlsb7vgQMH0Ol0HDhwIN7LJURyJQHNJ0z/ga5fbGxsyJ8/P/369ePJkyfxeq7du3czdOhQKleuzOLFi5kwYUK8Hv9T1qZNG3Q6HcOGDUvqoiRr5cuXR6fTMXfu3KQuSoJ59uwZAwcOpGDBgtja2uLk5ET58uUZNmwYb968SbDz+vv7M3r06Hj9AfX8+XPatGmDra0tc+bMYfny5djb28fb8SM6cuQIo0ePTrKgKaFMmDCBLVu2xPn+vXr1QqfT0ahRo/grVAqiD5rMzMy4d+9epO2+vr7Y2tpK0CtEEpOARjB27FiWL1/O7NmzqVSpEnPnzqVixYr4+/vH2zn27duHmZkZnp6edOnShQYNGsTbsT9lvr6+/P7777i5ubF69Wo0TUvqIn20zp078/btW3LmzBlvx7x27RonT57Ezc2NlStXxttxk5MXL15QtmxZli1bRsOGDZk5cyZDhgwhb968zJ07F29v7wQ7t7+/P2PGjInXgObkyZO8fv2acePG0aNHDzp16oSlpWW8HT+iI0eOMGbMGAlowvnnn39YsmQJNjY28VuoePLDDz/w9u3bON03tp8z1tbWrF69OtL6TZs2xen8Qoj4ZZHUBRBJ7/PPP6ds2bIA9OzZk8yZMzNt2jS2bt1K+/btP+rY/v7+2NnZ8fTpU2xtbbGysoqPIqNpGu/evcPW1jZejpdSbdy4kZCQEBYtWsRnn33GX3/9RfXq1ZO6WB/F3Nwcc3PzeD3mihUrcHJyYurUqbRq1Yrbt2/HW5c5Pz+/BG05iClPT0/u3r3L4cOHqVSpktE2X1/feHvvJZanT58CkCFDhng7ZnJ5rlICTdMYMGAAXbp0Ye/evUldHJMsLCywsIjbz5jYfs40aNCA1atXM3ToUKP1q1atomHDhmzcuDFO5RBCxA9poRGRfPbZZwDcunXLsG7FihWUKVMGW1tbMmXKRLt27SI1v+v75Z86dYpq1aphZ2fHiBEj0Ol0LF68GD8/P0P3Nn2/4ODgYMaNG0eePHmwtrbGzc2NESNGEBAQYHRsNzc3GjVqxK5duyhbtiy2trbMnz/f0Fd43bp1jBkzBldXV9KmTUurVq3w8fEhICCAQYMG4eTkRJo0aejWrVukYy9evJjPPvsMJycnrK2tKVy4sMluSfoyHDp0iPLly2NjY0Pu3LlZtmxZpH1fvXrF4MGDcXNzw9rammzZstGlSxejq+QBAQGMGjWKvHnzYm1tTfbs2Rk6dGik8kVn5cqV1KlTh5o1a1KoUCGTrQ/6roWHDx9myJAhODo6Ym9vT/PmzXn27JnRvlu3bqVhw4ZkzZoVa2tr8uTJw7hx4wgJCYmyDJqm4ebmRtOmTSNte/fuHenTp6dPnz6GdbNmzaJIkSLY2dmRMWNGypYty6pVqyKVN3zf9n/++Yd69erh4OCAra0tuXLlonv37jF+nFatWkWrVq1o1KgR6dOnNzpfeMePH6dBgwZkzJgRe3t7ihcvzq+//mrY3rVrV9KkScONGzdo0KABadOmpWPHjoD6sfz111+TPXt2rK2tKVCgAL/88kukVjMvLy+qVKlChgwZSJMmDQUKFGDEiBFG+3zoMTLlxo0bmJubU6FChUjb0qVLZ/Iq+6VLl6hZsyZ2dna4uroyefLkSPs8ffqUHj16kCVLFmxsbChRogRLly41bL99+zaOjo4AjBkzxvAeHz16NACPHz+mW7duZMuWDWtra1xcXGjatGm0Yxdq1KiBh4cHAOXKlUOn09G1a1fD9vXr1xs+jxwcHOjUqRMPHjwwOkZ0z1VEo0eP5ttvvwUgV65chjpELOOWLVsoWrQo1tbWFClShJ07d0Y61oMHD+jevTtZsmQx7Ldo0aIo6xre27dvGTBgAA4ODqRNm5YmTZrw4MEDo8dTX16dTseVK1do06YN6dKlI3PmzAwcOJB3794Z9tPpdPj5+bF06VJDncI/jtFZvnw5Fy5cYPz48VHuE9PXfFT0n6kHDhwwfK4XK1bM0NK3adMmihUrho2NDWXKlOHMmTNG9zc1hkbf9etDz1Vsx9B06NCBs2fPcuXKFcO6x48fs2/fPjp06GDyPh967+i9evWKrl27kj59ejJkyICHh0eULYVXrlyhVatWZMqUCRsbG8qWLcu2bdtiVAchUjNpoRGR3LhxA4DMmTMDMH78eH788UfatGlDz549efbsGbNmzaJatWqcOXPG6Arq8+fP+fzzz2nXrh2dOnUiS5YslC1blgULFnDixAn+97//ARiuIPfs2ZOlS5fSqlUrvv76a44fP87EiRO5fPkymzdvNirX1atXad++PX369KFXr14UKFDAsG3ixInY2try3Xffcf36dWbNmoWlpSVmZma8fPmS0aNHc+zYMZYsWUKuXLkYOXKk4b5z586lSJEiNGnSBAsLC37//Xe++uorQkND6du3r1EZrl+/TqtWrejRowceHh4sWrSIrl27UqZMGYoUKQLAmzdvqFq1KpcvX6Z79+6ULl0ab29vtm3bxv3793FwcCA0NJQmTZpw6NAhevfuTaFChfj333+ZPn06//33X4y6iDx8+JD9+/cbviDbt2/P9OnTmT17tsmr8f379ydjxoyMGjWK27dvM2PGDPr168fatWsN+yxZsoQ0adIwZMgQ0qRJw759+xg5ciS+vr5MmTLFZDl0Oh2dOnVi8uTJvHjxgkyZMhm2/f777/j6+tKpUycAFi5cyIABA2jVqpXhx9f58+c5fvx4tD8K6tati6OjI9999x0ZMmTg9u3bMe7qcfz4ca5fv87ixYuxsrKiRYsWrFy5MlIQ4eXlRaNGjXBxcWHgwIE4Oztz+fJltm/fzsCBAw37BQcHU69ePapUqcIvv/yCnZ0dmqbRpEkT9u/fT48ePShZsiS7du3i22+/5cGDB0yfPh2Aixcv0qhRI4oXL87YsWOxtrbm+vXrHD582HD8uDxGADlz5iQkJITly5cbgoHovHz5kvr169OiRQvatGnDhg0bGDZsGMWKFePzzz8H1A/sGjVqcP36dfr160euXLlYv349Xbt25dWrVwwcOBBHR0fmzp3Ll19+SfPmzWnRogUAxYsXB6Bly5ZcvHiR/v374+bmxtOnT/Hy8uLu3btRtpJ9//33FChQgAULFjB27Fhy5cpFnjx5APUa7datG+XKlWPixIk8efKEX3/9lcOHD0f6PDL1XJnSokUL/vvvP1avXs306dNxcHAAMARqAIcOHWLTpk189dVXpE2blpkzZ9KyZUvu3r1r+Kx88uQJFSpUMPyodnR05M8//6RHjx74+voyaNCgaJ+Trl27sm7dOjp37kyFChU4ePAgDRs2jHL/Nm3a4ObmxsSJEzl27BgzZ87k5cuXhossy5cvp2fPnpQvX57evXsDGB7H6Lx+/Zphw4YxYsQInJ2dTe4T09f8h1y/fp0OHTrQp08fOnXqxC+//ELjxo2ZN28eI0aM4KuvvgLUZ3ybNm24evUqZmbRX4uNyXMVW9WqVSNbtmysWrWKsWPHArB27VrSpElj8jmKyXsH1OPYtGlTDh06xBdffEGhQoXYvHmzyffwxYsXqVy5Mq6urnz33XfY29uzbt06mjVrxsaNG2nevHmc6iZEqqCJT9bixYs1QNuzZ4/27Nkz7d69e9qaNWu0zJkza7a2ttr9+/e127dva+bm5tr48eON7vvvv/9qFhYWRuurV6+uAdq8efMincvDw0Ozt7c3Wnf27FkN0Hr27Gm0/ptvvtEAbd++fYZ1OXPm1ABt586dRvvu379fA7SiRYtqgYGBhvXt27fXdDqd9vnnnxvtX7FiRS1nzpxG6/z9/SOVt169elru3LmN1unL8NdffxnWPX36VLO2tta+/vprw7qRI0dqgLZp06ZIxw0NDdU0TdOWL1+umZmZaX///bfR9nnz5mmAdvjw4Uj3jeiXX37RbG1tNV9fX03TNO2///7TAG3z5s1G++mf59q1axvOr2maNnjwYM3c3Fx79eqVYZ2px6JPnz6anZ2d9u7dO8M6Dw8Po8fx6tWrGqDNnTvX6L5NmjTR3NzcDOdt2rSpVqRIkWjrpS/vrVu3NE3TtM2bN2uAdvLkyWjvF5V+/fpp2bNnN5Rh9+7dGqCdOXPGsE9wcLCWK1cuLWfOnNrLly+N7h/+MfPw8NAA7bvvvjPaZ8uWLRqg/fTTT0brW7Vqpel0Ou369euapmna9OnTNUB79uxZlOWNyWNkyuPHjzVHR0cN0AoWLKh98cUX2qpVq4yeXz39e3XZsmWGdQEBAZqzs7PWsmVLw7oZM2ZogLZixQrDusDAQK1ixYpamjRpDK+9Z8+eaYA2atQoo/O8fPlSA7QpU6bEuj7610H45z0wMFBzcnLSihYtqr19+9awfvv27RqgjRw50rAuqucqKlOmTDF63YUHaFZWVobnUdM07dy5cxqgzZo1y7CuR48emouLi+bt7W10/3bt2mnp06c3+f7SO3XqlAZogwYNMlrftWvXSI/tqFGjNEBr0qSJ0b5fffWVBmjnzp0zrLO3t9c8PDyiq3ok33zzjZYrVy7Dez5nzpxaw4YNjfaJ6Ws+OvrP1CNHjhjW7dq1SwM0W1tb7c6dO4b18+fP1wBt//79hnX6xyG8mD5XET9noqI/x7Nnz7RvvvlGy5s3r2FbuXLltG7duhnO27dvX8O2mL539I/j5MmTDfsFBwdrVatW1QBt8eLFhvW1atXSihUrZvRZHBoaqlWqVEnLly+fYZ3+ezH8YyVEaiddzgS1a9fG0dGR7Nmz065dO9KkScPmzZtxdXVl06ZNhIaG0qZNG7y9vQ2Ls7Mz+fLlY//+/UbHsra2plu3bjE6744dOwAYMmSI0fqvv/4agD/++MNofa5cuahXr57JY3Xp0sVowLC7uzuapkXqluTu7s69e/cIDg42rAs/DsfHxwdvb2+qV6/OzZs38fHxMbp/4cKFqVq1quG2o6MjBQoU4ObNm4Z1GzdupESJEiavlum7R6xfv55ChQpRsGBBo8dV390v4uNqysqVK2nYsCFp06YFIF++fJQpUybKQe+9e/c26p5RtWpVQkJCuHPnjsnH4vXr13h7e1O1alX8/f2NulpElD9/ftzd3Y3O/eLFC/788086duxoOG+GDBm4f/8+J0+e/GD99PRX3Ldv305QUFCM7wfqCv3atWtp27atoQz67oXhy3rmzBlu3brFoEGDIo3ZMJUW9ssvvzS6vWPHDszNzRkwYIDR+q+//hpN0/jzzz+N6rJ161ZCQ0NNljkujxFAlixZOHfuHF988QUvX75k3rx5dOjQAScnJ8aNGxepG1CaNGkMLWcAVlZWlC9f3ui1vGPHDpydnY3G0llaWjJgwADevHnDwYMHoy2TftzcgQMHePnyZazqY8o///zD06dP+eqrr4y60DVs2JCCBQtG+syAyM9VXNWuXduodaN48eKkS5fO8HhpmsbGjRtp3LgxmqYZva/r1auHj48Pp0+fjvL4+i5R+hYJvf79+0d5n4gtyPp99Z+tcfHff//x66+/MmXKFKytraPcL6av+Q8pXLgwFStWNNx2d3cH1Ps0R44ckdaHf31G5UPPVVx16NCB69evc/LkScPfqFpNY/re2bFjBxYWFkavU3Nz80jP+4sXL9i3bx9t2rQxfDZ7e3vz/Plz6tWrx7Vr1yJ1uxTiUyIBjWDOnDl4eXmxf/9+Ll26xM2bNw2Bw7Vr19A0jXz58uHo6Gi0XL582TBwV8/V1TXGg4/v3LmDmZkZefPmNVrv7OxMhgwZjH5ogwpoohL+iw8gffr0AGTPnj3S+tDQUKNA5fDhw9SuXRt7e3syZMiAo6OjoTtSxIAm4nkAMmbMaPRj7caNGx+c4+PatWtcvHgx0mOaP39+gEiPa0SXL1/mzJkzVK5cmevXrxuWGjVqsH37dnx9fSPdJ2LZM2bMCGBU9osXL9K8eXPSp09PunTpcHR0NPzojfhYRNSlSxcOHz5seN7Wr19PUFAQnTt3NuwzbNgw0qRJQ/ny5cmXLx99+/Y16m5lSvXq1WnZsiVjxozBwcGBpk2bsnjx4hiNNdq9ezfPnj2jfPnyhsfo1q1b1KxZk9WrVxuCCn03y5jMzWJhYUG2bNmM1t25c4esWbMagku9QoUKGbYDtG3blsqVK9OzZ0+yZMlCu3btWLdunVFwE5fHSM/FxYW5c+fy6NEjrl69ysyZM3F0dGTkyJF4enoa7ZstW7ZIwVrE1/KdO3fIly9fpC4+EesVFWtrayZNmsSff/5JlixZqFatGpMnT+bx48cxqk9E+vOF726qV7BgwUjlMfVcxdWH3vvPnj3j1atXLFiwINL7Wn+RJ7r3tf7zMOLnXMTPx/Dy5ctndDtPnjyYmZl9cFxIYGAgjx8/Nlr04+QGDhxIpUqVaNmyZbTHiOlr/s2bN0bniThuLzaf3UCMAuOYfE7HRalSpShYsCCrVq1i5cqVODs7Gy5CRRTT986dO3dwcXEhTZo0RvtFfI1fv34dTdP48ccfI72+Ro0aBXz4e0OI1EzG0AjKly9vyHIWUWhoKDqdjj///NNkRpiIH8JxyToW04nRojt2VNlqolqvv1p948YNatWqRcGCBZk2bRrZs2fHysqKHTt2MH369EhX0T90vJgKDQ2lWLFiTJs2zeT2iF/mEa1YsQKAwYMHM3jw4EjbN27cGKml7ENlf/XqFdWrVyddunSMHTuWPHnyYGNjw+nTpxk2bFiULQp67dq1Y/DgwYbxKStWrKBs2bJGX8yFChXi6tWrbN++nZ07d7Jx40Z+++03Ro4cyZgxY0weV6fTsWHDBo4dO8bvv//Orl276N69O1OnTuXYsWORXoPh6Vth2rRpY3L7wYMHqVmzZrT1isja2vqDffijYmtry19//cX+/fv5448/2LlzJ2vXruWzzz5j9+7dmJubx+kxikin05E/f37y589Pw4YNyZcvHytXrqRnz56GfeLrtfwhgwYNonHjxmzZsoVdu3bx448/MnHiRPbt20epUqXi9VwRfcxzFdGHHi/9+6NTp05RjmHSjytKKDH9LD1y5Eik1/2tW7e4efMmO3fuZNOmTUZBUXBwMG/fvuX27dtkypSJdOnSxbhMv/zyi9HrNmfOnEbHjutnd3QS8rXdoUMH5s6dS9q0aWnbtm28vb4+RP/6+uabb6LsqRBd8CtEaicBjYhWnjx50DSNXLlyGVoP4kvOnDkJDQ3l2rVrhqtWoAbWvnr1Kl7nIYnK77//TkBAANu2bTO6qheTLl9RyZMnDxcuXPjgPufOnaNWrVqxnula0zRWrVpFzZo1I3VPARg3bhwrV66Mcdc/vQMHDvD8+XM2bdpEtWrVDOvDZ7uLTqZMmWjYsCErV66kY8eOHD58mBkzZkTaz97enrZt29K2bVsCAwNp0aIF48ePZ/jw4dHOd1GhQgUqVKjA+PHjWbVqFR07dmTNmjVGP9LD8/PzY+vWrbRt25ZWrVpF2j5gwABWrlxJzZo1Dd1TLly4QO3atWNU3/By5szJnj17eP36tdEVa303vfCvZTMzM2rVqkWtWrWYNm0aEyZM4Pvvv2f//v2Gc8f1MTIld+7cZMyYkUePHsWpXufPnyc0NNToh1vEen3oNZwnTx6+/vprvv76a65du0bJkiWZOnWqITCPTXlAJQiJeGX86tWrH/WZEdcZ5/UcHR1JmzYtISEhcX4NhYaGcuvWLaOWl+vXr0d5n2vXrhm16Fy/fp3Q0FCjZAum6lWiRAm8vLyM1jk7Oxuyi+kTO4T34MEDcuXKxfTp0xk0aFCMX/NdunShSpUqhu0pPdV+hw4dGDlyJI8ePWL58uVR7hfT907OnDnZu3cvb968Mbo4c/XqVaPj5c6dG1Dd1uLy+hIitZMuZyJaLVq0wNzcnDFjxkS6uqVpGs+fP4/zsfWTa0b80atvtYguu0980V/JC183Hx8fFi9eHOdjtmzZknPnzkXK0hb+PG3atOHBgwcsXLgw0j5v377Fz88vyuMfPnyY27dv061bN1q1ahVpadu2Lfv37+fhw4exKrepxyIwMJDffvstxsfo3Lkzly5d4ttvv8Xc3Jx27doZbY/4erGysqJw4cJomhbl+JiXL19Geu2VLFkSINpuZ5s3b8bPz4++ffuafJwaNWrExo0bCQgIoHTp0uTKlYsZM2ZESpcak6u6DRo0ICQkhNmzZxutnz59OjqdzpA17MWLF5HuG7EucXmMQGVzM/W6OXHiBM+fPzfZTetDGjRowOPHj40y4QUHBzNr1izSpEljmPNInz0s4mPn7+9vlEYYVHCTNm3aWKUn1ytbtixOTk7MmzfP6P5//vknly9f/qjPDP38NHGdWNPc3JyWLVuyceNGkxc0Ina1ikh/1T3i+23WrFlR3mfOnDkm99W/3kDVK2KdMmbMSO3atY0WGxsbPvvsMzZv3hxpcXR0pGzZsmzevJnGjRsDMX/N586d2+g8lStXjvZxSO7y5MnDjBkzmDhxIuXLl49yv5i+dxo0aEBwcLDRVAEhISGRnncnJydq1KjB/PnzTV6c+NDrS4jUTlpoRLTy5MnDTz/9xPDhw7l9+zbNmjUjbdq03Lp1i82bN9O7d2+++eabOB27RIkSeHh4sGDBAkN3pxMnTrB06VKaNWsW665AcVG3bl2srKxo3Lgxffr04c2bNyxcuBAnJ6c4XdEG+Pbbb9mwYQOtW7eme/fulClThhcvXrBt2zbmzZtHiRIl6Ny5M+vWreOLL75g//79VK5cmZCQEK5cucK6desM8+2YsnLlSszNzaP88dakSRO+//571qxZEynhQnQqVapExowZ8fDwYMCAAeh0OpYvXx6rbhoNGzYkc+bMrF+/ns8//xwnJyej7XXr1sXZ2ZnKlSuTJUsWLl++zOzZs42SG0S0dOlSfvvtN5o3b06ePHl4/fo1CxcuJF26dIag2JSVK1eSOXPmSJNM6jVp0oSFCxfyxx9/0KJFC+bOnUvjxo0pWbIk3bp1w8XFhStXrnDx4kV27doVbb0bN25MzZo1+f7777l9+zYlSpRg9+7dbN26lUGDBhlagMaOHctff/1Fw4YNyZkzJ0+fPuW3334jW7ZshqvYcXmMQKXoXblyJc2bN6dMmTJYWVlx+fJlFi1ahI2NTaQ01THRu3dv5s+fT9euXTl16hRubm5s2LDB0PqmL4+trS2FCxdm7dq15M+fn0yZMlG0aFGCg4OpVasWbdq0oXDhwlhYWLB582aePHkSKdiNCUtLSyZNmkS3bt2oXr067du3N6RtdnNzM9n9MqbKlCkDqJTR7dq1w9LSksaNG8dqIs6ff/6Z/fv34+7uTq9evShcuDAvXrzg9OnT7Nmzx2RAG/78LVu2ZMaMGTx//tyQtvm///4DTLe03Lp1iyZNmlC/fn2OHj3KihUr6NChAyVKlDA67p49e5g2bRpZs2YlV65chgH2EeXIkcPk+JNBgwaRJUsWmjVrZlgX09d8ahQ+jXtUYvready4MZUrV+a7777j9u3bFC5cmE2bNpkcszhnzhyqVKlCsWLF6NWrF7lz5+bJkyccPXqU+/fvc+7cuXivqxApRiJlUxPJkKm0qFHZuHGjVqVKFc3e3l6zt7fXChYsqPXt21e7evWqYZ/q1atHmW7WVNpmTdO0oKAgbcyYMVquXLk0S0tLLXv27Nrw4cON0lJqmum0oZoWlp5y/fr1Mapb+BScetu2bdOKFy+u2djYaG5ubtqkSZO0RYsWRUrpGVUZqlevrlWvXt1o3fPnz7V+/fpprq6umpWVlZYtWzbNw8PDKJ1rYGCgNmnSJK1IkSKatbW1ljFjRq1MmTLamDFjNB8fn8gP4vv7ZM6cWatatarJ7Xq5cuXSSpUqFe1jYSq15+HDh7UKFSpotra2WtasWbWhQ4ca0qiG3y9i2ubw9KljV61aFWnb/PnztWrVqmmZM2fWrK2ttTx58mjffvutUX0jplM9ffq01r59ey1HjhyatbW15uTkpDVq1Ej7559/oqz/kydPNAsLC61z585R7uPv76/Z2dlpzZs3N6w7dOiQVqdOHS1t2rSavb29Vrx4caNUr1G9jjVN016/fq0NHjxYy5o1q2Zpaanly5dPmzJlilHa571792pNmzbVsmbNqllZWWlZs2bV2rdvr/3333+xeoxMOX/+vPbtt99qpUuX1jJlyqRZWFhoLi4uWuvWrbXTp08b7RvVe9XU8/rkyROtW7dumoODg2ZlZaUVK1bMKJWs3pEjR7QyZcpoVlZWhjTD3t7eWt++fbWCBQtq9vb2Wvr06TV3d3dt3bp10dZF06L/fFq7dq1WqlQpzdraWsuUKZPWsWNH7f79+5HqEtVzFZVx48Zprq6umpmZmdFrkAgpefVy5swZKSXykydPtL59+2rZs2fXLC0tNWdnZ61WrVraggULPnh+Pz8/rW/fvlqmTJm0NGnSaM2aNTOkRP/5558N++k/xy5duqS1atVKS5s2rZYxY0atX79+RumsNU3Trly5olWrVk2ztbXVgFincNbX09RnX0xe83E5rqnH+9atW5FSgEeVtjkmz1Vc0jZHx9R5Y/reef78uda5c2ctXbp0Wvr06bXOnTtrZ86ciZS2WdM07caNG1qXLl00Z2dnzdLSUnN1ddUaNWqkbdiwwbCPpG0WnyKdpsXzCFAhxCdt8ODBeHp68vjx4ygnMhRCxMzZs2cpVaoUK1asoGPHjgCMHj2aMWPG8OzZM8MkoEII8SmTMTRCiHjz7t07VqxYQcuWLSWYESKW3r59G2ndjBkzMDMzM0rUIYQQwpiMoRFCfLSnT5+yZ88eNmzYwPPnz2PUx1wIYWzy5MmcOnWKmjVrYmFhwZ9//smff/5J7969P5jKXQghPmUS0AghPtqlS5fo2LEjTk5OzJw505C5SwgRc5UqVcLLy4tx48bx5s0bcuTIwejRo/n++++TumhCCJGsyRgaIYQQQgghRIolY2iEEEIIIYQQKZYENEIIIYQQQogUS8bQmBAaGsrDhw9JmzatycnMhBBCCCFE0tI0jdevX5M1a1bMzOQa/adMAhoTHj58KBllhBBCCCFSgHv37pEtW7akLoZIQskioJkzZw5Tpkzh8ePHlChRglmzZlG+fHmT+9aoUYODBw9GWt+gQQP++OMPQE06tmbNGu7du4eVlRVlypRh/PjxuLu7x6g8adOmBdQbJF26dHGsVcwFBQWxe/du6tati6WlZYKfLymk9jpK/VK+1F7H1F4/SP11lPqlfKm9joldP19fX7Jnz2743SY+XUke0Kxdu5YhQ4Ywb9483N3dmTFjBvXq1ePq1as4OTlF2n/Tpk0EBgYabj9//pwSJUrQunVrw7r8+fMze/ZscufOzdu3b5k+fTp169bl+vXrODo6frBM+m5m6dKlI126dLi5wZ07kff76isYNw5GjYLdu+HuXXB0hGbN1Pr06aM/z+XLMGwYHDyoERDQmqJFzdi0yYwcOdT2d+/g669hzRoICIB69eC33yBLFrX9xQvw8ID9+yFfPli0CEqVCjt+376QO7c6RlILCgrCzs6OdOnSpdoPcalfypba65ja6wepv45Sv5QvtdcxqeonwwNEknc4nDZtGr169aJbt24ULlyYefPmYWdnx6JFi0zunylTJpydnQ2Ll5cXdnZ2RgFNhw4dqF27Nrlz56ZIkSJMmzYNX19fzp8/H6cynjwJjx6FLV5ean3r1vDwoVp++QUuXIAlS2DnTujRI/pj3rgBVapAwYLg5RXMjBn7GTEiFBubsH0GD4bff4f16+HgQXWeFi3Cto8fD69fw+nTUKMG9OoVtu3YMTh+HAYNilOVhRBCCCGESBGStIUmMDCQU6dOMXz4cMM6MzMzateuzdGjR2N0DE9PT9q1a4e9vX2U51iwYAHp06enRIkSJvcJCAggICDAcNvX1xdQVxqCgoLIkMF4/23bzMiTx4xKlYLR6VQLil6OHDBmjI6uXc15+zYYiyge4eHDzalfH8aPDyEoKIhHj/ypUycQS0uNoCDw8QFPTwuWLQuhalU1VdCCBVC8uCWHDgXj7q5x6ZI5rVtr5MoVSrdusGCBBUFBwQQFQZ8+FsyfH0JoqEZoaIweygQVFBRk9De1kfqlfKm9jqm9fpD66yj1S/lSex0Tu36p9XEUsZekAY23tzchISFk0fehei9LlixcuXLlg/c/ceIEFy5cwNPTM9K27du3065dO/z9/XFxccHLywsHBweTx5k4cSJjxoyJtH737t3Y2dkZrQsK0rFkST2aNLnBn39eM3m8w4dzYGNTmN27d5rcHhoKv//ekObNr1G+fGZu3UqPk1M1Wrb8lwoVHgNw/rwDQUGVCQnZxY4dwYb7OjrWYfHiGzx/fhN7+0KsWmWPi8sp/vgjF9mzu7Jjx9+sX5+fHDmsePLkAjt2mH7skoqXvnkrlZL6pXypvY6pvX6Q+uso9Uv5UnsdE6t+/v7+iXIekfzpNE3TkurkDx8+xNXVlSNHjlCxYkXD+qFDh3Lw4EGOHz8e7f379OnD0aNHTXYl8/Pz49GjR3h7e7Nw4UL27dvH8ePHTY7LMdVCkz17dry9vSMlBVi/XkeXLubcuBFM1qyRy+TtDRUqWNC+fSjjxpluGnn8GHLksMTOTmPMmFAqVw5k7txbrFhRCC+vEKpV01i9WkevXua8eRNsdN9KlcypXl1j4sRQfHygXz9zjh7VkTOnxqxZIVhaQtOmFvz9dzAjR5qxZ48ZpUtrzJsX8sExPQkpKCgILy8v6tSpk2r7DUv9UrbUXsfUXj9I/XWU+qV8qb2OiV0/X19fHBwc8PHxSZQkTiL5StIWGgcHB8zNzXny5InR+idPnuDs7Bztff38/FizZg1jx441ud3e3p68efOSN29eKlSoQL58+fD09DTq3qZnbW2NtbV1pPWWlpaR3pBLl8Lnn0POnJHfqL6+KiFA4cIwbpw5lpbmJstm/n5106Y6vvnGnKAgC1q2vMaLFwX53/8sqFULQ1e1iOfX6dT9LS3NcXAI391NB5jx2WdqPM+6dZbcvg1Xr0KvXjomTjRj6lSTxUlUph7T1ETql/Kl9jqm9vpB6q+j1C/lS+11TKz6pebHUMROkiYF0KdU3rt3r2FdaGgoe/fuNWqxMWX9+vUEBATQqVOnGJ0rNDTUqBUmLu7cgT17oGfPyNtev4b69SFtWti8GaJ7jzk4qIClcGHj9QULaty9q/53dobAQHj1ynifJ0/UNlMWL4YMGaBpUzhwQAVXlpYqecGBAzGqohBCCCGEEClKkmc5GzJkCAsXLmTp0qVcvnyZL7/8Ej8/P7p16wZAly5dTLaqeHp60qxZMzJnzmy03s/PjxEjRnDs2DHu3LnDqVOn6N69Ow8ePDDKhBYXixeDkxM0bGi83tcX6tYFKyvYtg2jTGWmWFlBuXKq9SS8a9d05Myp/i9TRgUj4WI9rl5VqaFNxXrPnsHYsTBrlrodEgL6sXJBQeq2EEIIIYQQqU2Sz0PTtm1bnj17xsiRI3n8+DElS5Zk586dhkQBd+/exczMOO66evUqhw4dYvfu3ZGOZ25uzpUrV1i6dCne3t5kzpyZcuXK8ffff1OkSJE4lzM0VAU0Hh4YZS7TBzP+/rBihbr9Pkkajo5h3csKFoSJE6F5c3X722+hbVuoVk2lb/7jj1z88YfO0JKSPr1K/TxkCGTKBOnSQf/+KpipUCFy+QYNUvPNuLqq25Urw/LlqmwLFqjbQgghhBBCpDZJHtAA9OvXj379+pncdsBEX6kCBQoQVS4DGxsbNm3aFJ/FA1RXs7t3oXt34/WnT6v5XgDy5jXedusWuLmp/69eVamY9Zo3h3nzVJAzYIAFzs45Wbs2hCpVwp6S6dPBzAxatjSeWDOiXbvg+nUVwOj16wf//APu7lC+vJr8UwghhBBCiNQmWQQ0KUHdumAqhqpRw/T6iEzt0727WoKCgtmx4wANGjQw2m5jA3PmqCU69eqpJTw7O1i37sPlEkIIIYQQIiVL8jE0QgghhBBCCBFXEtAIIYQQQgghUiwJaIQQQgghhBAployhSSJ374K3t/o/OBhu3EjPmTNhGdQcHCBHjqQrnxBCCCGEECmBBDRJ4O5dKFAA3r3Tr7EEahjtY2OjMqNJUCOEEEIIIUTUpMtZEvD2Dh/MmPbuXVgLjhBCCCGEEMI0CWiEEEIIIYQQKZYENEIIIYQQQogUSwIaIYQQQgghRIolAU0ydv16UpdACCGEEEKI5E0CmmSsXTvo0QPu30/qkgghhBBCCJE8SUCTjGkaLFoE+fLBiBHg45PUJRJCCCGEECJ5kYAmCTg4qHlmomNjA5s2QZUqKoXzxImQJw/MnAmBgYlTTiGEEEIIIZI7mVgzCeTIoSbN1M8zExwcxKFDh6lSpTIWFpaACnpy5IBmzWDbNhg2TN1n4ED49VeYMAHatAGdLunqIYQQQgghRFKTFpokkiMHlC6tllKlIE8eH0qVCluXI4faT6eDpk3hwgWYPx+cneHmTTW+xt0dDhxI0moIIYQQQgiRpCSgSSEsLKB3b7h2DcaMgTRp4ORJqFkTGjVSAY8QQgghhBCfGgloUpg0aWDkSJXS+auvVKDzxx9QooTKiPbgQVKXUAghhBBCiMQjAU0KlSULzJkDFy9Cy5YQGhqWEe377yUjmhBCCCGE+DRIQJPC5c8PGzbAkSMqI9rbtyphgGREE0IIIYQQnwIJaFKJihXhr79gyxYoUACeP1cZ0QoVgrVr1Zw2QgghhBBCpDYS0KQicc2I5uam7htx6dtXbV+wAGrUgHTp1PpXrz5clpAQ+PFHyJULbG2hYEEL1q7NbxRYde0a+Zz164dtDwiAzp3VefPnhz17jM8xZQr07x/jh0cIIYQQQqRCEtCkQh/KiHbxovH+J0/Co0dhi5eXWt+6tfrr768CjREjYl6GSZNg7lyYPRsuX4bx40PYvDkfc+YYv+Tq1zc+9+rVYdsWLIBTp+DoUVWfDh3CWppu3YKFC2H8+Fg+OEIIIYQQIlWRgCYViyojWvHi0LNnWEY0R0fVmqNftm9XY3CqV1fbBw2C776DChVifu4jR1RrUcOGqgWoZUuNkiWfcvKk8Uyg1tbG586YMWzb5cvQpAkUKaJai549C5uM9MsvVdCULl2cHx4hhBBCCJEKSEDzCTCVEc3T03RGtMBAWLECundXXcDiqlIl2LsX/vtP3T53Di5fzkS9eqFG+x04AE5OatzPl1+qsT96JUrAoUMq0cGuXeDiAg4OsHIl2NhA8+ZxL58QQgghhEgdJKD5hITPiFa5clhGtLx5wzKibdmixsh07fpx5/ruOzV2p2BBsLSE8uUtaNz4Jh06hA2iqV8fli1Tgc+kSXDwIHz+uRp/AyqoKlECChdWXcvWrYOXL1Wr06xZ8MMPquz16sn8O0IIIYQQnyqLpC6ASHwVK8Lff8O2bTBsGFy9qjKi/fqr6qb2+eeQNevHnWPdOtWSsmqV6jL2zz8hDByYl2XLdPToofZp1y5s/2LFVFe4PHlUq02tWioQmjPH+LjdusGAAXDmjAq+zp2DyZPVuo0bP67MQgghhBAi5ZEWmk9UVBnRzp+HK1dUa8nH+PbbsFaaYsWgUyeNxo1vMHmyeZT3yZ1bdSm7ft309v37Vbe5fv1U0NOgAdjbQ5s2UWdwE0IIIYQQqZsENJ+48BnRatRQgc716+r/xo0jZ0SLKX9/MNO/ukJC0B08SIa7N9H8/MP6lEVw/74aQ+PiEnnbu3cqMcD8+WBurg4RFKS2BQVFeUghhBBCCJHKSUAjALCzUy00ffuGZUTbvl11A+vQAXbvDms5+fdfOHsWXrwIu3+tWipFs17jxmrcyx/fH+F2tir8XmcO6w6Vp/mD2eDmxpuVW/n2Wzh2DG7fVuNomjYNGxMT0bhxqkWmVCl1u3Jl2LRJtSjNnq1uCyGEEEKIT0+yCGjmzJmDm5sbNjY2uLu7c+LEiSj3rVGjBjqdLtLSsGFDAIKCghg2bBjFihXD3t6erFmz0qVLFx4+fJhY1UmR9uyBu3fVRJURM6KtXq2CjF691L7VqqnAYtu2sPvfuBGWUhnUoP1WJa/z1QRXCj3exzf8Qh/mM44f4cEDzDu157zXE5o0UckKevSAMmXU2B5ra+OyXbigxuSMGRO2rlUrlRK6alUV1Pz6a8I9NkIIIYQQIvlK8qQAa9euZciQIcybNw93d3dmzJhBvXr1uHr1Kk5OTpH237RpE4GBgYbbz58/p0SJErR+Pwukv78/p0+f5scff6REiRK8fPmSgQMH0qRJE/75559Eq1dKU7du2KSVEJYR7ehRNR7m8GG13sFBZRnr0wesrML2v33b+Hhp7UKYca4mM7gf+WQa2OresetFOXh0S/Uhi0bRoqpLXHhmZvDbb2oRQgghhBCfriRvoZk2bRq9evWiW7duFC5cmHnz5mFnZ8eiRYtM7p8pUyacnZ0Ni5eXF3Z2doaAJn369Hh5edGmTRsKFChAhQoVmD17NqdOneLu3buJWbVUQZ8RbcsWNVeMt7fKKFa4sGo1CR8EGdy7ByNGqEExUdE0td/ffydU0YUQQgghxCcgSVtoAgMDOXXqFMOHDzesMzMzo3bt2hw9ejRGx/D09KRdu3bY29tHuY+Pjw86nY4MGTKY3B4QEEBAQIDhtq+vL6C6rwXpR54nIP05EuNccdWggWrFWbzYjHHjzLhxQ0fbtvDLL6FM/N6X6sF70e3bh9mePej0s2nGQPC9e2jJuN4xlRKew4+R2usHqb+Oqb1+kPrrKPVL+VJ7HRO7fqn1cRSxp9M0k9fYE8XDhw9xdXXlyJEjVKxY0bB+6NChHDx4kOPHj0d7/xMnTuDu7s7x48cpX768yX3evXtH5cqVKViwICtXrjS5z+jRoxkTfoDGe6tWrcLOzi4WNfo0vHutsXtJJtYcLId/sC0Ajfidn/mOIlxCMzPjddaspIuuhea9Q+PG8bxYsYQushBCCCFSGX9/fzp06ICPjw/p0qVL6uKIJJSiA5o+ffpw9OhRzp8/b3J7UFAQLVu25P79+xw4cCDKF7upFprs2bPj7e2dKG+QoKAgvLy8qFOnDpaWlgl+vljTNLh8GbO9e9Ht3Yvur7/QvXnDE5wYy0jm04cQLDDTheJR8zYjp6fHNb89D92q4f0kBB2RX2IaOhycLch66+AHx9CkBMn+OfxIqb1+kPrrmNrrB6m/jlK/lC+11zGx6+fr64uDg4MENCJpu5w5ODhgbm7OkydPjNY/efIEZ2fnaO/r5+fHmjVrGDt2rMntQUFBtGnThjt37rBv375oX+jW1tZYR0ytBVhaWibqB05iny9ajx6pXMpeXioFWsQscQ4OZKlVkzl1bBiY+wkj5riycaMZi/flZk0FlbVs4YujBBB1sGLzPISrT83JkSOB65KIktVzmABSe/0g9dcxtdcPUn8dpX4pX2qvY2LVLzU/hiJ2kjSgsbKyokyZMuzdu5dmzZoBEBoayt69e+nXr1+0912/fj0BAQF06tQp0jZ9MHPt2jX2799P5syZE6L4qYufHxw8qIIXLy+VKzk8GxuVI7lOHahdG0qUMMycmR/YUNM4I5qakyb6lpd3QeZ4e5OqAhohhBBCCJG4kjxt85AhQ/Dw8KBs2bKUL1+eGTNm4OfnR7du3QDo0qULrq6uTJw40eh+np6eNGvWLFKwEhQURKtWrTh9+jTbt28nJCSEx48fAypDmlX4XMOfsuBgOHVKBS9eXioaCT+4TqdTk83UqaOWypVVUBMNfUa0bdtg4EC4cyeB6yCEEEIIIT55SR7QtG3blmfPnjFy5EgeP35MyZIl2blzJ1myZAHg7t27mJkZZ5e+evUqhw4dYvfu3ZGO9+DBA7a9n/GxZMmSRtv2799PjRo1EqQeyZ6mwfXrYV3I9u0DHx/jfdzcwlpgPvtMTToTSzodNG0KLi7g7h4/RRdCCCGEECIqSR7QAPTr1y/KLmYHDhyItK5AgQJElcvAzc0tym2fnGfPVOCiD2IiNplkyKACF30rTO7cKiKJBxbJ4pUlhBBCCCFSuySfWFPEo7dvVfAybBiULg1OTtCuHXh6qmDG0hJq1ICffoLjx9UsmRs3whdfQK1aakyMTme89O0LL15A//5qZk1bWzXoZcCAyC08kWiMYSQPccEfW7yoTV6uGe2Re3ATdTwbG9Ws07mzcQKC27ehWjWwt1d/b982PkWjRqoOQgghhBDikyTX0VOy0FA4ezasBebvvyFc+mkAihdXXcjq1FGD+qOagPTkSQgJCbt94YK6T+vWKsB4+BB++QUKF1bB0RdfqHUbNkRZvKFMZgAz8WApt8jFOH5kF/UozCUCUONx3pStSYZJI1Qw8+ABfPMNtGoFR46og3z9Nbi6qqDshx/Udv05165VQVjLlnF8AIUQQgghREonAU1SCwlBd/Agrn/9hc7eHmrWjH5eltu3wwKYvXvh+XPj7a6uYeNgatWCD6S/NnB0NL7988+QJw9Ur65aasK3guTJA+PHQ6dOKrmAqf5lmsYgZvATP7CNpgB0YRlPyEIztrCWdgA8bT+QbGXfNxTmzAnffQfNmqkEBZaWcPkyTJsG+fJB164qoAF49UoFOPv2xax+QgghhBAiVZKAJilt2gQDB2Jx/z5lQf1wz5YNfv0VWrRQ+7x8Cfv3hwUx168bHyNtWtWNTB/EFCz48eNgAgNhxQoYMiTqY/n4QLp0UQ6WyfL2Fi48Zg+1Det8Sc9x3KnIUdbSDhve4vDfKShbRe3w4gWsXAmVKqlgBlR66D17oG5d2L1btTiByg/dty9kz/5xdRVCCCGEECmaBDRJZdMm1bUqYgKDBw9UF6qWLeHePfjnH9W1TM/cHCpUCOtGVr582I//+LJli2oB6drV9HZvbxg3Dnr3jvIQrmYqVfaynVkIdoTg4CAOHTqM/WwnnG89Jpv9Cw74lSXHzipw7nc1cY2/v6rb9u1hB/rlF+jTR2VgK14c5s+Hv/5SXe0mTYI2bdRjVLcuzJwJkpZbCCGEEOKTIgFNUggJURO1mMrGpl8XvotXwYJhmciqV1ctIwnJ0xM+/xyyZo28zdcXGjZUY2lGj/7goYoXB1xUD7JHj3woVlzjwUO475eJ3dTjy43L4OJF6NFDjc0ZMwa6dFFBjU6nutCFD3ACAqBePVi6VCU3SJsWrl6F+vVVsNO/f7w9DEIIIYQQIvmTLGdJ4e+/4f79D+83bJhqpbl8WbU+NG6c8MHMnTuqi1fPnpG3vX6tAoe0aWHz5uhbhvRjd548MVpt+eIpuSqqbWPMx/LGX6e61OXPrwK2NWtgxw44dsz0cSdMUK0xZcrAgQOqJcvSUnXRM5HiWwghhBBCpG4S0CSFR49itl+JEmpMTWJavFile27Y0Hi9r68KJKysYNs2lWY5OrlyqaBm717DKgt/f3QnTlC4R0Xy5oUnIY5MYwgsWRJ2P333uojZ2kAFdqtWqe5uoFq6goLU/0FBxlnahBBCCCHEJ0ECmqTg4hK/+8WX0FAV0Hh4GA/21wczfn6qO5qvLzx+rJbwQUTBgqrlBlR3sUGDVLewbdvg338pPWMGZM2KRatmjB8P5TmOD+l48de/qtVq3z5o315lUatY0bhsmqbG7EyfHpZ6unJlWLhQBTrLlqnbQgghhBDikyIBTVKoWlW1vESVQUynU9m7qlZN3HLt2QN370L37sbrT59WE3H++y/kzasCLf1y717YflevGk+2OXSoGtPSuzcWlSph8e4dwb//DjY2tGoFuQrb0ZAdWBOg0lX36KEG3Rw8CNbWxmVYsACyZFETaeqNHg3v3oG7uypX377x/pAIIYQQQojkTZICJAVzc5WauVUrFbyETw6gD3JmzIh+PpqEULeu6UQFNWqYXh9RxH10Ohg7FsaOJTgoiCM7dtAgf35AzYfZZ3YxPvtsH5YEctmlLnlu7FMbTOnTRy3hOTmpIEwIIYQQQnyypIUmqbRooWa8d3U1Xp8tm1qvn4cmFatZE+rXCSEIK36430d1OxNCCCFEyhN+ovCDB2Vcq0hUEtAkpRYt4PZtgr28+GfIEIK9vODWrU8imNH7eYo5OkJZQ3tOTT2Q1MURQgghRGxt2gRubljUqUPZadOwqFNHzR+3aVNSl0x8IiSgSWrm5mjVq/OgWjW06tUTv5tZEitRAjrW9Qbguz+qwps3SVwiIYQQQsSYfqLwiNNRPHig1ktQIxKBBDQiyY2b54gVgewJ/QyvsUeTujhCCCGEiImYTBQ+aJB0PxMJTgKamHBzUwPcIy76rFoLFqiB8+nSqfWvXsXsuA8eQKdOWDg706hNGyxKlYJ//gnbbuqcOh1MmaK2BwRA587qvPnzRx4gP2WKyjKWzLnl0tG34mkAhs11M0xFI4QQQohk7EMThWuayoYqY2RFApOAJiZOnlSTYeoXLy+1vnVr9dffH+rXhxEjYn7Mly/VvCmWloT8/jv7Zs0iZPJkyJgxbJ/w53z0CBYtUgFNy5Zq+4IFcOoUHD2q5mjp0CHsisitW2qOlvHjP77+iWDEHFfS4cOZN/lYM/tZUhdHCCGEEB8S04nCY7qfEHEkaZtjwtHR+PbPP6vJH6tXV7cHDVJ/DxyI+TEnTVJzzSxejBYUhP+zZ2h16oClZdg+zs7G99m6VaUGy51b3b58GZo0gSJF1LpvvwVvb1XeL79U50iXLjY1TTIOpbIzLNf/+P5WT74fZUnLPpGnohFCCCFEMpJcJwoXnxxpoYmtwEBYsUJNPhnVxJgxsW0blC0LrVtj4epK9cGD0Xl6Rr3/kyfwxx9q8km9EiXg0CF4+xZ27VIfGA4OsHIl2NhA8+ZxL18SGDTcFhcecvtVBubPi8G8N0IIIYRIOpaWUc8fB0k3Ubj45EhAE1tbtqgxMl27ftxxbt6EuXMhXz6Ct2/ndv36mA8eDEuXmt5/6VJIm9Y4pXP37iqoKVxYdS1bt051ZRs5EmbNgh9+gLx5oV49NV4nmbNr35QxVhMAGDc6GF/fJC6QEEIIIUzbsgVq18Yw8DXiRd6knChcfHIkoIktT0/4/HPImvXjjhMaCqVLw4QJUKoUd+rVI7RHD5g3z/T+ixZBx46q5UXP0hLmzFHjZU6ehCpV4OuvYcAAOHNGfdicOwcVKqh1yV2aNHRr95YCXMH7laUh94EQQgghkpFZs9QF1nfvoEED1XPlE54oXCQ9CWhi484dlUmsZ8+PP5aLi2pZCa9gQbh7N/K+f/8NV69++Lz798PFi9CvnxrP06AB2NtDmzaxG9+ThCy6dWYiwwGYNk2TcYRCCCFEchEaCt98oy6SappKSLR1q7rg+olPFC6SlgQ0sbF4MTg5QcOGH3+sypVVkBLetWuQM2fkfT09oUwZ1b0sKu/eqTTS8+erpt2QEAgKUtuCglJODvhq1WiW8ywVOYK/v46xY5O6QEIIIYTg3Tto1w6mTlW3J0xQvUos3ueX+sQnChdJSwKamAoNVQGNh0fYm1fv8WM4exauX1e3//1X3X7xImyfWrVg9uyw24MHw7Fj6gPh+nVcDx7E7H//C5vbRs/XF9av/3DrzLhxqkWmVCl1u3JlNTvv+fPqvJUrx6XWic/MDJ1HFyYxDFCZpyPGfUIIIYRIRM+fq/Ey69er7u4rVsDw4R+XHEmIeBSngGb58uVUrlyZrFmzcufOHQBmzJjB1q1b47VwycqePao7WPfukbfNm6cCiV691O1q1dTtbdvC9rlxQ6VU1itXDjZvhtWrsShVigLr1xMydapqtg1vzRrVrNu+fdRlu3BBJQQYMyZsXatWqiWpalUV1Pz6a+zrnFS6dKEqh2jMNkJC4Pvvk7pAQgghxCfq5k11UfTwYUifXmVVjfhbRYgkFuuAZu7cuQwZMoQGDRrw6tUrQt53ZcqQIQMzZsyI7/IlH3XrqsAif/7I20aPVtsiLuEzod2+rfYLr1Ej+Pdfgl+/Zt/s2WjhUzLr9e6tJu5Mnz7qshUtqrqr2duHrTMzg99+Ax8fOHFCZTtLKfLkgapVmcAIzHShbNyoGrOEEEII8RHc3FSrSsRF3ztkwQKoUUPNYafTwb59ULGi6iqRPbsKamrWjPLwZpMn07RZM8y+/tp4Q58+6rvd1lbNlde0KVy5Erb9xQto3BjSpFEXhM+cMb5/375hXd2EMCHWAc2sWbNYuHAh33//Pebh+keWLVuWf//9N14LJz5hXbtSlIt4pN0MwLBhKkYUQgghRBydPAmPHoUtXl5qfevW6q+/P9SvDyNGqNuNGsHTp1CypLqyWKRItMc2+9//8HFzi7ytTBnVbf/yZdXCo2nqQrF+fO/48fD6NZw+rQIqfY8XUOc9fjxsEnMhTIh1QHPr1i1K6cdphGNtbY2fn1+8FEoIWrcGOzvG+A7CxjqUv/6CHTuSulBCCCFECuboCM7OYcv27arlpHp1tX3QIPjuOzWZN6iJu+vVg7/+in66ijdvoGNHQubOJSh8bxG93r1Vd3w3NzVlxU8/wb17qvcKqECnXTvVC6Z3b3UbVFKjL75QXfslyYCIRqwDmly5cnH27NlI63fu3EmhQoXio0xCGCYRzc59BhRSV5C++y7lJGsTQgghkrXAQDW4v3v3sMH9oaGqS4R+CEGnTvD77+o7OTp9+0LDhmi1an34vH5+qrUmVy7VjQ1UFtd9+yA4WLXgFC+u1k+erFpsypaNSw3FJyTWAc2QIUPo27cva9euRdM0Tpw4wfjx4xk+fDhDhw5NiDKKT9X7MUjf3exDhgwaFy6oz14hhBBCfKQtW+DVq7DxvgEBarD/5Mlh+8ycqbKaRWfNGtVVbOLE6Pf77Tc1RiZNGvjzT9XdzcpKbfvuO5VBNk8elTDJ01ONDV66FH78UbXS5M6t5tXz8YljhUVqFuuApmfPnkyaNIkffvgBf39/OnTowNy5c/n1119p165dnAoxZ84c3NzcsLGxwd3dnRMnTkS5b40aNdDpdJGWhuHmhtm0aRN169Ylc+bM6HQ6ky1KIgWoWROyZyej7x1GNDwPqM+1d++SuFxCCCFESufpCZ9/rrqSvXypupatWaMCi2Fq6oQPpmW+dw8GDoSVK8HGJvp9O3ZUg/0PHlRdy9q0CftCT58eVq1SE5gfPKgmHu/TB6ZMUce+eVMlJrCzQyaoE6bEKqAJDg5m2bJl1K5dm2vXrvHmzRseP37M/fv36WEqQ1cMrF27liFDhjBq1ChOnz5NiRIlqFevHk+fPjW5/6ZNm3j06JFhuXDhAubm5rTWD2gD/Pz8qFKlCpMmTYpTmUQyYWYGXboA0P/ZSLJnV5+d4afzEUIIIUQs3bmjpqPo2VP9X7myCiTSplWtJ/Xrx+w4p06ppAGlS4OFBRa2tjhcvIjZ7NkqMArfTzx9esiXT42l2bBBZTnbvNn0cRcvhgwZVDa0AwegWTPVUtS6tbotRASxCmgsLCz44osvePc+orazs8PJyemjCjBt2jR69epFt27dKFy4MPPmzcPOzo5FixaZ3D9Tpkw4OzsbFi8vL+zs7IwCms6dOzNy5Ehq1679UWUTycD7gMZmz3bGDnkFqLlIX75MwjIJIYQQKdnixeDkBC4uUKGCGoTv6gqHDqkJNGOqVq2wycTPniX45Ele5s2L1r69WhfVQH799BYBAZG3PXumWmFmzVK3Q0JUcgBQf2UwrTDB4sO7GCtfvjxnzpwhZ86cH33ywMBATp06xfDhww3rzMzMqF27NkePHo3RMTw9PWnXrh32prJqxFBAQAAB4d5Uvr6+AAQFBRGkfxMlIP05EuNcSSXOdcyVC/OKFTE7epQO/vOZUngoly7pmDAhhAkTQhOgpHGT2p/D1F4/SP11TO31g9RfR6lfypfUdcyXz4I7d3TAaLW4Azziy0xr+PVvd94FWzC09RPW/VmBAF5Tt4k/M0ecIUuprJApEwDm9eqhNW1K6FdfgY0NPSYXZvny8NfHr1E34BLbl+SDoCAOrn5EHY8cEUpiDfhzxPEpZYOCuH0bunc35/RpHWXsvVn8xY/kcHKCoCDMKlSgycjSdAm5TWuv+WgVKxL6CbxWROzEOqD56quv+Prrr7l//z5lypSJFEgU12emiAFvb29CQkLIkiWL0fosWbJwJfyES1E4ceIEFy5cwNPTM8bnNGXixImMGTMm0vrdu3djZ2f3UceODS99PvhULC51zFmyJCWPHuXd/N9o3qkaly5VZOZMKFhwHw4OyWtATWp/DlN7/SD11zG11w9Sfx2lfilfUtVx7FgrMp6/SLmpvxCKjksUoQ57yP6lAzvOn2f113YcuVGA9TQgPT70+3s2bT8PZVb/8dx7n8GszoUL3HVy4ur7+Wbu3y9F6dLW9O+vJsMsN3EiAW4u7NjRHgDzgFecL7aStLdvY+XvT0C6dIywnsyBoKo8CTrKjh3w88/lsLQMZVH3TaxZkpfOXvUYVkbN1XDkSQ2CzENo8UNhnufLxz/t2hH4fh4Hf3//RH4ERXKl07TYTVdoZha5l5pOp0PTNHQ6HSGxaAp8+PAhrq6uHDlyhIoVKxrWDx06lIMHD3L8+PFo79+nTx+OHj3K+fPnTW6/ffs2uXLl4syZM5QsWTLK45hqocmePTve3t6kS5cuxvWJq6CgILy8vKhTpw6WH8omkkJ9VB1fvcIiRw50794RdOQotYaV5++/zejaNZQFC5JH03Nqfw5Te/0g9dcxtdcPUn8dpX4pX5LXUdMwGzUK859/BmBgwZ38EViHS5dD8PWFrFktWLYshJYt1U/DK1egeHFL/v47GHd30z8Xe/Qw59Ur2LgxJEb1CwoCNzcLvvoqlO+/Vz0tihe3YMqUEOrV09i5U8ewYeacOxfMq1dQqZIFu3YFGzI8h+fr64uDgwM+Pj6J8ntNJF+xbqG5detWvJ3cwcEBc3NznugncHrvyZMnODs7R3tfPz8/1qxZw9h4yHZhbW2NtbV1pPWWlpaJ+oGT2OdLCnGqo6OjGhC4Zg2Wq1YyeXIFKlaEZcvM+OYbs2gnLk5sqf05TO31g9Rfx9ReP0j9dZT6pXxJUsfAQOjRwzD/QeD3Y1g5ry5DhuiwsjLj/HkVbNSvb2HI1FysGOTIASdPWlCliunDmpmpeTddXc3IkMGCPHmK4+5uibOz6fpt2wbPn0PPnuZYWqoxNiVLwoEDFjRooKajKVFCPUYjRqgpbnLnNn2s1P46ETEX67TNOXPmjHaJDSsrK8qUKcPevXsN60JDQ9m7d69Ri40p69evJyAggE6dOsW2CiIl0ufJX7WKCqUCaNFCzf81YkSSlkoIIYRI/l69UpnLVqxQA/U9PdlSfCSvXukMX6+PH6tpYTJkML5rlixqW1Tq14dly2DvXpgwIYQLFxxo3Ng8yrH7np4qQ3S2bGHrfvlFtQa5uanpZ375RQVJZ8+q3EBt2qhpaL74QsVlQkQU6xYagBs3bjBjxgwuX74MQOHChRk4cCB58uSJ9bGGDBmCh4cHZcuWpXz58syYMQM/Pz+6desGQJcuXXB1dWVihAmbPD09adasGZkzZ450zBcvXnD37l0ePnwIwNWrVwEMmdFEClS7tsqV//Ah/PEHEya0YOtWdaXn0CGivHIkhBBCfNLu3VPzzVy8qCa13LAB6tXDs17YNDQfI/wUhAULajx/fowvvqjDgQMqCVp49+/Drl2wbp3xeldX2L497HZAgAp6li6Fn35S2aSvXlXB0/z50L//x5VZpD6xbqHZtWsXhQsX5sSJExQvXpzixYtz/PhxihQpEqdBbm3btuWXX35h5MiRlCxZkrNnz7Jz505DooC7d+/y6NEjo/tcvXqVQ4cORTn3zbZt2yhVqpRhss127dpRqlQp5s2bF+vyiWTC3Bw6d1b/L1lCgQKq5Rxg6FCV/VEIIYQQ4Zw9q9IyX7yoUjT//TfUq2c0DY2es7Nq/Xj1yvgQT56obTHl7OyPg4PG9euRty1eDJkzQ5Mm0R9jwgSoWxfKlFHTzrRsqaahadFCpqERpsW6hea7775j8ODB/Px+QFn49cOGDaNOnTqxLkS/fv3o16+fyW0HTLxyCxQoQHS5DLp27UpXfRuqSD08PGDSJNixA548YfToLKxYAUePwtatapiNEEIIIYDdu6FVK3j9GooUUd+dOVT6ZP00NO+v+wIqeLC0VF3HWrZU665ehbt34QOjAIx4e9vw/LmKn8LTNHXeLl0guqEvly/DqlUqFgOZhkbETKxbaC5fvmyyZaR79+5cunQpXgolhEmFCkH58urTbNUqXFxg8GC1afhwCA5O2uIJIYQQycLixSpaef0aatRQfbPfBzOhoWqzhwdYhLusnT696vkwZAjs3w+nTkG3biqYqVAhbL+CBWHzZvX/mzfw7bdw7Bjcvg379umYMMGdPHlUl7Hw9u2DW7eMW4Ui0jTo3RumTwf9rCCVK8PChSrQWbZM3RYiolgHNI6OjpzVh83hnD17Ficnp/gokxBR07e8LV0KqA/SzJnVYMIlS5KsVEIIIUTS0zQYPRq6d1dX+Tp2hJ07jUb679mjWl26d4989+nToVEj1UJTrZrqarZpk/E+V6+Cj4/639wczp9XXcjy54c+fczJk+cV+/cHEzF5rKcnVKqkAqKoLFigkhA0ahS2bvRoePcO3N0hb16V9UyIiGLd5axXr1707t2bmzdvUqlSJQAOHz7MpEmTGDJkSLwXUAgjbdvCoEFw7hycPUv6kiX54QfVUjNqFHToAIk4F6oQQgiRPAQFqeYN/dW9ESPUiHqdzmi3unWjHndqYwNz5qglKuHva2urBvmHFSGYHTvOkSWLa6T7rVr14Sr06aOW8JycVBAmRHRiHdD8+OOPpE2blqlTpzJ8+HAAsmbNyujRoxkwYEC8F1AII5kyQdOmsH69aqUpWZIvv4Rff1XN3b/+qrqfCSGEEJ8MX181XsbLSzWb/PabCm6E+ETEusuZTqdj8ODB3L9/Hx8fH3x8fLh//z4DBw5EF+EqgBAJwsND/V25EoKCsLZWF6EAfv5ZTdglhBBCfBIePICqVVUwY2+v5jOQYEZ8YmId0Ny6dYtr164BkDZtWtKmTQvAtWvXuH37drwWTgiT6tVTnWyfPYM//wSgfXs1s7Cvr0r3KIQQQqR6//6rRuyfP6++Fw8ehAYNkrpUQiS6WAc0Xbt25ciRI5HWHz9+XFIli8RhYQGdOqn/3/cVNjNTGZ0BZs9W3c+EEEKIVGvvXjWr9P37aqT9sWMq93Iiu3sXTp9Wy5kzcONGes6cCVt3926iF0l8gmI9hubMmTNUNpEzr0KFClHOJSNEvPPwgKlT1dTC3t7g4EDdumpW4r17YeRIld5RCCGESHWWLVM5loODVTqyLVsgY8ZEL8bdu1CggMpCplgCNYz2sbFRmdHeZ40WIkHEaQzN69evI6338fEhRGY7EomlWDEoXVpldVm9GlCJXPTzva5YoRKhCSGEEKmGpqlBox4eKphp105NoJkEwQyo64lhwYxp796p/YRISLEOaKpVq8bEiRONgpeQkBAmTpxIlSpV4rVwQkRL38Ux3AQ0ZcuqzM6aJtnOhBBCpCL6tMw//qhuDxumkuNEnPBFiE9QrLucTZo0iWrVqlGgQAGqVq0KwN9//42vry/79u2L9wIKEaX27eHrr1Un3X//Va02qItXGzeqfAH790PNmklcTiGEEOJjvH4NbdqoSTLNzGDWLPjqq6QulRDJRqxbaAoXLsz58+dp06YNT58+5fXr13Tp0oUrV65QtGjRhCijEKY5OIRNJ7x0qWF13rzwxRfq/6FDo55ATAghhEj2Hj2C6tVVMGNrC5s3SzAjRASxbqEBNZHmBMmNK5IDDw/14b5ihRpAY6Fe0j/+qHqi/fMPbNgArVsnbTGFEEKIWLt0CT7/XI2+d3RUiXDKl0/qUgHg56cmsxYiOYhxC423tzd37twxWnfx4kW6detGmzZtWLVqVbwXTogPatBAfcg/eQK7dhlWOznBN9+o/0eMUF2PhRBCiBTjwAGoVEkFM/nzq7TMySSY2bVL9fKWbKIiuYhxQNO/f39mzpxpuP306VOqVq3KyZMnCQgIoGvXrixfvjxBCilElCwtoUMH9X+4bmcAQ4aowOb6dVi4MAnKJoQQQsTFqlVqEmkfHxXUHDkCuXMndal4+lRNA1e/Pty6Bc7OSV0iIZQYBzTHjh2jSZMmhtvLli0jU6ZMnD17lq1btzJhwgTmzJmTIIUUIlr6bGdbt8KLF4bVadOq+WgAxoyBN28Sv2hCCCFEjGma6j7dsSMEBkKrVrBnD2TOnOTFWrwYChVSidXMzGDwYNi3T80zEx0bGzXkVYiEFOOA5vHjx7i5uRlu79u3jxYtWmDxfsxCkyZNuHbtWrwXUIgPKlkSSpRQH/5r1xpt6t1bJQl4+hSmTUua4gkhhBAfFBysBvvr5xwYMkR9p9naJmmx/vtPTVrdvbu6ZliyJBw/rr5TCxVSk2aeOqWW48eDmDr1AMePBxnWyaSaIjHEOKBJly4dr169Mtw+ceIE7u7uhts6nY6AgIB4LZwQMebhof6Gm5MGVI+08ePV/1OmqMBGCCGESFbevIFmzWDePDVL9K+/wtSpqikkiQQGqu/P4sXVFAi2tup79ORJNeebXo4cap7r0qWhVCnIk8eHUqXC1kkwIxJDjN8pFSpUYObMmYSGhrJhwwZev37NZ599Ztj+33//kT179gQppBAf1LGjynB24gRcvmy0qVUr9eH75g2MG5dE5RNCCCFMefwYatSAP/5Q/bM2boQBA5K0SEeOqGDkhx8gIEAN57l4USXbsYhTflwhElaMA5px48axbds2bG1tadu2LUOHDiVjxoyG7WvWrKF69eoJUkghPsjJSaW2hEjJAczMYNIk9f+8eXDjRiKXTQghhDDlyhWoWFH1zXJwUE0hzZsnWXF8fFSvtypVVADj6KjyE/z5J+TKlWTFEuKDYhzQFC9enMuXL7Nu3TqOHDnCuAiXutu1a8ewYcPivYBCxJg+OcDy5RASYrTps89UVpbgYHXFSQghhEhShw6pDGa3b6vBnkePQoUKSVIUTYNNm9SYmLlz1e3u3VW81b696gUnRHIWq86ZDg4ONG3a1GjsjF7Dhg3JJeG7SEoNG0KmTPDwocoKE8HPP6sP5TVr1MUwIYQQIino1q+H2rXh5UsVxBw5ooKaJHD/vmoUatkSHj2CfPlU9jJPT/WVKkRKkHSjzYSIb9bWYXPSREgOACoRWseO6v9hw9QVKCGEECLRaBp5tmzBomNHNTilWTPYu1f17UpkISEwa5Zqldm6VSXR+fFHOH8eatZM9OII8VEkoBGpiz7b2ZYtEC4rn964cWBlpb4/vLwStWRCCCE+ZSEhmA0eTFH9Bbf+/WHDBrCzS/SinD+versNGKAS5lSqBGfOwNixH55XRojkSAIakbqUKQNFisC7d7BuXaTNbm7Qt6/6f9gwCA1N3OIJIYT4BPn7Q8uWmP/2GwAhkyer1Mzm5olajLdv1TQ3ZcqopKDp0qkxM3//rb46hUipJKARqYtOF9ZKEyHbmd6IEepD/OxZNZ5GCCGESDBPn6o+XFu3ollbc/LbbwkdNCjRR9rv2QPFiqnxpMHBaszM5cvwxRdJOt2NEPEi3l7CwcHB3L17N74OJ0TcdeqkPp2PHFFTHEfg4KBaZwC+/151YxZCCCHi3X//qbTMJ05ApkyE7NzJw8qVE7UI3t7qOl+dOmraAldX1St7wwbImjVRiyJEgom3gObixYuS5UwkDy4uahYwgGXLTO4ycKDa7fZtNTeNEEIIEa+OHFGDU27eVJO4HDmClojBjKapr8CCBdVfnU4N27l0CZo2TbRiCJEopJFRpE76OWmWLTM5UMbeHsaMUf+PG6cmExNCCCHixcaNUKsWPH8O5cqpOWYKFEi001+/rlpkPDxUEYoXV0WYOVN1uRYitbGI6Y6lS5eOdvvbt28/ujBCxJsmTSBDBrh3T828XKtWpF26dYOpU+HqVfjlFxXYCCGEEB9lxgwYMkQ1kTRuDKtXq6toiSAoSH2vjRmjcuPY2MDo0ao4lpaJUgQhkkSMW2guXbpE8eLFadq0qcmlevXqcS7EnDlzcHNzw8bGBnd3d06cOBHlvjVq1ECn00VaGjZsaNhH0zRGjhyJi4sLtra21K5dm2vXrsW5fCIFsrGBdu3U/ybmpAGwsICJE9X/06apCcWEEEKIOAkNhcGD1aJp8NVXsHlzogUzx4+r7GXDh6tgpnZtuHBBjRmVYEakdjFuoSlatCju7u58+eWXJrefPXuWhQsXxroAa9euZciQIcybNw93d3dmzJhBvXr1uHr1Kk5OTpH237RpE4GBgYbbz58/p0SJErRu3dqwbvLkycycOZOlS5eSK1cufvzxR+rVq8elS5ewkQTrnw4PDzVAZuNGmDPHZDt7s2ZqkuZjx9QVLRlPI4QQItbevoXOndX3DcDkyfDNN4mSyczXVyW4mTNHxVEODuoiXadOiZ5ITYgkE+MWmsqVK3P16tUot6dNm5Zq1arFugDTpk2jV69edOvWjcKFCzNv3jzs7OxYtGiRyf0zZcqEs7OzYfHy8sLOzs4Q0GiaxowZM/jhhx9o2rQpxYsXZ9myZTx8+JAtW7bEunwiBXN3V32W375V6VxM0OnU9w7A//6nup8JIYQQMebtrZpDNm5UMzevXg3ffpso0cTWrVC4MMyerYIZDw+VirlzZwlmxKclxi00v/76a7Tb8+TJw/79+2N18sDAQE6dOsXw4cMN68zMzKhduzZHjx6N0TE8PT1p164d9u+bdG/dusXjx4+pXbu2YZ/06dPj7u7O0aNHaafvhhROQEAAAeFy9/r6+gIQFBREUFBQrOoUF/pzJMa5kkpS1dGsc2fMf/iB0CVLCOnc2eQ+FSpAw4bm/PGHGcOHh7J2bUisz5Pan8PUXj9I/XVM7fWD1F9HqV8ydOMGFo0bo7t+HS1DBkI2bkSrWlUNZjEhvur48CEMGmTOli3qunSePBpz5oTw2Wfa++N/1OHjLLGfwxT1WhEJSqdpmpZUJ3/48CGurq4cOXKEihUrGtYPHTqUgwcPcvz48Wjvf+LECdzd3Tl+/Djly5cH4MiRI1SuXJmHDx/i4uJi2LdNmzbodDrWrl0b6TijR49mjD7lVTirVq3Czs4urtUTyYCNtzd1e/VCp2l4zZuHv7Ozyf3u3EnL4ME1CQ3VMWnSXxQo8DKRSyqEECIlyfjff7iPH4+1jw/+jo4cHTmSN9mzJ+g5Q0Nh1y43li8vjL+/JebmoTRrdp02ba5ibR05o2dq5+/vT4cOHfDx8SGdpG/7pMW4haZLly7MmTOHtGnTAnDu3DkKFy6MZRKONPP09KRYsWKGYCauhg8fzpAhQwy3fX19yZ49O3Xr1k2UN0hQUBBeXl7UqVMnSR/PhJSUddTWrkXn5cVn9+8T2r17lPudPq2xdKmO33+vwqBBIbFqrk/tz2Fqrx+k/jqm9vpB6q+j1C/50G3bhvmoUejevkUrVQrLLVuoFu4ialQ+po4XL8JXX5lz9KhqlSlfPpTffguhePFcQPKYBzCxn0N9jxohYhzQrFy5kl9++cUQ0FStWpWzZ8+SO3fuOJ/cwcEBc3Nznjx5YrT+yZMnOEdxJV3Pz8+PNWvWMHbsWKP1+vs9efLEqIXmyZMnlCxZ0uSxrK2tsba2jrTe0tIyUT9UE/t8SSFJ6ti1K3h5Yb5iBeZjxoCZ6aFj48bB2rVw6JAZXl5mhEucF2Op/TlM7fWD1F/H1F4/SP11lPolsdmzYcAANWilQQN0a9dimSZNrA4Rmzq+ewfjx8OkSaorWdq0MGECfPmlGebmyXM6wcR6DmNyDk3TCA4OJiQk9t3JRdIyNzfHwsICXQyuMMc4oInYMy0+eqpZWVlRpkwZ9u7dS7NmzQAIDQ1l79699OvXL9r7rl+/noCAADp16mS0PleuXDg7O7N3715DAOPr68vx48ejzNAmUrlmzVSGs9u34e+/IYoU49mzq++oyZPhu++gfn0wN0/UkgohhEiuQkNVDuRfflG3e/WC335TcwAkkP37oU8f0M880bSpiqeyZUuwU6YqgYGBPHr0CH9//6QuiogjOzs7XFxcsLKyina/hHsXxtCQIUPw8PCgbNmylC9fnhkzZuDn50e3bt0A1dXN1dWVifoJQ97z9PSkWbNmZM6c2Wi9Tqdj0KBB/PTTT+TLl8+Qtjlr1qyGoEl8YuzsoE0blcZsyZIoAxpQgcyCBSp3//LlqnFHCCHEJ+7dO5VCbN06dXv8eDXhSwKlEnv+XCVKW7xY3c6aVQUyzZsnyOlSpdDQUG7duoW5uTlZs2bFysoqRlf6RfKgaRqBgYE8e/aMW7dukS9fPsyi6GEDsQxoLl26xOPHjw0nunLlCm/evDHap3jx4rEqcNu2bXn27BkjR47k8ePHlCxZkp07d5IlSxYA7t69G6kCV69e5dChQ+zevdvkMYcOHYqfnx+9e/fm1atXVKlShZ07d8ocNJ+yrl1VQLN+PcyaBVF0D8iYEUaMgKFD4ccfoW1bsLVN3KIKIYRIRl68UE0jhw6pGSoXLVKTvCQATVNZnwcNgmfPVLz05Zeqi1n69AlyylQrMDCQ0NBQsmfPLgmeUihbW1ssLS25c+cOgYGB0f6Oj1VAU6tWLaOuZo0aNQJUq4imaeh0ujj1UezXr1+UXcwOHDgQaV2BAgWi7fKm0+kYO3ZspPE14hNWqRLkzQvXr8OmTdClS5S79usHM2fC/ftqorJvvknEcgohhEg+bt2Czz9Xk5SlTw+bN0PNmglyqps3VfCiv1ZbpAgsXAjhksCKOIjuqr5I/mL6/MU4oLl161acCyNEktPpVHeBH39U3c6iCWhsbVWCgG7d1FWxHj1Uy40QQohPyD//QKNG8OSJGmS5YwcULRrvpwkOhunTYdQoNQ+0tTWMHKkupn1g2IAQ4r0YBzQ5c+ZMyHIIkfA6d1YBzf79cOcORPOa7txZjfu8eBF+/llllxFCCPGJ2L5d9Tn294eSJeGPP9RAlnh28iT07g1nz6rbNWvC/PmQL1+8n0qIVE3a4cQn44FFTjpl8SIz3tjmzUqxYuoCnN6TJ2qoTdasKi2mPpP3r7/CvXumj7lpE5QtC46OFrRt25CyZS1Yvjxse1CQSopTrBjY26tjd+miZnnWCwhQAVS6dJA/P+zZY3yOKVOgf/94eQiEEEJ8yPz5asyMvz/Uqwd//RXvwcybNzB4MFSooIKZTJlUAoC9eyWYSZZCQuDAATXA6cABdVskKxLQiE/Cy5dQuTJY5nPjTz7nUtY6TP1FM3Ql0zSV3fnmTdi6Fc6cgTJlVFATEACjR5s+bqZM8P338NdfwcyYsR8Pj1C6dYNdu9R2f384fVo1DJ0+rQKgq1ehSZOwYyxYAKdOwdGj6kpdhw6qPKC6by9cqBLqCCGESEChoSpz2RdfqP+7d4fff1dXuOLRP/9koWRJC2bMUKfp1AmuXFEX1CQJVzK0aRO4uanmsw4d1F83N7U+gR09ehRzc3MaxmVivE9MkqdtFiIxTJqkukAv3ukCzpfh7hty2R+GPFUAleP/2DGVrrlIEXWfefNUUrSAADXsZsiQsG16NWqov0FBcOuWPw0ahLJihTmHDqkLe+nTg5eX8X1mz4by5eHuXciRAy5fVgFOkSKQO7dK1entDY6OaoDopEmq9UYIIUQCCQhQAcyqVer2mDHqSlQ8RhiPH0P//uZs2FABgFy51PdM3brxdgoR3zZtglatwq4y6j14oNZv2AAtWiTY6T09Penfvz+enp48fPiQrAnQ7TEmAgMDPzgPTFKTFhrxSdi2TXUNa93VHqfgB5TiNAuH3zRsDwhQf8NnBDQzU9mdc+QIu3AXHU2Dfft0XL0K1apFvZ+Pj/qOzJBB3S5RQmUDfftWtey4uICDA6xcqcoj8w4IIUQCevlSXYFatUpNkrlkiRqVH0/BTGioaokvWBA2bDDDzCyUr78O4cIFCWYSnaaBn1/MFl9fNdu2qay6+nUDB6r9PnSsOExG/+bNG9auXcuXX35Jw4YNWbJkidH233//nXLlymFjY4ODgwPNw/1YCAgIYNiwYWTPnh1ra2vy5s2Lp6cnAEuWLCGD/gfIe1u2bDGao2f06NGULFmS//3vf+TKlcuQLnnnzp1UqVKFDBkykDlzZho1asSNGzeMjnX//n3at29PpkyZsLe3p2zZshw/fpzbt29jZmbGP+H7+gMzZswgZ86chIaGxvoxCk8CGvFJuHkT5s5VfZN3zbrGl8xlwKHWLF2gIpmCBVXgMny4+m4LDFQtI/fvq5Ydc3PV8+DvvyMf28cHMma0oFWrxjRtas6sWVCnjulyvHunxtS0bx/W6tK9uwpqChdWXcvWrVNlGDlSTZnzww8q43S9euqikBBCiHhy5w5UqQIHD6quZTt2qIyY8eTyZTWXc58+6ruiTJlQfvnlIBMnhiJToyQBf391pTImS/r00X/papr6kZA+/YeP5e8f66KuW7eOggULUqBAATp16sSiRYsMU5b88ccfNG/enAYNGnDmzBn27t1L+fLlDfft0qULq1evZubMmVy+fJn58+eTJor596Jy/fp1Nm7cyKZNmzj7PmuFn58fQ4YM4Z9//mHv3r2YmZnRvHlzQzDy5s0bqlevzoMHD9i2bRvnzp1j6NChhIaG4ubmRu3atVmsny32vcWLF9O1a9ePTq8doy5npUqVivHsqqdPn/6oAgmREEJDVQvNhAlAaClKTdjDhVsLmTelAx69rbG0VC3LPXqocTHm5lC7tpp+QNPU+gULVDBy+LDxhbu0aeHkyWB27jxEUFA1hgwxJ3fusO5oekFB0KaNOt7cuWHrLS3VfDfhdeumLgydOQNbtsC5czB5slq3cWMCPUhCCPEpOX0aGjZUfcFcXVUwE8vJwaMSEAATJ6rvnKAglRRm/Hjo0yeEXbt84+UcInXz9PSk0/sJXOvXr4+Pjw8HDx6kRo0ajB8/nnbt2jFmzBjD/iVKlADgv//+Y926dXh5eVG7dm0AcufOHevzBwYGsmzZMhwdHQ3rWrZsabTPokWLcHR05NKlSxQtWpRVq1bx7NkzTp48SaZMmQDImzevYf+ePXvyxRdfMG3aNKytrTl9+jT//vsvW7dujXX5IopRONSsWTOaNm1K06ZNqVevHjdu3MDa2poaNWpQo0YNbGxsuHHjBvXq1fvoAgmREFxcVAsIoPqSdelCIS5zN1z2sjJlVLaZV6/g0SPYuROeP1fjWkaNUvPTHD2qkgaEZ2amWlBy5/Zl8OBQWrVSX2Th6YOZO3fUmJroxsTs36/SRffrp5KpNGigvgzbtFG3hRBCfKSdO1Xf4MePVRrKY8fiLZj56y/V6j5mjPrsb9QILl1SvZPMzePlFCKu7OxUirmYLDt2xOyYO3Z8+FixbI67evUqJ06coH379gBYWFjQtm1bQ7exs2fPUqtWLZP3PXv2LObm5lSvXj1W54woZ86cRsEMwLVr12jfvj25c+cmXbp0uLm5AXD37l3DuUuVKmUIZiJq1qwZ5ubmbN68GVDd32rWrGk4zseIUQvNqFGjDP/37NmTAQMGMG7cuEj73Isqt60QSaxyZZVdzKBLF/4bs5WcAf/B/XeQLZthU/r06u+1ayqt87hxKmPnkCHqCtvw4eoLyiKKd09oaNiYHAgLZq5dU8FK5sxRl/PdO+jbV42fMTdXmSH1XW+DgiRTpBBCfDRPT9UHLCQEatVSzd76D/6P8PIlDB0K//ufuu3srLoNt2wp2cuSDZ1OXSGMibp11W+DBw9Mj4HR6dT2unXjPVL19PQkODjYKAmApmlYW1sze/ZsbG1to7xvdNsAzMzMDF3X9IKCgiLtZ2/icWrcuDE5c+Zk4cKFZM2aldDQUIoWLUpgYGCMzm1lZUWXLl1YvHgxLVq0YNWqVfz666/R3iemYt1hbf369XQxMct6p06d2Ch9YUQyNXiwugA3YQJcvw6rjuVmgdkX9GUO+olj1q9XLSD61M116qhUzvpBm99+q2ZtvnJFzRcAqiXGy0vd5969NEyfbsby5SoNJ6ggpFUrFRitXKm+Px8/Vsv797+RceNUi0ypUup25cqqK9z58yo7WuXKCfowCSFE6qVpanBiz57qw7hLF3V1/SODGU2DtWuhUKGwYKZPHzV+plUrCWZSLHNzNREdRH4S9bdnzIj3YCY4OJhly5YxdepUzp49a1jOnTtH1qxZWb16NcWLF2fv3r0m71+sWDFCQ0M5ePCgye2Ojo68fv0aPz8/wzr9GJnoPH/+nKtXr/LDDz9Qq1YtChUqxMuXL432KV68OGfPnuXFixdRHqdnz57s2bOH3377jeDgYFrEU5a4WAc0tra2HD58ONL6w4cPG7IgCJHclCsHmzerObGKFlWBw4zOp+nIKli6FDSNR4/UBJcFC6qxKp07q/310qdXCQJAdUHz91fJS776CkqWtGD48Kps3qxjxQr1fQnqws62bWrcYMmSquubfjlyxLiMFy6ohADhusTSqpXq4l21qgpq4ulChhBCfFoCA9Vgf33vkpEjVTazj0xFe+eOarFv105NzlyokEoeM29eWCZLkYK1aKFSM7u6Gq/Pli3BUjZv376dly9f0qNHD4oWLWq0tGzZEk9PT0aNGsXq1asZNWoUly9f5t9//2XSpEkAuLm54eHhQffu3dmyZQu3bt3iwIEDrFu3DgB3d3fs7OwYMWIEN27cYNWqVZEyqJmSMWNGMmfOzIIFC7h+/Tr79u1jyJAhRvu0b98eZ2dnmjVrxuHDh7l58yYbN27k6NGjhn0KFSpEhQoVGDZsGO3bt/9gq06MabE0ceJEzcbGRuvfv7+2fPlybfny5Vq/fv00Ozs7beLEibE9XLLk4+OjAZqPj0+inC8wMFDbsmWLFhgYmCjnSwrJso6+vppmZ6dpoGlHj8boLu/eaZqbm7rLhAlh65Nl/eJRaq+fpqX+Oqb2+mla6q+j1C+OXr3StFq11Ae3ubmm/e9/H33IoCBNmzYt7CvEykrTxo5V3xHRkecwfkX3e+3t27fapUuXtLdv3378iYKDNW3/fk1btUr9DQ7++GNGoVGjRlqDBg1Mbjt+/LgGaOfOndM2btyolSxZUrOystIcHBy0Fi1aGPZ7+/atNnjwYM3FxUWzsrLS8ubNqy1atMiwffPmzVrevHk1W1tbrVGjRtqCBQu08CHBqFGjtBIlSkQ6v5eXl1aoUCHN2tpaK168uHbgwAEN0DZv3mzY5/bt21rLli21dOnSaXZ2dlrZsmW148ePGx3H09NTA7QTJ0588PGI6fMY64k1v/vuO3Lnzs2vv/7KihUrDNHW4sWLadOmTfxEWUIkhrRpVefm5ctVK02FCh+8i7U1/PST6lL288/Qq5eaM0YIIUQydO+e6sd74YJKn7thg8qB/xHOnFGf/adOqdvVqqksmAUKxEN5RfJkbh45dWkC+f3336PcVr58ecP4l+LFi0fZXcvGxoZp06Yxbdo0k9ubNWtGs2bNjNb16tXL8P/o0aMZPXp0pPvVrl2bS5cuGa3TIozHyZkzJxs2bIiyDgAPHjygWLFilCtXLtr9YiNOSZ/btGnD4cOHefHiBS9evODw4cMSzIiUST/fwOrVakR+DLRvrzLY+Pq+TwMthBAi+Tl3DipWVMGMi4tKP/YRwYyfH3zzjerCfOqU6lL2v/+pZC8SzAjxYW/evOHChQvMnj2b/v37x+ux4zyLTWBgIPfv3+fu3btGixApSs2aamCMj0/kfMxRMDNTk26Cmj/m9u2EK54QQog48PJSgw8fPFA5+48dC8u2Egd//glFisDUqSqfQLt2atB/jx7qO0EI8WH9+vWjTJky1KhRg+7du8frsWP9Nrx27RpVq1bF1taWnDlzkitXLnLlyoWbmxu5cuWK18IJkeDez0kDqG5nMVS3LlSqpMaZ9u2ruiDcuJGeM2fUXG2nT4PE90IIkQSWLFHdzF6/Vt2EDh2CHDnidKgnT6BDB3W4O3cgZ0744w/VqO/sHK+lFiLVW7JkCQEBAaxduxbzeM4OF+uApmvXrpiZmbF9+3ZOnTrF6dOnOX36NGfOnOH06dPxWjghEoW+29muXfDwYYzucu+eSsUMKuunu7slX39dA3d3S8qUUZN0FiggQY0Q4T14oMafZc6sJqotVizsfQRq/rl+/VQCIVtbdWF93rzojxkUBGPHQp48kDatBYMG1WDXrsh5cj907l9+AScntUydanzf48fVezo4+CMqLxKepqk0kd26qSerQwc1gWbGjHE6lKenylq2erW69jVkiOq91qBBApRdCPFRYp0U4OzZs5w6dYqCBQsmRHmESHz58qnmliNH1GQx3377wbt4e5ueRya8d+/UfnG8MChEqvLypZpHqWZN1X3H0VFNNhv+t+aQIbBvH6xYAW5usHu3SoueNSs0aWL6uD/8oPZfuBDy5Alm+vTbtG5dnCNHwnoYfejc58+rLL7bt6sfso0aqVbYYsXU7+IvvlCDvqOaTFckA0FBavIX/SRhw4erDC5x6A929ao6lH4aj9Kl1fNfpkw8llcIEa9i/fFcuHBhvL29E6IsQiSdrl1VQLNkiRr1KTOhCRGvJk1Sw9X0vzcBIvZSPnJENZjqkwn17g3z58OJE1EHNMuXw/ffq6vmQUHw+ee3efKkGFOnqjmhYnLuK1egeHH47DN1u3hxta5YMZgyRWWxisdkPCK++fpC69YqAjYzg99+UxFJLAUGqtfKTz+p/+3s1LQ1AwZIMCtEchfrSxeTJk1i6NChHDhwgOfPn+Pr62u0CJEitWkDNjZw6VJYLk4hRLzZtg3KllW/O52cVOvJwoXG+1SqpPZ78EC1lOzfD//9p1pLohIQoN664dnaqmETMT13sWLqPHfvqnES//2nJuC9cUMFQT/99PH1Fwnk4UMVce7erSKQbdviFMwcPqxeFyNHqmDm88/h4kXVaijBjBDJX6wDmtq1a3Ps2DFq1aqFk5MTGTNmJGPGjGTIkIGMceinKkSykD49NG+u/o/BjLlCiNi5eRPmzlU9PHftgi+/VFe+w+fimDVLjZvJlk1N4F6/vsokWK1a1MetVw+mTVNdyEJD4exZR7Zs0fHoUczPXaiQSsFep44KniZOVOv69IHJk9V9ihZVP3j/+ithHh8RBxcuqPnDzp2DLFlUH7GGDWN1iFevVJfCKlXU9SwnJ1izRg38d3NLkFILIRJArAOa/fv3s3//fvbt22e06NcJkWJ17ar+rl6tLvvGgwjzTQnxyQoNVWMRJkxQgUHv3mpywvCD/mfNUtl1t21TDaVTp6osgnv2RH3cX39VgUrBgmBvb8GCBcXx8Ag1GjoRk3N/8YUaO3H1qvp/6VI1927FitCzJ2zerAKndu3i7eMhRUqIxA4AM2ZAkSIWtGnTiNy5LRg8OOqpwX7+WfUKHlTmb5WhpWBBOHqUIavKkimT6l64cqXxfdavh8aNw25rmppjs1Ah1a0R1PN8+TK0bSu9joVIaWLdkFq9evWEKIcQSa9WLXB1Vd/Y27dDy5Yffch+/VSmnMKF46F8QqRgLi6R3weFCsHGjer/t29hxAgVOOgvshcvDmfPqgxktWubPq6jI2zZon78Pn4czNmzezl0qBG5c8f83BF5e6tkWX/9pTKc5c+vgqZ8+dQ4nf/+Uz/kPzUJldhh1Sr47jtYsCCEd+/2kS3bZ/TsaYFOp4LI8E6ehPlT31CcmxAYoOaa2bKF3w9nYtUqdb5r16B7d9V65+Cgphn7/vuwwPjePRUo6ydkz59fDfqXnzciort31edBVBwcJPFPchHn6aD8/f25cuUK58+fN1qESLHMzaFzZ/V/LOakic6xY+pH2cCB6seAEJ+qypVV60d4//2n5vUAFSgEBUVOSmVurlpYPsTGRl2PCAnRsWWLGU2bxvzcEQ0erJZs2dQkikFBYduCg9W6T1H45Arly6vECnXrqpTZeuETO7i5qdawEiVUYoeoHDminqP27TWyZHlLnToa7dtHvs+b1xodP3/OQu9mZOQF5MuvIphMmbh8WZ2zbFlo3x7SpYNbt9T9hg5V3QxdXWHmTBXc/v47WFqqMTPnzkkwIyK7e1dNv6CfisHUklDTM3Tt2hWdThdpuX79OgB//fUXjRs3JmvWrOh0OrZs2fLBY4aEhPDzzz9TsGBBbG1tyZQpE+7u7vzvf/+L/wokgVgHNM+ePaNRo0akTZuWIkWKUKpUKaNFiBRNPyfNjh1qRrUoODhEHogckbW1+rIPCVFfovnyqX78MpeF+BQNHqwC/AkT4Pp1dVV+wQJ1pRzUD9Dq1VXW9AMH1I/RJUtg2bKw4W2g5sEdPjzs9vHjsGmTGidz6JCOMWMqEhqqfsTG9NzheXmpYEe/rVw5lfHszz/VfczN1Y+YT1FCJXaoVEl1MTx5UvXzunlTfQQbzfcSHEzfMkdp+HwZtdmrIqvPPzd8EJcoobq+vXypjvX2LeTNq5JDnD6tXlsVK6qLS2/eqADq7FnVEvehz3LxafL2jrrbo55+eoaEUL9+fR49emS06Cew9/Pzo0SJEsyZMyfGxxszZgzTp09n3LhxXLp0if3799O7d29evXqVMBUAAj80v0V80mKpQ4cOWuXKlbWTJ09q9vb22u7du7Xly5drBQoU0LZv3x7bwyVLPj4+GqD5+PgkyvkCAwO1LVu2aIGBgYlyvqSQouro7q5poGnTpkW72507mnbqlFqOHw/Upk7drx0/HmhYd+eO2s/LS9OKFFGHBE0rVkzT9u1LhHrEoxT1/MVRaq9jcqjf779rWtGimmZtrWkFC2raggXG2x890rSuXTUta1ZNs7HRtAIFNG3qVE0LDQ3bp3p1TfPwCLt94ICmFSqkjpk5c6hWo8Zd7fbtyHX80Lk1TdP8/TUtf35NO3PGeP3ChZqWJYum5cihaUn5NZfUz6G1tVqGD9e006c1bf589TwtWRK2z7t3mtali/qss7DQNCsrTVu69MPH/vVXTbO0DNXMzUM00LQvvgi38fVrbXWJiVpRzmtvdbaaNnu2Vr26pg0caHyMUaM0LU8e9Txv2qRpAQGaVriwer3odKpM5uaaNnKkpoWEfPTDESdJ/RwmtMSuX3S/196+fatdunRJe/v2rWFdaKimvXkTs+XQobDv7eiWQ4c+fKzwn2Ex4eHhoTVt2jRG+wLa5s2bP7hfiRIltNGjR0e7T0hIiDZp0iQtT548mpWVlZY9e3btp59+Mmw/f/68VrNmTc3GxkbLlCmT1qtXL+3169eRyv3TTz9pLi4umpubm6Zpmnb37l2tdevWWvr06bWMGTNqTZo00W7duhWj+pl6Hk2JdUDj7OysHT9+XNM0TUubNq129epVTdM0bevWrVrlypVje7hkSQKa+Jei6vjbb+pTqnjxGN/lQ/ULCtK0WbM0LWPGsA/BFi007ebN+Cp0wkpRz18cpfY6pvb6aVrqr2NS18/SUtMqVjRe17+/plWoEHZ7yhQVFG7bpmnnzqnPvTRp1IWdqOzfrwLGefOCtBkz9mrr1gVp2bNr2tixmqY9fKjdLfq55sRj7Zx1OU3bskXTNM1kQBNR586ali5d2GdukybqOlXp0nGofDxJ6ucwoSX3gObNm5gFKfG9vHkTu3olREBTr149rVq1atrTp0+j3Gfo0KFaxowZtSVLlmjXr1/X/v77b23hwoWapmnamzdvNBcXF61Fixbav//+q+3du1fLlSuX5hHuCpOHh4eWJk0arXPnztqFCxe0CxcuaIGBgVqhQoW07t27a+fPn9cuXbqkdejQQStQoIAWEBDwwXLHNKCJdZczPz8/nJycAMiYMSPPnj0DoFixYpw+fTq+Go6ESDrt2qmcsefPqz4J8cDCQiUIuHZNdWUxM1PdZAoVUoNV37yJl9MIIUSCiSq5gn4MgT6xw7RpKqNY8eLqc69tW5XYISo//gidO4bSI88BKt/9g+YZDzDhp1AmTggltEIlTl2w4ilZKB18HIuWTbGwUBmaZ85Un60RxzQ9e6YSECxfrubczJBBdTHbulWN6Tl9Gl6/js9HRoj4t337dtKkSWNYWrdu/VHHmzZtGs+ePcPZ2ZnixYvzxRdf8Oeffxq2v379ml9//ZXJkyfj4eFBnjx5qFKlCj179gRg1apVvHv3jmXLllG0aFE+++wzZs+ezfLly3kSrou+vb09//vf/yhSpAhFihRh7dq1hIaG8r///Y9ixYpRqFAhFi9ezN27dzlw4MBH1Sm8WAc0BQoU4Or70ZUlSpRg/vz5PHjwgHnz5uHi4hJvBRMiyWTMiGFEcTzPSZM5M8yereKkzz5T6V8nTFB98lesiNngZyGESAoJldjB/+FLzBbMw6JOHcpOm4ZFnTqY9/sS3r1Du3uXWnnu8O+Oe5w9q+PsWfX5WbYsdOyo/jc3V8fRNJXPpUCBsAxmAweq8VSOjmFlhE83scOnzs5OXUCMyRJ+ct7oHDr04WPZ2cW+rDVr1uTs2bOGZebMmbE/SDiFCxfmwoULHDt2jO7du/P06VMaN25sCFguX75MQEAAtWrVMnn/y5cvU6JECezt7Q3rKleuTGhoqCEuANXAYWVlZbh97tw5rl+/Ttq0aQ3BWaZMmXj37h03btz4qDqFF+u0zQMHDuTR+xnLRo0aRf369Vm5ciVWVlYskQkJRWrRtauauGDlSjWzXrg3Z3woVkylEN26Fb7+Wg2C7dxZTSL4668qg5AQQiQngwerAfwTJkCbNioL2YIFagHjxA62tirQOXhQJXYIn365SxeVcWziRGDTJhrf/JdpDKYUf+HOca6Tlx9ff0tjfse8QD7SHvKiqIODUVns7dUFoqJF1e1r19T8Qfrp8NKnVwkeypVT5fz5Z5UY4s8/VStThgwJ/nCJZEinU6+dmLC1jfl+MT1mbNjb25M3b954PaaZmRnlypWjXLlyDBo0iBUrVtC5c2e+//57bGNa4Q+wj/BgvHnzhjJlyrAy4uRQgKP+SkM8iHULTadOnej6fgLCMmXKcOfOHU6ePMm9e/do27ZtrAswZ84c3NzcsLGxwd3dnRPR5XYEXr16Rd++fXFxccHa2pr8+fOzY8cOw/bXr18zaNAgcubMia2tLZUqVeLkyZOxLpf4xNWtC87OKn1JuCbZ+KTTQbNmcPGi+mK3t1dfuO7uKp4KP9O5EMK0u3dVF6LTp+HMGbhxIz1nzoStS4iUqp+qcuXUPEGrV6tAYtw4NSFmx45h+6xZo/br2FEFDj//DOPHq2BD7+7d959vISEwcCA/MI6vmcoP/ERhLtEDT+qxi/n0AT8/44luIggMVAFWsWIqmLGxUbufO6fKAeoC0ddfq/mN1q1TaaeFEKrVBtRwknz58mFra8vevXtN7luoUCHOnTuHn5+fYd3hw4cxMzOjQDSpH0uXLs21a9dwcnIib968Rkv69OnjrS6xbqGJyM7OjtKlS8fpvmvXrmXIkCHMmzcPd3d3ZsyYQb169bh69aphnE54gYGB1KlTBycnJzZs2ICrqyt37twhQ7hLLT179uTChQssX76crFmzsmLFCmrXrs2lS5dwdXWNazXFp8bCQk2H/csvqttZ+Ekt4pmNjZpUrksX1f986VK1bNyoxtcMGiRpRYUwRT9PRFhqVUughtE+Njaqm5RMfhc/GjVSS1ScnaMJGN68gUePODD2kYpoBv4N9+9jAYxiLKMYG/k+933g77/VJDPhHDigLgCVKQMXLqh1deuq1PjhJ1XVGzlSLULElH56huhSN9vYqP0S25s3bwxz0gDcunWLs2fPkilTJnJE8WHXqlUrKleuTKVKlXB2dubWrVsMHz6c/PnzU7BgQSwsLBg2bBhDhw7FysqKypUr8+zZMy5evEiPHj3o2LEjo0aNwsPDg9GjR/Ps2TP69+9P586dyZIlS5Rl7dixI1OmTKFp06aMHTuWbNmycefOHTZt2sTQoUPJli1bvDwmHx3QfIxp06bRq1cvunXrBsC8efP4448/WLRoEd99912k/RctWsSLFy84cuQIlpaWALi5uRm2v337lo0bN7J161aqVasGwOjRo/n999+ZO3cuP/30U8JXSqQeHh4qoNm+XY0yjcemUVOyZlWx01dfwYABan6N4cPVPA9Tp6qYSqdL0CIIkaLEZp4ICWgSiKapyV8ePfrwEtfsJxGaq3191cWf335Tp3dwUC1FHTrIZ6SIPzlyqIsh0c0z4+CQNJ8t//zzDzVr1jTcHjJkCAAeHh5RDv+oV68eq1evZuLEifj4+ODs7Mxnn33G6NGjsbBQ4cCPP/6IhYUFI0eO5OHDh7i4uPDF++ZVOzs7du3axcCBAylXrhx2dna0bNmSaeH7k5pgZ2fHX3/9xbBhw2jRogWvX7/G1dWVWrVqkS5dunh4NJQkC2gCAwM5deoUw8PNkGZmZkbt2rU5evSoyfts27aNihUr0rdvX7Zu3YqjoyMdOnRg2LBhmJubExwcTEhICDYRLmfb2tpyKJrRXQEBAQQEBBhu+/r6AhAUFERQ+CmiE4j+HIlxrqSSIutYoADmpUtjdvo0IStWENqvX5S7xmf9SpVS/c5Xr9bx/ffm3Lypo3lz+OyzUH75JcTQZzwxpcjnL5ZSex1TY/3UJLWWMdgviNRQ7UR9DkNC4OlTePwY3aNHpv8+fqz+xmLyPM3eHlxc0JydwcwMs7/++uB9gh0d0d7XeetWHYMGmfPggYpcunQJZdKkEDJnThmTFqfG92F4iV2/hD5PjhxJE7B8aEx6jRo1UBmbY65Xr1706tUr2n3MzMz4/vvv+f77701uL1asGPv0A9VMiKrczs7OLF26NMZljYskC2i8vb0JCQmJ1EyVJUsWrly5YvI+N2/eZN++fXTs2JEdO3Zw/fp1vvrqK4KCghg1ahRp06alYsWKjBs3jkKFCpElSxZWr17N0aNHox1YNXHiRMaMGRNp/e7du7GLS2qKOPLy8kq0cyWVlFbHXKVLU/z0aV7Pns1BU/0YIojP+mXMCFOnmrNpUz62bMnLvn3mlC2ro379W7Rrd4V06RL/CzGlPX9xkdrrmJrqd+NGeiJ2MTOlZ89XODi8xdo6BBubYGxswv5aWwdja6v/G/x+H+PtEbN2JbWPeQ7NgoKwfvECm5cvsXn5Euv3fyP97+ODLhZpFwPTpuVdxoy8y5iRgPd/32XMyLtMmQy3AzJmJDj8wOOQEOpevIjN8+eYaljRgLcODnj5+vJ8+T4WLizGsWNZAXBxecOXX56jeHFvjh+P88ORZFLT+9CUxKqfv79/opxHJH86LbYhXjx5+PAhrq6uHDlyhIoVKxrWDx06lIMHD3LcxCdU/vz5effuHbdu3cL8fZ7GadOmMWXKFEPmtRs3btC9e3f++usvzM3NKV26NPnz5+fUqVNcvnzZZFlMtdBkz54db2/veG0Oi0pQUBBeXl7UqVPH0JUutUmxdfT2xiJnTnRBQQSdOqVGnpqQ0PW7eRO++86cLVvUL6uMGTVGjQqld+9QLBLhskSKff5iIbXXMbXVT9Ng0SIdX36Z8G8AW1uNNGlU4g61aOH+5/02LdJtOzsM90uTxvi2vX3skydG+xy+fg2PHqlWk4h/w7eqvHwZ4/NpZmaQJQs4O6sWFf1ffQuL/q+zM1hbx64y791buIuXfUcBoCPs54j2PsRJN2sMf4Z+zg8/mPH6tQ4LC41vvgll+PDQGGehSk5S2/swosSun6+vLw4ODvj4+ET6vab/vZgrV65IPXdEyhHT5zHW3wRubm50796drl27RjnwKCYcHBwwNzc3mowH4MmTJzg7O5u8j4uLC5aWloZgBlTWhcePHxMYGIiVlRV58uTh4MGD+Pn54evri4uLC23btiV3NFfXra2tsTbxYWxpaZmoHziJfb6kkOLq6OKiZojbtAnLVauinx2OhKtfgQIqu9C+fSpJwL//qm4XCxeaM2MG1K4d76c0KcU9f3GQ2uuY0usXFKQyqk+bBqdOxew+332nUvy+eaOSZkX1N+I6/eW+t291vH2rhtIp8TNQw9IyfAAU+a+9vUYa83fYa69JE+KDzdvn+N19zus560jn/wR7n0fYv3pAmud3sH/7jDS8wR4/bHkbfQmtrNRn2wcWnaOjYZKXhBiacvcuFPm6Ee+IOsuAbkDY81ChAixcqKNoUXPAPMr7pAQp/X34IYlVv9T8GIrYiXVAM2jQIJYsWcLYsWOpWbMmPXr0oHnz5iYDguhYWVlRpkwZ9u7dS7NmzQAIDQ1l79699ItirELlypVZtWoVoaGhmL3vA/Dff//h4uJiNIkPqDzY9vb2vHz5kl27djF58uTYVlUIxcMDNm1SM1/+/DOJ0iQShc8+U6loFy5Us2tfvAh16qiEAVOnQp48SVY0IRLUq1fqdT9zJty/r9ZZW6vJaT+kdWuIbTJOTVMJBaIKdmISEEW1j37ISVCQqterV1GVQgfYvl+cgHxAhQ+WXUco9hYBpLEKwt42BHs7jTRpzbBPb0GaTFbYZ7QkTRpdhBYlSGMJ9m8hzVOw94M0jyO2QoVNYhkfYpLUQdPUpIRTpqjUz8mt+58QInmIU0AzaNAgTp8+zZIlS+jfvz9fffUVHTp0oHv37rFK4TxkyBA8PDwoW7Ys5cuXZ8aMGfj5+RmynnXp0gVXV1cmTpwIwJdffsns2bMZOHAg/fv359q1a0yYMIEBAwYYjrlr1y40TaNAgQJcv36db7/9loIFCxqOKUSsff65ynD25Ans2qUmM0hCFhbw5ZfQti2MGaMm49y6VU2XM3iwSvWcNm2SFlGIeHPrlpps1tMzLElWlizQrx9UrJhwrZM6nZowz9Y2FgkO372LUbavoKcv8cOON6TBD/tIfyOts3Hgja0jb6wz4h1sQ4idE/66NLwJtcUv2Jo3AZb4vTPH31+1o2iY8SbYljfBtuAPPI+/x8XGJqrWpKhbmqLaJ6ZzbW3cCPXrx18dxKcliUZWiHgS0+cvzpeaS5cuTenSpZk6dSq//fYbw4YNY+7cuRQrVowBAwbQrVs3dB/In9i2bVuePXvGyJEjefz4MSVLlmTnzp2GRAF37941tMQAZM+enV27djF48GCKFy+Oq6srAwcOZNiwYYZ9fHx8GD58OPfv3ydTpky0bNmS8ePHS7OkiDtLSzVL3IwZKq9yEgc0epkyqR96ffqobmheXjBpkprD5uefoXNnuZopUq5jx1S3so0bQT82vWhRGDJEpee1tlZdlhJ8nghNU3mCIwYm78eoGC1RN7UYsQQymL8hQxZ7cElrusvX+zEqODsbBtsEBQWxY8cOGjQob/I7LTQU/P1j1mIU2xankBB1jnfv1PI8HoOkDzExLZ0QH6R/j/j7+2ObEgdcCSAs8cOHfsfHOaAJCgpi8+bNLF68GC8vLypUqECPHj24f/8+I0aMYM+ePaxateqDx+nXr1+UXcwOHDgQaV3FihU5duxYlMdr06YNbdq0iXE9hIiRrl1VQLNtG7x4oaKJZKJwYdVwtH27+rF3/boq7pw5qntOhQ/3UBEiWQgJgS1bVPfJ8Nn769ZVM73XqWM8z0iOHHB1xp94f/EDEPEqntrRYcZP5MjxeeSThYaqX+UxmT/l7duYV8LaOkbjU3BwiN/+W6gLGGnSqCU+aZrq2hcfgVH4v69fkyrSaYvkydzcnAwZMvD06VNAzYfyoQvtIvnQNA1/f3+ePn1KhgwZjMbPmxLrgOb06dMsXryY1atXY2ZmRpcuXZg+fToFCxY07NO8eXPKlSsX+9ILkVyVKKGWc+dgzRo1+2UyotOp3AV166ogZtw4OHlSdcnp1Em12Li6JnUphTDtzRtYtEhdM7h1S62zslINo0OGEPXcSyEh5PipNzm4H/XBh3eEB/1Ul9HwQcqTJ7GbuCRdug8HKc7OkCFDqpvdUadTLV02NpD53QOYMEz1cfX3h7x5YfFiKFtW7fzkCQwbBrt3qxaratVg1izIly/ScU+fhjJl1P+tWM84fsSN21wjH8OYxJ80CNt59Gj12XvvnnpxlCkD48eDu7vaHhAAPXuq/rfOzmrWzfD9EadMUU16s2YlyGMkkid9kil9UCNSngwZMkSZLCy8WAc05cqVo06dOsydO5dmzZqZbALKlSsX7dq1i+2hhUjeunZVg1SWLk12AY2etTV8+63qbvb99+p3xooVKqfBiBHqx6G0vIvk4v599fty/nzw8VHrMmdWY8T69lW/S6P1999hGQKi8vKlivCj4uho3MUrqiUR5yRLtl6+hMqVoWZNFdA4OsK1a2rSLFBNOc2aqW66W7eqIHDaNBVYXLqkBs+YUJEjrKY9w5nIdhrRgVVsoRmlOc1F3kez+fPD7NmQO7dqMZs+XV3BuX5dlWPBApX27uhRVbYOHVRwpdOpKHnhQvjnn8R5nESyodPpcHFxwcnJKdVOZpqaRcxsHJ1YBzQ3b94kZ86c0e5jb2/P4sWLY3toIZK3Dh1UtHDiBFy+DIUKJXWJouTsrAZRf/klDBwIR47ADz/A//6nMk+3aJHqLiKLFOTMGdWtbO3asEaS/PnV9YIuXWIRO8R0VPlnn/H/9u48Pqbr/QP4ZzLZ7EsT2URi34UKaaS2WmKpvWhpbf1RSVSIKmmRovYibSlFLf1qUXuopdbYYhdLkaCIJQlqCUK2ub8/nmaSkYSESSYz+bxfr7xk7tyZ+5y5kdznnnOeg8aNMyYpdnZy8U3ZM20a4Owsd0pSlS+f9v2lSzL56dw5oGZN2TZvnvxCWrFCelAy4Y/vsQ1t8B1GAgDGYSJaYQeGYA58MF926tVL90WzZskvuTNngBYt5Hdyx45y3AoV5Hf1vXuS7Pj4SOx5sK4c5U9qtTrbF8ZknHI8ZfjOnTuZLnp55MgRHOfdDzJlZcoA7f4bArFsmWFjySZ3d+DAAeC332TI2bVrwAcfyPXdmTOGjo4KEo1G5nk1by4llH/7TZKZZs1katqFC1KWN0cdIQ4O2dtv7FgZsvTZZ3LR26ABULYsk5mcCgmRXyrdu8vvw3r1pOcjVWoN7fSL35mZSdfxgQMZ3s7GRnb1RBh2Qrdc3XZ4wxNhmRd1SEyUHpkSJWQoMCD/HjggvTfbt6fNU/rtNzlIly56+ACIKL/KcULj5+eHGzduZNh+69Yt+Pn56SUoonyrb1/593//Syv7k8+pVHJzMyJCruusrYG9e+VaxMdHbmIS5Zb4eBlSVqOGzPPau1dKj/fuLSOA9uyR7TmuyKcoQGjoy/dRqaRHoXHj1w2f0vvnH+lxqVxZkgYfH2Do0LQbPNWqSaWGwEAZnpaYKD0jN29m2ptWrpz8XiprHgP/SXY4ciQJM2fuxZEjSeg/yg41SscgIkL2AyAZcdGi8kts9mwp7Zia7QwYIElNjRoyt+aPPySGceNkXOOYMTLfx9sbuHUrbz4vIsozOU5ozp8/n+laM/Xq1cP58+f1EhRRvvX++zLI//ZtYOdOQ0eTI0WKABMmyJ3w7t3ljvn8+XJt8v33rDZE+hUbK9eS5cpJz0tEhNxQHzlSrouXL0+bEJ5jiiITz7/5Jm3bi2MoUx8HB+u9mliBpdFI99rkyXJHZNAgYOBA+UUCSI/XunVAZKRUgixcWDLWtm2zzFjLlQPMVDJyrV49oGLFR6hXT7ZbmKdLZgDp3gsPlzG0bdoAPXoAqZO9LSyktOPVq1IR5d13pTTe0KEyxnHDBinq8s47so2ITEqOExorKyvExsZm2B4dHQ1zA66gTpQnLC2Bjz6S75cuNWgor8vVVW5e7t0rNzQfPpR1bNzc5KYr0Zv4+2/g00/lQnTiRKmM7OoqecWNG8D06dJp8to0GinKMWOGPJ49WxarebGMX9mywJo1MmGM9MPBQXpA0qteXaqHpapfX5KOhw+lV2bbNvkhqFAh6/e1t5cMOL3Y2IxVIYoUkV6Wd96R+TPm5vJvZvbskR/GIUPkl127dvL6Hj3kMRGZlBwnNK1bt0ZgYCAepZakAfDw4UN89dVXaNWqlV6DI8qX+vWTf9evz/ZCevlR06ZSFOjnn2XUxoULctOzY0eZ20uUXYoio3/atJESy4sXy2ijd94BVq+Wnyd/f6BYsTc8UHKy/P+bP196YBYulGy8a1fg2jUk79iB4wEBSN6xQ+7UM5nRLy8v6WpLLzISyKxQUIkSaVXQjh8HOnXK+n09PYFdu3S37dgh219Go0mbt5Pe8+dSJu/nn6V3LiUlrQs6KclohgsTUfblOKH57rvvcOPGDbi4uKB58+Zo3rw5ypcvj5iYGMycOTM3YiTKX95+WyrpJCRIV4cRU6tl1MilS1Jhytwc2LRJmvfll7JAOlFWEhKko9LNTSrobt8uI4s++EBGBYWFyfd66bxPSAB69pT5a2q1TPZOXzVLrYbStCluNWkCpWlTDjPLDcOHSxWzyZOlXPLvv8vk/PTzZ1evlh6Qf/6R0s2tWkkp59at0/bp00fm2aTy9we2bYPZ7NkoevMmzCZMkCQoddHtp0+l7vzhw8D163InZsAAmQvTvXvGOCdOlB6ZevXksZeXDIU7c0ZKP3t56fuTISIDy3FC4+TkhDNnzmD69OmoUaMG6tevj++//x5nz56F8xuNIyAyEipVWi+NkQ47e1HJklIF9exZucuelCQjeipXlrvtGo2hI6T85N9/Zd61qyvQv7/83BQpItelly7JNe2rbq7nSHy8XBSvWyfDPtetSxv6SXmnQQPpmV6xQrriJk6UsYS9e6ftEx0tC2FVqyZzVT75RPZPLypKt0hAo0bA77/DbNEiNBs2DGbr1smcl9QVVdVq4OJFoFs3qe/doYP8EO7fn1YeOtW5c3Kjafz4tG0ffAC0by/FIc6ckUmDRGRSXuu+WZEiRTBo0CB9x0JkPHr3lknJYWEy5CL9WgxGrFo1WZNuyxa5GRsZKfMh5s5Vo3v30tqq1VQwRUbK9evSpVIdF5CpK/7+Mje8ZMlcOGhcnFzA7tsnk8w3btRdAZ7y1vvvy1dWhg599aT7zOawdO+O5M6dsWXLFrRr10530W5ra0lis6NWrYxjZs3MgJ9+ki8iMkk57qFJdf78eWzbtg0hISE6X0QFgoODdGUARrMmTU60ayd33b/7TtaiO3nSDIGBjfHJJ2pkUrWdTFhqdeROnSThnTdPkpl69aRS2dWrUrksW8nMrVvAxx9LpcBChYDatXVXb3/yRIYZlS0rz1etCtSpI8lM8eLAX39lTGaaNZNeU5UKFpaW6NS5MywsLeWOfKr/ns/wlVpYICFBehKKF5cegBcrGM6YAXz++Wt8ekRElBdy3EPzzz//oEuXLjh79ixUKhUURQEAqP4rkZnCyXZUUPTrJ10Zv/4qC7yYGEtLqXr6ySfAV19psHixCqtWmSEkBBg9Wi5iCxUydJSUW5KSpEjYzJkyZSFVhw5AQIAUlXixUvJLPXggcxeaN5duwNQJ46VKpe0TEADs3i2ZUpEishjirVtSTWDPHpm/9qJ166QCAYCkpCTs37ABzYcPhyr93IoX10DZulW6Hrt1k8cLFkgjw8LkuV69pMqWSiUZ28KFuokXERHlKznuofH390f58uVx584dFC5cGH///Tf27dsHd3d37GUpRCpIOnSQ29I3b0Jlwj/7ZcoA8+al4LvvQuHlpcGzZ0BQkNytX71a7uCT6Xj4UHrmKlaU6/oTJ2TEz2efyTSGkJC0TpEcmTZN6jUvWQI0bCjDNFu3lgOlOnRIFq+tWFGGdd66JRUFPvoo82QGkPVO7O21X7bh4TI0LX1Ck+552NvLsLXmzdNKCV+4IOX9ataUCe5376atOOvjI7EXL57DBhMRUV7JcUITFhaGCRMmwMbGBmZmZjAzM8O7776LKVOmYCgXq6KCxNpaOzHZ7Lvv4LRvH1ShoSZbErRixUfYvTsFK1fKdWlUlCzp0LSprFtHxu3qVamA7OwsvW83bkgyO2GCfD9/vowAe20hIYC7uyQaZcrImLWFC3X3adQoraLApUuAnR1gZaU76fwVXHbuhNKjh/TwZCY2FvjzT+mhSeXmBhw4IGPptm+XIaU2NlJJzdpaeoqIiCjfynFCk5KSgmL/LSZgY2OD27dvAwBcXFwQ8WJ9eiJT998y1ma7dsF91iyYt2olpZ+yO4HVyKhUUjn34kVZpL1QISk0VL++lH++e9fQEVJOHT4siWmlSlL86ckT6aj45RepkDt2rFzbv7F//pEJOJUrS9Lg4yOTx9PPQfPxkUTm1i15/OCBTORu0iRbh1AdO4biUVHQDBiQ9U7LlskQtvRr1AwYIElNjRpSvu2PP+TY48YBP/4IjBkjH5C3d1psRESUb+Q4oalVqxZOnz4NAPDw8MD06dNx8OBBTJgwARVethIwkalZt07WRnjRrVtSJtREkxpARvQEBUli8+GHMuxs4UK5Vp09WzulgfKplBRg7VqZ0uLpKZ0iGo2MANu2TQpCDBggnRN6o9HIsLHJk6V3ZtAgKY02f748f+IE8O67siiii4vMpZk5U4aAvThJPwuqJUvwyMUFSoMGWe+0eLH0+KRvnIUFMHeudFMdOyZxjBghCdepU1JC+PRpWSmUIxGIiPKdHCc0Y8aMgea/RSkmTJiAq1evonHjxtiyZQt++OEHvQdIlC+lpEit2swmkKRuGzbMZIefpSpXTpaY2LdPrlEfPZJ53XXqyNxqyl+ePVNjzhwzVK6ctvilpaWsJXPmjHSceHu/xvyY7HBwkB6Q9KpXl7GLBw7InJb4eKkydvKkPB4yRLoEv/vu1e//9CnM/vgDUS8r6bx/v6x0n35Bzszs2QP8/bccf+9eKftXpIh0ZZnwfDkiImOV4ypn3t7e2u8rVaqEixcv4v79+yhVqpS20hmRydu/H7h5M+vnFUUmHuzfLzOoTVzjxnJje+lS6bSKiJBrwHbtZMHON5p7QW/s5k0gONgM8+e3xtOnagAyl97XVzpA7O3zIAgvL/nBSC8yUgpreHtLMgNID07p0mn7qNXZW9l19WogIQE3mjZFtaz2+eUXGR/p5pb1+zx/Lh/Kb7/JsVNS0m5SJCWZ/E0KIiJjlKMemqSkJJibm+PcuXM620uXLs1khgqWF8vAvul+JkCtlnnWkZHAF1/IKJ4tW2SduxEjpHoW5a1Tp2TZl/LlgZkz1Xj61BKVKin46SfJtydOzKNkBpCVWg8floTl8mXg999lTk1EhCQzbdpIZhwUJL0gV69Khvzrr7qT8vv0AQIDM77/L79A6dgRSVlVI4uLk6TnVb0zEydKJl6vnjz28pLho2fOAHPmyGMiIspXctRDY2FhgXLlynGtGSIHB/3uZ0JKlJB1CAcOlERm82bppfnf/2S+9YABkvxQ7tBoJJGcOVN3dFSTJhq8++4xjBv3NqysLLJ8fa5p0ABYv16SkQkTZHHNxETp/ejWTXpEHjyQ53v3Bu7fl7k0kyYBgwenvU9UlKz8nl5EBHDgADRbtmQ9gWvlSjnWf5UJM3XunBQECA9P2/bBB/JBNm4sXY2///66nwAREeWSHM+h+frrr/HVV1/h/v37uREPkXFo3FhWM39Vz+SNG3kTTz5UpQqwaZPMpalWTSqgDRoklXv37TN0dKbn2TPg559lmkqHDnINrlbLWjLHjgE7d6agYcOYDLlAnnr/fak48OOP0nupKNLjsnKllGe2t5d1am7dkgZdvCiTstL/P9u7V3pu0qtaFVAUKC+bPzNokPQElSiR9T61akmVtfQln83MpNLao0fA0aNS7YyIiPKVHP9pmzNnDvbt2wdHR0dUrVoVb7/9ts4XUYGgVkuNWyBjUpP+cZ8+Mv4qOTnvYstn2rSR0TqzZ8u1ZHi4rF3Ts6eUBaY3Exsr1YXLlZOOjIgI+ZxHjpRRW7/9JklkvhEcLMmFokiZ5iVLZPFMIiKi15TjvyKdO3fOhTCIjFDXrsCaNVLtLH2BgLJlZYxVeLgMl5k5U0q+rlwpw2wKIAsLKfrWu7esa7JwoYzsCQkBvvwSGDVKSkFT9v39t/yYLV+eNsrK1VU+5wEDZKmVfEVRgG+/lewLkBM/dWoulVQjIqKCJMcJTVBQUG7EQWScunYFOnVC8p49CN+6FXXbtoV58+bSg/PBBzKxuG9fWUcjdQ7ByyosmThbW1l2ZPBgufAODZXpFIsXy7ybnj15ffsyiiI/SjNnSonlVO+8I/OVOnfOp50diiJZ64wZ8njiRODrr3myiYhILww5mprINKjVUJo2xa0mTaA0bao7471bN6nsVKGCjP9p1Ei6Jgq4unVlqY/Vq2Xe982bMle7cWNZXzEzt25Jxa633gIKFQJq1waOH097XqXK/Cv1Gjozrq5p+1laWqBz506wtLSAn1/GfRUFaNtW9t2wIW37/fsyZ6VoUclfT53SfZ2fnyQgbyIhQaaNuLnJ4pfbt8vUjm7dgIMHgbAwyZ/zZTKj0ciHkHoiZs8GxoxhMkNERHqT44TGzMwMarU6yy8iekGtWjIru3VrmZTcsycwenSBX89CpZKL8AsX5IZ94cJycd6ggVTWjY1N2/fBA6mWa2EhRQbOn5ckoVSptH2io3W/Fi+WY3TrlnUMx46l7R8VlYTx4w8BALp3z7hvcHDm1+CTJgGPH8takM2aSXW3VIcPA0eOSG/U6/j3X3l/V1dZ/PLsWZmvPnSozF1fs0Zy5HwrORno10/KM6tUMtbwdT8MIiKiLOQ4oVm/fj3WrVun/Vq1ahVGjx4NBwcHLFiwIDdiJNKPV93if/JEVgYvW1aer1FDxke9zLp1gLs7zG1t0b5nT5i7u0t94vRUKjnmX3+lbZs2Td7/wQO5/f7JJ0Dx4lIabOdO3dfPmAF8/vmbtT0fK1RIbthHRMgcG0WR9Q8rV5YF4hMT5eNydpb54w0byroqrVsDFSumvY+9ve7Xxo2y2HyFClkf29ZW9zXHjtmhYkUFTZvq7hceLgnU4sUZ3+PCBeDDD+XUDRokjwFZg3HwYPkRyum9nkuXZNFLZ2f5bGJiACcn+Rxu3JB6FC9rV76QkCDJ+//+Jx/Ab7+9eg0YIiKi15DjAQqdOnXKsO2DDz5AzZo1sWrVKnz66ad6CYxIr1Jv8TdvLrf4bW3lqjH9Lf6AAGD3bpll7eoqCYivL+DoCHTsmPn7li4NfP01kitWxN5Dh/BefDzU/fsDZcrI6udAxsU1v/lG6utGRkp3RI8eMs4qLExi69VLuidUKhmmtnChbuJlosqWlY/e11fqLBw/LpW6FiyQxdu7dpWek9BQubj39dXtDUkvNhb4809g2bLsHz8xEQgNLYuRIzVQqdIykPh4OSVz52a+CKWbm/zY/N//yVCwOnVk+/Tp0mOT3QpjigLs3y+J06ZNaYvT16sn82O6dwcsLbPfHoOKj5eusW3bJOg//gAy+dtBRESkD3qbQ/POO+9g165d+no7Iv3Kzi3+Q4dkAn+zZpLQDBokV6tHj2b9vs2aySrm1asj3sEBms8/lyvaAwfS9nmx6yAmRmJwdQWuXJEemKpVgZo1Za7B3bvAvXvyWh8fiT2r1c9NUKNGMkxryRLAzk7yzhs3ZOmSUqUkafDxkWFXWSUsy5ZJla+uXbN/3I0bVXj61AJ9+mh0tg8fLjFldT0+erTMXalYUWo+/PKLxLxsmVR0GzxYelN69JClTF6UlASsWCG5bdOmUvlNUWTJlj17JNft3duIkpm4OJlstG2bjCPcvJnJDBER5Sq9JDTPnj3DDz/8ACcnpxy/du7cuXB1dYW1tTU8PDxw9GUXjwAePnwIPz8/ODg4wMrKClWqVMGWLVu0z6ekpGDs2LEoX748ChUqhIoVK2LixIlQUm93UsEUEiK3yrt3l96TevWk5yO9Ro1kv1u35Ipyzx7pRWndOnvHUBSodu+WsVNNmmS+T2rXgb+/TOB47z2ZZ7Bhg1wZb90KODgANjYyRMfaWhKmAsbMTKZeREZKcSxA5pYvXiyJQvfu0juT1YjAxYslCbC2zv4xly41w9tv34GjY9q2kBDpfQkOzvp1JUrI4vHXr0vvUY0awGefSZ7622/AP//Ij0ThwlLRLdWjRzKkrmJF6QE6cULi/ewzWU9y0ybJl41q7vz9+0DLlrJyavHi0svZqpWhoyIiIhOX4yFnpUqVgirdX1hFUfD48WMULlwYy5cvz9F7rVq1CgEBAZg/fz48PDwQHBwMb29vREREoEyZMhn2T0xMRKtWrVCmTBmsWbMGTk5OuH79OkqWLKndZ9q0aZg3bx6WLVuGmjVr4vjx4+jfvz9KlCiBoUOH5rS5ZCr++UcmJgcEAF99JcnE0KFy27tvX9nnxx+lV6ZsWbnlbmYmSU9WyUmqR49g7uSEDs+fQ2VuLquKZ3URl77rwNpauhu++EImRUybJlfHK1fKELlx42RV9DFjZFvFinKl/ho3DoxV8eKyVMn//ienJCpKPqrly+UjjorK+Jr9+yWBWLUq+8e5fh3YtUuFUaOuA0hbK2j3bulES/crBoCMpmrcWE7Pi5Yskf07dZLT3LmzFDPo3l1O6bVr0oZFi2TaFiA59pAh0ptja5v9uPOV2Fg5KWfPypyx7duB+vUNHRURERUAOU5oZs+erZPQmJmZwdbWFh4eHiiVfj5CNsyaNQsDBw5E//79AQDz58/Hn3/+icWLF2P06NEZ9l+8eDHu37+PQ4cOwcLCAgDg6uqqs8+hQ4fQqVMntG/fXvv8ihUrXtnzQyZOo5EemsmT5XG9esC5c3KLP31Cc/iw3JZ3cZG7zH5+MoemZcus37tYMSQfO4YD27ahSVIS1AEBMsaoWbOM+77YdWBuLrf/3d2ly+HRI6kCVaOGJFynTknvzenTMilj6FBg7Vr9fS5GomlTGXa2aJF8POfPS45XuLAkFek/6l9+kevonCz3s2SJJBXu7rE620ePzjiPvXZtqTzcoUPG97l7V3phUkccpqTIkDJAFsK8ckXyUs1/o9pq1pQcu1evnPUm5Ts3bgAtWshYOwcHYMcOaRwREVEeyHFC069fP70cODExESdOnEBgYKB2m5mZGVq2bImwsLBMXxMSEgJPT0/4+flh48aNsLW1Ra9evTBq1ChtyehGjRphwYIFiIyMRJUqVXD69GkcOHAAs2bNyjKWhIQEJCQkaB/HxcUBAJKSkpCUejWSi1KPkRfHMhRDt9HcwQFKtWpISXd8sypVYLZ2LZKTkoBnz2D+1VdIWb0aSps2skP16lCfPAnMmIGUF8tevSDJxQVxFSogoVUrWF+8CEyejBQvL519VAcOwDwiAknLl6dd5abq2ROoXBnm3btDFREB5dIlpPTqJUPYvL2hsbQEunSB+Zw5Em8eM/T5+/xzFZo0UePwYQ1WrtRg+nQ1li9XIT5ehebNga5dNZg6NQWlSwOrV5tj+nQNkpI0Gd7H21uNTp0U+PqmPafRAEuWmKNXr2So1YpOG996S750WcDRMRllyyoZTuPQoWoMG6agTBkNkpKAhg3N8MMPZliyRMHp02kjfFu21GDYMA1atVK0Q8py+6PNtXN4+TLM27aF6vp1KC4uSN66FahUKfcblAlD/5zmNrbP+Jl6G/O6fab6OVLO5TihWbJkCYoWLYruLyzUsHr1asTHx6Nv6t3uV7h37x5SUlJgZ2ens93Ozg4XL17M9DX//PMPdu/ejd69e2PLli24fPkyfH19kZSUhKCgIADA6NGjERcXh2rVqkGtViMlJQWTJk1C7969s4xlypQpGD9+fIbtf/31FwoXLpyt9ujDjh078uxYhmKoNtZ3cUGhw4dxIN18q1p//YVSxYph/5YtMI+PR/ukJBw7cQJ30r3O7dYtFI6NRVi6173Mjh07UDcqCkViYnDwhdfU+/57FK9YEaG3bsk8nUxYjx2LFp9/DvOEBJh37477VargQZUqOLdlC4r/8w/eff5cZ85YXjPkz+ioUXZYtKgGJk4sAju7p+jf/xpiYopi+3ZXrFtnhk2bFNSpcxfJybYoVWobtmxJzvAe5861QpkyUXB1jdBuO3XKFlFRjVCxYiiA7LSxE06cOAELixidradO2eLEiero0WMf1q5VY9cuF4SEVMCdO0UAqKBSKfDyuoUPPoiEq+tjJCfLlKm8ps9zWCwqCo2CgmDx4AGeODri4JgxeB4ZKZOfDMjUf5eyfcbP1NuYV+2Lj4/Pk+NQ/qdScjhbvkqVKvj555/RvHlzne2hoaEYNGgQIiIisnilrtu3b8PJyQmHDh2Cp6endvuXX36J0NBQHDlyJNNjP3/+HFevXtX2yMyaNQszZsxA9H+lcVeuXImRI0dixowZqFmzJsLDwzFs2DDMmjUry2Qrsx4aZ2dn3Lt3D8XzoLpUUlISduzYgVatWmmH0pkaQ7dRdfw41E2aQDNuHDQffADVsWNQ+/gg5aefoPTqBQBQt2wJ1b17SPn+eyjlykG1fz/UQ4ZAM2MGNJ99Jvv07w/F0RGaSZMAAGbTpkGpXx9J5crh0J49aPz4MSzGjUPKnDlQBgxICyAuDublykEzfTo0gwZlGafZ2LHAs2dAcjLUP/0EAFAKFULy9u1QL1kCxMQgZePGXPqUsmbo8/cyZ88CI0aosXev9IA4OSmYNCkFH32k5GhCvT7aePMm8NNPZli0yAwPH8rBS5dWMGiQBj4+Gjg4vNbb6oXez+HJkzBv3x6qf/+FUquW9My8cIMqr+Xnn1N9YPuMn6m3Ma/bFxcXBxsbGzx69ChPrtco/8pxD01UVBTKly+fYbuLiwuiMpuhmwUbGxuo1WrExuqOWY+NjYV9Zos9AHBwcICFhYU2mQGA6tWrIyYmBomJibC0tMTIkSMxevRofPjhhwCA2rVr4/r165gyZUqWCY2VlRWsrKwybLewsMjTXzh5fTxDMFgbPT2B9euhDgyEetIkKdscHAzz9D8Tq1YBgYGy7f59mUczaRLUfn5Qp14Z37wJmJtDndqG58+BoUOhvnkTjc3NYV6rFlTLl8O8Z0/d469dCygK1B9/nPbaF507J/uFh8ty8O7uwGefQfXsGSyaNZM5CevWwcyAPyP58Wf07bdl8v6GDbJey9WrKvTrZ46ff5bJ9w0a5Oz9XqeNp04Bs2bJvJ7k/zqGKleWks99+6pQuLAaQA5X18wlejmHBw8C7dpJieaGDaHauhUWpUvrJ0A9yI8/p/rE9hk/U29jXrXPlD9Dypkcl20uU6YMzpw5k2H76dOn8VbGweZZsrS0RP369XXWrtFoNNi1a5dOj016Xl5euHz5MjSatPHvkZGRcHBwgOV/izTEx8fDzEy3WWq1Wuc1VEC9/77czn/+XJZzf3FVRnt7mR1+65b0kly8KDO209/m37sXWLo07fG33wKXLiE5Lg5bly9Hyr59Mh/mRYMGyWKDJUpkHV+tWjKpukgRedy/v5TscnSUiR5RUfI8ZaBSSXXr8+el7kORIrJOacOG8jG+uLapPmg0ssTKe+9JUrV8uSQzTZoAGzfKj4+PjxQuMCk7d0op87g4aezOnbLALBERkYHkOKH56KOPMHToUOzZswcpKSlISUnB7t274e/vr+0Vya6AgAAsXLgQy5Ytw4ULF+Dj44OnT59qq5716dNHp2iAj48P7t+/D39/f0RGRuLPP//E5MmT4efnp92nQ4cOmDRpEv78809cu3YN69evx6xZs9ClAK7lQSbAw0MWKGnUSCqgtW8vdYy5rlKmrK2BwECZwtGnj2xbuhSoUkWqYqcbWfranj0Dfv5ZCtF16CDLFanVwEcfSTXw0FCgY0ep+m1yNm6Un8H4eKBNG5kEVKyYoaMiIqICLsdDziZOnIhr166hRYsWMDeXl2s0GvTp0weTU0viZlPPnj1x9+5djBs3DjExMahbty62bdumLRQQFRWl09vi7OyM7du3Y/jw4ahTpw6cnJzg7++PUakr7wH48ccfMXbsWPj6+uLOnTtwdHTEZ599hnHjxuW0qUT5g729XDX7+0uZ6cBA4ORJKQFdtKiho8uXHB1lyR9fX6l0ffSolGBeuBCYOVMSjpwuWBkbC8ydK8sZ3bsn24oXl863oUMBZ2f9tyNfWbEC+OQTqUXdtausJprJUF0iIqK8luOExtLSEqtWrcK3336L8PBwFCpUCLVr14aLi8trBTBkyBAMGTIk0+f2ZrJqnaenJw4fPpzl+xUrVgzBwcEIftnS3kTGxtJSrqTr1ZMVGFevljFNGzbImjeUKQ8PGXr222/AqFGyDkznzrKsUHCwdC6kJifJycCVKyVw6pQsDwQANjbA48cyP2b5ciAxUba7uMh6OJ9+WkA6KBYtksxNUSSpWbw47UMiIiIysNf+i1S5cmVUrlxZn7EQ0asMGiRzbbp1k/lA7u5SzKBVK0NHlm+Zmck1eOfOwJQp0kOzcydQp4700qSkpO5pAaBZhtemn37n4SGFB7p0KUDX88HBUt0AkElBc+aY6Hg6IiIyVjn+q9StWzdMmzYtw/bp06dnWJuGiHJBo0bA8eNydf3ggcxl+O47zqt5hWLFpGDAhQsyYkqjSZ/MZC41menaVQp7HT4MdO9eQJIZRQEmTkxLZkaOlDF3TGaIiCifyfFfpn379qFdu3YZtrdt2xb79u3TS1BE9ApOTjL7fMAAueoeORL4+GOZrE0vVaGCVMeeNy97+2/YIPs3apSrYeUviiJj9FLnHk6cKFUVcjrxiIiIKA/kOKF58uSJtkRyehYWFoiLi9NLUESUDVZWMrdhzhzpMvj9d8DLC7h+3dCRGYWGDbO3n8lP9n+RRgP4+QEzZsjj2bOBMWOYzBARUb6V44Smdu3aWLVqVYbtK1euRI0aNfQSFBFlk0olF5+7dgG2trIop7u7VEUjyqnkZKBfP+m+UqmkLNywYYaOioiI6KVyPBJ87Nix6Nq1K65cuYL33nsPALBr1y6sWLECq1ev1nuARJQNTZrIejVdusi/rVrJ7PehQ3lnnbInIQHo1QtYt04W1vnf/2RxHSIionwuxz00HTp0wIYNG3D58mX4+vpixIgRuHnzJnbu3InOnTvnQohElC3OzsD+/WlrhQwbJnfbnz0zdGSU38XHSxm4deukRPjatUxmiIjIaLxWrZ727dujffv2GbafO3cOtWrVeuOgiOg1FSokK0rWry/1hX/9FTh/Xi5UC9xkEMqWx4+BDh2kyEThwlIFgWXAiYjIiLxx/c3Hjx9jwYIFaNiwIdzc3PQRExG9CZUK8PcH/voLeOstKfHs7i69N6RlYwNYW798H2tr2c9k3b8vq4yGhgLFiwPbtzOZISIio/Paqyns27cPixYtwrp16+Do6IiuXbti7ty5+oyNiN7Ee+9JMtO5M3D6tDz+4Qdg8GDOqwFQrhwQEQHcuyePk5OTcODAQbz7rhfMzS0ASDJTrpwBg8xNsbGSvJw9K4nv9u3Ss0dERGRkcpTQxMTEYOnSpfjll18QFxeHHj16ICEhARs2bGCFM6L8yNUVOHQI+PRTYOVKwNdXigbMnStlnwu4cuXSEpakJCA6+hHq1QMsLAwbV667cUN6ZiIjAXt7YOdOoGZNQ0dFRET0WrI95KxDhw6oWrUqzpw5g+DgYNy+fRs//vhjbsZGRPpQuLCsUTNjhqzy/ssvQLNmwO3bho6MDOHyZaBxY0lmypWToYhMZoiIyIhlO6HZunUrPv30U4wfPx7t27eHWq3OzbiISJ9UKuCLL4CtW4FSpYDDh2V4UViYoSOjPFQsKgrmLVrI4qtVqgAHDgCVKhk6LCIiojeS7YTmwIEDePz4MerXrw8PDw/MmTMH91IHnxORcWjdGjh2DKhVC4iJAZo2BRYtMnRUlBdOnoTX119DFR0N1K4N7NvHyndERGQSsp3QvPPOO1i4cCGio6Px2WefYeXKlXB0dIRGo8GOHTvw+PHj3IyTiPSlYkXpmfngA5k4MnAg4OMDJCYaOjLKLQcPwrx1a1g9fgyNuzuwdy9gZ2foqIiIiPQix2WbixQpggEDBuDAgQM4e/YsRowYgalTp6JMmTLo2LFjbsRIRPpWtCjwxx/A5MkyHG3+fKmCFhNj6MhI33buBFq3hiouDvdq1kTKtm1A6dKGjoqIiEhv3mgdmqpVq2L69Om4efMmVqxYoa+YiCgvqFRAYCCweTNQogRw8KCsV3P0qKEjI33ZuBFo3x6Ij4fG2xuHx42T9WaIiIhMyBsvrAkAarUanTt3RkhIiD7ejojyUrt2Mq+menXg1i2gSRNg6VJDR0VvasUKoFs3GUrYtStS1qxBCkt1ExGRCdJLQkNERq5yZal81qkTkJAA9O8P+PvLHBsyPosWAb17AykpwCefAKtWcd0hIiIyWUxoiEgULw6sWwd88408/uEHWUn+7l2DhkU5FBwshR4UBRg8WHrbzHO0hjIREZFRYUJDRGnMzICgIJl7UawYEBoq82pOnTJ0ZPQqigJ8+y0wfLg8HjkS+OknOadEREQmjH/piCijjh2BI0dk8cWoKJg3bYqyoaGGjoqyoijA6NHA2LHyeMIEYNo0KfxARERk4pjQEFHmqleXimft20P1/Dnqz54Nsy+/BJKTDR0ZpafRAH5+wPTp8njWLElsmMwQEVEBwYSGiLJWogQQEoKUwEAAgDo4GGjTBvj3X8PGRSI5WQo4zJsnCcyCBWlDzoiIiAoIJjRE9HJmZtCMH4+jX34JpUgRYNcumVdz+rShIyvYEhOBDz8Efv0VUKuB5culGAAREVEBw4SGiLIlulEjJO/fD1SsCFy7BjRqBPzxh6HDKpji46XE9tq1gKWl/Nurl6GjIiIiMggmNESUfbVqySKc3t5yUd2zp0xGT0kxdGQFx+PHshjqtm1A4cLA5s2S3BARERVQTGiIKGdKlQL+/BMYNUoeT5sGtG8PPHhg2LgKgvv3gZYtpZx28eLA9u2yVhAREVEBxoSGiHJOrQamTgVWrAAKFZIL6wYNgL//NnRkpis2FmjWTCrPvfUWsHs38O67ho6KiIjI4JjQENHr+/BDICwMcHUFrlwBPDyAdesMHZXpuXEDaNIEOHsWsLeXHpr69Q0dFRERUb6QLxKauXPnwtXVFdbW1vDw8MDRo0dfuv/Dhw/h5+cHBwcHWFlZoUqVKtiyZYv2eVdXV6hUqgxffn5+ud0UooLHzU3m1bz3HvD0KdCtm6yDotEYOjLTcPky0LgxEBkJlCsH7N8P1Kxp6KiIiIjyDYMnNKtWrUJAQACCgoJw8uRJuLm5wdvbG3fu3Ml0/8TERLRq1QrXrl3DmjVrEBERgYULF8LJyUm7z7FjxxAdHa392rFjBwCge/fuedImogLHxkaGnQUEyONvv5WJ6o8eGTYuY3f+vPTMXL8OVK4MHDgAVKpk6KiIiIjyFYMnNLNmzcLAgQPRv39/1KhRA/Pnz0fhwoWxePHiTPdfvHgx7t+/jw0bNsDLywuurq5o2rQp3NzctPvY2trC3t5e+7V582ZUrFgRTZs2zatmERU85ubAzJnA//4HWFtL9S0PD+DiRUNHZpxOnpRkJjoaqF0b2LcPcHY2dFRERET5jrkhD56YmIgTJ04g8L9VyAHAzMwMLVu2RFhYWKavCQkJgaenJ/z8/LBx40bY2tqiV69eGDVqFNRqdabHWL58OQICAqBSqTJ9z4SEBCQkJGgfx8XFAQCSkpKQlJT0Jk3MltRj5MWxDMXU28j2pdOzJ1C5Msy7d4cqIgJKw4ZIWbYMyvvv53KUbyY/nUPVoUNQd+wIVVwcNO7uSNm8GShdGniD2PJT+3KLqbeR7TN+pt7GvG6fqX6OlHMqRVEUQx389u3bcHJywqFDh+Dp6and/uWXXyI0NBRHjhzJ8Jpq1arh2rVr6N27N3x9fXH58mX4+vpi6NChCAoKyrD/H3/8gV69eiEqKgqOjo6ZxvHNN99g/PjxGbb//vvvKFy48Bu0kKjgsnz4EA1mzIDNf5XPLnz0ESK7dwfMDN4xnK/Znj6NhpMnwzwhAfdq1sSRr79GMn8PERFlEB8fj169euHRo0coXry4ocMhAzK6hKZKlSp4/vw5rl69qu2RmTVrFmbMmIHo6OgM+3t7e8PS0hKbNm3KMo7MemicnZ1x7969PPkPkpSUhB07dqBVq1awsLDI9eMZgqm3ke3L8oUw+/JLqOfOBQBoOnZEypIlQLFiuRTp68sP51C1aRPUH30EVWIiNK1bI+WPP2TxTD3ID+3LbabeRrbP+Jl6G/O6fXFxcbCxsWFCQ4YdcmZjYwO1Wo3Y2Fid7bGxsbC3t8/0NQ4ODrCwsNAZXla9enXExMQgMTERlpaW2u3Xr1/Hzp07se4VZWStrKxgZWWVYbuFhUWe/sLJ6+MZgqm3ke3L8AJgzhwpMTx4MMxCQmDWuDGwYYNMcs+HDHYOV6wAPvkESEkBunSB2YoVMMvk99KbMvWfUcD028j2GT9Tb2Netc+UP0PKGYOO/bC0tET9+vWxa9cu7TaNRoNdu3bp9Nik5+XlhcuXL0OTriRsZGQkHBwcdJIZAFiyZAnKlCmD9u3b504DiCh7+veXcsNOTlK5q0EDYOtWQ0eVfyxaBPTuLcnMJ58Af/wB5EIyQ0REZIoMPpg9ICAACxcuxLJly3DhwgX4+Pjg6dOn6N+/PwCgT58+OkUDfHx8cP/+ffj7+yMyMhJ//vknJk+enGGNGY1GgyVLlqBv374wNzdoRxQRAUDDhsDx40CjRlLOuX17YOpUwHCjXvOH4GBg4ED5HAYPBpYulYpxRERElC0G/6vZs2dP3L17F+PGjUNMTAzq1q2Lbdu2wc7ODgAQFRUFs3STiJ2dnbF9+3YMHz4cderUgZOTE/z9/TFq1Cid9925cyeioqIwYMCAPG0PEb2EvT2wZw/g7w/Mnw8EBkp54sWLgaJFDR1d3lIUYNIkWYQUAL74Apg+HciiGiMRERFlzuAJDQAMGTIEQ4YMyfS5vXv3Ztjm6emJw4cPv/Q9W7duDQPWOyCirFhaAvPmAfXqAUOGAKtXy1o1GzYAFSoYOrq8oSjA6NGSwADAhAnAmDFMZoiIiF6DwYecEVEBNWgQsHev9NqcPQu4uwM7dhg6qtyn0QB+fmnJzKxZ0kvDZIaIiOi1MKEhIsNp1Ag4cQLw8AAePADatAG++85059UkJ0uBhHnzJIFZsAAYPtzQURERERk1JjREZFiOjkBoKDBggPRejBwpFb/i4w0dmX4lJgIffgj8+iugVgPLl0sxACIiInojTGiIyPCsrKR08dy5UuFrxQrAywu4ft3QkenHs2dA587A2rUyh2jNGqBXL0NHRUREZBKY0BBR/qBSAb6+wK5dQJkyQHi4zKvZs8fQkb2Zx4+Btm1l3Z1ChYDNmyW5ISIiIr1gQkNE+UuTJrJeTf36wL17QKtWwPffG+e8mvv3gZYtZUhd8eLAX39Je4iIiEhvmNAQUf7j7Azs3w988gmQkgIMGwb06ydDt4xFbCzQvDlw9ChQujSwezfw7ruGjoqIiMjkMKEhovypUCFg2TIgOFgm0f/6q/Te3Lhh6Mhe7cYNifXMGSlLHRoqPU5ERESkd0xoiCj/UqkAf38ZqvXWWzIUzd1dem/yqytXgMaNgchIoFw5ibVWLUNHRUREZLKY0BBR/vfee5LM1K0L3Lkjj3/6Kf/Nqzl/XpKZ69eBypUlmalUydBRERERmTQmNERkHFxdgYMHgY8+kgUq/fxkHZeEBENHJk6elGFm0dHSI7Nvn/TQEBERUa5iQkNExqNwYeC334AZMwAzM+CXX4BmzYDbtw0b18GDUgDg339lSNzevTJ3hoiIiHIdExoiMi4qFfDFF7KuS6lSwOHDMuE+LMww8ezcCbRuDcTFyXCzXbtkvg8RERHlCSY0RGScWrcGjh0DatcGYmKApk2BRYvyNoaQEKB9eyA+HvD2BrZtk/VmiIiIKM8woSEi41WxInDoEPDBB0BSksyp8fEBEhNz/9grVwJdu8qxunQBNm6UIXFERESUp5jQEJFxK1oU+OMPYPJkGY42f75UQYuJyb1jLloE9Ooli35+/LEc38oq945HREREWWJCQ0TGT6UCAgOBzZuBEiVkkr67O3D0qP6PFRwsPUGKAgweLIt/mpvr/zhERESULUxoiMh0tGsn82qqVwdu3ZIyykuX6ue9FQX49ltg+HB5/MUXshaOGX+NEhERGRL/EhORaalcWSqfde4sa9T07w8MHSpzbF6XogCjRwNjx8rj8eOB6dOlZ4iIiIgMigkNEZme4sWBtWsl8QCAH38EWrUC7t7N+XtpNMCQIZLAAMDMmcC4cUxmiIiI8gkmNERkmszMJPHYuBEoVgwIDZV5NSdPZv89kpOlh+ennySB+flnICAg92ImIiKiHGNCQ0SmrWNHKQ5QpQoQFQV4eQG//fbq1yUmAh9+CPz6K6BWA8uXA4MG5X68RERElCNMaIjI9FWrJklN+/bA8+dSannECOmBAYCUFKhCQ+G0bx9UoaHAkycyB2ftWsDSElizRso0ExERUb7DWqNEVDCUKAGEhABBQVKtbNYs4PRp4JNPgDFjYH7zJtwB2W5pKT00hQoBGzYArVsbOHgiIiLKChMaIio4zMyAiROBunWBvn2BXbvk60WJifLvV18xmSEiIsrnOOSMiAqebt1k8U21+uX7LVgApKTkTUxERET0WpjQEFHB9ODBq5OVGzeA/fvzJh4iIiJ6LUxoiKhgio7W735ERERkEExoiKhgcnDQ735ERERkEExoiKhgatwYKFtWFszMjEoFODvLfkRERJRvGTyhmTt3LlxdXWFtbQ0PDw8cPXr0pfs/fPgQfn5+cHBwgJWVFapUqYItW7bo7HPr1i18/PHHeOutt1CoUCHUrl0bx48fz81mEJGxUauB77+X719MalIfBwe/unAAERERGZRBE5pVq1YhICAAQUFBOHnyJNzc3ODt7Y07d+5kun9iYiJatWqFa9euYc2aNYiIiMDChQvh5OSk3efBgwfw8vKChYUFtm7divPnz2PmzJkoVapUXjWLiIxF166yaGa63yEApOdmzRp5noiIiPI1g65DM2vWLAwcOBD9+/cHAMyfPx9//vknFi9ejNGjR2fYf/Hixbh//z4OHToECwsLAICrq6vOPtOmTYOzszOWLFmi3Va+fPncawQRGbeuXYFOnZC8Zw/Ct25F3bZtYd68OXtmiIiIjITBEprExEScOHECgYGB2m1mZmZo2bIlwsLCMn1NSEgIPD094efnh40bN8LW1ha9evXCqFGjoP7v4iMkJATe3t7o3r07QkND4eTkBF9fXwwcODDLWBISEpCQkKB9HBcXBwBISkpCUlKSPpr7UqnHyItjGYqpt5HtM35JjRrh1tOnqNGoERSNBtBoDB2SXhWIc2jibWT7jJ+ptzGv22eqnyPlnEpRFMUQB759+zacnJxw6NAheHp6ard/+eWXCA0NxZEjRzK8plq1arh27Rp69+4NX19fXL58Gb6+vhg6dCiCgoIAANbW1gCAgIAAdO/eHceOHYO/vz/mz5+Pvn37ZhrLN998g/Hjx2fY/vvvv6Nw4cL6aC4RERER6VF8fDx69eqFR48eoXjx4oYOhwzIqBKaKlWq4Pnz57h69aq2R2bWrFmYMWMGov9bK8LS0hLu7u44dOiQ9nVDhw7FsWPHsuz5yayHxtnZGffu3cuT/yBJSUnYsWMHWrVqpR1KZ2pMvY1sn/Ez9TaaevsA028j22f8TL2Ned2+uLg42NjYMKEhww05s7GxgVqtRmxsrM722NhY2NvbZ/oaBwcHWFhYaJMZAKhevTpiYmKQmJgIS0tLODg4oEaNGjqvq169OtauXZtlLFZWVrCyssqw3cLCIk9/4eT18QzB1NvI9uWiW7eAUaOArVuB+HigUiVgyRLA3T1tnwsXZJ/QUCA5GahRA1i7FihXLvP3/PtvYNw44MQJWFy/jgoDBsCiXTvdNrq6AtevZ3ytry8wd658HxAALF0KFCkCTJ0K9O6dtt/q1cCvvwKbNr3pJ6AXpv4zCph+G9k+42fqbcyr9pnyZ0g5Y7AqZ5aWlqhfvz527dql3abRaLBr1y6dHpv0vLy8cPnyZWjSjW2PjIyEg4MDLC0ttftERETovC4yMhIuLi650AoiyhMPHgBeXoCFhSQ0588DM2cC6asXXrkCvPsuUK0asHcvcOYMMHYs8N8w1EzFxwMVKgBTp0LJ4kYKjh0DoqPTvnbskO3du8u/mzYBv/8O/PUXMH068H//B9y7J889egR8/XVa4kNERER6Z9AqZwEBAejbty/c3d3RsGFDBAcH4+nTp9qqZ3369IGTkxOmTJkCAPDx8cGcOXPg7++Pzz//HJcuXcLkyZMxdOhQ7XsOHz4cjRo1wuTJk9GjRw8cPXoUCxYswIIFCwzSRiLSg2nTZJHLdNUL8WL1wq+/Btq1k6QiVcWKL3/fBg3kCwAyqawIALC11X08daq8b9Om8vjCBaBZM+kpcncHhg0Drl4FbGyAL78EfHyy7iEiIiKiN2bQdWh69uyJ7777DuPGjUPdunURHh6Obdu2wc7ODgAQFRWlnRsDAM7Ozti+fTuOHTuGOnXqYOjQofD399cp8dygQQOsX78eK1asQK1atTBx4kQEBwejd/ohIERkXEJCJFno3h0oUwaoVw9YuDDteY0G+PNPoEoVwNtb9vHwADZs0G8ciYnA8uXAgAFpi2+6uQHHj0sv0okTwLNnMhzuwAHg5Ekg3Q0XIiIi0j+D9tAAwJAhQzBkyJBMn9u7d2+GbZ6enjh8+PBL3/P999/H+++/r4/wiCg/+OcfYN48mavy1VcyDGzoUMDSEujbF7hzB3jyRHpPvv1WenS2bZM1ZvbsSetNeVMbNgAPHwL9+qVt8/YGPv5YenoKFQKWLZO5ND4+Mq9m3jzgxx+lx2bBAqBmTf3EQkRERADyQUJDRPRKGo300EyeLI/r1QPOnQPmz5eEJnVeXadOwPDh8n3dusChQ7KPvhKaX34B2rYFHB11t3/zjXylGj8eaNlS5vx8+y1w9iyweTPQp4/04hAREZHeGHTIGRFRtjg4SMWy9KpXB6Ki5HsbG8Dc/OX7vKnr14GdO2XS/8tcvCjD0iZOlOIETZrIPJwePWQI2uPH+omHiIiIADChISJj4OUFvFC9EJGRQGr1QktLGfL1sn3e1JIlMjenffus91EU4LPPgFmzgKJFgZQUIHUl69R/U1L0Ew8REREB4JAzIjIGw4cDjRrJkLMePYCjR2U+SvrqhSNHAj17So9I8+Yyh2bTJuklSdWnD+DkBPxXORGJiVIC+r/vre/fB8LDpRx0pUppr9NoJKHp21d6grKyaJH0xnToII+9vGQo2uHDUm66Rg2gZMk3/zyIiIhIiwkNEeV/DRoA69cDgYHAhAlSsjk4WHcByy5dZL7MlClSMKBqVVlU89130/aJigLM0nVM374t83EAqABU3rBBJv43baqbCO3cKa8dMCDrGGNjgUmTZN5OqoYNgREjpFenTBkpGEBERER6xYSGiIzD++/L18sMGPDypOPFyomurjJMDEBSUhK2bNmCdu3aZVx9unVr7X5ZsrMDrl3LuH3cOPkiIiKiXME5NEREREREZLTYQ5MJ5b87sXFxcXlyvKSkJMTHxyMuLi7jnWETYeptZPuMn6m30dTbB5h+G9k+42fqbczr9qVepymv6kEnk8eEJhOP/yur6uzsbOBIiIiIiOhlHj9+jBIlShg6DDIglcK0NgONRoPbt2+jWLFiUKlUuX68uLg4ODs748aNGyhevHiuH88QTL2NbJ/xM/U2mnr7ANNvI9tn/Ey9jXndPkVR8PjxYzg6OsLMjLMoCjL20GTCzMwMZcuWzfPjFi9e3CR/waVn6m1k+4yfqbfR1NsHmH4b2T7jZ+ptzMv2sWeGABYFICIiIiIiI8aEhoiIiIiIjBYTmnzAysoKQUFBsLKyMnQoucbU28j2GT9Tb6Optw8w/TayfcbP1Nto6u2j/ItFAYiIiIiIyGixh4aIiIiIiIwWExoiIiIiIjJaTGiIiIiIiMhoMaEhIiIiIiKjxYQmH5g7dy5cXV1hbW0NDw8PHD161NAh6cU333wDlUql81WtWjVDh/VG9u3bhw4dOsDR0REqlQobNmzQeV5RFIwbNw4ODg4oVKgQWrZsiUuXLhkm2Nfwqvb169cvwzlt06aNYYJ9DVOmTEGDBg1QrFgxlClTBp07d0ZERITOPs+fP4efnx/eeustFC1aFN26dUNsbKyBIs6Z7LSvWbNmGc7h4MGDDRRxzs2bNw916tTRLtzn6emJrVu3ap835vMHvLp9xn7+XjR16lSoVCoMGzZMu83Yz+GLMmujMZ/HV/1tN7XzR8aBCY2BrVq1CgEBAQgKCsLJkyfh5uYGb29v3Llzx9Ch6UXNmjURHR2t/Tpw4IChQ3ojT58+hZubG+bOnZvp89OnT8cPP/yA+fPn48iRIyhSpAi8vb3x/PnzPI709byqfQDQpk0bnXO6YsWKPIzwzYSGhsLPzw+HDx/Gjh07kJSUhNatW+Pp06fafYYPH45NmzZh9erVCA0Nxe3bt9G1a1cDRp192WkfAAwcOFDnHE6fPt1AEedc2bJlMXXqVJw4cQLHjx/He++9h06dOuHvv/8GYNznD3h1+wDjPn/pHTt2DD///DPq1Kmjs93Yz2F6WbURMO7z+LK/7aZ0/siIKGRQDRs2VPz8/LSPU1JSFEdHR2XKlCkGjEo/goKCFDc3N0OHkWsAKOvXr9c+1mg0ir29vTJjxgzttocPHypWVlbKihUrDBDhm3mxfYqiKH379lU6depkkHhyw507dxQASmhoqKIocr4sLCyU1atXa/e5cOGCAkAJCwszVJiv7cX2KYqiNG3aVPH39zdcULmgVKlSyqJFi0zu/KVKbZ+imM75e/z4sVK5cmVlx44dOm0ypXOYVRsVxbjP48v+tpvS+SPjwh4aA0pMTMSJEyfQsmVL7TYzMzO0bNkSYWFhBoxMfy5dugRHR0dUqFABvXv3RlRUlKFDyjVXr15FTEyMzvksUaIEPDw8TOZ8AsDevXtRpkwZVK1aFT4+Pvj3338NHdJre/ToEQCgdOnSAIATJ04gKSlJ5xxWq1YN5cqVM8pz+GL7Uv3222+wsbFBrVq1EBgYiPj4eEOE98ZSUlKwcuVKPH36FJ6eniZ3/l5sXypTOH9+fn5o3769zrkCTOv/YFZtTGXM5zGrv+2mdP7IuJgbOoCC7N69e0hJSYGdnZ3Odjs7O1y8eNFAUemPh4cHli5diqpVqyI6Ohrjx49H48aNce7cORQrVszQ4eldTEwMAGR6PlOfM3Zt2rRB165dUb58eVy5cgVfffUV2rZti7CwMKjVakOHlyMajQbDhg2Dl5cXatWqBUDOoaWlJUqWLKmzrzGew8zaBwC9evWCi4sLHB0dcebMGYwaNQoRERFYt26dAaPNmbNnz8LT0xPPnz9H0aJFsX79etSoUQPh4eEmcf6yah9gGudv5cqVOHnyJI4dO5bhOVP5P/iyNgLGfR5f9rfdVM4fGR8mNJRr2rZtq/2+Tp068PDwgIuLC/744w98+umnBoyMXteHH36o/b527dqoU6cOKlasiL1796JFixYGjCzn/Pz8cO7cOaOf15WVrNo3aNAg7fe1a9eGg4MDWrRogStXrqBixYp5HeZrqVq1KsLDw/Ho0SOsWbMGffv2RWhoqKHD0pus2lejRg2jP383btyAv78/duzYAWtra0OHkyuy00ZjPo8v+9teqFAhA0ZGBRmHnBmQjY0N1Gp1huofsbGxsLe3N1BUuadkyZKoUqUKLl++bOhQckXqOSso5xMAKlSoABsbG6M7p0OGDMHmzZuxZ88elC1bVrvd3t4eiYmJePjwoc7+xnYOs2pfZjw8PADAqM6hpaUlKlWqhPr162PKlClwc3PD999/bzLnL6v2ZcbYzt+JEydw584dvP322zA3N4e5uTlCQ0Pxww8/wNzcHHZ2dkZ/Dl/VxpSUlAyvMbbzmF76v+2m8n+QjA8TGgOytLRE/fr1sWvXLu02jUaDXbt26YyXNhVPnjzBlStX4ODgYOhQckX58uVhb2+vcz7j4uJw5MgRkzyfAHDz5k38+++/RnNOFUXBkCFDsH79euzevRvly5fXeb5+/fqwsLDQOYcRERGIiooyinP4qvZlJjw8HACM5hxmRqPRICEhwejPX1ZS25cZYzt/LVq0wNmzZxEeHq79cnd3R+/evbXfG/s5fFUbMxuea2znMb30f9tN9f8gGQFDVyUo6FauXKlYWVkpS5cuVc6fP68MGjRIKVmypBITE2Po0N7YiBEjlL179ypXr15VDh48qLRs2VKxsbFR7ty5Y+jQXtvjx4+VU6dOKadOnVIAKLNmzVJOnTqlXL9+XVEURZk6dapSsmRJZePGjcqZM2eUTp06KeXLl1eePXtm4Miz52Xte/z4sfLFF18oYWFhytWrV5WdO3cqb7/9tlK5cmXl+fPnhg49W3x8fJQSJUooe/fuVaKjo7Vf8fHx2n0GDx6slCtXTtm9e7dy/PhxxdPTU/H09DRg1Nn3qvZdvnxZmTBhgnL8+HHl6tWrysaNG5UKFSooTZo0MXDk2Td69GglNDRUuXr1qnLmzBll9OjRikqlUv766y9FUYz7/CnKy9tnCucvMy9W/DL2c5iZ9G009vP4qr/tpnj+KP9jQpMP/Pjjj0q5cuUUS0tLpWHDhsrhw4cNHZJe9OzZU3FwcFAsLS0VJycnpWfPnsrly5cNHdYb2bNnjwIgw1ffvn0VRZHSzWPHjlXs7OwUKysrpUWLFkpERIRhg86Bl7UvPj5ead26tWJra6tYWFgoLi4uysCBA40q+c6sbQCUJUuWaPd59uyZ4uvrq5QqVUopXLiw0qVLFyU6OtpwQefAq9oXFRWlNGnSRCldurRiZWWlVKpUSRk5cqTy6NEjwwaeAwMGDFBcXFwUS0tLxdbWVmnRooU2mVEU4z5/ivLy9pnC+cvMiwmNsZ/DzKRvo7Gfx1f9bTfF80f5n0pRFCXv+oOIiIiIiIj0h3NoiIiIiIjIaDGhISIiIiIio8WEhoiIiIiIjBYTGiIiIiIiMlpMaIiIiIiIyGgxoSEiIiIiIqPFhIaIiIiIiIwWExoiIiIiIjJaTGiIiPKBa9euQaVSITw83NChaF28eBHvvPMOrK2tUbdu3dd+H5VKhQ0bNugtLiIiovSY0BARAejXrx9UKhWmTp2qs33Dhg1QqVQGisqwgoKCUKRIEURERGDXrl2Z7nP37l34+PigXLlysLKygr29Pby9vXHw4EG9xtKsWTMMGzZMr+9JRESmgQkNEdF/rK2tMW3aNDx48MDQoehNYmLia7/2ypUrePfdd+Hi4oK33nor0326deuGU6dOYdmyZYiMjERISAiaNWuGf//997WPS0RElBNMaIiI/tOyZUvY29tjypQpWe7zzTffZBh+FRwcDFdXV+3jfv36oXPnzpg8eTLs7OxQsmRJTJgwAcnJyRg5ciRKly6NsmXLYsmSJRne/+LFi2jUqBGsra1Rq1YthIaG6jx/7tw5tG3bFkWLFoWdnR0++eQT3Lt3T/t8s2bNMGTIEAwbNgw2Njbw9vbOtB0ajQYTJkxA2bJlYWVlhbp162Lbtm3a51UqFU6cOIEJEyZApVLhm2++yfAeDx8+xP79+zFt2jQ0b94cLi4uaNiwIQIDA9GxY0edfe/du4cuXbqgcOHCqFy5MkJCQnSeDw0NRcOGDWFlZQUHBweMHj0aycnJ2s8zNDQU33//PVQqFVQqFa5du4YHDx6gd+/esLW1RaFChVC5cuVMP1MiIjJtTGiIiP6jVqsxefJk/Pjjj7h58+Ybvdfu3btx+/Zt7Nu3D7NmzUJQUBDef/99lCpVCkeOHMHgwYPx2WefZTjOyJEjMWLECJw6dQqenp7o0KGDtrfj4cOHeO+991CvXj0cP34c27ZtQ2xsLHr06KHzHsuWLYOlpSUOHjyI+fPnZxrf999/j5kzZ+K7777DmTNn4O3tjY4dO+LSpUsAgOjoaNSsWRMjRoxAdHQ0vvjiiwzvUbRoURQtWhQbNmxAQkLCSz+P8ePHo0ePHjhz5gzatWuH3r174/79+wCAW7duoV27dmjQoAFOnz6NefPm4ZdffsG3336rjdXT0xMDBw5EdHQ0oqOj4ezsjLFjx+L8+fPYunUrLly4gHnz5sHGxiYbZ4eIiEyKQkRESt++fZVOnTopiqIo77zzjjJgwABFURRl/fr1SvpflUFBQYqbm5vOa2fPnq24uLjovJeLi4uSkpKi3Va1alWlcePG2sfJyclKkSJFlBUrViiKoihXr15VAChTp07V7pOUlKSULVtWmTZtmqIoijJx4kSldevWOse+ceOGAkCJiIhQFEVRmjZtqtSrV++V7XV0dFQmTZqks61BgwaKr6+v9rGbm5sSFBT00vdZs2aNUqpUKcXa2lpp1KiREhgYqJw+fVpnHwDKmDFjtI+fPHmiAFC2bt2qKIqifPXVV0rVqlUVjUaj3Wfu3LlK0aJFtZ9h06ZNFX9/f5337dChg9K/f/9XtpWIiEwbe2iIiF4wbdo0LFu2DBcuXHjt96hZsybMzNJ+xdrZ2aF27drax2q1Gm+99Rbu3Lmj8zpPT0/t9+bm5nB3d9fGcfr0aezZs0fbM1K0aFFUq1YNgMx3SVW/fv2XxhYXF4fbt2/Dy8tLZ7uXl1eO29ytWzfcvn0bISEhaNOmDfbu3Yu3334bS5cu1dmvTp062u+LFCmC4sWLa9t+4cIFeHp66hRf8PLywpMnT17aU+bj44OVK1eibt26+PLLL3Ho0KEcxU5ERKaBCQ0R0QuaNGkCb29vBAYGZnjOzMwMiqLobEtKSsqwn4WFhc5jlUqV6TaNRpPtuJ48eYIOHTogPDxc5+vSpUto0qSJdr8iRYpk+z31wdraGq1atcLYsWNx6NAh9OvXD0FBQTr7vGnbM9O2bVtcv34dw4cPx+3bt9GiRYtMh8YREZFpY0JDRJSJqVOnYtOmTQgLC9PZbmtri5iYGJ2kRp9rxxw+fFj7fXJyMk6cOIHq1asDAN5++238/fffcHV1RaVKlXS+cpLEFC9eHI6OjhlKKx88eBA1atR44zbUqFEDT58+zfb+1atXR1hYmM5nevDgQRQrVgxly5YFAFhaWiIlJSXDa21tbdG3b18sX74cwcHBWLBgwRvHT0RExoUJDRFRJmrXro3evXvjhx9+0NnerFkz3L17F9OnT8eVK1cwd+5cbN26VW/HnTt3LtavX4+LFy/Cz88PDx48wIABAwAAfn5+uH//Pj766CMcO3YMV65cwfbt29G/f/9ML/ZfZuTIkZg2bRpWrVqFiIgIjB49GuHh4fD398/2e/z777947733sHz5cpw5cwZXr17F6tWrMX36dHTq1Cnb7+Pr64sbN27g888/x8WLF7Fx40YEBQUhICBAO2zP1dUVR44cwbVr13Dv3j1oNBqMGzcOGzduxOXLl/H3339j8+bN2uSPiIgKDiY0RERZmDBhQoZhUdWrV8dPP/2EuXPnws3NDUePHtXrMKepU6di6tSpcHNzw4EDBxASEqKt3JXaq5KSkoLWrVujdu3aGDZsGEqWLKkzXyc7hg4dioCAAIwYMQK1a9fGtm3bEBISgsqVK2f7PYoWLQoPDw/Mnj0bTZo0Qa1atTB27FgMHDgQc+bMyfb7ODk5YcuWLTh69Cjc3NwwePBgfPrppxgzZox2ny+++AJqtRo1atSAra0toqKiYGlpicDAQNSpUwdNmjSBWq3GypUrc/Q5EBGR8VMpLw4GJyIiIiIiMhLsoSEiIiIiIqPFhIaIiIiIiIwWExoiIiIiIjJaTGiIiIiIiMhoMaEhIiIiIiKjxYSGiIiIiIiMFhMaIiIiIiIyWkxoiIiIiIjIaDGhISIiIiIio8WEhoiIiIiIjBYTGiIiIiIiMlr/D0jBIH38ktayAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, \"gpt-4o-mini\", variant=\"shots\", offset=0.002)"]},{"cell_type":"code","execution_count":335,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0: gpt-4o/shots-00\n","5: gpt-4o/shots-05\n","10: gpt-4o/shots-10\n","20: gpt-4o/shots-20\n","30: gpt-4o/shots-30\n","40: gpt-4o/shots-40\n","50: gpt-4o/shots-50\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, \"gpt-4o\", variant=\"shots\", offset=0.003)"]},{"cell_type":"code","execution_count":336,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-00 **********\n","gpt-4o-mini/shots-00\n","不是 1812\n","是 788\n","问法错误 236\n","不重要 116\n","回答正确 23\n","不是。 15\n","问法错误。 5\n","回答正确。 3\n","是。 2\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-05 **********\n","gpt-4o-mini/shots-05\n","不是 1941\n","是 724\n","问法错误 148\n","不重要 136\n","回答正确 50\n","回答错误 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-10 **********\n","gpt-4o-mini/shots-10\n","不是 1833\n","是 667\n","问法错误 230\n","不重要 205\n","回答正确 60\n","回答: 问法错误 2\n","回答错误 1\n","回答: 回答正确 1\n","回答: 不是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-20 **********\n","gpt-4o-mini/shots-20\n","不是 1807\n","是 654\n","问法错误 296\n","不重要 171\n","回答正确 66\n","回答错误 3\n","回答: 是 1\n","回答: 问法错误 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-30 **********\n","gpt-4o-mini/shots-30\n","不是 1945\n","是 665\n","问法错误 225\n","不重要 100\n","回答正确 62\n","回答错误 2\n","回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED 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IiKgS0PmyVjVq1ICNjQ2uXLkCAFCr1bhz545Wn9zcXDx48ECc96pWq5GamqrVp+B5cXNjjYyMYG5urvUgIiIioopP54H11q1buH//PhwcHAAAnp6eSEtLQ1xcnNhn//79yM/PR8uWLcU+0dHRyMnJEftERESgbt26sLS01HXJRERERCQjpQ6sGRkZiI+PR3x8PAAgMTER8fHxSEpKQkZGBiZMmIB//vkH169fx759+/DBBx+gVq1a8PX1BQDUr18fnTt3xrBhw3D06FEcPnwYo0ePRt++feHo6AgA6N+/P5RKJQIDA3Hu3Dn8/vvvWLx4sdZX/kRERET0dih1YD1+/DiaNGmCJk2aAABCQkLQpEkTTJ06Ffr6+jh9+jS6d++OOnXqIDAwEE2bNsXBgwdhZGQk7mPdunWoV68eOnXqhC5duuC9997TWmNVpVJhz549SExMRNOmTfHZZ59h6tSpXNKKiIiI6C2kEARBkLoIXdBoNFCpVEhPTy/3+awuk3eW6/507fqcrlKXQERERFRISfOazuewEhERERG9DgZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikrVSB9bo6Gh069YNjo6OUCgU2L59u7gtJycHkyZNgru7O6pUqQJHR0cMGjQIt2/f1tqHi4sLFAqF1mPOnDlafU6fPo22bdvC2NgYTk5OmDdvXtmOkIiIiIgqtFIH1szMTHh4eGDZsmWFtj1+/BgnTpzAV199hRMnTmDr1q1ISEhA9+7dC/WdOXMmkpOTxceYMWPEbRqNBj4+PnB2dkZcXBzmz5+P6dOnY+XKlaUtl4iIiIgqOIPSvsDPzw9+fn5FblOpVIiIiNBqW7p0KVq0aIGkpCRUr15dbDczM4NarS5yP+vWrUN2djZ++eUXKJVKNGjQAPHx8Vi4cCGGDx9e2pKJiIiIqALT+RzW9PR0KBQKWFhYaLXPmTMH1tbWaNKkCebPn4/c3FxxW0xMDNq1awelUim2+fr6IiEhAQ8fPizyfbKysqDRaLQeRERERFTxlXqEtTSePn2KSZMmoV+/fjA3Nxfbx44di3fffRdWVlY4cuQIQkNDkZycjIULFwIAUlJS4OrqqrUve3t7cZulpWWh95o9ezZmzJihw6MhIiIiIinoLLDm5OSgd+/eEAQBy5cv19oWEhIi/tyoUSMolUqMGDECs2fPhpGRUZneLzQ0VGu/Go0GTk5OZSueiIiIiGRDJ4G1IKzeuHED+/fv1xpdLUrLli2Rm5uL69evo27dulCr1UhNTdXqU/C8uHmvRkZGZQ67RERERCRf5T6HtSCsXr58GXv37oW1tfUrXxMfHw89PT3Y2dkBADw9PREdHY2cnByxT0REBOrWrVvkdAAiIiIiqrxKPcKakZGBK1euiM8TExMRHx8PKysrODg44MMPP8SJEycQFhaGvLw8pKSkAACsrKygVCoRExOD2NhYeHl5wczMDDExMQgODsbHH38shtH+/ftjxowZCAwMxKRJk3D27FksXrwY3333XTkdNhERERFVFApBEITSvCAqKgpeXl6F2gMCAjB9+vRCF0sViIyMRIcOHXDixAmMGjUKFy9eRFZWFlxdXTFw4ECEhIRofaV/+vRpBAUF4dixY7CxscGYMWMwadKkEtep0WigUqmQnp7+yikJpeUyeWe57k/Xrs/pKnUJRERERIWUNK+VOrBWFAys/4eBlYiIiOSopHlN5+uwEhERERG9DgZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikrVSB9bo6Gh069YNjo6OUCgU2L59u9Z2QRAwdepUODg4wMTEBN7e3rh8+bJWnwcPHmDAgAEwNzeHhYUFAgMDkZGRodXn9OnTaNu2LYyNjeHk5IR58+aV/uiIiIiIqMIrdWDNzMyEh4cHli1bVuT2efPmYcmSJVixYgViY2NRpUoV+Pr64unTp2KfAQMG4Ny5c4iIiEBYWBiio6MxfPhwcbtGo4GPjw+cnZ0RFxeH+fPnY/r06Vi5cmUZDpGIiIiIKjKFIAhCmV+sUGDbtm3w9/cH8Gx01dHREZ999hk+//xzAEB6ejrs7e2xevVq9O3bFxcuXICbmxuOHTuGZs2aAQDCw8PRpUsX3Lp1C46Ojli+fDm+/PJLpKSkQKlUAgAmT56M7du34+LFi0XWkpWVhaysLPG5RqOBk5MT0tPTYW5uXtZDLJLL5J3luj9duz6nq9QlEBERERWi0WigUqlemdfKdQ5rYmIiUlJS4O3tLbapVCq0bNkSMTExAICYmBhYWFiIYRUAvL29oaenh9jYWLFPu3btxLAKAL6+vkhISMDDhw+LfO/Zs2dDpVKJDycnp/I8NCIiIiKSSLkG1pSUFACAvb29Vru9vb24LSUlBXZ2dlrbDQwMYGVlpdWnqH08/x4vCg0NRXp6uvi4efPm6x8QEREREUnOQOoCyouRkRGMjIykLoOIiIiIylm5jrCq1WoAQGpqqlZ7amqquE2tVuPOnTta23Nzc/HgwQOtPkXt4/n3ICIiIqK3Q7kGVldXV6jVauzbt09s02g0iI2NhaenJwDA09MTaWlpiIuLE/vs378f+fn5aNmypdgnOjoaOTk5Yp+IiAjUrVsXlpaW5VkyEREREclcqQNrRkYG4uPjER8fD+DZhVbx8fFISkqCQqHA+PHj8c0332DHjh04c+YMBg0aBEdHR3Elgfr166Nz584YNmwYjh49isOHD2P06NHo27cvHB0dAQD9+/eHUqlEYGAgzp07h99//x2LFy9GSEhIuR04EREREVUMpZ7Devz4cXh5eYnPC0JkQEAAVq9ejYkTJyIzMxPDhw9HWloa3nvvPYSHh8PY2Fh8zbp16zB69Gh06tQJenp66NWrF5YsWSJuV6lU2LNnD4KCgtC0aVPY2Nhg6tSpWmu1EhEREdHb4bXWYZWzkq7rVRZch5WIiIjo9UmyDisRERERUXljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWSv3wOri4gKFQlHoERQUBADo0KFDoW2ffvqp1j6SkpLQtWtXmJqaws7ODhMmTEBubm55l0pEREREFYBBee/w2LFjyMvLE5+fPXsW77//Pj766COxbdiwYZg5c6b43NTUVPw5Ly8PXbt2hVqtxpEjR5CcnIxBgwbB0NAQs2bNKu9yiYiIiEjmyj2w2traaj2fM2cOatasifbt24ttpqamUKvVRb5+z549OH/+PPbu3Qt7e3s0btwYX3/9NSZNmoTp06dDqVSWd8lEREREJGM6ncOanZ2N3377DUOHDoVCoRDb161bBxsbGzRs2BChoaF4/PixuC0mJgbu7u6wt7cX23x9faHRaHDu3Lli3ysrKwsajUbrQUREREQVX7mPsD5v+/btSEtLw+DBg8W2/v37w9nZGY6Ojjh9+jQmTZqEhIQEbN26FQCQkpKiFVYBiM9TUlKKfa/Zs2djxowZ5X8QRERERCQpnQbWn3/+GX5+fnB0dBTbhg8fLv7s7u4OBwcHdOrUCVevXkXNmjXL/F6hoaEICQkRn2s0Gjg5OZV5f0REREQkDzoLrDdu3MDevXvFkdPitGzZEgBw5coV1KxZE2q1GkePHtXqk5qaCgDFznsFACMjIxgZGb1m1UREREQkNzqbw7pq1SrY2dmha9euL+0XHx8PAHBwcAAAeHp64syZM7hz547YJyIiAubm5nBzc9NVuUREREQkUzoJrPn5+Vi1ahUCAgJgYPB/g7hXr17F119/jbi4OFy/fh07duzAoEGD0K5dOzRq1AgA4OPjAzc3NwwcOBCnTp3C7t27MWXKFAQFBXEElQr5999/8fHHH8Pa2homJiZwd3fH8ePHtfpcuHAB3bt3h0qlQpUqVdC8eXMkJSWJ20uyNjARERFJRydTAvbu3YukpCQMHTpUq12pVGLv3r1YtGgRMjMz4eTkhF69emHKlCliH319fYSFhWHkyJHw9PRElSpVEBAQoLVuKxEAPHz4EG3atIGXlxd27doFW1tbXL58GZaWlmKfq1ev4r333kNgYCBmzJgBc3NznDt3DsbGxlr7etnawERERCQthSAIgtRF6IJGo4FKpUJ6ejrMzc3Ldd8uk3eW6/507fqcl0/LqKgmT56Mw4cP4+DBg8X26du3LwwNDfHrr78W26dDhw5o3LgxFi1apIMqiYiIqDglzWs6XYeVSJd27NiBZs2a4aOPPoKdnR2aNGmCH3/8Udyen5+PnTt3ok6dOvD19YWdnR1atmyJ7du3F9rXy9YGJiIiImkxsFKFde3aNSxfvhy1a9fG7t27MXLkSIwdOxZr1qwBANy5cwcZGRmYM2cOOnfujD179qBHjx7o2bMnDhw4IO6nf//++O233xAZGYnQ0FD8+uuv+Pjjj6U6LCIiInoBpwSUAacEyINSqUSzZs1w5MgRsW3s2LE4duwYYmJicPv2bVSrVg39+vXD+vXrxT7du3dHlSpVsGHDhiL3u3//fnTq1Elcao2IiIh0g1MCqNJzcHAotNRZ/fr1xRUAbGxsYGBg8NI+RXl+bWAiIiKSHgMrVVht2rRBQkKCVtulS5fg7OwM4NkIbPPmzV/apygvrg1MRERE0tLprVmJdCk4OBitW7fGrFmz0Lt3bxw9ehQrV67EypUrxT4TJkxAnz590K5dO3h5eSE8PBx//fUXoqKiADxb9mr9+vXo0qULrK2tcfr0aQQHB2utDUxERETS4hzWMuAcVt0r6Tl+fOUo0g6sQc7D2zBQ2cO8uT/MGnfW6pNxeg/S/9mMvEf3YWBVDRbvDYBp7VYAgFzNXdwLW4CcuzeQn/MUBuY2MK3tCVXrvtAzKvlarBXxHBMREUmtpHmNI6xUoZnWagHTWi1e2qdqIx9UbeRT5DYDc1uo+8/RRWlERERUTjiHlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkrdwD6/Tp06FQKLQe9erVE7c/ffoUQUFBsLa2RtWqVdGrVy+kpqZq7SMpKQldu3aFqakp7OzsMGHCBOTm5pZ3qURERERUARjoYqcNGjTA3r17/+9NDP7vbYKDg7Fz505s3rwZKpUKo0ePRs+ePXH48GEAQF5eHrp27Qq1Wo0jR44gOTkZgwYNgqGhIWbNmqWLcomIiIhIxnQSWA0MDKBWqwu1p6en4+eff8b69evRsWNHAMCqVatQv359/PPPP2jVqhX27NmD8+fPY+/evbC3t0fjxo3x9ddfY9KkSZg+fTqUSqUuSiYiIiIimdLJHNbLly/D0dERNWrUwIABA5CUlAQAiIuLQ05ODry9vcW+9erVQ/Xq1RETEwMAiImJgbu7O+zt7cU+vr6+0Gg0OHfuXLHvmZWVBY1Go/UgIiIiooqv3ANry5YtsXr1aoSHh2P58uVITExE27Zt8ejRI6SkpECpVMLCwkLrNfb29khJSQEApKSkaIXVgu0F24oze/ZsqFQq8eHk5FS+B0ZEREREkij3KQF+fn7iz40aNULLli3h7OyMTZs2wcTEpLzfThQaGoqQkBDxuUajYWglIiIiqgR0vqyVhYUF6tSpgytXrkCtViM7OxtpaWlafVJTU8U5r2q1utCqAQXPi5oXW8DIyAjm5uZaDyIiIiKq+HQeWDMyMnD16lU4ODigadOmMDQ0xL59+8TtCQkJSEpKgqenJwDA09MTZ86cwZ07d8Q+ERERMDc3h5ubm67LJSIiIiKZKfcpAZ9//jm6desGZ2dn3L59G9OmTYO+vj769esHlUqFwMBAhISEwMrKCubm5hgzZgw8PT3RqlUrAICPjw/c3NwwcOBAzJs3DykpKZgyZQqCgoJgZGRU3uUSERERkcyVe2C9desW+vXrh/v378PW1hbvvfce/vnnH9ja2gIAvvvuO+jp6aFXr17IysqCr68v/ve//4mv19fXR1hYGEaOHAlPT09UqVIFAQEBmDlzZnmXSkREREQVQLkH1o0bN750u7GxMZYtW4Zly5YV28fZ2Rl///13eZdGRERERBWQzuewEhERERG9DgZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIirW7Nmz0bx5c5iZmcHOzg7+/v5ISEgQtz948ABjxoxB3bp1YWJigurVq2Ps2LFIT0/X2o9CoSj02Lhx45s+HCIiqqAYWImoWAcOHEBQUBD++ecfREREICcnBz4+PsjMzAQA3L59G7dv38Z///tfnD17FqtXr0Z4eDgCAwML7WvVqlVITk4WH/7+/m/4aIiIqKIq98D6qhEZAOjQoUOh0ZZPP/1Uq09SUhK6du0KU1NT2NnZYcKECcjNzS3vconoJcLDwzF48GA0aNAAHh4eWL16NZKSkhAXFwcAaNiwIf744w9069YNNWvWRMeOHfHtt9/ir7/+KvTfq4WFBdRqtfgwNjaW4pCIiKgCKvfA+qoRmQLDhg3TGm2ZN2+euC0vLw9du3ZFdnY2jhw5gjVr1mD16tWYOnVqeZdLRKVQ8FW/lZXVS/uYm5vDwMBAqz0oKAg2NjZo0aIFfvnlFwiCoNNaiYio8jB4dZfSCQ8P13q+evVq2NnZIS4uDu3atRPbTU1NoVari9zHnj17cP78eezduxf29vZo3Lgxvv76a0yaNAnTp0+HUqks77KJ6BXy8/Mxfvx4tGnTBg0bNiyyz7179/D1119j+PDhWu0zZ85Ex44dYWpqij179mDUqFHIyMjA2LFj30TpRERUwel8DmtxIzLr1q2DjY0NGjZsiNDQUDx+/FjcFhMTA3d3d9jb24ttvr6+0Gg0OHfuXJHvk5WVBY1Go/UgovITFBSEs2fPFnuxlEajQdeuXeHm5obp06drbfvqq6/Qpk0bNGnSBJMmTcLEiRMxf/78N1A1ERFVBjoNrMWNyPTv3x+//fYbIiMjERoail9//RUff/yxuD0lJUUrrAIQn6ekpBT5XrNnz4ZKpRIfTk5OOjgiorfT6NGjERYWhsjISLzzzjuFtj969AidO3eGmZkZtm3bBkNDw5fur2XLlrh16xaysrJ0VTIREVUi5T4l4HkFIzKHDh3San/+60J3d3c4ODigU6dOuHr1KmrWrFmm9woNDUVISIj4XKPRMLQSvSZBEDBmzBhs27YNUVFRcHV1LdRHo9HA19cXRkZG2LFjR4kupoqPj4elpSWMjIx0UTYREVUyOgusBSMy0dHRRY7IPK9ly5YAgCtXrqBmzZpQq9U4evSoVp/U1FQAKHbeq5GREf/xIypnQUFBWL9+Pf7880+YmZmJ33CoVCqYmJhAo9HAx8cHjx8/xm+//aY1HcfW1hb6+vr466+/kJqailatWsHY2BgRERGYNWsWPv/8cykPjYiIKpByD6wlGZF5UXx8PADAwcEBAODp6Ylvv/0Wd+7cgZ2dHQAgIiIC5ubmcHNzK++Sid46LpN3lqjfjeXLATxbiu551l3Go6q7N54mnUZqbCwAoFatWlp9qn36MwxU9nhy7SQeHliD3LRkQBBgYOkAs7ZDsPppM6wpYR3X53QtUT8iIqqcyj2wvmpE5urVq1i/fj26dOkCa2trnD59GsHBwWjXrh0aNWoEAPDx8YGbmxsGDhyIefPmISUlBVOmTEFQUBBHUYneIOdJYS/dbly90Sv7mNRoCpMaTcuzLCIiesuU+0VXy5cvR3p6Ojp06AAHBwfx8fvvvwMAlEol9u7dCx8fH9SrVw+fffYZevXqhb/++kvch76+PsLCwqCvrw9PT098/PHHGDRoEGbOnFne5RIRERGRzOlkSsDLODk54cCBA6/cj7OzM/7+++/yKouIiIiIKiidr8NKRERERPQ6GFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYgkFB0djW7dusHR0REKhQLbt2/X2i4IAqZOnQoHBweYmJjA29sbly9f1urz4MEDDBgwAObm5rCwsEBgYCAyMjLe4FEQEekWAysRkYQyMzPh4eGBZcuWFbl93rx5WLJkCVasWIHY2FhUqVIFvr6+ePr0qdhnwIABOHfuHCIiIhAWFobo6GgMHz78TR0CEZHOlfuNA4iIqOT8/Pzg5+dX5DZBELBo0SJMmTIFH3zwAQBg7dq1sLe3x/bt29G3b19cuHAB4eHhOHbsGJo1awYA+P7779GlSxf897//haOj4xs7FiIiXeEIKxGRTCUmJiIlJQXe3t5im0qlQsuWLRETEwMAiImJgYWFhRhWAcDb2xt6enqIjY194zUTEekCAysRkUylpKQAAOzt7bXa7e3txW0pKSmws7PT2m5gYAArKyuxDxFRRcfASkRERESyxsBKRCRTarUaAJCamqrVnpqaKm5Tq9W4c+eO1vbc3Fw8ePBA7EOF/fvvv/j4449hbW0NExMTuLu74/jx4wCAnJwcTJo0Ce7u7qhSpQocHR0xaNAg3L59W+Kqid5eDKxERDLl6uoKtVqNffv2iW0ajQaxsbHw9PQEAHh6eiItLQ1xcXFin/379yM/Px8tW7Z84zVXBA8fPkSbNm1gaGiIXbt24fz581iwYAEsLS0BAI8fP8aJEyfw1Vdf4cSJE9i6dSsSEhLQvXt3iSsnentxlQAiIgllZGTgypUr4vPExETEx8fDysoK1atXx/jx4/HNN9+gdu3acHV1xVdffQVHR0f4+/sDAOrXr4/OnTtj2LBhWLFiBXJycjB69Gj07duXKwQUY+7cuXBycsKqVavENldXV/FnlUqFiIgIrdcsXboULVq0QFJSEqpXr/7GaiWiZxhYiYh0wGXyzhL1e5p0GqkbvhCfh4SEAACqNOwEm67BEIQGENw6o0f/AOQ/zYTxO26w8pmMetP/b9Q1r04AHtxYgVZtOwBQwLRuaxxS9yxxDQBwfU7XEvet6Hbs2AFfX1989NFHOHDgAKpVq4ZRo0Zh2LBhxb4mPT0dCoUCFhYWb65QIhIxsBIRSci4eiM4TwordrtCoYBF249h0fbjYvvom5jBtvsEXZRXKV27dg3Lly9HSEgIvvjiCxw7dgxjx46FUqlEQEBAof5Pnz7FpEmT0K9fP5ibm0tQMRExsBIR0VslPz8fzZo1w6xZswAATZo0wdmzZ7FixYpCgTUnJwe9e/eGIAhYvny5FOUSEXjRFRERvWUcHBzg5uam1Va/fn0kJSVptRWE1Rs3biAiIoKjq0QS4ggrERG9Vdq0aYOEhASttkuXLsHZ2Vl8XhBWL1++jMjISFhbW7/pMonoOQysRET0VgkODkbr1q0xa9Ys9O7dG0ePHsXKlSuxcuVKAM/C6ocffogTJ04gLCwMeXl54l3DrKysoFQqpSyf6K3EwEpERBVOaVZAKIrlB19g+ncr8eXU6TBQ2cO87VB8ecYCX07eidz0VPy7YwcAoHHjxlqvs+83C8bVG5XpPd+mlRheNHv2bGzduhUXL16EiYkJWrdujblz56Ju3bpSl1ZpREdHY/78+YiLi0NycjK2bdsmLn9XGTCwEhHRW8e0VguY1mpR5DYDlf1LV26g0jtw4ACCgoLQvHlz5Obm4osvvoCPjw/Onz+PKlWqSF1epZCZmQkPDw8MHToUPXv2lLqccsfASkRERDoVHh6u9Xz16tWws7NDXFwc2rVrJ1FVlYufnx/8/PykLkNnuEoAERERvVHp6ekAns0JJioJBlYiIiJ6Y/Lz8zF+/Hi0adMGDRs2lLocqiA4JYCIiIjemKCgIJw9exaHDh2SuhSqQGQ9wrps2TK4uLjA2NgYLVu2xNGjR6UuiYiIiMpo9OjRCAsLQ2RkJN555x2py6EKRLaB9ffff0dISAimTZuGEydOwMPDA76+vrhz547UpREREVEpCIKA0aNHY9u2bdi/fz9cXV2lLokqGNlOCVi4cCGGDRuGIUOGAABWrFiBnTt34pdffsHkyZML9c/KykJWVpb4vGBCt0ajKffa8rMel/s+dUkX50DXeI51i+dX93iOdauinV+g4p3j8hQSEoItW7Zg/fr1AIDLly8DAMzNzWFiYiJlaZVGRkYGrl27Jj6/cOECbGxsYGlpCScnJwkre7mC/y4EQXhpP4Xwqh4SyM7OhqmpKbZs2aK16G1AQADS0tLw559/FnrN9OnTMWPGjDdYJRERERGVh5s3b750mogsR1jv3buHvLw82Nvba7Xb29vj4sWLRb4mNDQUISEh4vP8/Hw8ePAA1tbWUCgUOq23PGg0Gjg5OeHmzZswNzeXupxKiedYt3h+dY/nWLd4fnWP51j3Kto5FgQBjx49gqOj40v7yTKwloWRkRGMjIy02iwsLKQp5jWYm5tXiD+wioznWLd4fnWP51i3eH51j+dY9yrSOVapVK/sI8uLrmxsbKCvr4/U1FSt9tTUVKjVaomqIiIiIiIpyDKwKpVKNG3aFPv27RPb8vPzsW/fPnh6ekpYGRERERG9abKdEhASEoKAgAA0a9YMLVq0wKJFi5CZmSmuGlDZGBkZYdq0aYWmNVD54TnWLZ5f3eM51i2eX93jOda9ynqOZblKQIGlS5di/vz5SElJQePGjbFkyRK0bNlS6rKIiIiI6A2SdWAlIiIiIpLlHFYiIiIiogIMrEREREQkawysRERERCRrDKxERPTWyc3Nxdq1awut901E8sSLrqjSevLkCQRBgKmpKQDgxo0b2LZtG9zc3ODj4yNxdUQkNVNTU1y4cAHOzs5Sl0JUKhs2bMCjR49K3N/Ozg7+/v66K+gNYGClSsvHxwc9e/bEp59+irS0NNSrVw+Ghoa4d+8eFi5ciJEjR0pdYoWWmZmJOXPmYN++fbhz5w7y8/O1tl+7dk2iyiqXtWvXok+fPoXWVMzOzsbGjRsxaNAgiSqr+Dp06IDg4GB88MEHUpdSKfXq1QvJyckl7u/m5oaffvpJhxVVHg0bNsTEiRNR0gi3bNkyHD16VMdV6RYDq4wU/CoUCoXElVQONjY2OHDgABo0aICffvoJ33//PU6ePIk//vgDU6dOxYULF6QusULr168fDhw4gIEDB8LBwaHQ3+24ceMkqqxy0dfXR3JyMuzs7LTa79+/Dzs7O+Tl5UlUWcW3adMmhIaGIjg4GE2bNkWVKlW0tjdq1EiiyiqHJk2a4OTJkyXu36JFiwofqt6U0p7b5s2b49ixYzqsSPdke6ert8natWsxf/58XL58GQBQp04dTJgwAQMHDpS4sort8ePHMDMzAwDs2bMHPXv2hJ6eHlq1aoUbN25IXF3Ft2vXLuzcuRNt2rSRupRKTRCEIj/E3rp1CyqVSoKKKo++ffsCAMaOHSu2KRQK8Zzzw8Dr4eCL7pT23FaG3wUDq8QWLlyIr776CqNHjxb/4T906BA+/fRT3Lt3D8HBwRJXWHHVqlUL27dvR48ePbB7927xXN65cwfm5uYSV1fxWVpawsrKSuoyKq0mTZpAoVBAoVCgU6dOMDD4v/9d5+XlITExEZ07d5awwoovMTFR6hKIqIQYWCX2/fffY/ny5Vrz0Lp3744GDRpg+vTpDKyvYerUqejfvz+Cg4PRsWNHeHp6Ang22tqkSROJq6v4vv76a0ydOhVr1qwRL2yj8lNwgUR8fDx8fX1RtWpVcZtSqYSLiwt69eolUXWVAy+2Iqo4GFgllpycjNatWxdqb926dakmq1NhH374Id577z0kJyfDw8NDbO/UqRN69OghYWWVw4IFC3D16lXY29vDxcUFhoaGWttPnDghUWWVw7Rp0wAALi4u6NOnD4yNjSWuqHL69ddfsWLFCiQmJiImJgbOzs5YtGgRXF1deTEWyVZOTg6io6NL1LeyXKrEwCqxWrVqYdOmTfjiiy+02n///XfUrl1boqoqD7VajYyMDERERKBdu3YwMTFB8+bNK8V8HqlV9CVSKoqAgAAAz1YFKGo1hurVq0tRVqWwfPlyTJ06FePHj8e3334rzlm1sLDAokWLGFhfU2ZmJoYOHVqivoIgVJpg9SYMHDgQu3btKnH/gv+PVGRcJUBif/zxB/r06QNvb29xDuvhw4exb98+bNq0iSOBr+H+/fvo3bs3IiMjoVAocPnyZdSoUQNDhw6FpaUlFixYIHWJRK90+fJlDB06FEeOHNFq54VBr8/NzQ2zZs2Cv78/zMzMcOrUKdSoUQNnz55Fhw4dcO/ePalLrNCuXbuGnJycEvc3MTHhBzAqFkdYJdarVy/ExsZi4cKF2L59OwCgfv36OHr0KOdZvqbg4GAYGhoiKSkJ9evXF9v79OmDkJAQBtZyEhcXJy4R1qBBA/7dlrPBgwfDwMAAYWFhRS4fRmWXmJhY5N+rkZERMjMzJaiocomNjS314vYMrFQcBlYZaNq0KdatWyd1GZXOnj17sHv3brzzzjta7bVr1+ayVuXgzp076Nu3L6KiomBhYQEASEtLg5eXFzZu3AhbW1tpC6wk4uPjERcXh3r16kldSqXj6uqK+Pj4QhdfhYeHa33IpbL59ttvS7W4fcFoN1FRGFgloqen98qREoVCgdzc3DdUUeWTmZlZ5NXrDx48KHTXICq9MWPG4NGjRzh37pz4j/v58+cREBCAsWPHYsOGDRJXWDm4ubnxq2kdCQkJQVBQEJ4+fQpBEHD06FFs2LABs2fP5h2XyoGhoWGp7sS2dOlSHVZDFR0Dq0S2bdtW7LaYmBgsWbKk0MUVVDK3b9+Go6Mj2rZti7Vr1+Lrr78G8OwDQH5+PubNmwcvLy+Jq6z4wsPDsXfvXq2RKDc3Nyxbtgw+Pj4SVla5zJ07FxMnTsSsWbPg7u5eaDUGrilcdp988glMTEwwZcoUPH78GP3794ejoyMWL14s3lSAyu5tXNyedIeBVSJFXX2akJCAyZMn46+//sKAAQMwc+ZMCSqr+Bo0aIBly5Zh/vz56NixI44fP47s7GxMnDgR586dw4MHD3D48GGpy6zw8vPzC4Un4NmoCj9slR9vb28Az5Zjex4vuiofAwYMwIABA/D48WNkZGQUugUuEckDA6sM3L59G9OmTcOaNWvg6+uL+Ph4NGzYUOqyKqxvv/0WI0aMQOfOnXH+/HmsWLECZmZmyMjIQM+ePREUFAQHBwepy6zwOnbsiHHjxmHDhg1wdHQEAPz7778IDg4uFK6o7CIjI6UuodL65Zdf4OXlBVdXV5iamvIGGFQheXl5wdnZGatXrxbbAgICcPPmTezfv1+6wsoZA6uE0tPTMWvWLHz//fdo3Lgx9u3bh7Zt20pdVoU3atQo+Pn5ITAwEA0aNMDKlSvx5ZdfSl1WpbN06VJ0794dLi4ucHJyAgDcvHkTDRs2xG+//SZxdZVH+/btpS6h0po9ezaGDRuGatWqoX379mjfvj06dOiAWrVqSV1apVDaxe25ymbZODs7i4MGBapVqwY9PT2JKtINrsMqkXnz5mHu3LlQq9WYNWsWF6jWkaVLlyI4OBj169fXuhc7wDsxlQdBELB3715cvHgRwLMl2Qq+wqby9fjxYyQlJSE7O1urvVGjRhJVVDn8+++/iIqKQnR0NA4cOIDLly/DwcEBHTp04Aev1zRv3jw8fPiwxP3feecdBAUF6bAiqsgYWCWip6cHExMTeHt7Q19fv9h+W7dufYNVVS43btzAkCFDcPbsWYwYMaJQYC249SWRnN29exdDhgwp9q42nMNaPh4/foyDBw9iw4YNWLduHQRB4CotryknJ6dUo6Z6enqF/j9NRXsbz23Frr4CGzRoEK+I1KEff/wRn332Gby9vXHu3DmuCVpOlixZguHDh8PY2BhLlix5ad+xY8e+oaoqt/HjxyMtLQ2xsbHo0KEDtm3bhtTUVHzzzTe8+cVr2rNnD6KiohAVFYWTJ0+ifv36aN++PbZs2YJ27dpJXV6F16BBg0LrYBdHEAQ8fvwYsbGxOq6qcig4t68KrQqFAoIgIDMzE0ePHn1D1ekGR1ip0uncuTOOHj2KRYsWlWoNQHo1V1dXHD9+HNbW1nB1dS22n0KhwLVr195gZZWXg4MD/vzzT7Ro0QLm5uY4fvw46tSpgx07dmDevHk4dOiQ1CVWWHp6erC1tcVnn32G4cOHizfAoPLRpEkTnDx5ssT9mzdvjmPHjumwosrjbTy3HGGlSicvLw+nT58u8Sd7KrnExMQifybdyczMFJdasrS0xN27d1GnTh24u7tzHvZrWrhwIaKjozFv3jwsXrxYvOiqQ4cOqFOnjtTlVXhch1V33sZzW7kuISMCEBERwbD6BsycOROPHz8u1P7kyROuIVyO6tati4SEBACAh4cHfvjhB/z7779YsWIFl2d7TePHj8fWrVtx7949hIeHo3Xr1ggPD0fDhg35/xAimWFgJaIymTFjBjIyMgq1P378GDNmzJCgospp3LhxSE5OBvDsQsFdu3ahevXqWLJkCWbNmiVxdRWfIAg4ceIEIiIisHv3bkRGRiI/P5/z3olkhlMCiKhMCu609KJTp07ByspKgooqp48//lj8uWnTprhx4wYuXryI6tWrw8bGRsLKKr5u3brh8OHD0Gg08PDwQIcOHTBs2DC0a9eO81mJZIaBlYhKxdLSEgqFAgqFAnXq1NEKrXl5ecjIyMCnn34qYYWVy8yZM/H555+Ld2EyNTXFu+++K069mDp1qsQVVlz16tXDiBEj0LZtW6hUKqnLqXSUSiVat25d4v78AFZyhoaGaN26dYmXtrK2ttZxRbrHVQKIqFTWrFkDQRAwdOhQLFq0SOsfeqVSCRcXF3h6ekpYYeWir6+P5OTkQve4v3//Puzs7LgOazlLS0vj6Go5GTt2LO7evVvi/rVq1cLXX3+tw4qoIuMIKxGVSkBAAIBnS1y1adOmwi9GLXeceqE7c+fOhYuLC/r06QMA6N27N7Zs2QIHBwf8/fff8PDwkLjCii06Oho7duwo8SjgRx99xMBaQuPGjSv1h4GKfjEs/6UhojIxMzPDhQsX4O7uDgD4888/sWrVKri5uWH69OlQKpUSV1ixceqF7q1YsQLr1q0D8Gx1kYiICISHh2PTpk2YMGEC9uzZI3GFFZtCoUD16tVL3J9f+JZcVFQUduzYUaK+giCgd+/eDKxE9HYaMWIEJk+eDHd3d1y7dg19+vRBz549sXnzZjx+/BiLFi2SusQKbdGiReLUixkzZnDqhQ6kpKTAyckJABAWFobevXvDx8cHLi4uaNmypcTVVXxv41qhb4qenh6cnZ1L3L8yfBhgYCWiMrl06RIaN24MANi8eTPat2+P9evX4/Dhw+jbty8D62sKCAhAbm4uFAoFOnbsKAYrKj+Wlpa4efMmnJycEB4ejm+++QbAs3/cOTeY5Oxt/DDAdViJqEwEQUB+fj4AYO/evejSpQsAwMnJCffu3ZOytErDwMAAI0eOFM8zla+ePXuif//+eP/993H//n34+fkBAE6ePIlatWpJXB0RPY8jrERUJs2aNcM333wDb29vHDhwAMuXLwfw7Jat9vb2EldXebRo0QInT54s1dd/VDLfffcdXFxccPPmTcybNw9Vq1YFACQnJ2PUqFESV1fxleaud5XhK2vSLS5rRURlcvr0aQwYMABJSUkICQnBtGnTAABjxozB/fv3sX79eokrrBw2bdqE0NBQBAcHo2nTpqhSpYrW9kaNGklUGdHLRUdH48mTJyXur1Kp0KpVKx1WVHnUr18f/fr1K1FfQRCwc+dOHD16VMdV6RYDKxGVq6dPn0JfXx+GhoZSl1Ip6OkVnrmlUCjE5a441/L1XL58GZGRkbhz506hqRe8KQPJ1dv4YYCBlYjKLC0tDVu2bMHVq1cxYcIEWFlZ4cSJE7C3t0e1atWkLq9SuHHjxku3c6pA2f34448YOXIkbGxsoFartS5MUSgUOHHihITVEdHzGFiJqExOnz6NTp06wcLCAtevX0dCQgJq1KiBKVOmICkpCWvXrpW6RKKXcnZ2xqhRozBp0iSpSyGiV+AqAURUJiEhIRgyZAguX74MY2Njsb1Lly6Ijo6WsLLK5+rVqxgzZgy8vb3h7e2NsWPH4urVq1KXVeE9fPgQH330kdRlEFEJMLASUZkcO3YMI0aMKNRerVo1pKSkSFBR5bR79264ubnh6NGjaNSoERo1aoTY2Fg0aNAAERERUpdXoX300Ue8mxVRBcFlrYioTIyMjKDRaAq1X7p0Cba2thJUVDlNnjwZwcHBmDNnTqH2SZMm4f3335eosoqvVq1a+Oqrr/DPP//A3d290IWCY8eOlagyInoR57ASUZl88sknuH//PjZt2gQrKyucPn0a+vr68Pf3R7t27Xinq3JibGyMM2fOoHbt2lrtly5dQqNGjfD06VOJKqv4XF1di92mUChw7dq1N1gNEb0MR1iJqEwWLFiADz/8EHZ2dnjy5Anat2+PlJQUeHp64ttvv5W6vErD1tYW8fHxhQJrfHw87OzsJKqqckhMTJS6BCIqIQZWIioTlUqFiIgIHDp0CKdPn0ZGRgbeffddeHt7S11apTJs2DAMHz4c165dQ+vWrQEAhw8fxty5cxESEiJxdUREbwanBBARyZggCFi0aBEWLFiA27dvAwAcHR0xYcIEjB07VmvtUCq9W7duYceOHUhKSkJ2drbWtoULF0pUFRG9iIGViMrkVfcI512Cyt+jR48AAGZmZhJXUjns27cP3bt3R40aNXDx4kU0bNgQ169fhyAIePfdd7F//36pSySi/4+BlYjKpEmTJlrPc3JykJiYCAMDA9SsWZN3CSpnd+7cQUJCAgCgXr16XImhHLRo0QJ+fn6YMWMGzMzMcOrUKdjZ2WHAgAHo3LkzRo4cKXWJRPT/MbASUbnRaDQYPHgwevTogYEDB0pdTqXw6NEjjBo1Chs2bBDvda+vr48+ffpg2bJlUKlUEldYcZmZmSE+Ph41a9aEpaUlDh06hAYNGuDUqVP44IMPcP36dalLJKL/jzcOIKJyY25ujhkzZuCrr76SupRK45NPPkFsbCx27tyJtLQ0pKWlISwsDMePHy/yxg1UclWqVBHnrTo4OGjdPezevXtSlUVEReAqAURUrtLT05Geni51GZVGWFgYdu/ejffee09s8/X1xY8//ojOnTtLWFnF16pVKxw6dAj169dHly5d8Nlnn+HMmTPYunUrWrVqJXV5RPQcBlYiKpMlS5ZoPRcEAcnJyfj111/h5+cnUVWVj7W1dZFf+6tUKlhaWkpQUeWxcOFCZGRkAABmzJiBjIwM/P7776hduzZXCCCSGc5hJaIyefEuQXp6erC1tUXHjh0RGhrKK9nLycqVK7F582b8+uuvUKvVAICUlBQEBASgZ8+enBZARG8FBlYiIhlr0qQJrly5gqysLFSvXh0AkJSUBCMjo0J3v+LKDERUWXFKABGRjPn7+0tdAhGR5DjCSkRl0qNHjxLfZWnr1q06roaIiCozjrASUZmoVCps27YNKpUKzZo1AwDExcUhPT0d/v7+vGWoDmRkZIhrsRYwNzeXqBoiojeHgZWIysTe3h69e/fGihUroK+vDwDIy8vDqFGjYG5ujvnz50tcYeWQmJiI0aNHIyoqCk+fPhXbBUGAQqFAXl6ehNVVbDNnzsTnn38OU1NTrfYnT55g/vz5vL0wkYxwSgARlYmtrS0OHTqEunXrarUnJCSgdevWuH//vkSVVS5t2rSBIAgYN24c7O3tC41ct2/fXqLKKj59fX0kJyfDzs5Oq/3+/fuws7PjhwEiGeEIKxGVSW5uLi5evFgosF68eLHQ19ZUdqdOnUJcXFyh80yvr2CU+kWnTp2ClZWVBBURUXEYWImoTIYMGYLAwEBcvXoVLVq0AADExsZizpw5GDJkiMTVVR7NmzfHzZs3GVjLkaWlJRQKBRQKBerUqaMVWvPy8pCRkYFPP/1UwgqJ6EWcEkBEZZKfn4///ve/WLx4MZKTkwE8ux/7uHHj8Nlnn4nzWun1XL16FZ9++ik+/vhjNGzYEIaGhlrbGzVqJFFlFdeaNWsgCAKGDh2KRYsWad1JTKlUwsXFBZ6enhJWSEQvYmAlotem0WgA8Ip1Xfjnn3/Qv39/XL9+XWxTKBS86KocHDhwAG3atIGBAb9sJJI7BlYiIhlzc3ND/fr1MXHixCIvunJ2dpaosorv77//hr6+Pnx9fbXad+/ejfz8fPj5+UlUGRG9iIGViEjGqlSpglOnTqFWrVpSl1LpNGrUCHPmzEGXLl202sPDwzFp0iScOnVKosqI6EV6UhdARETF69ixI4OTjly+fBlubm6F2uvVq4crV65IUBERFYcTd4iIZKxbt24IDg7GmTNn4O7uXuiiq+7du0tUWcWnUqlw7do1uLi4aLVfuXIFVapUkaYoIioSpwQQEcmYnl7xX4TxoqvXM2LECMTExGDbtm2oWbMmgGdhtVevXmjevDl++ukniSskogIMrERUJkuWLCmyXaFQwNjYGLVq1UK7du24vBXJVnp6Ojp37ozjx4/jnXfeAQDcunULbdu2xdatW2FhYSFtgUQkYmAlojJxdXXF3bt38fjxY1haWgIAHj58CFNTU1StWhV37txBjRo1EBkZCScnJ4mrJSqaIAiIiIjAqVOnYGJigkaNGqFdu3ZSl0VEL2BgJaIy2bBhA1auXImffvpJ6+vUESNGYPjw4WjTpg369u0LtVqNLVu2SFxtxbJkyRIMHz4cxsbGxY5kFxg7duwbqqpye/r0KYyMjIq8VSsRSY+BlYjKpGbNmvjjjz/QuHFjrfaTJ0+iV69euHbtGo4cOYJevXqJd8KiknF1dcXx48dhbW0NV1fXYvspFApcu3btDVZWueTn5+Pbb7/FihUrkJqaikuXLqFGjRr46quv4OLigsDAQKlLJKL/j6sEEFGZJCcnIzc3t1B7bm4uUlJSAACOjo549OjRmy6twktMTCzyZypf33zzDdasWYN58+Zh2LBhYnvDhg2xaNEiBlYiGeE6rERUJl5eXhgxYgROnjwptp08eRIjR45Ex44dAQBnzpx56QghkZTWrl2LlStXYsCAAVoXB3p4eODixYsSVkZEL+IIKxGVyc8//4yBAweiadOm4tqgubm56NSpE37++WcAQNWqVbFgwQIpy6zw8vLysHr1auzbtw937txBfn6+1vb9+/dLVFnF9++//xZ5B7H8/Hzk5ORIUBERFYeBlYjKRK1WIyIiAhcvXsSlS5cAAHXr1kXdunXFPl5eXlKVV2mMGzcOq1evRteuXdGwYUNeFFSO3NzccPDgQTg7O2u1b9myBU2aNJGoKiIqCgMrEb2WevXqoV69elKXUWlt3LgRmzZtKnS/e3p9U6dORUBAAP7991/k5+dj69atSEhIwNq1axEWFiZ1eUT0HK4SQERlwq+q3wxHR0dERUWhTp06UpdSKR08eBAzZ87EqVOnkJGRgXfffRdTp06Fj4+P1KUR0XMYWImoTEaPHi1+Ve3g4FDoq+rvvvtOosoqlwULFuDatWtYunQppwOUo9zcXMyaNQtDhw4V73JFRPLFwEpEZWJjY4O1a9fyq2od69GjByIjI2FlZYUGDRqIF7gV2Lp1q0SVVXxVq1bF2bNn4eLiInUpRPQKnMNKRGWiVCqLvMKaypeFhQV69OghdRmVUqdOnXDgwAEGVqIKgCOsRFQm/KqaKroVK1ZgxowZGDBgAJo2bYoqVapobe/evbtElRHRixhYiahM+FW1bllaWhb5QUClUqFOnTr4/PPP8f7770tQWeWhp1f8vXMUCgXy8vLeYDVE9DKcEkBEZcKvqnVr0aJFRbanpaUhLi4O//nPf7BlyxZ069btzRZWiby4sgURyRdHWImIKqCFCxdiy5YtOHLkiNSlVEg5OTkwMTFBfHw8GjZsKHU5RPQKxX8fQkRUAnfv3sWhQ4dw6NAh3L17V+py3hr/+c9/eL/712BoaIjq1avza3+iCoKBlYjKJDMzE0OHDoWDgwPatWuHdu3awdHREYGBgXj8+LHU5VV6WVlZUCqVUpdRoX355Zf44osv8ODBA6lLIaJX4JQAIiqTESNGYO/evVi6dCnatGkDADh06BDGjh2L999/H8uXL5e4wspt/PjxuHjxIsLDw6UupcJq0qQJrly5gpycHDg7OxdaJeDEiRMSVUZEL+JFV0RUJn/88Qe2bNmCDh06iG1dunSBiYkJevfuzcD6mkJCQopsT09Px4kTJ3Dp0iVER0e/4aoqF39/f6lLIKISYmAlojJ5/Pgx7O3tC7Xb2dlxSkA5OHnyZJHt5ubmeP/997F161a4urq+4aoql2nTpkldAhGVEKcEEFGZdOrUCdbW1li7di2MjY0BAE+ePEFAQAAePHiAvXv3SlwhUcnExcXhwoULAIAGDRqgSZMmEldERC9iYCWiMjlz5gw6d+6MrKwseHh4AABOnToFY2Nj7N69Gw0aNJC4QqKXu3PnDvr27YuoqChYWFgAeLbOrZeXFzZu3AhbW1tpCyQiEQMrEZXZ48ePsW7dOnF5pfr162PAgAEwMTGRuDKiV+vTpw+uXbuGtWvXon79+gCA8+fPIyAgALVq1cKGDRskrpCICjCwElGp5eTkoF69eggLCxP/oSeqaFQqFfbu3YvmzZtrtR89ehQ+Pj5IS0uTpjAiKoTrsBJRqRkaGuLp06dSl0H0WvLz82FoaFio3dDQkLdtJZIZBlYiKpOgoCDMnTsXubm5UpdCVCYdO3bEuHHjcPv2bbHt33//RXBwMDp16iRhZUT0Ik4JIKIy6dGjB/bt24eqVavC3d290KLrW7dulagyopK5efMmunfvjnPnzsHJyUlsa9iwIXbs2IF33nlH4gqJqADXYSWiMrGwsECvXr2kLoOozJycnHDixAns3btX68JBb29viSsjohdxhJWISiUxMZEL1hMR0RvFOaxEVCo1a9aEq6srhg4dit9++w23bt2SuiSiUtm/fz/c3Nyg0WgKbUtPT0eDBg1w8OBBCSojouJwhJWISiUqKkp8xMbGIjs7GzVq1EDHjh3h5eUFLy+vIm/ZSiQX3bt3h5eXF4KDg4vcvmTJEkRGRmLbtm1vuDIiKg4DKxGV2dOnT3HkyBExwB49elRco/XcuXNSl0dUJGdnZ4SHhxe7hvDFixfh4+ODpKSkN1wZERWHgZWIXlt2djYOHz6MXbt24YcffkBGRgby8vKkLouoSMbGxjh79ixq1apV5PYrV67A3d0dT548ecOVEVFxOIeViEotOzsb0dHRmDFjBry8vGBhYYFPP/0UDx8+xNKlS5GYmCh1iUTFqlatGs6ePVvs9tOnT8PBweENVkREr8IRViIqlY4dOyI2Nhaurq5o37492rZti/bt2/MfeKowxowZg6ioKBw7dgzGxsZa2548eYIWLVrAy8sLS5YskahCInoRAysRlYqhoSEcHBzg7++PDh06oH379rC2tpa6LKISS01Nxbvvvgt9fX2MHj0adevWBfBs7uqyZcuQl5eHEydO8OJBIhlhYCWiUsnMzMTBgwcRFRWFyMhIxMfHo06dOmjfvr0YYG1tbaUuk+ilbty4gZEjR2L37t0o+GdQoVDA19cXy5Yt41rDRDLDwEpEr+XRo0c4dOgQIiMjERUVhVOnTqF27dovnSNIJBcPHz7ElStXIAgCateuDUtLS6lLIqIi8NasRPRaqlSpAisrK1hZWcHS0hIGBga4cOGC1GURlYilpSWaN28udRlE9AocYSWiUsnPz8fx48fFKQGHDx9GZmYmqlWrJt44wMvLC87OzlKXSkRElQQDKxGVirm5OTIzM6FWq8Vw2qFDB9SsWVPq0oiIqJJiYCWiUvnhhx/g5eWFOnXqSF0KERG9JRhYiYiIiEjWeKcrIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiem0dOnTA+PHjS9z/+vXrUCgUiI+PL9P7TZ8+HY0bNy7TayuShIQEqNVqPHr0SGzbvn07atWqBX19/VKd87fB4MGDMX36dKnLqNBatWqFP/74Q+oyiAphYCWSEYVCge3bt5fqNRs3boRCoYC/v79OaiqJrVu34uuvvy5xfycnJyQnJ6Nhw4Za7Tdu3ICJiQkyMjLKu8RCoqKioFAokJaW9lr7Wb58ORo1agRzc3OYm5vD09MTu3bt0urz9OlTBAUFwdraGlWrVkWvXr2Qmpr6yn2HhoZizJgxMDMzE9tGjBiBDz/8EDdv3sTXX3+Np0+fYvDgwXB3d4eBgUG5/h08ePAAAwYMgLm5OSwsLBAYGPjS303BB5GiHps3bxb7jR07Fk2bNoWRkVGxHzw2bdqExo0bw9TUFM7Ozpg/f365HZfUkpKS0LVrV5iamsLOzg4TJkxAbm5usf0L/laLehw7dkzs88EHH8DBwQFVqlRB48aNsW7dukL72rx5M+rVqwdjY2O4u7vj77//1to+ZcoUTJ48Gfn5+eV70ESviYGVqAK7fv06Pv/8c7Rt21bSOqysrLRC1avo6+tDrVbDwED77tB//vknvLy8ULVq1fIuUWfeeecdzJkzB3FxcTh+/Dg6duyIDz74AOfOnRP7BAcH46+//sLmzZtx4MAB3L59Gz179nzpfpOSkhAWFobBgweLbRkZGbhz5w58fX3h6OgIMzMz5OXlwcTEBGPHjoW3t3e5HtuAAQNw7tw5REREICwsDNHR0Rg+fHix/Qs+iDz/mDFjBqpWrQo/Pz+tvkOHDkWfPn2K3M+uXbswYMAAfPrppzh79iz+97//4bvvvsPSpUvL9fikkJeXh65duyI7OxtHjhzBmjVrsHr1akydOrXY17Ru3brQef3kk0/g6uqKZs2aAQCOHDmCRo0a4Y8//sDp06cxZMgQDBo0CGFhYeJ+jhw5gn79+iEwMBAnT56Ev78//P39cfbsWbGPn58fHj16VOhDF5HkBCJ6bRqNRujfv79gamoqqNVqYeHChUL79u2FcePGiX2cnZ2FmTNnCn379hVMTU0FR0dHYenSpVrbAYgPZ2fnl75nbm6u0Lp1a+Gnn34SAgIChA8++EBr+4MHD4SBAwcKFhYWgomJidC5c2fh0qVLL91nZGSkAEAIDw8XGjduLBgbGwteXl5Camqq8Pfffwv16tUTzMzMhH79+gmZmZni64o61m+//VYYMmSIULVqVcHJyUn44YcfxO2JiYkCAOHkyZNa79+xY0dh+fLlYi3NmzcXTE1NBZVKJbRu3Vq4fv26IAiCMG3aNMHDw0NYu3at4OzsLJibmwt9+vQRNBqNuK+nT58KY8aMEWxtbQUjIyOhTZs2wtGjR7Xe//lHQECAIAiCsHnzZqFhw4aCsbGxYGVlJXTq1EnIyMh46Xl7kaWlpfDTTz8JgiAIaWlpgqGhobB582Zx+4ULFwQAQkxMTLH7mD9/vtCsWTPxecHv5vlHZGSk1muK+jsoq/PnzwsAhGPHjoltu3btEhQKhfDvv/+WeD+NGzcWhg4dWuS2gt/ji/r16yd8+OGHWm1LliwR3nnnHSE/P7/Y9woICBCmTZv20nomTpwo1K5dWzAxMRFcXV2FKVOmCNnZ2Vp9duzYITRr1kwwMjISrK2tBX9/f3Hb06dPhYkTJwrvvPOOoFQqhZo1a4q/65L4+++/BT09PSElJUVsW758uWBubi5kZWWVaB/Z2dmCra2tMHPmzJf269KlizBkyBDxee/evYWuXbtq9WnZsqUwYsQIrbYhQ4YIH3/8cYlqIXpTOMJKVA5CQkJw+PBh7NixAxERETh48CBOnDhRqN/8+fPh4eGBkydPYvLkyRg3bhwiIiIAQPxqb9WqVUhOThafF2fmzJmws7NDYGBgkdsHDx6M48ePY8eOHYiJiYEgCOjSpQtycnJeeTzTp0/H0qVLceTIEdy8eRO9e/fGokWLsH79euzcuRN79uzB999//9J9LFiwAM2aNcPJkycxatQojBw5EgkJCcX2T0tLw6FDh9C9e3fk5ubC398f7du3x+nTpxETE4Phw4dDoVCI/a9evYrt27cjLCwMYWFhOHDgAObMmSNunzhxIv744w+sWbMGJ06cQK1ateDr64sHDx7AyclJnKeXkJCA5ORkLF68GMnJyejXrx+GDh2KCxcuICoqCj179oRQwvur5OXlYePGjcjMzISnpycAIC4uDjk5OVqjn/Xq1UP16tURExNT7L4OHjwojp4Bz0bZCs7fH3/8geTkZLRu3bpEdRV8VR8VFVWi/gAQExMDCwsLrRq8vb2hp6eH2NjYEu0jLi4O8fHxxf6NFicrKwvGxsZabSYmJrh16xZu3LhRqn29yMzMDKtXr8b58+exePFi/Pjjj/juu+/E7Tt37kSPHj3QpUsXnDx5Evv27UOLFi3E7YMGDcKGDRuwZMkSXLhwAT/88IPWNwIuLi4vnUcbExMDd3d32Nvbi22+vr7QaDRao/Ivs2PHDty/fx9Dhgx5ab/09HRYWVlpvfeLo/C+vr6F/g5btGiBgwcPlqgWojdG6sRMVNFpNJpCI2hpaWmCqalpoVHHzp07a722T58+gp+fn/gcgLBt27ZXvufBgweFatWqCXfv3hUEofDI2qVLlwQAwuHDh8W2e/fuCSYmJsKmTZuK3W/BKN7evXvFttmzZwsAhKtXr4ptI0aMEHx9fcXnRY2wPj9Ck5+fL9jZ2Ymjp0WNsK5bt04cUbx//74AQIiKiiqyzmnTpgmmpqZaI6oTJkwQWrZsKQiCIGRkZAiGhobCunXrxO3Z2dmCo6OjMG/ePK1jffjwodgnLi5OACCO5JbU6dOnhSpVqgj6+vqCSqUSdu7cqXVcSqWy0GuaN28uTJw4sdh9enh4FBpBe/jwYZEjqwWKG2G9deuWULduXSE2NrZkByQIwrfffivUqVOnULutra3wv//9r0T7GDlypFC/fv1itxc3wvrDDz8Ipqamwt69e4W8vDwhISFBqFevngBAOHLkSLH7K8kI64vmz58vNG3aVHzu6ekpDBgwoMi+CQkJAgAhIiKi2P117NhR+P7774vdPmzYMMHHx0erLTMzUwAg/P333yWq2c/PT+v/G0X5/fffBaVSKZw9e1ZsMzQ0FNavX6/Vb9myZYKdnZ1W259//ino6ekJeXl5JaqH6E3gCCvRa7p27RpycnK0RmFUKhXq1q1bqG/BqNvzzy9cuFDsvpOSklC1alXxMWvWLDx69AgDBw7Ejz/+CBsbmyJfd+HCBRgYGKBly5Zim7W1NerWrSu+n5+fn7jfBg0aaL2+UaNG4s/29vYwNTVFjRo1tNru3LlTbN0v7kOhUECtVr/0NX/++Se6d+8O4Nmc2MGDB8PX1xfdunUTRz+f5+LiojVv1sHBQdz/1atXkZOTgzZt2ojbDQ0N0aJFi5eebw8PD3Tq1Anu7u746KOP8OOPP+Lhw4cAno14Pv+7eP6Clrp16yI+Ph6xsbEYOXIkAgICcP78+Zeen1d58uRJoVHGsqpWrRouXryo9Teqa0+ePMH69etLPboKAMOGDcPo0aPxn//8B0qlEq1atULfvn0BAHp6r/fP1u+//442bdpArVajatWqmDJlCpKSksTt8fHx6NSpU5GvjY+Ph76+Ptq3b1/s/vft24fRo0e/Vo0vc+vWLezevful5zUyMhJDhgzBjz/+WOi/7ZIwMTFBfn4+srKyXqdUonJl8OouRCQVR0dHraWfrKyscPXqVVy/fh3dunUT2wuu6DUwMHjp1+7P++mnn/DkyRMAz8Lc855/rlAoCm1XKBSvvIq4NK/Jzs5GeHg4vvjiC7Ft1apVGDt2LMLDw/H7779jypQpiIiIQKtWrUq9/5LS19dHREQEjhw5Ik57+PLLLxEbG4tmzZpp/S6e/0pXqVSiVq1aAICmTZvi2LFjWLx4MX744Qeo1WpkZ2cjLS0NFhYW4mtSU1OhVquLrcXGxkYMy1Io6gNGbm4uHjx48NK6C2zZsgWPHz/GoEGDSv3eCoUCc+fOxaxZs5CSkgJbW1vs27cPALQ+OJVWTEwMBgwYgBkzZsDX1xcqlQobN27EggULxD4mJibFvv5l20pKrVbj6NGjWm0FK0aU5LyuWrUK1tbW4oe7Fx04cADdunXDd999V+jcq9XqQqtTFPV3+ODBA1SpUqVcjpeovHCEleg11ahRA4aGhlpzTtPT03Hp0qVCff/5559Cz+vXry8+NzQ0RF5envjcwMAAtWrVEh9WVlaoV68ezpw5g/j4ePHRvXt3eHl5IT4+Hk5OTqhfvz5yc3O15hrev38fCQkJcHNzA/Bs1K1gv87OzuV2PsoiKioKlpaW8PDw0Gpv0qQJQkNDceTIETRs2BDr168v0f5q1qwJpVKJw4cPi205OTk4duyYePxKpRIAtM438CwstWnTBjNmzMDJkyehVCqxbds2mJiYaP0uXrYqwvOjU02bNoWhoaEYuIBn82aTkpIKjbi/eOyvO0r7Ojw9PZGWloa4uDixbf/+/cjPz9cauS/Ozz//jO7du8PW1rbMNejr66NatWpQKpXYsGEDPD09X2t/R44cgbOzM7788ks0a9YMtWvXLjQntlGjRlq/q+e5u7sjPz8fBw4cKHMNnp6eOHPmjNaHgYiICJibm4t/m8URBAGrVq3CoEGDCn1gA579d9S1a1fMnTu3yNUcPD09Cx1bREREob/Ds2fPokmTJqU5LCKd4wgr0WsyMzNDQEAAJkyYACsrK9jZ2WHatGnQ09PTukgIAA4fPox58+bB398fERER2Lx5M3bu3Clud3Fxwb59+9CmTRsYGRnB0tKy0PsZGxsXWr+0YOSuoL127dr44IMPMGzYMPzwww8wMzPD5MmTUa1aNXzwwQflfAZe344dO7RGjBITE7Fy5Up0794djo6OSEhIwOXLl0s8WlelShWMHDlS/J1Ur14d8+bNw+PHj8WvUp2dnaFQKBAWFoYuXbrAxMQE586dw759++Dj4wM7OzvExsbi7t27Wh8qXhQaGgo/Pz9Ur14djx49wvr16xEVFYXdu3cDeDY9JDAwECEhIbCysoK5uTnGjBkDT09PcbS4KL6+vvjkk0+Ql5cHfX39lx7v+fPnkZ2djQcPHuDRo0fiSHDBGqf//vsvOnXqhLVr15Z4WkD9+vXRuXNnDBs2DCtWrEBOTg5Gjx6Nvn37wtHR8aX7vXLlCqKjowut8fn89oyMDKSkpODJkydivW5ublAqlbh37x62bNmCDh064OnTp1i1apW4JNjrqF27NpKSkrBx40Y0b94cO3fuxLZt27T6TJs2DZ06dULNmjXRt29f5Obm4u+//8akSZPg4uKCgIAADB06FEuWLIGHhwdu3LiBO3fuoHfv3gCATp06oUePHsVOC/Dx8YGbmxsGDhyIefPmISUlBVOmTEFQUBCMjIwAAEePHsWgQYOwb98+VKtWTXzt/v37kZiYiE8++aTQfiMjI/Gf//wH48aNQ69evZCSkgLg2Qezgguvxo0bh/bt22PBggXo2rUrNm7ciOPHj2PlypVa+zp48CB8fHzKeJaJdETqSbRElUFRy1q1aNFCmDx5stjH2dlZmDFjhvDRRx+J/RYvXqy1nx07dgi1atUSDAwMXrms1fNetqyVSqUSTExMBF9f3xIva/X8hUirVq0SVCqVVr8XL5Yp6qKr7777Tus1Hh4e4gUxL1505eTkpHUhS0pKiuDv7y84ODgISqVScHZ2FqZOnSpeBFLUxTrfffed1jl78uSJMGbMGMHGxqbQslYFZs6cKajVakGhUAgBAQHC+fPnBV9fX3EprDp16rz0AhpBEIShQ4cKzs7OglKpFGxtbYVOnToJe/bs0erz5MkTYdSoUYKlpaVgamoq9OjRQ0hOTn7pfnNycgRHR0chPDxcbCvuoqsXl0QreBQoON/FXaxVnPv37wv9+vUTqlatKpibmwtDhgwRHj169Mr9hoaGCk5OTsVetNO+ffsi601MTBQEQRDu3r0rtGrVSqhSpYpgamoqdOrUSfjnn39eWW9JLrqaMGGCYG1tLVStWlXo06eP8N133xX6+/7jjz+Exo0bC0qlUrCxsRF69uwpbnvy5IkQHBws/m3WqlVL+OWXX8Ttzs7Or6zh+vXrgp+fn2BiYiLY2NgIn332mZCTkyNuL/jvsOB8FOjXr5/QunXrYo+9qHPavn17rX6bNm0S6tSpIyiVSqFBgwZaFwgKwrML9AwNDYWbN2++9BiI3jSFIJRwvRYiKrHMzExUq1YNCxYsEEf0XFxcMH78eN5O8wUnTpxAx44dcffu3SK/5nybLVu2DDt27BBHa+nlBg8e/MplpejlJk2ahIcPHxYadSWSGqcEEJWDkydPildhp6enY+bMmQAgy6/f5SY3Nxfff/89w2oRRowYgbS0NDx69KhUdxIjKis7OzuEhIRIXQZRIQysROXkv//9LxISEqBUKtG0aVMcPHiw2GWn6P+0aNHijS63VJEYGBjgyy+/lLoMeot89tlnUpdAVCROCSAiokph+/btsLCwQIcOHaQuhYjKGQMrEREREcka12ElIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIln7f+FQQ/84uZdkAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-40 **********\n","gpt-4o-mini/shots-40\n","不是 1971\n","是 681\n","问法错误 200\n","不重要 80\n","回答正确 64\n","回答错误 2\n","回答: 是 1\n","回答: 问法错误 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-50 **********\n","gpt-4o-mini/shots-50\n","不是 2015\n","是 715\n","问法错误 137\n","不重要 74\n","回答正确 57\n","回答: 问法错误 1\n","回答错误 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-00 **********\n","gpt-4o/shots-00\n","不是。 1564\n","是。 1015\n","不重要。 142\n","不重要 82\n","问法错误 82\n","回答正确。 41\n","问法错误。 38\n","回答正确 14\n","不是 13\n","是 7\n","物品。 1\n","小男孩的。回答正确。 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: 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**kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29289 (\\N{CJK UNIFIED IDEOGRAPH-7269}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21697 (\\N{CJK UNIFIED IDEOGRAPH-54C1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-05 **********\n","gpt-4o/shots-05\n","不是 1565\n","是 1034\n","不重要 256\n","问法错误 85\n","回答正确 54\n","是。 6\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-10 **********\n","gpt-4o/shots-10\n","不是 1543\n","是 1082\n","不重要 240\n","问法错误 89\n","回答正确 45\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-20 **********\n","gpt-4o/shots-20\n","不是 1507\n","是 1081\n","不重要 218\n","问法错误 131\n","回答正确 61\n","重要 1\n","是\\n\\n谜面: 在一个安静的夜晚，小村庄的湖边突然传来了阵阵哭泣声。第二天早晨，村长甄锐发现湖边的石头上放着一顶破旧的帽子，但没有人知道这顶帽子是从哪里来的，哭泣声又是为何。请还原故事真相。\\n谜底: 原来，这顶破旧的帽子属于一个小男孩，他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳，还告诉他湖中的海龟是他们的朋友。后来，小男孩随父母去了城市生活，但每年夏天都会回到村子探望爷爷。然而，去年夏天，爷爷因病去世，小男孩伤心欲绝。今年夏天，他回到村子，来到湖边，想起和爷爷的美好回忆，忍不住哭泣。他将爷爷的帽子放在湖边的石头上，希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣声是人发出来的吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-30 **********\n","gpt-4o/shots-30\n","不是 1526\n","是 1073\n","不重要 204\n","问法错误 142\n","回答正确 52\n","不是\\n\\n 2\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-40 **********\n","gpt-4o/shots-40\n","不是 1513\n","是 1072\n","不重要 198\n","问法错误 155\n","回答正确 54\n","不是\\n\\n 3\n","是\\n\\n 2\n","是\\n\\n谜面: 在远离城市喧嚣的海边小屋，一天清晨，邻居发现甄加索僵卧在沙滩上，已无生命迹象。现场没有发现任何打斗的迹象。请问甄加索的死因是什么？\\n谜底: 甄加索是一位热爱自然的画家，他每年都会来到这个海边小屋寻找灵感。在他生命的最后几天，他一直在创作一幅描绘海洋生物的画作。在画即将完成的前一天晚上，他骑着自行车外出，打算在海边观赏夜景。然而，他在沙滩上意外发现了一只搁浅的海豚，为了救助这只海豚，他耗费了极大的体力，最终成功将其送回海中。筋疲力尽的甄加索在沙滩上睡着了，由于他患有严重的心脏病，却未告知旁人，在寒冷的海风中，他的心脏停止了跳动。因此，警方在现场只发现了车轮痕迹和未完成的画作，而没有发现任何他杀的迹象。\\n参与者提出的问题: 甄加索是被人谋杀的吗\\n回答: 不是 1\n","是\\n\\n请继续提问。 1\n","是\\n\\n谜面: 在一个安静的夜晚，小村庄的湖边突然传来了阵阵哭泣声。第二天早��，村长甄锐发现湖边的石头上放着一顶破旧的帽子，但没有人知道这顶帽子是从哪里来的，哭泣声又是为何。请还原故事真相。\\n谜底: 原来，这顶破旧的帽子属于一个小男孩，他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳，还告诉他湖中的海龟是他们的朋友。后来，小男孩随父母去了城市生活，但每年夏天都会回到村子探望爷爷。然而，去年夏天，爷爷因病去世，小男孩伤心欲绝。今年夏天，他回到村子，来到湖边，想起和爷爷的美好回忆，忍不住哭泣。他将爷爷的帽子放在湖边的石头上，希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣声是人发出的吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22312 (\\N{CJK UNIFIED IDEOGRAPH-5728}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36828 (\\N{CJK UNIFIED IDEOGRAPH-8FDC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31163 (\\N{CJK UNIFIED IDEOGRAPH-79BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22478 (\\N{CJK UNIFIED IDEOGRAPH-57CE}) 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","text/plain":["
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missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-00 **********\n","o1-mini/shots-00\n","不是 1476\n","是 970\n","不重要 238\n","问法错误 208\n","回答正确 105\n","是。 1\n","回答: 是 1\n","不是。 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-05 **********\n","o1-mini/shots-05\n","不是 1490\n","是 983\n","不重要 236\n","问法错误 144\n","回答正确 137\n","回答: 不是 3\n","回答: 问法错误 3\n","回答: 不重要 2\n","回答: 是 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: 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kZMDMzAzp6ekwNTUt9eudpv2hhqpK5u5iH8ne+59evnwJExMT/Pbbb/Dx+f81NWvWDN26dcP8+fNRv359DBgwADNnzixye1EuXbqERo0a4datW6hZs6bax0FERETyVNK8VuozrJGRkejRowfs7e2hUCiwd+9epe2CIGDWrFmws7ODoaEhPD09cfPmTaU+qamp8PX1hampKczNzTF8+HBkZmYq9bl06RLatWsHAwMDODg4YOnSpaUtlT5Qbm4u8vLyYGBgoNRuaGiIkydPAgDatGmDffv24eHDhxAEAceOHcONGzfg5eVV5D6zsrKwadMmODs7w8HBQe1jICIiovKv1IE1KysLjRo1QkhISJHbly5diuDgYKxfvx7R0dEwMjKCt7c3Xr16Jfbx9fXF1atXER4ejv379yMyMhIjR44Ut2dkZMDLywuOjo6IiYnBsmXLMGfOHGzYsOE9hkjvy8TEBO7u7vjqq6/w6NEj5OXl4aeffkJUVBQeP34MAPj666/h6uqKatWqQU9PD127dkVISAjat2+vtK9vvvkGxsbGMDY2xoEDBxAeHg49PT0phkVERETlzAdNCVAoFAgNDUXv3r0BvDm7am9vjy+++AKTJ08GAKSnp8PGxgabN2/GwIEDERcXB1dXV5w9exbNmzcHAISFhaF79+548OAB7O3tsW7dOsyYMQNJSUliqJk2bRr27t1b7MU62dnZyM7OFp9nZGTAwcGBUwI+0O3btzFs2DBERkZCW1sbTZs2Re3atRETE4O4uDgsX74c3333HZYvXw5HR0dERkZi+vTpCA0Nhaenp7if9PR0pKSk4PHjx1i+fDkePnyIU6dOFTp7S0RERJpDbVMC3iYhIQFJSUlKQcXMzAytWrVCVFQUACAqKgrm5uZiWAUAT09PaGlpITo6WuzTvn17pTNw3t7eiI+Px7Nnz4p870WLFsHMzEx88Otm1ahZsyaOHz+OzMxMJCYm4syZM8jJyUGNGjXw8uVL/O9//8PKlSvRo0cPNGzYEAEBARgwYACWL1+utB8zMzPUqlUL7du3x+7du3H9+nWEhoZKNCoiIiIqT1QaWJOSkgAANjY2Su02NjbitqSkJFhbWytt19HRgaWlpVKfovbxz/f4t+nTpyM9PV18JCYmfviASGRkZAQ7Ozs8e/YMBw8eRK9evZCTk4OcnBxoaSkfRtra2sjPzy92X4IgQBAEpTPiRERERMXRkboAVdHX14e+vr7UZVQ4BctQ1alTB7du3UJQUBDq1q2LoUOHQldXFx06dEBQUBAMDQ3h6OiI48ePY+vWrVi5ciUA4M6dO9i5cye8vLxQpUoVPHjwAIsXL4ahoSG6d+8u8eiIiIioPFDpGVZbW1sAQHJyslJ7cnKyuM3W1hYpKSlK23Nzc5GamqrUp6h9/PM9qGykp6fD398fdevWxZAhQ/DRRx/h4MGD0NXVBQDs2LEDLVq0gK+vL1xdXbF48WIsWLAAo0ePBgAYGBjgxIkT6N69O1xcXDBgwACYmJjg9OnThc60ExERERVFpWdYnZ2dYWtriyNHjqBx48YA3kymjY6OxpgxYwAA7u7uSEtLQ0xMDJo1awYAOHr0KPLz89GqVSuxz4wZM5CTkyMGo/DwcNSpUwcWFhaqLJn+pfDFZkbAJ8Gw+79n+wHsX3RSuYvNx9Ad/DFsALwCEJwCBE//8/9vb+gPw4aA4f89PQXAe9MtALeUdiOni82IiIhIPkp9hjUzMxOxsbGIjY0F8OZCq9jYWNy/fx8KhQITJ07E/PnzsW/fPly+fBlDhgyBvb29uJJAvXr10LVrV4wYMQJnzpzBqVOnEBAQgIEDB8Le3h4AMGjQIOjp6WH48OG4evUqdu7ciTVr1iAwMFBlAyciIiKi8qHUZ1jPnTsHDw8P8XlBiPTz88PmzZsxZcoUZGVlYeTIkUhLS8NHH32EsLAwpeWLtm3bhoCAAHTu3BlaWlro168fgoODxe1mZmY4dOgQ/P390axZM1SuXBmzZs1SWquViIiIiDQDb81aDE1dh1VTx01ERERlT5J1WImIiIiIVI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZE3lgTUvLw8zZ86Es7MzDA0NUbNmTXz11VcQBEHsIwgCZs2aBTs7OxgaGsLT0xM3b95U2k9qaip8fX1hamoKc3NzDB8+HJmZmaoul4iIiIhkTuWBdcmSJVi3bh3Wrl2LuLg4LFmyBEuXLsXXX38t9lm6dCmCg4Oxfv16REdHw8jICN7e3nj16pXYx9fXF1evXkV4eDj279+PyMhIjBw5UtXlEhEREZHM6ah6h6dPn0avXr3g4+MDAHBycsL27dtx5swZAG/Orq5evRpffvklevXqBQDYunUrbGxssHfvXgwcOBBxcXEICwvD2bNn0bx5cwDA119/je7du2P58uWwt7dXddlEREREJFMqP8Papk0bHDlyBDdu3AAAXLx4ESdPnkS3bt0AAAkJCUhKSoKnp6f4GjMzM7Rq1QpRUVEAgKioKJibm4thFQA8PT2hpaWF6OjoIt83OzsbGRkZSg8iIiIiKv9UfoZ12rRpyMjIQN26daGtrY28vDwsWLAAvr6+AICkpCQAgI2NjdLrbGxsxG1JSUmwtrZWLlRHB5aWlmKff1u0aBHmzp2r6uEQERERkcRUfoZ1165d2LZtG37++WecP38eW7ZswfLly7FlyxZVv5WS6dOnIz09XXwkJiaq9f2IiIiIqGyo/AxrUFAQpk2bhoEDBwIAGjRogHv37mHRokXw8/ODra0tACA5ORl2dnbi65KTk9G4cWMAgK2tLVJSUpT2m5ubi9TUVPH1/6avrw99fX1VD4eIiIiIJKbyM6wvXryAlpbybrW1tZGfnw8AcHZ2hq2tLY4cOSJuz8jIQHR0NNzd3QEA7u7uSEtLQ0xMjNjn6NGjyM/PR6tWrVRdMhERERHJmMrPsPbo0QMLFixA9erV4ebmhgsXLmDlypUYNmwYAEChUGDixImYP38+atWqBWdnZ8ycORP29vbo3bs3AKBevXro2rUrRowYgfXr1yMnJwcBAQEYOHAgVwggIiIi0jAqD6xff/01Zs6cibFjxyIlJQX29vYYNWoUZs2aJfaZMmUKsrKyMHLkSKSlpeGjjz5CWFgYDAwMxD7btm1DQEAAOnfuDC0tLfTr1w/BwcGqLpeIiIiIZE4h/PMWVBVIRkYGzMzMkJ6eDlNT01K/3mnaH2qoqmTuLvaR7L01ddxERERU9kqa11Q+h5WIiIiISJUYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNbUElgfPnyI//73v7CysoKhoSEaNGiAc+fOidsFQcCsWbNgZ2cHQ0NDeHp64ubNm0r7SE1Nha+vL0xNTWFubo7hw4cjMzNTHeUSERERkYypPLA+e/YMbdu2ha6uLg4cOIBr165hxYoVsLCwEPssXboUwcHBWL9+PaKjo2FkZARvb2+8evVK7OPr64urV68iPDwc+/fvR2RkJEaOHKnqcomIiIhI5nRUvcMlS5bAwcEBmzZtEtucnZ3FPwuCgNWrV+PLL79Er169AABbt26FjY0N9u7di4EDByIuLg5hYWE4e/YsmjdvDgD4+uuv0b17dyxfvhz29vaqLpuIiIiIZErlZ1j37duH5s2b45NPPoG1tTWaNGmC7777TtyekJCApKQkeHp6im1mZmZo1aoVoqKiAABRUVEwNzcXwyoAeHp6QktLC9HR0UW+b3Z2NjIyMpQeRERERFT+qTyw3rlzB+vWrUOtWrVw8OBBjBkzBuPHj8eWLVsAAElJSQAAGxsbpdfZ2NiI25KSkmBtba20XUdHB5aWlmKff1u0aBHMzMzEh4ODg6qHRkREREQSUHlgzc/PR9OmTbFw4UI0adIEI0eOxIgRI7B+/XpVv5WS6dOnIz09XXwkJiaq9f2IiIiIqGyoPLDa2dnB1dVVqa1evXq4f/8+AMDW1hYAkJycrNQnOTlZ3GZra4uUlBSl7bm5uUhNTRX7/Ju+vj5MTU2VHkRERERU/qk8sLZt2xbx8fFKbTdu3ICjoyOANxdg2dra4siRI+L2jIwMREdHw93dHQDg7u6OtLQ0xMTEiH2OHj2K/Px8tGrVStUlExEREZGMqXyVgEmTJqFNmzZYuHAh+vfvjzNnzmDDhg3YsGEDAEChUGDixImYP38+atWqBWdnZ8ycORP29vbo3bs3gDdnZLt27SpOJcjJyUFAQAAGDhzIFQKIiIiINIzKA2uLFi0QGhqK6dOnY968eXB2dsbq1avh6+sr9pkyZQqysrIwcuRIpKWl4aOPPkJYWBgMDAzEPtu2bUNAQAA6d+4MLS0t9OvXD8HBwaoul4iIiIhkTiEIgiB1EeqQkZEBMzMzpKenv9d8Vqdpf6ihqpK5u9hHsvfW1HETERFR2StpXlPLrVmJiIiIiFSFgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZE3tgXXx4sVQKBSYOHGi2Pbq1Sv4+/vDysoKxsbG6NevH5KTk5Ved//+ffj4+KBSpUqwtrZGUFAQcnNz1V0uEREREcmMWgPr2bNn8e2336Jhw4ZK7ZMmTcLvv/+OX375BcePH8ejR4/Qt29fcXteXh58fHzw+vVrnD59Glu2bMHmzZsxa9YsdZZLRERERDKktsCamZkJX19ffPfdd7CwsBDb09PTsXHjRqxcuRKdOnVCs2bNsGnTJpw+fRp//fUXAODQoUO4du0afvrpJzRu3BjdunXDV199hZCQELx+/brI98vOzkZGRobSg4iIiIjKP7UFVn9/f/j4+MDT01OpPSYmBjk5OUrtdevWRfXq1REVFQUAiIqKQoMGDWBjYyP28fb2RkZGBq5evVrk+y1atAhmZmbiw8HBQQ2jIiIiIqKyppbAumPHDpw/fx6LFi0qtC0pKQl6enowNzdXarexsUFSUpLY559htWB7wbaiTJ8+Henp6eIjMTFRBSMhIiIiIqnpqHqHiYmJmDBhAsLDw2FgYKDq3RdLX18f+vr6ZfZ+RERERFQ2VH6GNSYmBikpKWjatCl0dHSgo6OD48ePIzg4GDo6OrCxscHr16+Rlpam9Lrk5GTY2toCAGxtbQutGlDwvKAPEREREWkGlQfWzp074/Lly4iNjRUfzZs3h6+vr/hnXV1dHDlyRHxNfHw87t+/D3d3dwCAu7s7Ll++jJSUFLFPeHg4TE1N4erqquqSiYiIiEjGVD4lwMTEBPXr11dqMzIygpWVldg+fPhwBAYGwtLSEqamphg3bhzc3d3RunVrAICXlxdcXV0xePBgLF26FElJSfjyyy/h7+/Pr/2JiIiINIzKA2tJrFq1ClpaWujXrx+ys7Ph7e2Nb775Rtyura2N/fv3Y8yYMXB3d4eRkRH8/Pwwb948KcolIiIiIgmVSWCNiIhQem5gYICQkBCEhIQU+xpHR0f8+eefaq6MiIiIiORO7bdmJSIiIiL6EAysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysREVYtGgRWrRoARMTE1hbW6N3796Ij49X6jNq1CjUrFkThoaGqFKlCnr16oXr168X2tfmzZvRsGFDGBgYwNraGv7+/mU1DCIiogqBgZWoCMePH4e/vz/++usvhIeHIycnB15eXsjKyhL7NGvWDJs2bUJcXBwOHjwIQRDg5eWFvLw8sc/KlSsxY8YMTJs2DVevXsXhw4fh7e0txZCIiIjKLYUgCILURahDRkYGzMzMkJ6eDlNT01K/3mnaH2qoqmTuLvaR7L01ddzv8vfff8Pa2hrHjx9H+/bti+xz6dIlNGrUCLdu3ULNmjXx7NkzVK1aFb///js6d+5cxhUTERHJX0nzGs+wEpVAeno6AMDS0rLI7VlZWdi0aROcnZ3h4OAAAAgPD0d+fj4ePnyIevXqoVq1aujfvz8SExPLrG4iIqKKgIGV6B3y8/MxceJEtG3bFvXr11fa9s0338DY2BjGxsY4cOAAwsPDoaenBwC4c+cO8vPzsXDhQqxevRq7d+9GamoqunTpgtevX0sxFCIionKJgZXoHfz9/XHlyhXs2LGj0DZfX19cuHABx48fR+3atdG/f3+8evUKwJugm5OTg+DgYHh7e6N169bYvn07bt68iWPHjpX1MIiIiMotHakLIJKzgIAA7N+/H5GRkahWrVqh7WZmZjAzM0OtWrXQunVrWFhYIDQ0FJ9++ins7OwAAK6urmL/KlWqoHLlyrh//36ZjYGIiKi84xlWoiIIgoCAgACEhobi6NGjcHZ2LtFrBEFAdnY2AKBt27YAoLQcVmpqKp48eQJHR0f1FE5ERFQB8QwrURH8/f3x888/47fffoOJiQmSkpIAvDmjamhoiDt37mDnzp3w8vJClSpV8ODBAyxevBiGhobo3r07AKB27dro1asXJkyYgA0bNsDU1BTTp09H3bp14eHhIeXwiIiIyhUGViIUXs7r3rp1AICOHTsqtVt1nwjjBp7Iff4UT8N+xZfzlyL/VSa0jcyh7+AG874L0XLlWbF/vrMvUu98h3advACFFvSr14dl5yDUmnlI7CPn5byIiIjkgIGVqAiOU/e/dbuOiRVsPpn7zv1o6VdC5e4TgO4TVFUaERGRxuEcViIiIiKSNZUH1pLcg/3Vq1fw9/eHlZUVjI2N0a9fPyQnJyv1uX//Pnx8fFCpUiVYW1sjKCgIubm5qi6XiIiIiGRO5YG1JPdgnzRpEn7//Xf88ssvOH78OB49eoS+ffuK2/Py8uDj44PXr1/j9OnT2LJlCzZv3oxZs2apulwiIiIikjmVz2ENCwtTer5582ZYW1sjJiYG7du3R3p6OjZu3Iiff/4ZnTp1AgBs2rQJ9erVw19//YXWrVvj0KFDuHbtGg4fPgwbGxs0btwYX331FaZOnYo5c+aIdxIiIiIioopP7XNY/30P9piYGOTk5MDT01PsU7duXVSvXh1RUVEAgKioKDRo0AA2NjZiH29vb2RkZODq1atFvk92djYyMjKUHkRERERU/qk1sBZ1D/akpCTo6enB3Nxcqa+NjY241mVSUpJSWC3YXrCtKIsWLRLvOmRmZgYHBwcVj4aIiIiIpKDWwPq2e7Cr2vTp05Geni4+EhMT1f6eRERERKR+agusBfdgP3bsmNI92G1tbfH69WukpaUp9U9OToatra3Y59+rBhQ8L+jzb/r6+jA1NVV6EFHpREZGokePHrC3t4dCocDevXuL7Tt69GgoFAqsXr26yO3Z2dlo3LgxFAoFYmNj1VIvERFpBpUH1nfdg71Zs2bQ1dXFkSNHxLb4+Hjcv38f7u7uAAB3d3dcvnwZKSkpYp/w8HCYmprC1dVV1SUT0f/JyspCo0aNEBIS8tZ+oaGh+Ouvv2Bvb19snylTprx1u5y8K6jPmTMHdevWhZGRESwsLODp6Yno6Ghxe0REBBQKRZGPs2fPgoiIPozKA6u/vz9++ukn/Pzzz+I92JOSkvDy5UsAb+7FPnz4cAQGBuLYsWOIiYnB0KFD4e7ujtatWwMAvLy84OrqisGDB+PixYs4ePAgvvzyS/j7+0NfX1/VJRPR/+nWrRvmz5+PPn36FNvn4cOHGDduHLZt2wZdXd0i+xw4cACHDh3C8uXL1VWqSr0rqNeuXRtr167F5cuXcfLkSTg5OcHLywt///03AKBNmzZ4/Pix0uPzzz+Hs7MzmjdvXpZDISKqkFS+rNW6Yu7BvmnTJnz22WcAgFWrVkFLSwv9+vVDdnY2vL298c0334h9tbW1sX//fowZMwbu7u4wMjKCn58f5s2bp+pyiagU8vPzMXjwYAQFBcHNza3IPsnJyRgxYgT27t2LSpUqlXGF76dbt27o1q1bsdsHDRqk9HzlypXYuHEjLl26hM6dO0NPT09pulJOTg5+++03jBs3DgqFQm11ExFpCpUHVkEQ3tnHwMAAISEhb/3a0dHREX/++acqSyOiD7RkyRLo6Ohg/PjxRW4XBAGfffYZRo8ejebNm+Pu3btlW2AZeP36NTZs2AAzMzM0atSoyD779u3D06dPMXTo0DKujoioYlJ5YCWiiikmJgZr1qzB+fPniz1r+PXXX+P58+eYPn16GVenfvv378fAgQPx4sUL2NnZITw8HJUrVy6y78aNG+Ht7a10wSkREb0/td84gIgqhhMnTiAlJQXVq1eHjo4OdHR0cO/ePXzxxRdwcnICABw9ehRRUVHQ19eHjo4OXFxcAADNmzeHn5+fhNV/OA8PD8TGxuL06dPo2rUr+vfvr3RhaIEHDx7g4MGDGD58uARVEhFVTDzDSkQlMnjwYKU71AFv7kA3ePBg8avv4OBgzJ8/X9z+6NEjeHt7Y+fOnWjVqlWZ1qtqRkZGcHFxgYuLC1q3bo1atWph48aNhc4mb9q0CVZWVujZs6dElRIRVTwMrEQkyszMxK1bt8TnCQkJiI2NhaWlJapXrw4rKyul/rq6urC1tUWdOnUAANWrV1fabmxsDACoWbNmhft6PD8/H9nZ2UptgiBg06ZNGDJkSLErKBARUekxsBJpMKdpfyg9f3X/EpK3/098HhgYCAAwqt8ZlX0mFXr9g2cvMe/3a1id9EehbQCQm/7mhh/d15yAns1DpW13F/t8UO2q9LagbmVlhQULFqBnz56ws7PDkydPEBISgocPH+KTTz5R2s/Ro0eRkJCAzz//vKyHQERUoTGwEpHIoHpDOE7dX+L+1cb88NbtOmY2pdpfWSlNULfy9sffv0dg6dffIu9lBrQNTaFnWwsWAxbB58e7AO6Kr/t73zLoV62HrptvA7hd5HvLKagTEZUXDKxEpPHeFdSt+8wo0X6q9AxSVUlERPQPXCWAiIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiKtW7dOjRs2BCmpqYwNTWFu7s7Dhw4IHVZaqep4yaSKwZWIiIqVrVq1bB48WLExMTg3Llz6NSpE3r16oWrV69KXZpaaeK4Fy1ahBYtWsDExATW1tbo3bs34uPjpS6rTERGRqJHjx6wt7eHQqHA3r17pS6pTJSncTOwEhFRsXr06IHu3bujVq1aqF27NhYsWABjY2P89ddfUpemVpo47uPHj8Pf3x9//fUXwsPDkZOTAy8vL2RlZUldmtplZWWhUaNGCAkJkbqUMlWexq0jdQFERFQ+5OXl4ZdffkFWVhbc3d2lLqfMaMq4w8LClJ5v3rwZ1tbWiImJQfv27SWqqmx069YN3bp1k7qMMleexs3ASkREb3X58mW4u7vj1atXMDY2RmhoKFxdXaUuS+00ddwF0tPTAQCWlpYSV0LEKQFERPQOderUQWxsLKKjozFmzBj4+fnh2rVrUpeldpo6bgDIz8/HxIkT0bZtW9SvX1/qcoh4hpWIiN5OT08PLi4uAIBmzZrh7NmzWLNmDb799luJK1MvTR03APj7++PKlSs4efKk1KUQAZD5GdaQkBA4OTnBwMAArVq1wpkzZ6QuiYhI4+Xn5yM7O1vqMsqcpow7ICAA+/fvx7Fjx1CtWjWpyyECIOMzrDt37kRgYCDWr1+PVq1aYfXq1fD29kZ8fDysra2lLo+ISCNMnz4d3bp1Q/Xq1fH8+XP8/PPPiIiIwMGDB6UuTa00cdyCIGDcuHEIDQ1FREQEnJ2dpS6JSCTbwLpy5UqMGDECQ4cOBQCsX78ef/zxB3744QdMmzatUP/s7Gyl33wLJotnZGS81/vnZ794r9epwvvWrAocd9njuMuepo77fTx48ACDBw9GUlISTE1N4ebmhj179qBVq1blbiyloYnjDgwMxO7du/Hzzz8DAG7evAkAMDU1haGhoZSlqV1mZibu3LkjPo+Li0PlypVhYWEBBwcHCStTLzmMu+DfkyAIb+2nEN7VQwKvX79GpUqVsHv3bvTu3Vts9/PzQ1paGn777bdCr5kzZw7mzp1bhlUSERERkSokJia+dQqKLM+wPnnyBHl5ebCxsVFqt7GxwfXr14t8zfTp0xEYGCg+z8/PR2pqKqysrKBQKNRa779lZGTAwcEBiYmJMDU1LdP3lhLHzXFrAo6b49YEHDfHXVYEQcDz589hb2//1n6yDKzvQ19fH/r6+kpt5ubm0hTzfwruQa1pOG7NwnFrFo5bs3DcmkWqcZuZmb2zjyxXCahcuTK0tbWRnJys1J6cnAxbW1uJqiIiIiIiKcgysOrp6aFZs2Y4cuSI2Jafn48jR45U6NviEREREVFhsp0SEBgYCD8/PzRv3hwtW7bE6tWrkZWVJa4aIGf6+vqYPXt2oSkKFR3HzXFrAo6b49YEHDfHLTeyXCWgwNq1a7Fs2TIkJSWhcePGCA4ORqtWraQui4iIiIjKkKwDKxERERGRLOewEhEREREVYGAlIiIiIlljYCUiIiIiWWNgJSIqRm5uLrZu3VpoTWgiIipbvOiK3tvLly8hCAIqVaoEALh37x5CQ0Ph6uoKLy8viasjUo1KlSohLi4Ojo6OUpdSJvr164fHjx+XuL+rqyu+//57NVZUNpYtW4Znz56VuH+1atUwduxYNVZUNhISEpCTk1Pi/oaGhnBwcFBjRWVj+/bteP78eYn7W1tbo3fv3uorqIyU5+OcgZXem5eXF/r27YvRo0cjLS0NdevWha6uLp48eYKVK1dizJgxUpeoNlu3bsWAAQMKrVn3+vVr7NixA0OGDJGoMvXJysrC4sWLceTIEaSkpCA/P19p+507dySqTL06duyISZMmoVevXlKXUiaaNGmCCxculLh/y5YtcebMGTVWVDYaNmyItWvXoqQ/EoOCgirEuOvWrYs2bdqUeNxXr16tEOOuX78+pkyZUuJxh4SEVIhxl+fjXLY3DijPCg4EhUIhcSXqdf78eaxatQoAsHv3btjY2ODChQv49ddfMWvWrAodWIcOHYquXbvC2tpaqf358+cYOnRohQysn3/+OY4fP47BgwfDzs6uwh/fBcaOHYvAwEAkJiaiWbNmMDIyUtresGFDiSpTD035e/03bW1ttG/fvsT9K8q5HkNDQ/zwww8l7t+iRQs1VlN2dHV1S/X/9Nq1a9VYTdkpz8c5A6sKbd26FcuWLcPNmzcBALVr10ZQUBAGDx4scWXq8eLFC5iYmAAADh06hL59+0JLSwutW7fGvXv3JK5OvQRBKPIH+4MHD2BmZiZBRep34MAB/PHHH2jbtq3UpZSpgQMHAgDGjx8vtikUCvEYyMvLk6o0UqHSBvWKEuw5bvX0l6vyPG4GVhVZuXIlZs6ciYCAAPEH+smTJzF69Gg8efIEkyZNkrhC1XNxccHevXvRp08fHDx4UBxjSkoKTE1NJa5OPZo0aQKFQgGFQoHOnTtDR+f//xPKy8tDQkICunbtKmGF6mNhYQFLS0upyyhzCQkJUpdARKTxGFhV5Ouvv8a6deuUvmLo2bMn3NzcMGfOnAoZWGfNmoVBgwZh0qRJ6NSpE9zd3QG8OdvapEkTiatTj4JJ97GxsfD29oaxsbG4TU9PD05OTujXr59E1anXV199hVmzZmHLli3ihXaaQFMutiIikjMGVhV5/Pgx2rRpU6i9TZs2pbritjz5+OOP8dFHH+Hx48do1KiR2N65c2f06dNHwsrUZ/bs2QAAJycnDBgwAAYGBhJXVHZWrFiB27dvw8bGBk5OTtDV1VXafv78eYkqU78ff/wR69evR0JCAqKiouDo6IjVq1fD2dm5wl2MlZWVhWHDhpWoryAIsprj9iGys7OxdevWEvWtSOMurYoy7pycHERGRpaob0UZM1C+j3MGVhVxcXHBrl278L///U+pfefOnahVq5ZEVamfra0tMjMzER4ejvbt28PQ0BAtWrSQ1bwXdfDz8wPwZlWAoq6Yr169uhRlqVVFWNLlfaxbtw6zZs3CxIkTsWDBAnHOqrm5OVavXl3hAuuBAwdKvcxRRTBjxoxSLXP07//ryytHR0fx27GSaNCggRqrKTuDBw/GgQMHSty/4P/88q48H+dc1kpFfv31VwwYMACenp7iHNZTp07hyJEj2LVrV4U84/j06VP0798fx44dg0KhwM2bN1GjRg0MGzYMFhYWWLFihdQlqs3NmzcxbNgwnD59WqmdF+JUPK6urli4cCF69+4NExMTXLx4ETVq1MCVK1fQsWNHPHnyROoSVUpT16fU1PVISbOU5+OcZ1hVpF+/foiOjsbKlSuxd+9eAEC9evVw5syZCjufc9KkSdDV1cX9+/dRr149sX3AgAEIDAys0IH1s88+g46ODvbv369RSzwBQExMDOLi4gAAbm5uFfb4LpCQkFDkGPX19ZGVlSVBReq1YMGCUq1PWRDmy7tu3bqVaD3SghUiKsp6pJp6owhNVZ6PcwZWFWrWrBm2bdsmdRll5tChQzh48CCqVaum1F6rVq0Kv6xVbGwsYmJiULduXalLKTMpKSkYOHAgIiIiYG5uDgBIS0uDh4cHduzYgSpVqkhboJo4OzsjNja20MVXYWFhSr+oVRSauj6lpq5HeufOnVLfKILKr/J8nGtJXUB5p6WlBW1t7bc+/rn0UUWSlZVV5NXiqamphe4AVdG4urpWuK+C32XcuHF4/vw5rl69itTUVKSmpuLKlSvIyMhQWqO0ogkMDIS/vz927twJQRBw5swZLFiwANOnT8eUKVOkLk/lyvM6jR+C4yZNUJ6P84qZpMpQaGhosduioqIQHBxc6IKc8u7Ro0ewt7dHu3btsHXrVnz11VcA3hzY+fn5WLp0KTw8PCSuUr2WLFmCKVOmYOHChWjQoEGhK+Yr4jq0YWFhOHz4sNJZRVdXV4SEhMDLy0vCytTr888/h6GhIb788ku8ePECgwYNgr29PdasWSPeVICIiNSLgfUDFXWFcHx8PKZNm4bff/8dvr6+mDdvngSVqY+bmxtCQkKwbNkydOrUCefOncPr168xZcoU8ezbqVOnpC5TrTw9PQG8WcLrnyryRVf5+fmFgjnw5ivkivZL2b/5+vrC19cXL168QGZmZqFb8hIRkXoxsKrQo0ePMHv2bGzZsgXe3t6IjY1F/fr1pS5L5RYsWIBRo0aha9euuHbtGtavXw8TExNkZmaib9++8Pf3h52dndRlqtWxY8ekLqHMderUCRMmTMD27dthb28PAHj48CEmTZpUKLhXJD/88AM8PDzg7OyMSpUqVfibJmjq+pSlpcljr2g8PDzg6OiIzZs3i21+fn5ITEzE0aNHpStMBuR0nDOwqkB6ejoWLlyIr7/+Go0bN8aRI0fQrl07qctSm7Fjx6Jbt24YPnw43NzcsGHDBsyYMUPqsspUhw4dpC6hzK1duxY9e/aEk5OTuMxJYmIi6tevj59++kni6tRn0aJFGDFiBKpWrYoOHTqgQ4cO6NixI1xcXKQuTS00dX1KTV2PVFNvFPFPjo6O4i/hBapWrQotrYp3mU95Ps65DusHWrp0KZYsWQJbW1ssXLiwwi0i/i5r167FpEmTUK9evUIXl1XkOx8VePHiBe7fv4/Xr18rtTds2FCiitRLEAQcPnwY169fB/Bm6baC6REV2cOHDxEREYHIyEgcP34cN2/ehJ2dHTp27FihwzpVfHfu3Cn1upwV8cYoJH8MrB9IS0sLhoaG8PT0hLa2drH99uzZU4ZVlY179+5h6NChuHLlCkaNGlUosBbcxrQi+vvvvzF06NBiz0RVxDms9OYXlBMnTmD79u3Ytm0bBEFAbm6u1GWRCmjqeqSaeqOInJycUp0t1tLSqhAr/pTn47z8f/oSGzJkiKyWfSgr3333Hb744gt4enri6tWrFXYNzuJMnDgRaWlpiI6ORseOHREaGork5GTMnz+/Qt0wITg4GCNHjoSBgQGCg4Pf2reiLm116NAhREREICIiAhcuXEC9evXQoUMH7N69G+3bt5e6PFIRTV2PVFNvFOHm5oZq1aqVeAH9rKws2Syg/yHK83HOwPqB/jlJW1N07doVZ86cwdq1a0u1wHhFcvToUfz2229o3rw5tLS04OjoiC5dusDU1BSLFi2Cj4+P1CWqxKpVq+Dr6wsDAwOsWrWq2H4KhaLCBtauXbuiSpUq+OKLL/Dnn3+KN02gikUTTzwAmnujCCMjo1JdUCWnBfQ/RHk+zhlYqdTy8vJw6dKlQne40iRZWVni0kYWFhb4+++/Ubt2bTRo0KBCzd1NSEgo8s+aZOXKlYiMjMTSpUuxZs0a8aKrjh07onbt2lKXR/RByvNC8h9CU8ddnlW8S+BI7cLDwzU6rAJAnTp1EB8fDwBo1KgRvv32Wzx8+BDr16+vsEt6zZs3Dy9evCjU/vLlywq31vA/TZw4EXv27MGTJ08QFhaGNm3aICwsDPXr19f4fwdERGWFgZXoPUyYMEGcuD579mwcOHAA1atXR3BwMBYuXChxdeoxd+5cZGZmFmp/8eIF5s6dK0FFZUcQBJw/fx7h4eE4ePAgjh07hvz8/Ao/d9vDwwOfffaZUpufnx86deokTUFEpLE4JYDoPfz3v/8V/9ysWTPcu3cP169fR/Xq1VG5cmUJK1Ofgrt4/dvFixdhaWkpQUVlo0ePHjh16hQyMjLQqFEjdOzYESNGjED79u0r/HxWTVqfUlPXI+WNIjRLeT7OuawV0XuYN28eJk+eXOiuRy9fvsSyZcswa9YsiSpTPQsLCygUCqSnp8PU1FQptObl5SEzMxOjR49GSEiIhFWqT1BQEDp06IB27drBzMxM6nJITTR1PdKlS5fi2bNnJe5frVo1+Pv7q7GistGqVStoa2uXOJCZm5uX6oYaclWej3MGVqL3oK2tjcePHxe6p/zTp09hbW1dodZh3bJlCwRBwLBhw7B69Wql0KanpwcnJ6dS3TmlIkhLS6uwZ1c1dX1KTV2PlDRLeT7OGViJ3oOWlhaSk5MLzWE8evQoBgwYgL///luiytTn+PHjaNu2bYUIJ6WxZMkSODk5YcCAAQCA/v37Y/fu3bCzs8Off/6JRo0aSVyhatWuXVsj16esX79+qdYjDQkJqRDj1lQTJkwo1f/TLi4uFeLi0vJ8nGvWTx6iD1Tw9bhCoUDt2rWL/Xq8IjIxMUFcXJx4b+nffvsNmzZtgqurK+bMmQM9PT2JK1SP9evXY9u2bQDerJARHh6OsLAw7Nq1C0FBQTh06JDEFaqWpq5PqanrkWqqiIgI7Nu3r0R9BUFA//79K0RgLc/HOQMrUSmsXr1a/Hp87ty5GvX1+KhRozBt2jQ0aNAAd+7cwYABA9C3b1/88ssvePHiBVavXi11iWqRlJQEBwcHAMD+/fvRv39/eHl5wcnJCa1atZK4OtXT1PUpNXXcmqrghi8lVVG+jC7PxzkDK1Ep+Pn5ITc3FwqFAp06dRKDjCa4ceMGGjduDAD45Zdf0KFDB/z88884deoUBg4cWGEDq4WFBRITE+Hg4ICwsDDMnz8fwJsfYBVprjKRJinPwU1TVby1SYjUTEdHB2PGjEF+fr7UpZQpQRDEMR8+fBjdu3cHADg4OODJkydSlqZWffv2xaBBg9ClSxc8ffoU3bp1AwBcuHABLi4uEldHRKQZeIaV6D20bNkSFy5cKNVXSuVd8+bNMX/+fHh6euL48eNYt24dgDe3bLWxsZG4OvVZtWoVnJyckJiYiKVLl8LY2BgA8PjxY4wdO1bi6khVuB7pmxtFODo6YvPmzWKbn58fEhMTSzWvmeSrPB/nDKxE72Hs2LH44osv8ODBAzRr1gxGRkZK2xs2bChRZeqzevVq+Pr6Yu/evZgxY4Z4dnH37t1o06aNxNWpj66uLiZPnlyofdKkSRJUo366urpo06ZNiX9YWVlZqbmisjF48OBSrbPp5+enxmqkoUk3iijNLaXlFtw+RHk+zrmsFdF7KOo/8IJlfhQKhUbNbXz16hW0tbWhq6srdSlqc/PmTRw7dgwpKSmFpoJUpJtEEGmKyMhIvHz5ssT9zczM0Lp1azVWRO/CwEr0Hu7du/fW7RV1qkBaWhp2796N27dvIygoCJaWljh//jxsbGxQtWpVqctTi++++w5jxoxB5cqVYWtrq3TxhUKhwPnz5yWsTvU0dX1KTaWpN4qg8oeBlYhK5NKlS+jcuTPMzc1x9+5dxMfHo0aNGvjyyy9x//59bN26VeoS1cLR0RFjx47F1KlTpS6lTDRq1KjU61PKZWFxKj1NvVEElT/8NYnoPd2+fRurV69GXFwcAMDV1RUTJkxAzZo1Ja5MPQIDAzF06FAsXboUJiYmYnv37t0xaNAgCStTr2fPnuGTTz6Ruowyo6nrU2oqTb1RBJU/FW8mNVEZOHjwIFxdXXHmzBk0bNgQDRs2RHR0NNzc3BAeHi51eWpx9uxZjBo1qlB71apVkZSUJEFFZeOTTz6pcHezehuuT6lZ+PdN5QXPsBK9h2nTpmHSpElYvHhxofapU6eiS5cuElWmPvr6+sjIyCjUfuPGDVSpUkWCisqGi4sLZs6cib/++gsNGjQodHHZ+PHjJaqMiEhzcA4r0XswMDDA5cuXUatWLaX2GzduoGHDhnj16pVElanP559/jqdPn2LXrl2wtLTEpUuXoK2tjd69e6N9+/YV9k5Xzs7OxW5TKBS4c+dOGVajfk2bNi3VhWQtW7ascHMaNWk9Uv59a67ydpzzDCvRe6hSpQpiY2MLBdbY2FhYW1tLVJV6rVixAh9//DGsra3x8uVLdOjQAUlJSXB3d8eCBQukLk9tEhISpC6hTGnq+pT/pEnrkZLmKm/HOc+wEr2HefPmYdWqVZg2bZq4aP6pU6ewZMkSBAYGYubMmRJXqD4nT57EpUuXkJmZiaZNm8LT01PqkkiFuD6lZmnVqhW0tbVL/MuHubl5qRaeJ1IVBlai9yAIAlavXo0VK1bg0aNHAAB7e3sEBQVh/PjxvDChgnnw4AH27duH+/fv4/Xr10rbVq5cKVFVpEpcj5Q0QXk+zhlYiT7Q8+fPAUBpqaeK6F1fE1fUOz4dOXIEPXv2RI0aNXD9+nXUr18fd+/ehSAIaNq0qSznelHpaep6pLxRhGYpz8c5AyvRB0hJSUF8fDwAoG7duhX6avkmTZooPc/JyUFCQgJ0dHRQs2bNCnfHpwItW7ZEt27dMHfuXJiYmODixYuwtraGr68vunbtijFjxkhdIqlAkyZNcOHChRL3b9GiBc6ePavGisoGbxShWcrzcS6P87xE5czz588xduxYbN++Xby3vLa2NgYMGICQkBCYmZlJXKHqFfWfXEZGBj777DP06dNHgorKRlxcHLZv3w4A0NHRwcuXL2FsbIx58+ahV69eDKwVhKauR8obRWiW8nycy/NSMCKZ+/zzzxEdHY0//vgDaWlpSEtLw/79+3Hu3LkiF9evqExNTTF37twKfZGZkZGROG/Vzs4Ot2/fFrc9efJEqrKIVKI8BxjSLDzDSvQe9u/fj4MHD+Kjjz4S27y9vfHdd9+ha9euElZW9tLT05Geni51GWrTunVrnDx5EvXq1UP37t3xxRdf4PLly9izZw+vjiciKiMMrETvwcrKqsiv/c3MzGBhYSFBReoXHBys9FwQBDx+/Bg//vgjunXrJlFV6rdy5UpkZmYCAObOnYvMzEzs3LkTtWrV4goBRERlhBddEb2HDRs24JdffsGPP/4IW1tbAEBSUhL8/PzQt2/fCjkt4N93fNLS0kKVKlXQqVMnTJ8+vcKvkkAVm6auR1qvXj18+umnJeorCAL++OMPXnRVjpXn45yBleg9NGnSBLdu3UJ2djaqV68OALh//z709fUL3f2qol49T0TlH28UQeUFpwQQvYfevXtLXQIRqZCmrkfavn17qUugMlSej3OeYSWiEunTp0+JrxDes2ePmqshUi2uR0qaoDwf5zzDSvSBMjMzxbVYC5iamkpUjfqYmZkhNDQUZmZmaN68OQAgJiYG6enp6N27N5e7oXKN65GSJijPxzkDK9F7SEhIQEBAACIiIvDq1SuxXRAEKBQK5OXlSVidetjY2KB///5Yv349tLW1AQB5eXkYO3YsTE1NsWzZMokrVI958+Zh8uTJqFSpklL7y5cvsWzZsgp7S1pNw/VISROU5+OcUwKI3kPbtm0hCAImTJgAGxubQv+oO3ToIFFl6lOlShWcPHkSderUUWqPj49HmzZt8PTpU4kqUy9tbW08fvwY1tbWSu1Pnz6FtbV1hfzlRBM1bdq0VBdItmzZUjZflRKVVHk+znmGleg9XLx4ETExMYXCW0WWm5uL69evFxrz9evXC02JqEgKzpr/28WLF2FpaSlBRUREmoeBleg9tGjRAomJiRoVWIcOHYrhw4fj9u3baNmyJQAgOjoaixcvxtChQyWuTvUsLCygUCigUChQu3ZtpdCal5eHzMxMjB49WsIKSZVevnxZ4quh+cUklVfl+TjnlACi93D79m2MHj0a//3vf1G/fn3o6uoqbW/YsKFElalPfn4+li9fjjVr1uDx48cAADs7O0yYMAFffPGFOK+1otiyZQsEQcCwYcOwevVqpTub6enpwcnJCe7u7hJWSKrE9UhJE5Tn45yBleg9/PXXXxg0aBDu3r0rtikUigp90dU/ZWRkAKiYqyH82/Hjx9G2bVvo6PALKSIiqTCwEr0HV1dX1KtXD1OmTCnyoqvSLBtC8vbnn39CW1sb3t7eSu0HDx5Efn4+unXrJlFlRESag4GV6D0YGRnh4sWLcHFxkboUUrOGDRti8eLF6N69u1J7WFgYpk6diosXL0pUGRGR5tCSugCi8qhTp04MKhri5s2bcHV1LdRet25d3Lp1S4KKiIg0DydlEb2HHj16YNKkSbh8+TIaNGhQ6KKrnj17SlQZqZqZmRnu3LkDJycnpfZbt27ByMhImqKIiDQMpwQQvQctreK/nNCEi640yahRoxAVFYXQ0FDUrFkTwJuw2q9fP7Ro0QLff/+9xBUSEVV8DKxEVCLBwcFFtisUChgYGMDFxQXt27evcMtbpaeno2vXrjh37hyqVasGAHjw4AHatWuHPXv2wNzcXNoCiYg0AAMrEZWIs7Mz/v77b7x48QIWFhYAgGfPnqFSpUowNjZGSkoKatSogWPHjsHBwUHialVLEASEh4fj4sWLMDQ0RMOGDdG+fXupyyIi0hgMrEQlFBwcjJEjR8LAwKDYs40Fxo8fX0ZVlZ3t27djw4YN+P7775W+Gh81ahRGjhyJtm3bYuDAgbC1tcXu3bslrlY9Xr16BX19/SJv1UpEROrDwEpUQs7Ozjh37hysrKzg7OxcbD+FQoE7d+6UYWVlo2bNmvj111/RuHFjpfYLFy6gX79+uHPnDk6fPo1+/fqJd8KqCPLz87FgwQKsX78eycnJuHHjBmrUqIGZM2fCyckJw4cPl7pEIqIKj6sEEJVQQkJCkX/WFI8fP0Zubm6h9tzcXCQlJQEA7O3t8fz587IuTa3mz5+PLVu2YOnSpRgxYoTYXr9+faxevZqBlYioDHAdViIqEQ8PD4waNQoXLlwQ2y5cuIAxY8agU6dOAIDLly+/9exzebR161Zs2LABvr6+SheUNWrUCNevX5ewMiIizcEzrETvIS8vD5s3b8aRI0eQkpKC/Px8pe1Hjx6VqDL12bhxIwYPHoxmzZqJ687m5uaic+fO2LhxIwDA2NgYK1askLJMlXv48GGRdzTLz89HTk6OBBUREWkeBlai9zBhwgRs3rwZPj4+qF+/vkZchGNra4vw8HBcv34dN27cAADUqVMHderUEft4eHhIVZ7auLq64sSJE3B0dFRq3717N5o0aSJRVUREmoWBleg97NixA7t27Sp0f3lNULduXdStW1fqMsrMrFmz4Ofnh4cPHyI/Px979uxBfHw8tm7div3790tdHhGRRuAqAUTvwd7eHhEREahdu7bUpZQZTZwGUeDEiROYN28eLl68iMzMTDRt2hSzZs2Cl5eX1KUREWkEBlai97BixQrcuXMHa9eu1YjpAAAQEBAgToOws7MrNO5Vq1ZJVJn65ObmYuHChRg2bJh4lysiIip7DKxE76FPnz44duwYLC0t4ebmJl6EVGDPnj0SVaY+lStXxtatWzVuGoSxsTGuXLkCJycnqUshItJYnMNK9B7Mzc3Rp08fqcsoU3p6ekVeLV/Rde7cGcePH2dgJSKSEM+wElGJaOI0CABYv3495s6dC19fXzRr1gxGRkZK23v27ClRZUREmoOBlagULCwsigxrZmZmqF27NiZPnowuXbpIUJn6aeI0CADQ0ir+/ioKhQJ5eXllWA0RkWbilACiUli9enWR7WlpaYiJicF//vMf7N69Gz169CjbwsqAJk6DAFBoNQQiIip7PMNKpEIrV67E7t27cfr0aalLIRXIycmBoaEhYmNjUb9+fanLISLSWMV/10VEpfaf//ynwt9f/u+//8bJkydx8uRJ/P3331KXo1a6urqoXr06v/YnIpIYAyuRCmVnZ0NPT0/qMtQiKysLw4YNg52dHdq3b4/27dvD3t4ew4cPx4sXL6QuT21mzJiB//3vf0hNTZW6FCIijcUpAUQqNHHiRFy/fh1hYWFSl6Jyo0aNwuHDh7F27Vq0bdsWAHDy5EmMHz8eXbp0wbp16ySuUD2aNGmCW7duIScnB46OjoVWCTh//rxElRERaQ5edEVUCoGBgUW2p6en4/z587hx4wYiIyPLuKqy8euvv2L37t3o2LGj2Na9e3cYGhqif//+FTaw9u7dW+oSiIg0HgMrUSlcuHChyHZTU1N06dIFe/bsgbOzcxlXVTZevHgBGxubQu3W1tYVekrA7NmzpS6BiEjjcUoAEZVI586dYWVlha1bt8LAwAAA8PLlS/j5+SE1NRWHDx+WuEL1iomJQVxcHADAzc0NTZo0kbgiIiLNwcBKRCVy+fJldO3aFdnZ2WjUqBEA4OLFizAwMMDBgwfh5uYmcYXqkZKSgoEDByIiIgLm5uYA3qy76+HhgR07dqBKlSrSFkhEpAEYWImoxF68eIFt27aJS3fVq1cPvr6+MDQ0lLgy9RkwYADu3LmDrVu3ol69egCAa9euwc/PDy4uLti+fbvEFRIRVXwMrET0Tjk5Oahbty72798vhjZNYWZmhsOHD6NFixZK7WfOnIGXlxfS0tKkKYyISINwHVYieiddXV28evVK6jIkkZ+fD11d3ULturq6vG0rEVEZYWAlohLx9/fHkiVLkJubK3UpZapTp06YMGECHj16JLY9fPgQkyZNQufOnSWsjIhIc3BKABGVSJ8+fXDkyBEYGxujQYMGhRbQ37Nnj0SVqVdiYiJ69uyJq1evwsHBQWyrX78+9u3bh2rVqklcIRFRxcd1WImoRMzNzdGvXz+pyyhzDg4OOH/+PA4fPqx0sZmnp6fElRERaQ6eYSWit0pISKiwN0MgIqLygXNYieitatasCWdnZwwbNgw//fQTHjx4IHVJZeLo0aNwdXVFRkZGoW3p6elwc3PDiRMnJKiMiEjz8AwrEb1VRESE+IiOjsbr169Ro0YNdOrUCR4eHvDw8Cjylq3lXc+ePeHh4YFJkyYVuT04OBjHjh1DaGhoGVdGRKR5GFiJqMRevXqF06dPiwH2zJkz4hqtV69elbo8lXJ0dERYWFix685ev34dXl5euH//fhlXRkSkeRhYiajUXr9+jVOnTuHAgQP49ttvkZmZiby8PKnLUikDAwNcuXIFLi4uRW6/desWGjRogJcvX5ZxZUREmodzWInonV6/fo3IyEjMnTsXHh4eMDc3x+jRo/Hs2TOsXbsWCQkJUpeoclWrVsWVK1eK3X7p0iXY2dmVYUVERJqLZ1iJ6K06deqE6OhoODs7o0OHDmjXrh06dOhQ4cPauHHjEBERgbNnz8LAwEBp28uXL9GyZUt4eHggODhYogqJiDQHAysRvZWuri7s7OzQu3dvdOzYER06dICVlZXUZaldcnIymjZtCm1tbQQEBKBOnToA3sxdDQkJQV5eHs6fP18hLzgjIpIbBlYiequsrCycOHECEREROHbsGGJjY1G7dm106NBBDLBVqlSRuky1uHfvHsaMGYODBw+i4L9KhUIBb29vhISEcH1aIqIywsBKRKXy/PlznDx5EseOHUNERAQuXryIWrVqvXW+Z3n37Nkz3Lp1C4IgoFatWrCwsJC6JCIijcJbsxJRqRgZGcHS0hKWlpawsLCAjo4O4uLipC5LrSwsLNCiRQupyyAi0lg8w0pEb5Wfn49z586JUwJOnTqFrKwsVK1aVbxxgIeHBxwdHaUulYiIKigGViJ6K1NTU2RlZcHW1lYMpx07dkTNmjWlLo2IiDQEAysRvdW3334LDw8P1K5dW+pSiIhIQzGwEhEREZGs8U5XRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEJFIoFNi7d2+J+2/evBnm5ubv/X4dO3bExIkT3/v15cXGjRvh5eWl1DZnzhzY2NiU+jPXBAqFAnfv3pW6jHLryZMnsLa2xoMHD6QuhUhlGFiJZG78+PFo1qwZ9PX10bhxY7W+1+PHj9GtW7cS9x8wYABu3LhRqH3Lli346KOPVFlasebMmaOSz+XVq1fw9/eHlZUVjI2N0a9fPyQnJyv1USgUhR47dux4535nzpyJ2bNni21xcXGYO3cuvv32W/Ezv3r1Kvr16wcnJycoFAqsXr36g8dU4NKlS2jXrh0MDAzg4OCApUuXvrX/5s2bixyrQqFASkqK2C87OxszZsyAo6Mj9PX14eTkhB9++EHcvmfPHjRv3hzm5uYwMjJC48aN8eOPP6psXFL75ZdfULduXRgYGKBBgwb4888/39r/s88+K/IzdXNzK7L/4sWLoVAoCv1Sl5SUhMGDB8PW1hZGRkZo2rQpfv31V3F75cqVMWTIEKVjjqi8Y2AlKgeGDRuGAQMGqP19bG1toa+vX+L+hoaGsLa2LtT+22+/oWfPnqosTe0mTZqE33//Hb/88guOHz+OR48eoW/fvoX6bdq0CY8fPxYfvXv3fut+d+/eDVNTU7Rt21Zsu337NgCgV69e4mf+4sUL1KhRA4sXL4atra3KxpWRkQEvLy84OjoiJiYGy5Ytw5w5c7Bhw4ZiXzNgwAClMT5+/Bje3t7o0KGD0t93//79ceTIEWzcuBHx8fHYvn076tSpI263tLTEjBkzEBUVhUuXLmHo0KEYOnQoDh48qLLxSeX06dP49NNPMXz4cFy4cAG9e/dG7969ceXKlWJfs2bNGqXPNDExEZaWlvjkk08K9T179iy+/fZbNGzYsNC2IUOGID4+Hvv27cPly5fRt29f9O/fHxcuXBD7DB06FNu2bUNqaqpqBkwkNYGIJPPq1Sth3LhxQpUqVQR9fX2hbdu2wpkzZ4rsO3v2bKFRo0Yl2m9B340bNwoODg6CkZGRMGbMGCE3N1dYsmSJYGNjI1SpUkWYP3++0usACKGhoYIgCEJCQoIAQPj111+Fjh07CoaGhkLDhg2F06dPi/03bdokmJmZKe3j5cuXgpGRkRAXFycIgiCEhIQILi4ugr6+vmBtbS3069dP7NuhQwdh3LhxQlBQkGBhYSHY2NgIs2fPVtrfvXv3hJ49ewpGRkaCiYmJ8MknnwhJSUni+wNQemzatEnIz88XZs+eLTg4OAh6enqCnZ2dMG7cuGI/r7S0NEFXV1f45ZdfxLa4uDgBgBAVFVXk51NSPj4+wuTJk8Xns2fPLlTzvzk6OgqrVq0q1fsU55tvvhEsLCyE7OxssW3q1KlCnTp1SryPlJQUQVdXV9i6davYduDAAcHMzEx4+vRpqepp0qSJ8OWXX761DwAhISGh2O23bt0SevbsKVhbWwtGRkZC8+bNhfDwcKU+r169EqZMmSJUq1ZN0NPTE2rWrCl8//334vYrV64IPj4+gomJiWBsbCx89NFHwq1bt0o8jv79+ws+Pj5Kba1atRJGjRpV4n2EhoYKCoVCuHv3rlL78+fPhVq1agnh4eFChw4dhAkTJihtNzIyUvq7EARBsLS0FL777julNmdnZ6UxE5VnPMNKJKEpU6bg119/xZYtW3D+/Hm4uLjA29tbJWdFbt++jQMHDiAsLAzbt2/Hxo0b4ePjgwcPHuD48eNYsmQJvvzyS0RHR791PzNmzMDkyZMRGxuL2rVr49NPP0Vubm6x/Y8cOYKqVauibt26OHfuHMaPH4958+YhPj4eYWFhaN++vVL/LVu2wMjICNHR0Vi6dCnmzZuH8PBwAEB+fj569eqF1NRUHD9+HOHh4bhz5454tnnAgAH44osv4ObmJp61GjBgAH799VesWrUK3377LW7evIm9e/eiQYMGxdYcExODnJwceHp6im1169ZF9erVERUVpdTX398flStXRsuWLfHDDz9AeMe9V06ePInmzZuLzydPnoxNmzYBgFhzSRV8VV8aUVFRaN++PfT09MQ2b29vxMfH49mzZyXax9atW1GpUiV8/PHHYtu+ffvQvHlzLF26FFWrVkXt2rUxefJkvHz5ssh9CIKAI0eOID4+vtAxUFqZmZno3r07jhw5ggsXLqBr167o0aMH7t+/L/YZMmQItm/fjuDgYMTFxeHbb7+FsbExAODhw4do37499PX1cfToUcTExGDYsGHicR0REfHOebRRUVFKxwvw5nP99/HyNhs3boSnpyccHR2V2v39/eHj41No/wXatGmDnTt3IjU1Ffn5+dixYwdevXqFjh07KvVr2bIlTpw4UeJ6iORMR+oCiDRVVlYW1q1bh82bN4vzRr/77juEh4dj48aNCAoK+qD95+fn44cffoCJiQlcXV3h4eGB+Ph4/Pnnn9DS0kKdOnWwZMkSHDt2DK1atSp2P5MnT4aPjw8AYO7cuXBzc8OtW7dQt27dIvv/czrA/fv3YWRkhP/85z8wMTGBo6MjmjRpotS/YcOG4ly7WrVqYe3atThy5Ai6dOmCI0eO4PLly0hISICDgwOAN+HJzc0NZ8+eRYsWLWBsbAwdHR2lr9Hv378PW1tbeHp6QldXF9WrV0fLli2LHWNSUhL09PQKXUBmY2ODpKQk8fm8efPQqVMnVKpUCYcOHcLYsWORmZmJ8ePHF7nftLQ0pKenw97eXmwzNjYW36e0X/2bmZkpfeVeEklJSXB2dlZqs7GxEbdZWFi8cx8bN27EoEGDYGhoKLbduXMHJ0+ehIGBAUJDQ/HkyROMHTsWT58+FQM5AKSnp6Nq1arIzs6GtrY2vvnmG3Tp0qVUY/i3Ro0aoVGjRuLzr776CqGhodi3bx8CAgJw48YN7Nq1C+Hh4WLoq1Gjhtg/JCQEZmZm2LFjB3R1dQFA6dbDlSpVQp06dcRtRUlKShI/xwL/Pl7e5tGjRzhw4AB+/vlnpfYdO3bg/PnzOHv2bLGv3bVrFwYMGAArKyvo6OigUqVKCA0NhYuLi1I/e3t7pWkCROUZz7ASSeT27dvIyclRmtuoq6uLli1bIi4ursT7MTY2Fh+jR48W252cnGBiYiI+t7GxgaurK7S0tJTa/nkRTVH+OYfOzs4OAIp9jSAI+P3338XA2qVLFzg6OqJGjRoYPHgwtm3bhhcvXhS7/4L3KNh/XFwcHBwcxLAKAK6urjA3N3/rZ/TJJ5/g5cuXqFGjBkaMGIHQ0FDx7NnChQuVPrN/npV7l5kzZ6Jt27Zo0qQJpk6diilTpmDZsmXF9i8422hgYFDi93ibPn364Pr16yrZV0lFRUUhLi4Ow4cPV2rPz8+HQqHAtm3b0LJlS3Tv3h0rV67Eli1blM6ympiYIDY2FmfPnsWCBQsQGBiIiIiID6opMzMTkydPRr169WBubg5jY2PExcWJf5exsbHQ1tZGhw4dinx9bGws2rVrV2wgbdmyJa5fv46qVat+UJ1vs2XLFpibmyvNgU5MTMSECROwbdu2tx4zM2fORFpaGg4fPoxz584hMDAQ/fv3x+XLl5X6GRoaFvr3RlRe8QwrUTkXGxsr/tnU1FT8879/GCsUiiLb8vPz37r/f76m4Ovo4l5z5swZ5Obmok2bNgDehJXz588jIiIChw4dwqxZszBnzhycPXtWPMv4PjW9i4ODA+Lj43H48GGEh4dj7NixWLZsGY4fP47Ro0ejf//+Yl97e3vY2tri9evXSEtLUzrLmpyc/NazoK1atcJXX32F7OzsIi9Ws7KygkKhKPFX7+pga2tbaLWDguclOcP7/fffo3HjxmjWrJlSu52dHapWrQozMzOxrV69ehAEAQ8ePECtWrUAAFpaWuKZv8aNGyMuLg6LFi0q9PV1aUyePBnh4eFYvnw5XFxcYGhoiI8//hivX78GAKUzwUV51/aSKO5zLclnKggCfvjhBwwePFhpqkZMTAxSUlLQtGlTsS0vLw+RkZFYu3YtsrOzcffuXaxduxZXrlwRVxdo1KgRTpw4gZCQEKxfv158bWpqKqpUqfKhQyWSBZ5hJZJIzZo1oaenh1OnToltOTk5OHv2LFxdXUu8HxcXF/FR1BX7Zem3336Dj48PtLW1xTYdHR14enpi6dKluHTpEu7evYujR4+WaH/16tVDYmIiEhMTxbZr164hLS1N/Iz09PSQl5dX6LWGhobo0aMHgoODERERgaioKFy+fBmWlpZKn5mOjg6aNWsGXV1dHDlyRHx9fHw87t+/D3d392Lri42NhYWFRbErK+jp6cHV1RXXrl0r0XjVwd3dHZGRkcjJyRHbwsPDUadOnXdOB8jMzMSuXbsKnV0FgLZt2+LRo0fIzMwU227cuAEtLS1Uq1at2H3m5+cjOzv7PUby/506dQqfffYZ+vTpgwYNGsDW1lZpvmmDBg2Qn5+P48ePF/n6hg0b4sSJE0qfSWm5u7srHS/Am8/1bcdLgePHj+PWrVuFPtfOnTvj8uXLiI2NFR/NmzeHr6+veNa44IzpP78pAQBtbe1Cv+hduXKl0BQcovKKgZVIIkZGRhgzZgyCgoIQFhaGa9euYcSIEXjx4oXSD7Jbt24hNjYWSUlJePnypfiDrOBskpzs27dPaTmr/fv3Izg4GLGxsbh37x62bt2K/Pz8Es/D9PT0RIMGDeDr64vz58/jzJkzGDJkCDp06CBeyOTk5ISEhATExsbiyZMnyM7OxubNm7Fx40ZcuXIFd+7cwU8//QRDQ8NCF7cUMDMzw/DhwxEYGIhjx44hJiYGQ4cOhbu7O1q3bg0A+P333/H999/jypUruHXrFtatW4eFCxdi3Lhxbx2Dt7c3Tp48+c6xvn79Wunv9uHDh4iNjcWtW7fEPqGhocXOHS7OoEGDoKenh+HDh+Pq1avYuXMn1qxZg8DAwHfud+fOncjNzcV///vfIvdrZWWFoUOH4tq1a4iMjERQUBCGDRsmnsFctGiReKFcXFwcVqxYgR9//LHI/ZVGrVq1sGfPHsTGxuLixYsYNGiQUlhzcnKCn58fhg0bhr179yIhIQERERHYtWsXACAgIAAZGRkYOHAgzp07h5s3b+LHH39EfHw8gDffFNStWxcPHz4stoYJEyYgLCwMK1aswPXr1zFnzhycO3cOAQEBYp/p06djyJAhhV67ceNGtGrVCvXr11dqNzExQf369ZUeRkZGsLKyEvvWrVsXLi4uGDVqFM6cOYPbt29jxYoVCA8PV5pe8OLFC8TExBS6YQVRuSXpGgVEGu7ly5fCuHHjhMqVKxe7rFWHDh0KLYOEdyz7U9QSWH5+fkKvXr0K7fufS+agiGWtLly4IG5/9uyZAEA4duyYIAjKy1rdunVL0NfXFzIzM8X+J06cEDp06CBYWFiIy2Lt3Lmz2PcXBEHo1auX4OfnJz5/27JWgvBm+aJ+/foJ5ubm4rJWoaGhQqtWrQRTU1PByMhIaN26tXD48OFiPy9BePN3MXbsWMHCwkKoVKmS0KdPH+Hx48fi9gMHDgiNGzcWjI2NBSMjI6FRo0bC+vXrhby8vLfu9+rVq4KhoaGQlpYmtoWGhhZazqrg8/73o0OHDmKfgmW8SuvixYvCRx99JOjr6wtVq1YVFi9erLS9uP26u7sLgwYNKna/cXFxgqenp2BoaChUq1ZNCAwMFF68eCFunzFjhuDi4iIYGBgIFhYWgru7u7Bjx4531vuu4zshIUHw8PAQDA0NBQcHB2Ht2rWFjqWXL18KkyZNEuzs7AQ9PT3BxcVF+OGHH5Q+Ey8vL6FSpUqCiYmJ0K5dO+H27duCIAjCsWPH3lmDIAjCrl27hNq1awt6enqCm5ub8Mcffyht9/PzU/r7E4Q3S6gZGhoKGzZseOfnIAhF/xu5ceOG0LdvX8Ha2lqoVKmS0LBhw0LLXP3888+lWrqMSO4UgvCONVmIiEpg5cqVOHz48Dvv9qOJPvnkEzRt2hTTp0+XupRyQaFQICEhAU5OTlKXUm61bt0a48ePx6BBg6QuhUglOCWAiFSiWrVqDGTFWLZsmbgGKJG6PXnyBH379sWnn34qdSlEKsMzrEREJCs8w0pE/8YzrEREJCuzZ88udBMHItJsPMNKRERERLLGM6xEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGv/D9ubl9JomBEzAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-10 **********\n","o1-mini/shots-10\n","不是 1478\n","是 993\n","不重要 263\n","问法错误 137\n","回答正确 112\n","回答: 是 7\n","回答: 问法错误 6\n","回答: 不是 2\n","回答: 回答正确 1\n","回答: 不重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-20 **********\n","o1-mini/shots-20\n","不是 1522\n","是 1012\n","不重要 237\n","问法错误 121\n","回答正确 92\n","回答: 不是 5\n","回答: 回答正确 4\n","回答: 问法错误 3\n","回答: 是 1\n","**不是** 1\n","回答错误 1\n","**回答:** 不是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-30 **********\n","o1-mini/shots-30\n","不是 1570\n","是 1021\n","不重要 208\n","问法错误 119\n","回答正确 75\n","回答: 是 5\n","回答: 问法错误 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-40 **********\n","o1-mini/shots-40\n","不是 1591\n","是 1028\n","不重要 183\n","问法错误 111\n","回答正确 80\n","回答: 是 3\n","回答: 问法错误 2\n","```\\n不是\\n``` 1\n","回答: 不是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-50 **********\n","o1-mini/shots-50\n","不是 1590\n","是 1049\n","不重要 171\n","问法错误 109\n","回答正确 74\n","回答: 是 4\n","回答: 回答正确 3\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-00 **********\n","o1-preview/shots-00\n","不是 1519\n","是 999\n","问法错误 322\n","不重要 97\n","回答正确 57\n","回答: 是 6\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-05 **********\n","o1-preview/shots-05\n","不是 1445\n","是 1041\n","问法错误 286\n","不重要 103\n","回答正确 62\n","回答: 是 36\n","回答: 不是 16\n","回答: 问法错误 9\n","回答: 回答正确 2\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-10 **********\n","o1-preview/shots-10\n","不是 1478\n","是 1061\n","问法错误 232\n","不重要 122\n","回答正确 69\n","回答: 是 25\n","回答: 不是 8\n","回答: 问法错误 5\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK 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qavkWTEREROWGgZUqjIKCAgDARx99hH79+qFFixbYuHEjVCoVfv75Z5mrIyIiorLCwEqKYGtrCwBITk7WaE9OTpb67OzsAGiuWTU2NkatWrWQmJhYTpUSERFReWNgJUVwcXGBra0tDh06JLVlZGQgMjISHh4eACBtVRUfHy+NycvLw40bN+Dk5FTuNRMREVH54C4BVG4yMzNx9epV6XlCQgJiYmJgZWUFR0dHTJo0CZ988gnq1q0LFxcXzJkzB/b29tI+q+bm5hg1ahTmzZsHBwcHODk5YcWKFQCA/v37S8e9evUqMjMzkZSUhEePHiEmJgbA05lZIyOjcvu8REREpB0MrFRuTp8+DU9PT+n5lClTAAABAQHYtGkTpk+fjqysLIwYMQJpaWl44403EBISAhMTE+k1K1asgIGBAYYMGYJHjx6hTZs2OHz4MCwtLaUx77//PsLDw6XnzZo1A/A0IDs7O5fxpyQiIiJtUwkhhNxFlIWMjAyo1Wqkp6fD3Nz8Px/PeebvWqiqbNxY6id3CcVS6nlT8jkjIiJ6XZQ0r3ENKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpWqkDa0REBHr06AF7e3uoVCrs3r1bo18Igblz58LOzg6mpqbw8vLClStXNMakpqbC398f5ubmsLCwQGBgIDIzMzXGnDt3Dh06dICJiQkcHBywfPny0n86IiIiIqrwSh1Ys7Ky0KRJE6xdu7bI/uXLlyM4OBjr169HZGQkzMzM4OPjg8ePH0tj/P39ERsbi9DQUOzduxcREREYMWKE1J+RkQFvb284OTkhKioKK1aswPz587Fhw4ZX+IhEREREVJGV+tasvr6+8PX1LbJPCIGgoCDMnj0bvXr1AgBs2bIFNjY22L17NwYNGoS4uDiEhITg1KlTaNmyJQBg9erV6N69Oz799FPY29tj69atyM3NxbfffgsjIyO4ubkhJiYGK1eu1Ai2RERERKT7tLqGNSEhAUlJSfDy8pLa1Go12rRpgxMnTgAATpw4AQsLCymsAoCXlxf09PQQGRkpjenYsSOMjIykMT4+PoiPj8eDBw+KfO+cnBxkZGRoPIiIiIio4tNqYE1KSgIA2NjYaLTb2NhIfUlJSbC2ttboNzAwgJWVlcaYoo7x7/d43pIlS6BWq6WHg4PDf/9ARERERCQ7ndklYNasWUhPT5cet27dkrskIiIiItICrQZWW1tbAEBycrJGe3JystRna2uLlJQUjf4nT54gNTVVY0xRx/j3ezzP2NgY5ubmGg8iIiIiqvi0GlhdXFxga2uLQ4cOSW0ZGRmIjIyEh4cHAMDDwwNpaWmIioqSxhw+fBgFBQVo06aNNCYiIgJ5eXnSmNDQUNSvXx+WlpbaLJmIiIiIFK7UgTUzMxMxMTGIiYkB8PRCq5iYGCQmJkKlUmHSpEn45JNPsGfPHpw/fx7vvvsu7O3t0bt3bwBAw4YN0a1bNwwfPhwnT57EsWPHMG7cOAwaNAj29vYAgMGDB8PIyAiBgYGIjY3FTz/9hM8//xxTpkzR2gcnIiIiooqh1NtanT59Gp6entLzZyEyICAAmzZtwvTp05GVlYURI0YgLS0Nb7zxBkJCQmBiYiK9ZuvWrRg3bhy6du0KPT099OvXD8HBwVK/Wq3GgQMHMHbsWLRo0QLVqlXD3LlzuaUVERER0WtIJYQQchdRFjIyMqBWq5Genq6V9azOM3/XQlVl48ZSP7lLKJZSz5uSzxkREdHroqR5TWd2CSAiIiIi3cTASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKpvXAmp+fjzlz5sDFxQWmpqaoXbs2Pv74YwghpDFCCMydOxd2dnYwNTWFl5cXrly5onGc1NRU+Pv7w9zcHBYWFggMDERmZqa2yyUiIiIihdN6YF22bBnWrVuHNWvWIC4uDsuWLcPy5cuxevVqaczy5csRHByM9evXIzIyEmZmZvDx8cHjx4+lMf7+/oiNjUVoaCj27t2LiIgIjBgxQtvlEhEREZHCGWj7gMePH0evXr3g5+cHAHB2dsa2bdtw8uRJAE9nV4OCgjB79mz06tULALBlyxbY2Nhg9+7dGDRoEOLi4hASEoJTp06hZcuWAIDVq1eje/fu+PTTT2Fvb1/ofXNycpCTkyM9z8jI0PZHIyIiIiIZaH2GtV27djh06BAuX74MADh79iyOHj0KX19fAEBCQgKSkpLg5eUlvUatVqNNmzY4ceIEAODEiROwsLCQwioAeHl5QU9PD5GRkUW+75IlS6BWq6WHg4ODtj8aEREREclA6zOsM2fOREZGBho0aAB9fX3k5+dj0aJF8Pf3BwAkJSUBAGxsbDReZ2NjI/UlJSXB2tpas1ADA1hZWUljnjdr1ixMmTJFep6RkcHQSkRERKQDtB5Yt2/fjq1bt+KHH36Am5sbYmJiMGnSJNjb2yMgIEDbbycxNjaGsbFxmR2fiIiIiOSh9cA6bdo0zJw5E4MGDQIAuLu74+bNm1iyZAkCAgJga2sLAEhOToadnZ30uuTkZDRt2hQAYGtri5SUFI3jPnnyBKmpqdLriYiIiOj1oPU1rNnZ2dDT0zysvr4+CgoKAAAuLi6wtbXFoUOHpP6MjAxERkbCw8MDAODh4YG0tDRERUVJYw4fPoyCggK0adNG2yUTERERkYJpfYa1R48eWLRoERwdHeHm5obo6GisXLkSw4YNAwCoVCpMmjQJn3zyCerWrQsXFxfMmTMH9vb26N27NwCgYcOG6NatG4YPH47169cjLy8P48aNw6BBg4rcIYCIiIiIdJfWA+vq1asxZ84cjBkzBikpKbC3t8fIkSMxd+5cacz06dORlZWFESNGIC0tDW+88QZCQkJgYmIijdm6dSvGjRuHrl27Qk9PD/369UNwcLC2yyUiIiIihVOJf9+CSodkZGRArVYjPT0d5ubm//l4zjN/10JVZePGUj+5SyiWUs+bks8ZERHR66KkeU3ra1iJiIiIiLSJgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBStTALrnTt38M4776Bq1aowNTWFu7s7Tp8+LfULITB37lzY2dnB1NQUXl5euHLlisYxUlNT4e/vD3Nzc1hYWCAwMBCZmZllUS4RERERKZjWA+uDBw/Qvn17GBoaYt++fbh48SI+++wzWFpaSmOWL1+O4OBgrF+/HpGRkTAzM4OPjw8eP34sjfH390dsbCxCQ0Oxd+9eREREYMSIEdoul4iIiIgUzkDbB1y2bBkcHBywceNGqc3FxUX6tRACQUFBmD17Nnr16gUA2LJlC2xsbLB7924MGjQIcXFxCAkJwalTp9CyZUsAwOrVq9G9e3d8+umnsLe313bZRERERKRQWp9h3bNnD1q2bIn+/fvD2toazZo1w1dffSX1JyQkICkpCV5eXlKbWq1GmzZtcOLECQDAiRMnYGFhIYVVAPDy8oKenh4iIyOLfN+cnBxkZGRoPIiIiIio4tN6YL1+/TrWrVuHunXrYv/+/Rg9ejQmTJiAzZs3AwCSkpIAADY2Nhqvs7GxkfqSkpJgbW2t0W9gYAArKytpzPOWLFkCtVotPRwcHLT90YiIiIhIBloPrAUFBWjevDkWL16MZs2aYcSIERg+fDjWr1+v7bfSMGvWLKSnp0uPW7dulen7EREREVH50HpgtbOzg6urq0Zbw4YNkZiYCACwtbUFACQnJ2uMSU5OlvpsbW2RkpKi0f/kyROkpqZKY55nbGwMc3NzjQcRERERVXxaD6zt27dHfHy8Rtvly5fh5OQE4OkFWLa2tjh06JDUn5GRgcjISHh4eAAAPDw8kJaWhqioKGnM4cOHUVBQgDZt2mi7ZCIiIiJSMK3vEjB58mS0a9cOixcvxoABA3Dy5Els2LABGzZsAACoVCpMmjQJn3zyCerWrQsXFxfMmTMH9vb26N27N4CnM7LdunWTlhLk5eVh3LhxGDRoEHcIICIiInrNaD2wtmrVCrt27cKsWbOwcOFCuLi4ICgoCP7+/tKY6dOnIysrCyNGjEBaWhreeOMNhISEwMTERBqzdetWjBs3Dl27doWenh769euH4OBgbZdLRERERAqnEkIIuYsoCxkZGVCr1UhPT9fKelbnmb9roaqycWOpn9wlFEup503J54yIiOh1UdK8Via3ZiUiIiIi0hYGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJStDIPrEuXLoVKpcKkSZOktsePH2Ps2LGoWrUqKleujH79+iE5OVnjdYmJifDz80OlSpVgbW2NadOm4cmTJ2VdLhEREREpTJkG1lOnTuHLL79E48aNNdonT56M3377DT///DPCw8Nx9+5d9O3bV+rPz8+Hn58fcnNzcfz4cWzevBmbNm3C3Llzy7JcIiIiIlKgMgusmZmZ8Pf3x1dffQVLS0upPT09Hd988w1WrlyJLl26oEWLFti4cSOOHz+Ov/76CwBw4MABXLx4Ed9//z2aNm0KX19ffPzxx1i7di1yc3PLqmQiIiIiUqAyC6xjx46Fn58fvLy8NNqjoqKQl5en0d6gQQM4OjrixIkTAIATJ07A3d0dNjY20hgfHx9kZGQgNja2yPfLyclBRkaGxoOIiIiIKj6Dsjjojz/+iDNnzuDUqVOF+pKSkmBkZAQLCwuNdhsbGyQlJUlj/h1Wn/U/6yvKkiVLsGDBAi1UT0RERERKovUZ1lu3bmHixInYunUrTExMtH34Ys2aNQvp6enS49atW+X23kRERERUdrQeWKOiopCSkoLmzZvDwMAABgYGCA8PR3BwMAwMDGBjY4Pc3FykpaVpvC45ORm2trYAAFtb20K7Bjx7/mzM84yNjWFubq7xICIiIqKKT+uBtWvXrjh//jxiYmKkR8uWLeHv7y/92tDQEIcOHZJeEx8fj8TERHh4eAAAPDw8cP78eaSkpEhjQkNDYW5uDldXV22XTEREREQKpvU1rFWqVEGjRo002szMzFC1alWpPTAwEFOmTIGVlRXMzc0xfvx4eHh4oG3btgAAb29vuLq6YsiQIVi+fDmSkpIwe/ZsjB07FsbGxtoumYiIiIgUrEwuunqZVatWQU9PD/369UNOTg58fHzwxRdfSP36+vrYu3cvRo8eDQ8PD5iZmSEgIAALFy6Uo1wiIiIiklG5BNawsDCN5yYmJli7di3Wrl1b7GucnJzwxx9/lHFlRERERKR0ZX5rViIiIiKi/4KBlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGVqAJZsmQJWrVqhSpVqsDa2hq9e/dGfHy8xpiRI0eidu3aMDU1RfXq1dGrVy9cunRJ6j979izefvttODg4wNTUFA0bNsTnn39e3h+FiIioxBhYiSqQ8PBwjB07Fn/99RdCQ0ORl5cHb29vZGVlSWNatGiBjRs3Ii4uDvv374cQAt7e3sjPzwcAREVFwdraGt9//z1iY2Px0UcfYdasWVizZo1cH4uIiOiFVEIIIXcRZSEjIwNqtRrp6ekwNzf/z8dznvm7FqoqGzeW+sldQrGUet6UfM5K4/79+7C2tkZ4eDg6duxY5Jhz586hSZMmuHr1KmrXrl3kmLFjxyIuLg6HDx8uy3KJiIg0lDSvcYaVqAJLT08HAFhZWRXZn5WVhY0bN8LFxQUODg4vPE5xxyAiIpIbAytRBVVQUIBJkyahffv2aNSokUbfF198gcqVK6Ny5crYt28fQkNDYWRkVORxjh8/jp9++gkjRowoj7KJiIhKjYGVqIIaO3YsLly4gB9//LFQn7+/P6KjoxEeHo569ephwIABePz4caFxFy5cQK9evTBv3jx4e3uXR9lERESlZiB3AURUeuPGjcPevXsRERGBmjVrFupXq9VQq9WoW7cu2rZtC0tLS+zatQtvv/22NObixYvo2rUrRowYgdmzZ5dn+URERKXCGVaiCkQIgXHjxmHXrl04fPgwXFxcSvQaIQRycnKkttjYWHh6eiIgIACLFi0qy5KJiIj+M86wElUgY8eOxQ8//IBff/0VVapUQVJSEoCnM6qmpqa4fv06fvrpJ3h7e6N69eq4ffs2li5dClNTU3Tv3h3A02UAXbp0gY+PD6ZMmSIdQ19fH9WrV5ftsxERERWHgZVIYV60FdjNdesAAJ07d9Zor9p9Eiq7e+HJw3/wT8gvmP3JchQ8zoS+mQWMHdxg0XcxWq88BQBIO7oV6ffv4/vvv8f3338vHUPf3Bo1R3/7wtp0ZTswIiKqWBhYiSoQpxl7X9hvUKUqbPoveOEYizf8YfGGvzbLIiIiKlNcw0pEREREiqb1wFqSe50/fvwYY8eORdWqVVG5cmX069cPycnJGmMSExPh5+eHSpUqwdraGtOmTcOTJ0+0XS4RERERKZzWA2tJ7nU+efJk/Pbbb/j5558RHh6Ou3fvom/fvlJ/fn4+/Pz8kJubi+PHj2Pz5s3YtGkT5s6dq+1yiYiIiEjhtL6GNSQkROP5pk2bYG1tjaioKHTs2BHp6en45ptv8MMPP6BLly4AgI0bN6Jhw4b466+/0LZtWxw4cAAXL17EwYMHYWNjg6ZNm+Ljjz/GjBkzMH/+/GLv2ENEREREuqfM17A+f6/zqKgo5OXlwcvLSxrToEEDODo64sSJEwCAEydOwN3dHTY2NtIYHx8fZGRkIDY2tsj3ycnJQUZGhsaDiIiIiCq+Mg2sRd3rPCkpCUZGRrCwsNAYa2NjI+0HmZSUpBFWn/U/6yvKkiVLpLv7qNVqODg4aPnTEBEREZEcyjSwvuhe59o2a9YspKenS49bt26V+XsSERERUdkrs31Yi7vXua2tLXJzc5GWlqYxy5qcnAxbW1tpzMmTJzWO92wXgWdjnmdsbAxjY2MtfwoiIiIikpvWZ1hfdq/zFi1awNDQEIcOHZLa4uPjkZiYCA8PDwCAh4cHzp8/j5SUFGlMaGgozM3N4erqqu2SiYiIiEjBtD7D+rJ7navVagQGBmLKlCmwsrKCubk5xo8fDw8PD7Rt2xYA4O3tDVdXVwwZMgTLly9HUlISZs+ejbFjx3IWlYiIiOg1o/XAuq6Ye51v3LgR7733HgBg1apV0NPTQ79+/ZCTkwMfHx988cUX0lh9fX3s3bsXo0ePhoeHB8zMzBAQEICFCxdqu1wiIiIiUrgyWRJQ1ONZWAUAExMTrF27FqmpqcjKysLOnTsLrU11cnLCH3/8gezsbNy/fx+ffvopDAzKbMktEemwiIgI9OjRA/b29lCpVNi9e7fUl5eXhxkzZsDd3R1mZmawt7fHu+++i7t370pjbty4gcDAQLi4uMDU1BS1a9fGvHnzkJubK8OnISJ6/ZT5PqxERHLLyspCkyZNsHbt2kJ92dnZOHPmDObMmYMzZ85g586diI+PR8+ePaUxly5dQkFBAb788kvExsZi1apVWL9+PT788MPy/BhERK8tTlkSkc7z9fWFr69vkX1qtRqhoaEabWvWrEHr1q2RmJgIR0dHdOvWDd26dZP6a9Wqhfj4eKxbtw6ffvppmdZOREScYSUiKiQ9PR0qlarQDU6eH/PsDn5ERFS2GFiJiP7l8ePHmDFjBt5++22Ym5sXOebq1atYvXo1Ro4cWc7VERG9nhhYiYj+v7y8PAwYMABCCGnHk+fduXMH3bp1Q//+/TF8+PByrpCI6PXENaxERPhfWL158yYOHz5c5Ozq3bt34enpiXbt2mHDhg0yVElE9HpiYCWi196zsHrlyhUcOXIEVatWLTTmzp078PT0RIsWLbBx40bo6fELKiKi8sLASkQ6LzMzE1evXpWeJyQkICYmBlZWVrCzs8Nbb72FM2fOYO/evcjPz5fu0GdlZQUjIyPcuXMHnTt3hpOTEz799FPcv39fOtbze0gTEZH2MbASkU5wnvl7sX2PE88hedv/9kydMmUKAMCsUVdYvDEYd/bsAQA0bdpU43U2by+GiWNjZJ4/iH+uXsXVq1dRs2ZNjTFOM/a+sK4bS/1K8zGIiKgIDKxEpPNMHBu/MFi+LHRWdvdCZXcvbZdVId25cwczZszAvn37kJ2djTp16mDjxo1o2bIlACA5ORkzZszAgQMHkJaWho4dO2L16tWoW7euzJUTUUXGRVhERFQiDx48QPv27WFoaIh9+/bh4sWL+Oyzz2BpaQng6a25e/fujevXr+PXX39FdHQ0nJyc4OXlhaysLJmrJ6KKjDOsRERUIsuWLYODgwM2btwotbm4uEi/vnLlCv766y9cuHABbm5uAIB169bB1tYW27Ztw/vvv1/uNRORbuAMKxERlciePXvQsmVL9O/fH9bW1mjWrBm++uorqT8nJwcAYGJiIrXp6enB2NgYR48eLfd6iUh3MLASEVGJXL9+HevWrUPdunWxf/9+jB49GhMmTMDmzZsBAA0aNICjoyNmzZqFBw8eIDc3F8uWLcPt27dx7949masnooqMSwKIiKhECgoK0LJlSyxevBgA0KxZM1y4cAHr169HQEAADA0NsXPnTgQGBsLKygr6+vrw8vKCr68vhBAyV09EFRlnWImIqETs7Ozg6uqq0dawYUMkJiZKz1u0aIGYmBikpaXh3r17CAkJwT///INatWqVd7lEpEMYWImIqETat2+P+Ph4jbbLly/Dycmp0Fi1Wo3q1avjypUrOH36NHr16lVeZRKRDuKSACIiKpHJkyejXbt2WLx4MQYMGICTJ09iw4YN2LBhgzTm559/RvXq1eHo6Ijz589j4sSJ6N27N7y9vWWsnIgqOs6wEhFRibRq1Qq7du3Ctm3b0KhRI3z88ccICgqCv7+/NObevXsYMmQIGjRogAkTJmDIkCHYtm2bjFXLa8mSJWjVqhWqVKkCa2tr9O7du9AsdefOnaFSqTQeo0aNkqliImXiDCsR0WvqRbezLZ4K8FsKWwCPACy6BizSOE5t6Puvh/3/f/ZdHvDd3NBSv4uu3NI2PDwcY8eORatWrfDkyRN8+OGH8Pb2xsWLF2FmZiaNGz58OBYuXCg9r1SpkhzlEikWAysREVEZCQkJ0Xi+adMmWFtbIyoqCh07dpTaK1WqBFtb2/Iuj6jC4JIAIiKicpKeng4AsLKy0mjfunUrqlWrhkaNGmHWrFnIzs6WozzFys/Px5w5c+Di4gJTU1PUrl0bH3/8MbdLe41whpWIiKgcFBQUYNKkSWjfvj0aNWoktQ8ePBhOTk6wt7fHuXPnMGPGDMTHx2Pnzp0yVqssy5Ytw7p167B582a4ubnh9OnTGDp0KNRqNSZMmCB3eYo1f/58LFiwQKOtfv36uHTpkkwVvToGViIionIwduxYXLhwodBtakeMGCH92t3dHXZ2dujatSuuXbuG2rVrl3eZinT8+HH06tULfn5P1zY7Oztj27ZtOHnypMyVKZ+bmxsOHjwoPTcwqJjRj0sCiIiIyti4ceOwd+9eHDlyBDVr1nzh2DZt2gAArl69Wh6lVQjt2rXDoUOHcPnyZQDA2bNncfToUfj6+spcmfIZGBjA1tZWelSrVk3ukl5JxYzZREREFYAQAuPHj8euXbsQFhYGFxeXl74mJiYGwNM7i9FTM2fOREZGBho0aAB9fX3k5+dj0aJFGluqUdGuXLkCe3t7mJiYwMPDA0uWLIGjo6PcZZUaAysREVEZGTt2LH744Qf8+uuvqFKlCpKSkgA8vROYqakprl27hh9++AHdu3dH1apVce7cOUyePBkdO3ZE48aNZa5eObZv346tW7fihx9+gJubG2JiYjBp0iTY29sjICBA7vIUq02bNti0aRPq16+Pe/fuYcGCBejQoQMuXLiAKlWqyF1eqTCwEhERlUJp9q+9uW4dgKc3B/i3qt0nobK7F55k3Mffe7dj/uIVKMh7DAPzaqhU1wN5zQeVep9cXdm7tijTpk3DzJkzMWjQIABP1/revHkTS5YsYWB9gX8vmWjcuDHatGkDJycnbN++HYGBgTJWVnoMrERERGXEacbeF/YbmFeH7eCl5VRNxZWdnQ09Pc3LbvT19VFQUCBTRRWThYUF6tWrVyHXRyv6oqu1a9fC2dkZJiYmaNOmDa8GJCIieg316NEDixYtwu+//44bN25g165dWLlyJfr06SN3aRVKZmYmrl27ViHXRys2sP7000+YMmUK5s2bhzNnzqBJkybw8fFBSkqK3KURERFROVq9ejXeeustjBkzBg0bNsTUqVMxcuRIfPzxx3KXpmhTp05FeHg4bty4gePHj6NPnz7Q19fH22+/LXdppabYJQErV67E8OHDMXToUADA+vXr8fvvv+Pbb7/FzJkzC43PyclBTk6O9PzZ3UQyMjK0Uk9BjnLvOqKtz1gWlHreeM5eDc9b6fGcvRqet9JT8jlrNG//fz+Iqj3Qtz2qA8gDsCUL2DLj1/982AsLfP7zMcrKfz1vf/9xAqvWf4uCxw+hb2oOI/sGsPi/uWixOOw/HVeb5+zZz+3L7lqmEgq8r1lubi4qVaqEHTt2oHfv3lJ7QEAA0tLS8OuvhX9Ai7qbAxEREREp361bt164R7EiZ1j//vtv5Ofnw8bGRqPdxsam2NuJzZo1C1OmTJGeFxQUIDU1FVWrVoVKpSrTeksrIyMDDg4OuHXrFszNzeUup0LgOXs1PG+lx3P2anjeSo/n7NXwvJWeks+ZEAIPHz6Evb39C8cpMrC+CmNjYxgbG2u0WVhYyFNMCZmbmyvuB0fpeM5eDc9b6fGcvRqet9LjOXs1PG+lp9RzplarXzpGkRddVatWDfr6+khOTtZoT05Ohq2trUxVEREREZEcFBlYjYyM0KJFCxw6dEhqKygowKFDh+Dh4SFjZURERERU3hS7JGDKlCkICAhAy5Yt0bp1awQFBSErK0vaNaAiMzY2xrx58wotYaDi8Zy9Gp630uM5ezU8b6XHc/ZqeN5KTxfOmSJ3CXhmzZo1WLFiBZKSktC0aVMEBwejTZs2cpdFREREROVI0YGViIiIiEiRa1iJiIiIiJ5hYCUiIiIiRWNgJSIiIiJFY2AlIqJSefLkCbZs2VJor2wiorLCi65IkR49egQhBCpVqgQAuHnzJnbt2gVXV1d4e3vLXB0RVapUCXFxcXBycpK7FMXbtm0bHj58WOLx1tbW6N27d9kVVAH069cP9+7dK/F4V1dXfP3112VYUcWwYsUKPHjwoMTja9asiTFjxpRhRdrDwEqK5O3tjb59+2LUqFFIS0tDgwYNYGhoiL///hsrV67E6NGj5S5RkbKysrB06VIcOnQIKSkpKCgo0Oi/fv26TJUp25YtWzBw4MBCexTm5ubixx9/xLvvvitTZcrVuXNnTJ48Gb169ZK7FMVr1KgRpk+fjpL+c7t27VqcPHmyjKtStmbNmiE6OrrE41u3bv3anzMAaNy4MdasWVPin7Vp06ZVmPOm2BsH6LJnP0gqlUrmSpTrzJkzWLVqFQBgx44dsLGxQXR0NH755RfMnTuXgbUY77//PsLDwzFkyBDY2dnxZ6yEhg4dim7dusHa2lqj/eHDhxg6dCgDaxHGjBmDKVOm4NatW2jRogXMzMw0+hs3bixTZcpjaGhYqp+hNWvWlGE1FQP/7no1+vr66NixY4nHV6Q5SwbWcrRlyxasWLECV65cAQDUq1cP06ZNw5AhQ2SuTHmys7NRpUoVAMCBAwfQt29f6OnpoW3btrh586bM1SnXvn378Pvvv6N9+/Zyl1KhCCGK/Afy9u3bUKvVMlSkfIMGDQIATJgwQWpTqVTSuczPz5erNMUpbfhiWKNXpcs/awys5WTlypWYM2cOxo0bJ4WJo0ePYtSoUfj7778xefJkmStUljp16mD37t3o06cP9u/fL52flJQUmJuby1ydcllaWsLKykruMiqMZs2aQaVSQaVSoWvXrjAw+N9fifn5+UhISEC3bt1krFC5EhIS5C6BiF4jDKzlZPXq1Vi3bp3G10I9e/aEm5sb5s+fz8D6nLlz52Lw4MGYPHkyunTpAg8PDwBPZ1ubNWsmc3XK9fHHH2Pu3LnYvHmzdMEaFe/ZhS0xMTHw8fFB5cqVpT4jIyM4OzujX79+MlWnbLzYiojKEwNrObl37x7atWtXqL1du3aluhLydfHWW2/hjTfewL1799CkSROpvWvXrujTp4+MlSnbZ599hmvXrsHGxgbOzs4wNDTU6D9z5oxMlSnTvHnzAADOzs4YOHAgTExMZK6oYvnuu++wfv16JCQk4MSJE3ByckJQUBBcXFx4Mda/5OXlISIiokRjK9KawrKUlZWFYcOGlWisEILn7f/LycnBli1bSjS2op03BtZyUqdOHWzfvh0ffvihRvtPP/2EunXrylSVstna2iIzMxOhoaHo2LEjTE1N0apVqwq15qa8ve5b4byqgIAAAE93BShqdwVHR0c5ylK0devWYe7cuZg0aRIWLVokrVm1sLBAUFAQA+u/DBkyBPv27Svx+Gc/j6+zffv2IS8vr8TjTU1Ny7CaiuOjjz4q1RZqz2cSJeO2VuXkl19+wcCBA+Hl5SWtYT127BgOHTqE7du3c9bwOf/88w8GDBiAI0eOQKVS4cqVK6hVqxaGDRsGS0tLfPbZZ3KXSDrkypUrGDZsGI4fP67RzguIiufq6orFixejd+/eqFKlCs6ePYtatWrhwoUL6Ny5M/7++2+5S6QKjHvXvpqEhIRSB30HB4cyrEh7OMNaTvr164fIyEisXLkSu3fvBgA0bNgQJ0+e5JrMIkyePBmGhoZITExEw4YNpfaBAwdiypQpDKwvERUVhbi4OACAm5sbf8Ze4r333oOBgQH27t3L7cBKKCEhocifK2NjY2RlZclQEemSRYsWlWrv2mf/eXrd+fr6ol27di89b8929IiNjeU+rFRYixYtsHXrVrnLqBAOHDiA/fv3o2bNmhrtdevW5bZWL5CSkoJBgwYhLCwMFhYWAIC0tDR4enrixx9/RPXq1eUtUKFiYmIQFRWFBg0ayF1KheHi4oKYmJhCF1+FhIRo/CeT6FVw79pXY2pqim+//bbE41u1alWG1WiXntwF6Do9PT3o6+u/8PHvrXToqaysrCKvck9NTS10NyL6n/Hjx+Phw4eIjY1FamoqUlNTceHCBWRkZGjsl0maXF1d+RV2KU2ZMgVjx47FTz/9BCEETp48iUWLFmHWrFmYPn263OVRBafL+4mWJV0+b0xKZWzXrl3F9p04cQLBwcGFLvB4nd29exf29vbo0KEDtmzZgo8//hjA0z9UBQUFWL58OTw9PWWuUrlCQkJw8OBBjRkuV1dXrF27Ft7e3jJWpmzLli3D9OnTsXjxYri7uxfaXYF7/xb2/vvvw9TUFLNnz0Z2djYGDx4Me3t7fP7559JNBYiItIWBtYwVdaVsfHw8Zs6cid9++w3+/v5YuHChDJUpk5ubG9auXYsVK1agS5cuOH36NHJzczF9+nRp1vDYsWNyl6lYBQUFhcIW8PTrNf7HqHheXl4Anm6b9m+86OrF/P394e/vj+zsbGRmZha6tS0RkbYwsJaju3fvYt68edi8eTN8fHwQExODRo0ayV2WoixatAgjR45Et27dcPHiRaxfvx5VqlRBZmYm+vbti7Fjx8LOzk7uMhWrS5cumDhxIrZt2wZ7e3sAwJ07dzB58uRCYYz+58iRI3KXUOF8++238PT0hIuLCypVqsQbVZSQp6cnnJycsGnTJqktICAAt27dwuHDh+UrTGG4d235qEjnjoG1HKSnp2Px4sVYvXo1mjZtikOHDqFDhw5yl6VIY8aMga+vLwIDA+Hm5oYNGzbgo48+krusCmPNmjXo2bMnnJ2dpa1Kbt26hUaNGuH777+XuTrl6tSpk9wlVDhLlizB8OHDUaNGDXTq1AmdOnVC586dUadOHblLUzQnJyfpP5PP1KhRA3p6vKTk37h37atxcnKS7gxZEu7u7mVYjXZxH9Yytnz5cixbtgy2trZYvHgxN9MuhTVr1mDy5Mlo2LBhoQvTeMem4gkhcPDgQVy6dAnA0+3Tnn3lTS+WnZ2NxMRE5ObmarQ3btxYpoqU7c6dOwgLC0NERATCw8Nx5coV2NnZoXPnzvwPEhFpFQNrGdPT04OpqSm8vLygr69f7LidO3eWY1XKd/PmTQwdOhQXLlzAyJEjCwXWZ7fUJNKG+/fvY+jQocXO6HAN64tlZ2fjzz//xLZt27B161YIIfDkyRO5y1KMvLy8Un31qqenx91j6JX069evVLd7d3V1xddff12GFWkP/0SUsXfffbdCbRuhBF999RU++OADeHl5ITY2lnuHvkRwcDBGjBgBExMTBAcHv3Ast7Yq2qRJk5CWlobIyEh07twZu3btQnJyMj755BPepKIYBw4cQFhYGMLCwhAdHY2GDRuiU6dO2LFjBzp27Ch3eYri5uaGmjVrlngz96ysrAqzmTspy/Xr1xEdHV3i8a1bty7DarSLM6ykKN26dcPJkycRFBRUqk2jX2cuLi44ffo0qlatChcXl2LHqVQqXL9+vRwrqzjs7Ozw66+/onXr1jA3N8fp06dRr1497NmzB8uXL8fRo0flLlFx9PT0UL16dXzwwQcYMWKEdKMKKqxZs2alChGtWrXCqVOnyrAi0lXNmzcv1ZK51q1bV5j/HHGGlRQlPz8f586dK3SHKypeQkJCkb+mksvKypK2ZLK0tMT9+/dRr149uLu7c710MVauXImIiAgsX74cn3/+uXTRVefOnVGvXj25y1MUXd7Mnai88LJEUpTQ0FCG1f9g4cKFyM7OLtT+6NEj7vf7AvXr10d8fDwAoEmTJvjyyy9x584drF+/ntuoFWPSpEnYuXMn/v77b4SEhKBdu3YICQlBo0aN+GeYiLSOgZVIhyxYsACZmZmF2rOzs7FgwQIZKqoYJk6cKF2oMG/ePOzbtw+Ojo4IDg7G4sWLZa5OuYQQOHPmDEJDQ7F//34cOXIEBQUFXHdOWuXp6Yn33ntPoy0gIABdunSRpyCSBZcEEOmQZ3dmet7Zs2dhZWUlQ0UVwzvvvCP9ukWLFrh58yYuXboER0dHVKtWTcbKlKtHjx44duwYMjIy0KRJE3Tu3BnDhw9Hx44duZ6VtIp715ZcVlYWhg0bVqKxQogKdeMAXnRFpAMsLS2hUqmQnp4Oc3NzjdCan5+PzMxMjBo1CmvXrpWxSuVauHAhpk6dWuhuTY8ePcKKFSswd+5cmSpTrmnTpqFTp07o0KED1Gq13OUoWps2baCvr1/icGBhYVGqTfOJnrl+/Try8vJKPN7U1BSOjo5lWJH2MLAS6YDNmzdDCIFhw4YhKChII0AYGRnB2dm5VHc/ed3o6+vj3r170oVXz/zzzz+wtrbmPqwllJaWxtlV0gruXftqtm3bhocPH5Z4vLW1NXr37l12BWkRAyuRDgkPD0f79u35F3cp6enpITk5udDay8OHD2PgwIG4f/++TJUp17Jly+Ds7IyBAwcCAAYMGIAdO3bAzs4Of/zxB5o0aSJzhcoxceLEUv0M1alT57W/SLJevXrcu/YVNGrUCNOnTy9x2F+7dm2FOW/8V41Ih1SpUgVxcXHS/aF//fVXbNy4Ea6urpg/fz6MjIxkrlBZni2lUKlUqFevXrFLKaiw9evXY+vWrQCe7u4RGhqKkJAQbN++HdOmTcOBAwdkrlA5wsLCsGfPnhKNFUJgwIABr31gNTMzw+HDh0s8vlWrVmVYTcVhaGhYqj3M16xZU4bVaBcDK5EOGTlyJGbOnAl3d3dcv34dAwcORN++ffHzzz8jOzsbQUFBcpeoKEFBQdJSigULFnApRSkkJSXBwcEBALB3714MGDAA3t7ecHZ2Rps2bWSuTln09PTg5ORU4vH84pN7174qXT5vDKxEOuTy5cto2rQpAODnn39Gp06d8MMPP+DYsWMYNGgQA+tzAgIC8OTJE6hUKnTp0kUKYPRylpaWuHXrFhwcHBASEoJPPvkEwNOwxTW/mnQ5RBCVF+4JQaRDhBAoKCgAABw8eBDdu3cHADg4OODvv/+WszTFMjAwwOjRo6XzRiXTt29fDB48GG+++Sb++ecf+Pr6AgCio6NRp04dmasjIl3DGVYiHdKyZUt88skn8PLyQnh4ONatWwfg6S1bbWxsZK5OuVq3bo3o6OhSfW37ulu1ahWcnZ1x69YtLF++HJUrVwYA3Lt3D2PGjJG5OqLXU15eHiIiIko0tqItPWFgJdIhQUFB8Pf3x+7du/HRRx9JM107duxAu3btZK5OucaMGYMPPvgAt2/fRosWLWBmZqbR37hxY5kqUy5DQ0NMnTq1UPvkyZNlqEbZSnNr5IoWIsqKoaEh2rVrV+LzUbVq1TKuqGIYMmRIqfbwDQgIKMNqtIvbWhG9Bh4/fgx9fX0YGhrKXYoiFXXHnGfb5ahUKq7JLMaVK1dw5MgRpKSkFFpSwZst/E9ERAQePXpU4vFqtRpt27Ytw4qIKh4GViIdk5aWhh07duDatWuYNm0arKyscObMGdjY2KBGjRpyl6dIN2/efGE/lwoU9tVXX2H06NGoVq0abG1tNS4UUqlUOHPmjIzVUUXHvWvpeQysRDrk3Llz6Nq1KywsLHDjxg3Ex8ejVq1amD17NhITE7Flyxa5SyQd4eTkhDFjxmDGjBlyl0I6qEmTJqXeu7aibIBPr4ZrWIl0yJQpUzB06FAsX74cVapUkdq7d++OwYMHy1iZ8l27dg1BQUGIi4sDALi6umLixImoXbu2zJUp04MHD9C/f3+5yyAdxb1r6Xnc1opIh5w6dQojR44s1F6jRg0kJSXJUFHFsH//fri6uuLkyZNo3LgxGjdujMjISLi5uSE0NFTu8hSpf//+vJsVlRnuXUvP4wwrkQ4xNjZGRkZGofbLly+jevXqMlRUMcycOROTJ0/G0qVLC7XPmDEDb775pkyVKVedOnUwZ84c/PXXX3B3dy90Qd+ECRNkqoyIdBHXsBLpkPfffx///PMPtm/fDisrK5w7dw76+vro3bs3OnbsyDtdFcPExATnz59H3bp1NdovX76Mxo0b4/HjxzJVplwuLi7F9qlUKly/fr0cqyFd07x581JduNe6dWuuYX2Op6cnnJycsGnTJqktICAAt27dwuHDh+Ur7BVxhpVIh3z22Wd46623YG1tjUePHqFTp05ISkqCh4cHFi1aJHd5ilW9enXExMQUCqwxMTGwtraWqSplS0hIkLsE0mHcu/a/c3Jygr29vUZbjRo1itzGryLgDCuRDjp69CjOnTuHzMxMNG/eHF5eXnKXpGgLFy7EqlWrMHPmTOkGC8eOHcOyZcswZcoUzJkzR+YKiV4v3LuWnsfASkSvPSEEgoKC8Nlnn+Hu3bsAAHt7e0ybNg0TJkzgBR3FuH37Nvbs2YPExETk5uZq9K1cuVKmqoheX3l5eaWacdbT04OBQcX4sp2BlUiHvOwrNN596OUePnwIABrbglFhhw4dQs+ePVGrVi1cunQJjRo1wo0bNyCEQPPmzSvkGjmiiq5evXqoWbPmS0Prszv5ZWVlVZi1vwysRDqkWbNmGs/z8vKQkJAAAwMD1K5dm3cfeomUlBTEx8cDABo0aMCdFV6gdevW8PX1xYIFC1ClShWcPXsW1tbW8Pf3R7du3TB69Gi5SyR67TRr1gzR0dElHt+qVSucOnWqDCvSnooxD0xEJVLUX1QZGRl477330KdPHxkqqhgePnyIMWPGYNu2bSgoKAAA6OvrY+DAgVi7di3UarXMFSpPXFwctm3bBgAwMDDAo0ePULlyZSxcuBC9evViYCWSgS7vX1sxLxUjohIzNzfHggULeOHQC7z//vuIjIzE77//jrS0NKSlpWHv3r04ffp0kTdiIMDMzExat2pnZ4dr165JfX///bdcZRGRjuIMK9FrID09Henp6XKXoVh79+7F/v378cYbb0htPj4++Oqrr9CtWzcZK1Outm3b4ujRo2jYsCG6d++ODz74AOfPn8fOnTt5tTYRaR0DK5EOCQ4O1nguhMC9e/fw3XffwdfXV6aqlK9q1apFfu2vVqthaWkpQ0XKt3LlSmRmZgIAFixYgMzMTPz000+oW7cudwggIq3jRVdEOuT5uw/p6emhevXq6NKlC2bNmsUr34uxYcMG/Pzzz/juu+9ga2sLAEhKSkJAQAD69u3LZQFEVCG0adMG+vr6Jd7aysLCAvv27SvjqrSDgZWIXnvNmjXD1atXkZOTA0dHRwBAYmIijI2NC939ijstEBGVPy4JIKLXXu/eveUugYjoP5s4cSLu379f4vF16tQp8S1w5cYZViId0qdPnxJvU7Jz584yroaIiMpTkyZNsGfPnhKNFUJgwIABFebGAZxhJdIharUau3btglqtRsuWLQEAUVFRSE9PR+/evSvUnntyyczMlPZifcbc3FymaoiISk5PTw9OTk4lHl+R5iwZWIl0iI2NDQYMGID169dDX18fAJCfn48xY8bA3NwcK1askLlCZUpISMC4ceMQFhaGx48fS+1CCKhUKuTn58tYnTItXLgQU6dORaVKlTTaHz16hBUrVvA2wEQy0OUbB3BJAJEOqV69Oo4ePYr69etrtMfHx6Ndu3b4559/ZKpM2dq3bw8hBCZOnAgbG5tCf4l36tRJpsqUS19fH/fu3YO1tbVG+z///ANra2uGfCIZNG/evFQXhrZu3ZpLAoio/D158gSXLl0qFFgvXbpU6Gtu+p+zZ88iKiqq0Hmj4j2bfX7e2bNnYWVlJUNFRKTLGFiJdMjQoUMRGBiIa9euoXXr1gCAyMhILF26FEOHDpW5OuVq1aoVbt26xcBaApaWllCpVFCpVKhXr55GaM3Pz0dmZiZGjRolY4VEr69Hjx6V+Kr/ivYFO5cEEOmQgoICfPrpp/j8889x7949AE/v8z5x4kR88MEH0rpW0nTt2jWMGjUK77zzDho1agRDQ0ON/saNG8tUmfJs3rwZQggMGzYMQUFBGncIMzIygrOzMzw8PGSskOj1FRERgUePHpV4vFqtrjC3UmZgJdJRGRkZAHiFe0n89ddfGDx4MG7cuCG1qVQqXnT1AuHh4Wjfvj0MDPhFHRGVPQZWInrtubq6omHDhpg+fXqRF12VZpuY18Uff/wBfX19+Pj4aLTv378fBQUF8PX1lakyItJFDKxE9NozMzPD2bNnUadOHblLqTAaN26MpUuXonv37hrtISEhmDFjBs6ePStTZUSki/TkLoCISG5dunRhwCqlK1euwNXVtVB7gwYNcPXqVRkqIiJdxsVHRPTa69GjByZPnozz58/D3d290EVXPXv2lKky5VKr1bh+/TqcnZ012q9evQozMzN5iiIincUlAUT02tPTK/7LJl50VbSRI0fixIkT2LVrF2rXrg3gaVjt168fWrVqha+//lrmColIlzCwEumQ4ODgIttVKhVMTExQp04ddOzYkdtb0X+Wnp6Obt264fTp06hZsyYA4Pbt2+jQoQN27twJCwsLeQskIp3CwEqkQ1xcXHD//n1kZ2fD0tISAPDgwQNUqlQJlStXRkpKCmrVqoUjR47AwcFB5mqpohNCIDQ0FGfPnoWpqSkaN26Mjh07yl0WEekgBlYiHbJt2zZs2LABX3/9tcbXtCNHjsSIESPQvn17DBo0CLa2ttixY4fM1corODgYI0aMgImJSbEz089MmDChnKqqmB4/fgxjY+Mib9VKRKQNDKxEOqR27dr45Zdf0LRpU4326Oho9OvXD9evX8fx48fRr18/6U5YrysXFxecPn0aVatWhYuLS7HjVCoVrl+/Xo6VVQwFBQVYtGgR1q9fj+TkZFy+fBm1atXCnDlz4OzsjMDAQLlLJCIdwl0CiHTIvXv38OTJk0LtT548QVJSEgDA3t4eDx8+LO/SFCchIaHIX1PJfPLJJ9i8eTOWL1+O4cOHS+2NGjVCUFAQAysRaRX3YSXSIZ6enhg5ciSio6OltujoaIwePRpdunQBAJw/f/6FM4pEJbFlyxZs2LAB/v7+GhfxNWnSBJcuXZKxMiLSRZxhJdIh33zzDYYMGYIWLVpIe4k+efIEXbt2xTfffAMAqFy5Mj777DM5y1Sc/Px8bNq0CYcOHUJKSgoKCgo0+g8fPixTZcp1586dIu8MVlBQgLy8PBkqIiJdxsBKpENsbW0RGhqKS5cu4fLlywCA+vXro379+tIYT09PucpTrIkTJ2LTpk3w8/NDo0aNePFQCbi6uuLPP/+Ek5OTRvuOHTvQrFkzmaoiIl3FwEqkgxo0aIAGDRrIXUaF8eOPP2L79u3o3r273KVUGHPnzkVAQADu3LmDgoIC7Ny5E/Hx8diyZQv27t0rd3lEpGO4SwCRDuFX26/G3t4eYWFhqFevntylVCh//vknFi5ciLNnzyIzMxPNmzfH3Llz4e3tLXdpRKRjGFiJdMi4ceOkr7bt7OwKfbW9atUqmSpTts8++wzXr1/HmjVruBygBJ48eYLFixdj2LBh0l2uiIjKEgMrkQ6pVq0atmzZwq+2S6lPnz44cuQIrKys4ObmJl2w9szOnTtlqky5KleujAsXLsDZ2VnuUojoNcA1rEQ6xMjIqMgrt+nFLCws0KdPH7nLqFC6du2K8PBwBlYiKhecYSXSIfxqm8rL+vXrsWDBAvj7+6NFixYwMzPT6O/Zs6dMlRGRLmJgJdIh/Gq7dCwtLYsM9mq1GvXq1cPUqVPx5ptvylCZ8unpFX/fGZVKhfz8/HKshoh0HZcEEOkQfrVdOkFBQUW2p6WlISoqCv/3f/+HHTt2oEePHuVbWAXw/A4URERliTOsRETFWLlyJXbs2IHjx4/LXYqi5OXlwdTUFDExMWjUqJHc5RDRa6D473SIqMK6f/8+jh49iqNHj+L+/ftyl1Nh/d///R8uXbokdxmKY2hoCEdHR37tT0TlhoGVSIdkZWVh2LBhsLOzQ8eOHdGxY0fY29sjMDAQ2dnZcpdX4eTk5MDIyEjuMhTpo48+wocffojU1FS5SyGi1wCXBBDpkJEjR+LgwYNYs2YN2rdvDwA4evQoJkyYgDfffBPr1q2TucKKZdKkSbh06RJCQkLkLkVxmjVrhqtXryIvLw9OTk6Fdgk4c+aMTJURkS7iRVdEOuSXX37Bjh070LlzZ6mte/fuMDU1xYABAxhYnzNlypQi29PT03HmzBlcvnwZERER5VxVxdC7d2+5SyCi1wgDK5EOyc7Oho2NTaF2a2trLgkoQnR0dJHt5ubmePPNN7Fz5064uLiUc1UVw7x58+QugYheI1wSQKRDunbtiqpVq2LLli0wMTEBADx69AgBAQFITU3FwYMHZa6QdE1UVBTi4uIAAG5ubmjWrJnMFRGRLmJgJdIh58+fR7du3ZCTk4MmTZoAAM6ePQsTExPs378fbm5uMldIuiIlJQWDBg1CWFgYLCwsADzdv9bT0xM//vgjqlevLm+BRKRTGFiJdEx2dja2bt0qbcfUsGFD+Pv7w9TUVObKSJcMHDgQ169fx5YtW9CwYUMAwMWLFxEQEIA6depg27ZtMldIRLqEgZVIR+Tl5aFBgwbYu3evFCCIyoparcbBgwfRqlUrjfaTJ0/C29sbaWlp8hRGRDqJ+7AS6QhDQ0M8fvxY7jLoNVFQUABDQ8NC7YaGhrxtKxFpHQMrkQ4ZO3Ysli1bhidPnshdCum4Ll26YOLEibh7967UdufOHUyePBldu3aVsTIi0kVcEkCkQ/r06YNDhw6hcuXKcHd3L7SZ+86dO2WqjHTNrVu30LNnT8TGxsLBwUFqa9SoEfbs2YOaNWvKXCER6RLuw0qkQywsLNCvXz+5y6DXgIODA86cOYODBw9qXODn5eUlc2VEpIs4w0qkAxISErjBPRER6SyuYSXSAbVr14aLiwuGDRuG77//Hrdv35a7JNJRhw8fhqurKzIyMgr1paenw83NDX/++acMlRGRLuMMK5EOCAsLkx6RkZHIzc1FrVq10KVLF3h6esLT07PIW7YSlVbPnj3h6emJyZMnF9kfHByMI0eOYNeuXeVcGRHpMgZWIh3z+PFjHD9+XAqwJ0+elPZojY2Nlbs8quCcnJwQEhJS7F6/ly5dgre3NxITE8u5MiLSZQysRDoqNzcXx44dw759+/Dll18iMzMT+fn5cpdFFZyJiQkuXLiAOnXqFNl/9epVuLu749GjR+VcGRHpMq5hJdIRubm5iIiIwIIFC+Dp6QkLCwuMGjUKDx48wJo1a5CQkCB3iaQDatSogQsXLhTbf+7cOdjZ2ZVjRUT0OuAMK5EO6NKlCyIjI+Hi4oJOnTqhQ4cO6NSpE4MDad348eMRFhaGU6dOwcTERKPv0aNHaN26NTw9PREcHCxThUSkixhYiXSAoaEh7Ozs0Lt3b3Tu3BmdOnVC1apV5S6LdFBycjKaN28OfX19jBs3DvXr1wfwdO3q2rVrkZ+fjzNnzvAiPyLSKgZWIh2QlZWFP//8E2FhYThy5AhiYmJQr149dOrUSQqw1atXl7tM0hE3b97E6NGjsX//fjz7J0SlUsHHxwdr167lnsBEpHUMrEQ66OHDhzh69CiOHDmCsLAwnD17FnXr1n3h2kOi0nrw4AGuXr0KIQTq1q0LS0tLuUsiIh3FW7MS6SAzMzNYWVnBysoKlpaWMDAwQFxcnNxlkY6xtLREq1at5C6DiF4DnGEl0gEFBQU4ffq0tCTg2LFjyMrKQo0aNaQbB3h6esLJyUnuUomIiEqNgZVIB5ibmyMrKwu2trZSOO3cuTNq164td2lERET/GQMrkQ748ssv4enpiXr16sldChERkdYxsBIRERGRovFOV0RERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRFSsTZs2wcLCQu4yJM7OzggKCpK7jDL3zTffwNvbW6Nt/vz5sLGxgUqlwu7du+UpTKFUKhVu3LghdxkV1sWLF1GzZk1kZWXJXQpRsRhYicrRhAkT0KJFCxgbG6Np06Zyl/NSAwcOxOXLl8v8fRYsWIB33nmnzN8HAN577z307t37Px9n0aJFaNeuHSpVqlRsqE9MTISfnx8qVaoEa2trTJs2DU+ePHnhcR8/fow5c+Zg3rx5UltcXBwWLFiAL7/8Evfu3YOvry9iY2PRr18/ODs7Q6VSaTXInzt3Dh06dICJiQkcHBywfPnyF47ftGkTVCpVkY+UlBRpXE5ODj766CM4OTnB2NgYzs7O+Pbbb6X+zp07F3kMPz8/rX02Of38889o0KABTExM4O7ujj/++OOF4997770iz4ebm5s0Zv78+YX6GzRooHGckSNHonbt2jA1NUX16tXRq1cvXLp0Sep3dXVF27ZtsXLlSu1+YCItYmAlKmfDhg3DwIEDy/Q9cnNztXIcU1NTWFtba+VYL/Lrr7+iZ8+eZf4+2pSbm4v+/ftj9OjRRfbn5+fDz88Pubm5OH78ODZv3oxNmzZh7ty5Lzzujh07YG5ujvbt20tt165dAwD06tULtra2MDY2RnZ2NmrVqoWlS5fC1tZWa58rIyMD3t7ecHJyQlRUFFasWIH58+djw4YNxb5m4MCBuHfvnsbDx8cHnTp10vj5GTBgAA4dOoRvvvkG8fHx2LZtG+rXry/179y5U+MYFy5cgL6+Pvr376+1zyeX48eP4+2330ZgYCCio6PRu3dv9O7dGxcuXCj2NZ9//rnG+bh16xasrKwKnQ83NzeNcUePHtXob9GiBTZu3Ii4uDjs378fQgh4e3sjPz9fGjN06FCsW7fupf+hIpKNICKtePz4sRg/fryoXr26MDY2Fu3btxcnT54scuy8efNEkyZNSnTcZ2PXr18vatasKUxNTUX//v1FWlqaNCYgIED06tVLfPLJJ8LOzk44OzsLIYRITEwU/fv3F2q1WlhaWoqePXuKhIQEIYQQ+/fvF8bGxuLBgwca7zdhwgTh6ekphBBi48aNQq1Wa/Tv3r1bNGvWTBgbGwsXFxcxf/58kZeXJ4QQ4oMPPhB+fn7S2FWrVgkAYt++fVJb7dq1xVdffSU9T0xMFEZGRiI9PV0UFBSIefPmCQcHB2FkZCTs7OzE+PHjpbFOTk5i0aJFYujQoaJy5crCwcFBfPnllxr1nTt3Tnh6egoTExNhZWUlhg8fLh4+fCidSwAajyNHjoicnBwxduxYYWtrK4yNjYWjo6NYvHhxiX5/ijpHQgjxxx9/CD09PZGUlCS1rVu3Tpibm4ucnJxij+fn5yemTp0qPS+q5uc5OTmJVatWlajel/niiy+EpaWlRo0zZswQ9evXL/ExUlJShKGhodiyZYvUtm/fPqFWq8U///xT4uOsWrVKVKlSRWRmZr5wHADp57ooV69eFT179hTW1tbCzMxMtGzZUoSGhmqMefz4sZg+fbqoWbOmMDIyErVr1xZff/211H/hwgXh5+cnqlSpIipXrizeeOMNcfXq1RJ/lgEDBmj82RBCiDZt2oiRI0eW+Bi7du0SKpVK3LhxQ2orzd8lz5w9e1YA0Kg/JydHGBsbi4MHD5bqWETlhTOsRFoyffp0/PLLL9i8eTPOnDmDOnXqwMfHB6mpqf/52FevXsX27dvx22+/ISQkBNHR0RgzZozGmEOHDiE+Ph6hoaHYu3cv8vLy4OPjgypVquDPP//EsWPHULlyZXTr1g25ubno2rUrLCws8Msvv0jHyM/Px08//QR/f/8i6/jzzz/x7rvvYuLEibh48SK+/PJLbNq0CYsWLQIAdOrUCUePHpVmbsLDw1GtWjWEhYUBAO7cuYNr166hc+fO0jH37NmDzp07w9zcHL/88gtWrVqFL7/8EleuXMHu3bvh7u6uUcNnn32Gli1bSudg9OjRiI+PBwBkZWXBx8cHlpaWOHXqFH7++WccPHgQ48aNAwBMnToVAwYMQLdu3aTZqHbt2iE4OBh79uzB9u3bER8fj61bt8LZ2fmVf78A4MSJE3B3d4eNjY3U5uPjg4yMDMTGxhb7uqNHj6Jly5bS86lTp2Ljxo0AINVcUs++qi9t3R07doSRkZFG3fHx8Xjw4EGJjrFlyxZUqlQJb731ltS2Z88etGzZEsuXL0eNGjVQr149TJ06FY8ePSr2ON988w0GDRoEMzOzUn2G52VmZqJ79+44dOgQoqOj0a1bN/To0QOJiYnSmHfffRfbtm1DcHAw4uLi8OWXX6Jy5coAnv7cduzYEcbGxjh8+DCioqIwbNgwaTYyLCzspetoT5w4AS8vL402Hx8fnDhxosSf45tvvoGXlxecnJw02q9cuQJ7e3vUqlUL/v7+Gp/reVlZWdi4cSNcXFzg4OAgtRsZGaFp06b4888/S1wPUbmSOzET6YLMzExhaGgotm7dKrXl5uYKe3t7sXz58kLjSzvDqq+vL27fvi217du3T+jp6Yl79+4JIZ7OsNrY2GjMin333Xeifv36oqCgQGrLyckRpqamYv/+/UIIISZOnCi6dOki9T8/6/r87GHXrl0LzTx+9913ws7OTgghxIMHD4Senp44deqUKCgoEFZWVmLJkiWiTZs2Qgghvv/+e1GjRg2N17/55ptizZo1QgghPvvsM1GvXj2Rm5tb5LlwcnIS77zzjvS8oKBAWFtbi3Xr1gkhhNiwYYOwtLTUmJH7/fffNWY6n81G/9v48eNFly5dNM5VSRU3wzp8+HDh7e2t0ZaVlSUAiD/++KPIYz148EAAEBERERrtu3btKnJm9ZniZlh37txZqplRIZ7+fowYMUKjLTY2VgAQFy9eLNExGjZsKEaPHq3R5uPjI4yNjYWfn5+IjIwUv//+u3BychLvvfdekceIjIwUAERkZORL3w8vmWEtipubm1i9erUQQoj4+HgBoNCs6zOzZs0SLi4uxf5cRkZGivr162v8GX2eoaGh+OGHHzTa1q5dK6ytrUtU7507d4S+vr746aefNNr/+OMPsX37dnH27FkREhIiPDw8hKOjo8jIyCj0XmZmZgKAqF+/fpGzw3369Cn294NIbpxhJdKCa9euIS8vT2PdoaGhIVq3bo24uLgSH6dy5crSY9SoUVK7o6MjatSoIT338PBAQUGBNLMIAO7u7hqzYmfPnsXVq1dRpUoV6ZhWVlZ4/PixtCbS398fYWFhuHv3LgBg69at8PPzK/YiorNnz2LhwoUadQ4fPhz37t1DdnY2LCws0KRJE4SFheH8+fMwMjLCiBEjEB0djczMTISHh6NTp07S8TIyMhAeHi6tX+3fvz8ePXqEWrVqYfjw4di1a1ehNXWNGzeWfq1SqWBraytd2BMXF4cmTZpozMi1b9++0Ll63nvvvYeYmBjUr18fEyZMwIEDB6S+UaNGaXzesvRsttHExEQrx+vTp4/GxTXl4cSJE4iLi0NgYKBGe0FBAVQqFbZu3YrWrVuje/fuWLlyJTZv3lzkLOs333wDd3d3tG7d+j/XlJmZialTp6Jhw4awsLBA5cqVERcXJ81ExsTEQF9fX+Nn899iYmLQoUMHGBoaFtnfunVrXLp0SePPqLZt3rwZFhYWhS4Y9PX1Rf/+/dG4cWP4+Pjgjz/+QFpaGrZv364xzt/fH9HR0QgPD0e9evUwYMAAPH78WGOMqakpsrOzy+wzEP0XBnIXQET/ExMTI/3a3Ny8VK99/mvTzMxMtGjRAlu3bi00tnr16gCAVq1aoXbt2vjxxx8xevRo7Nq1C5s2bSr2PTIzM7FgwQL07du3UN+zkNW5c2eEhYXB2NgYnTp1gpWVFRo2bIijR48iPDwcH3zwgfSaffv2wdXVVfpq0sHBAfHx8Th48CBCQ0MxZswYrFixAuHh4VJYeD40qFQqFBQUlOAMFa958+ZISEjAvn37cPDgQQwYMABeXl7YsWMHFi5ciKlTp5b6mLa2tjh58qRGW3JystRXlKpVq0KlUpX4q/eyYGtrK9X5zMvq/revv/4aTZs2RYsWLTTa7ezsUKNGDajVaqmtYcOGEELg9u3bqFu3rtSelZWFH3/8EQsXLvwvH0UydepUhIaG4tNPP0WdOnVgamqKt956S7o40dTU9IWvf1l/SRR3XktyToUQ+PbbbzFkyBCN/5QWxcLCAvXq1cPVq1c12tVqNdRqNerWrYu2bdvC0tISu3btwttvvy2NSU1NRe3atUvxqYjKD2dYibSgdu3aMDIywrFjx6S2vLw8nDp1Cq6uriU+Tp06daTHv6+uTkxMlGZBAeCvv/6Cnp6exhXWz2vevDmuXLkCa2trjePWqVNHIzT4+/tj69at+O2336Cnp/fCLYSaN2+O+Pj4QserU6cO9PSe/nXybB3roUOHpLWqnTt3xrZt23D58mWN9au//vorevXqpfEepqam6NGjB4KDgxEWFoYTJ07g/PnzJTp/DRs2xNmzZzX2kzx27JjGuTIyMtK4OvoZc3NzDBw4EF999RV++ukn/PLLL0hNTS10/krKw8MD58+f19jWKTQ0FObm5sX+TBgZGcHV1RUXL14s8ftom4eHByIiIpCXlye1hYaGon79+rC0tHzhazMzM7F9+/ZCs6vA05nuu3fvIjMzU2q7fPky9PT0ULNmTY2xP//8M3JycrS21dmxY8fw3nvvoU+fPnB3d4etra3GelN3d3cUFBQgPDy8yNc3btwYf/75p8Y5KS0PDw8cOnRIoy00NBQeHh4vfW14eDiuXr1a5Hl9XmZmJq5duwY7O7tixwghIIRATk6ORvuFCxfQrFmzl74HkSzkXZFApDsmTpwo7O3txb59+0RsbKwICAgQlpaWIjU1VRpz5coVER0dLUaOHCnq1asnoqOjRXR09AuvGp83b54wMzMTXl5eIiYmRkRERIh69eqJQYMGSWOKWpeZlZUl6tatKzp37iwiIiLE9evXxZEjR8T48ePFrVu3NGoCIBo3biwCAwM1jvH8+syQkBBhYGAg5s+fLy5cuCAuXrwotm3bJj766CNpTGpqqtDT0xP6+voiLi5OCPF0Daa+vr601lUIIfLy8oSFhYWIiorSeL+vv/5anD9/Xly7dk3Mnj1bmJqair///lsIUfRazSZNmoh58+ZJn9nOzk7069dPnD9/Xhw+fFjUqlVLBAQESOMXLVokHB0dxaVLl8T9+/dFbm6u+Oyzz8QPP/wg4uLiRHx8vAgMDBS2trYiPz+/2N+XmzdviujoaLFgwQJRuXJl6ffy2Y4ET548EY0aNRLe3t4iJiZGhISEiOrVq4tZs2YVe0whhJgyZYro16+fRltRa1hzcnKk97SzsxNTp04V0dHR4sqVK9KYV1nDmpaWJmxsbMSQIUPEhQsXxI8//igqVaqksRtDccf9+uuvhYmJSaGdJ4QQ4uHDh6JmzZrirbfeErGxsSI8PFzUrVtXvP/++4XGvvHGG2LgwIElrhkvWcPap08f0bRpUxEdHS1iYmJEjx49RJUqVcTEiROlMe+9955wcHAQu3btkv6sPFsv+vfff4uqVauKvn37ilOnTonLly+LLVu2iEuXLgkhSraG9dixY8LAwEB8+umnIi4uTsybN08YGhqK8+fPS2NmzpwphgwZUui177zzjrQO/HkffPCBCAsLEwkJCeLYsWPCy8tLVKtWTaSkpAghhLh27ZpYvHixOH36tLh586Y4duyY6NGjh7CyshLJycnScRISEgrtQECkJAysRFry6NEjMX78eFGtWrVit7Xq1KlToS2KXvaP7bMLtL744gthb28vTExMxFtvvaURhIsKrEIIce/ePfHuu+9KNdWqVUsMHz5cpKena4xr3bq1ACAOHz6s0V7UBUUhISGiXbt2wtTUVJibm4vWrVuLDRs2aIxp0qSJsLW1lZ7/888/QqVSaYTsgwcPipo1a2q8bteuXaJNmzbC3NxcmJmZibZt22pss/OywCrEi7e1EuLplktvvvmmqFy5srSt1YYNG0TTpk2FmZmZMDc3F127dhVnzpwpdD7/LSAgoMjfyyNHjkhjbty4IXx9fYWpqamoVq2a+OCDD6QtwIoTGxsrTE1NNbYtKyqwJiQkFPn+nTp1ksZs3LjxhRdrFefs2bPijTfeEMbGxqJGjRpi6dKlGv3FHdfDw0MMHjy42OPGxcUJLy8vYWpqKmrWrCmmTJkisrOzNcZcunRJABAHDhwocb0v+zOUkJAgPD09hampqXB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"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-20 **********\n","o1-preview/shots-20\n","不是 1503\n","是 1046\n","问法错误 238\n","不重要 111\n","回答正确 58\n","回答: 是 22\n","回答: 不是 10\n","回答: 问法错误 8\n","回答: 回答正确 4\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-30 **********\n","o1-preview/shots-30\n","不是 1496\n","是 1043\n","问法错误 239\n","不重要 107\n","回答正确 67\n","回答: 是 35\n","回答: 不是 10\n","回答: 问法错误 1\n","回答: 不重要 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: 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**kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-40 **********\n","o1-preview/shots-40\n","不是 1510\n","是 1028\n","问法错误 223\n","不重要 112\n","回答正确 79\n","回答: 是 29\n","回答: 不是 11\n","回答: 问法错误 6\n","回答: 回答正确 1\n","谜面: 在一个安静的夜晚，小村庄的湖边突然传来了阵阵哭泣声。第二天早晨，村长甄锐发现湖边的石头上放着一顶破旧的帽子，但没有人知道这顶帽子是从哪里来的，哭泣声又是为何。请还原故事真相。\\n\\n谜底: 原来，这顶破旧的帽子属于一个小男孩，他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳，还告诉他湖中的海龟是他们的朋友。后来，小男孩随父母去了城市生活，但每年夏天都会回到村子探望爷爷。然而，去年夏天，爷爷因病去世，小男孩伤心欲绝。今年夏天，他回到村子，来到湖边，想起和爷爷的美好回忆，忍不住哭泣。他将爷爷的帽子放在湖边的石头上，希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n\\n参与者提出的问题: 哭泣的人是美人鱼吗？\\n\\n回答: 不是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-50 **********\n","o1-preview/shots-50\n","不是 1460\n","是 1080\n","问法错误 242\n","不重要 99\n","回答正确 64\n","回答: 是 29\n","回答: 不是 18\n","回答: 问法错误 4\n","回答: 不重要 2\n","谜面: 在一个安静的夜晚，小村庄的湖边突然传来了阵阵哭泣声。第二天早晨，村长甄锐发现湖边的石头上放着一顶破旧的帽子，但没有人知道这顶帽子是从哪里来的，哭泣声又是为何。请还原故事真相。\\n\\n谜底: 原来，这顶破旧的帽子属于一个小男孩，他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳，还告诉他湖中的海龟是他们的朋友。后来，小男孩随父母去了城市生活，但每年夏天都会回到村子探望爷爷。然而，去年夏天，爷爷因病去世，小男孩伤心欲绝。今年夏天，他回到村子，来到湖边，想起和爷爷的美好回忆，忍不住哭泣。他将爷爷的帽子放在湖边的石头上，希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n\\n参与者提出的问题: 曾经有人落水过\\n\\n回答: 不是 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, f1, accuracy in zip(df.columns[5:], perf_df[\"f1\"].to_list(), perf_df[\"accuracy\"].to_list()):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col, title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\")"]},{"cell_type":"code","execution_count":337,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-00 **********\n","gpt-4o-mini/shots-00\n","不是 1812\n","是 788\n","问法错误 236\n","不重要 116\n","回答正确 23\n","不是。 15\n","问法错误。 5\n","回答正确。 3\n","是。 2\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-05 **********\n","gpt-4o-mini/shots-05\n","不是 1941\n","是 724\n","问法错误 148\n","不重要 136\n","回答正确 50\n","回答错误 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing 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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-10 **********\n","gpt-4o-mini/shots-10\n","不是 1833\n","是 667\n","问法错误 230\n","不重要 205\n","回答正确 60\n","回答: 问法错误 2\n","回答错误 1\n","回答: 回答正确 1\n","回答: 不是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 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SUhLq1KkjthsYGMDS0rLY/WzZsgU5OTlYt24dtLW10bRpU8TExGDJkiUYNWpUsa/Jzs5Gdna2+DwjI+NDT42IiIiIZKjc57Cmp6dDoVDAyMhIpX3hwoUwNTWFi4sLQkJCkJeXJ26LioqCu7s7tLW1xTYvLy/Ex8fj+fPnxR5nwYIFUCqV4sPGxqZczoeIiIiIKla5BtbXr19j6tSpGDRoEAwNDcX2CRMmYPv27YiIiMDo0aMxf/58TJkyRdyekpICCwsLlX0VPk9JSSn2WEFBQUhPTxcf9+/fL4czIiIiIqKK9sFTAkorNzcX/fv3hyAIWLVqlcq2wMBA8etmzZpBW1sbo0ePxoIFC6Cjo/O3jqejo/O3X0tERERE8lUuI6yFYfXevXsIDw9XGV0tTuvWrZGXl4e7d+8CACwtLZGamqrSp/B5SfNeiYiIiEg9lXlgLQyrt27dwtGjR2Fqavre18TExEBDQwPm5uYAADc3N0RGRiI3N1fsEx4ejkaNGsHY2LisSyYiIiIiGfvgKQGZmZm4ffu2+DwxMRExMTEwMTGBlZUV/vWvf+HixYs4cOAA8vPzxTmnJiYm0NbWRlRUFM6ePQsPDw8YGBggKioKAQEBGDJkiBhGBw8ejNmzZ8PPzw9Tp07FtWvXsGzZMnz33XdldNpEREREVFkoBEEQPuQFx48fh4eHR5F2X19fzJo1C/b29sW+LiIiAh07dsTFixcxduxY3LhxA9nZ2bC3t8fQoUMRGBioMgf1ypUr8Pf3x/nz51GzZk2MHz8eU6dOLXWdGRkZUCqVSE9Pf++UhH/KbtrBct1/Rbq7sLvUJRAREVEVUdq89sGBtbJgYP17GFiJiIioopQ2r5X7OqxERERERP8EAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERydoHB9bIyEj06NED1tbWUCgU2Ldvn8p2QRAwY8YMWFlZQU9PD126dMGtW7dU+jx79gw+Pj4wNDSEkZER/Pz8kJmZqdLnypUraN++PXR1dWFjY4Pg4OAPPzsiIiIiqvQ+OLBmZWXB2dkZoaGhxW4PDg7G8uXLsXr1apw9exbVq1eHl5cXXr9+Lfbx8fFBbGwswsPDceDAAURGRmLUqFHi9oyMDHh6esLW1hbR0dEICQnBrFmzsGbNmr9xikRERERUmSkEQRD+9osVCuzduxe9e/cG8GZ01draGl9++SW++uorAEB6ejosLCywYcMGDBw4EHFxcXBwcMD58+fRokULAEBYWBi6deuGBw8ewNraGqtWrcLXX3+NlJQUaGtrAwCmTZuGffv24caNG8XWkp2djezsbPF5RkYGbGxskJ6eDkNDw797iqViN+1gue6/It1d2F3qEoiIiKiKyMjIgFKpfG9eK9M5rImJiUhJSUGXLl3ENqVSidatWyMqKgoAEBUVBSMjIzGsAkCXLl2goaGBs2fPin3c3d3FsAoAXl5eiI+Px/Pnz4s99oIFC6BUKsWHjY1NWZ4aEREREUmkTANrSkoKAMDCwkKl3cLCQtyWkpICc3Nzle3VqlWDiYmJSp/i9vH2Mf4qKCgI6enp4uP+/fv//ISIiIiISHLVpC6grOjo6EBHR0fqMoiIiIiojJXpCKulpSUAIDU1VaU9NTVV3GZpaYnHjx+rbM/Ly8OzZ89U+hS3j7ePQURERERVQ5kGVnt7e1haWuLYsWNiW0ZGBs6ePQs3NzcAgJubG9LS0hAdHS32+f3331FQUIDWrVuLfSIjI5Gbmyv2CQ8PR6NGjWBsbFyWJRMRERGRzH1wYM3MzERMTAxiYmIAvLnQKiYmBklJSVAoFJg0aRK+/fZb7N+/H1evXsVnn30Ga2trcSWBJk2aoGvXrhg5ciTOnTuH06dPY9y4cRg4cCCsra0BAIMHD4a2tjb8/PwQGxuLHTt2YNmyZQgMDCyzEyciIiKiyuGD57BeuHABHh4e4vPCEOnr64sNGzZgypQpyMrKwqhRo5CWloaPP/4YYWFh0NXVFV+zZcsWjBs3Dp07d4aGhgb69euH5cuXi9uVSiWOHDkCf39/uLq6ombNmpgxY4bKWq1EREREVDX8o3VY5ay063qVBa7DSkRERPThJFmHlYiIiIiorDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGslXlgtbOzg0KhKPLw9/cHAHTs2LHIti+++EJlH0lJSejevTv09fVhbm6OyZMnIy8vr6xLJSIiIqJKoFpZ7/D8+fPIz88Xn1+7dg2ffPIJPv30U7Ft5MiRmDNnjvhcX19f/Do/Px/du3eHpaUlzpw5g+TkZHz22WfQ0tLC/Pnzy7pcIiIiIpK5Mg+sZmZmKs8XLlyIevXqoUOHDmKbvr4+LC0ti339kSNHcP36dRw9ehQWFhZo3rw55s6di6lTp2LWrFnQ1tYu9nXZ2dnIzs4Wn2dkZJTB2RARERGR1Mp1DmtOTg42b96MESNGQKFQiO1btmxBzZo14ejoiKCgILx8+VLcFhUVBScnJ1hYWIhtXl5eyMjIQGxsbInHWrBgAZRKpfiwsbEpn5MiIiIiogpV5iOsb9u3bx/S0tIwbNgwsW3w4MGwtbWFtbU1rly5gqlTpyI+Ph579uwBAKSkpKiEVQDi85SUlBKPFRQUhMDAQPF5RkYGQysRERGRGijXwLp27Vp4e3vD2tpabBs1apT4tZOTE6ysrNC5c2fcuXMH9erV+9vH0tHRgY6Ozj+ql4iIiIjkp9ymBNy7dw9Hjx7F559//s5+rVu3BgDcvn0bAGBpaYnU1FSVPoXPS5r3SkRERETqq9wC6/r162Fubo7u3bu/s19MTAwAwMrKCgDg5uaGq1ev4vHjx2Kf8PBwGBoawsHBobzKJSri4cOHGDJkCExNTaGnpwcnJydcuHBBpU9cXBx69uwJpVKJ6tWro2XLlkhKSgIA3L17t9gl3hQKBXbt2iXFKREREVVK5TIloKCgAOvXr4evry+qVfvfIe7cuYOtW7eiW7duMDU1xZUrVxAQEAB3d3c0a9YMAODp6QkHBwcMHToUwcHBSElJwfTp0+Hv78+P/KnCPH/+HO3atYOHhwcOHToEMzMz3Lp1C8bGxmKfO3fu4OOPP4afnx9mz54NQ0NDxMbGQldXFwBgY2OD5ORklf2uWbMGISEh8Pb2rtDzISIiqszKJbAePXoUSUlJGDFihEq7trY2jh49iqVLlyIrKws2Njbo168fpk+fLvbR1NTEgQMHMGbMGLi5uaF69erw9fVVWbeVqLwtWrQINjY2WL9+vdhmb2+v0ufrr79Gt27dEBwcLLa9PQ9bU1OzyDSWvXv3on///qhRo0Y5VU5ERKR+FIIgCFIXUR4yMjKgVCqRnp4OQ0PDcj2W3bSD5br/inR34buncFQVDg4O8PLywoMHD3DixAnUqlULY8eOxciRIwG8+RRBqVRiypQpOHXqFC5dugR7e3sEBQWhd+/exe4zOjoaLVq0wOnTp9G2bdsKPBsiIiJ5Km1eK9d1WIkqq4SEBKxatQoNGjTA4cOHMWbMGEyYMAEbN24EADx+/BiZmZlYuHAhunbtiiNHjqBPnz7o27cvTpw4Uew+165diyZNmjCsEhERfaByXdaKqLIqKChAixYtxNsBu7i44Nq1a1i9ejV8fX1RUFAAAOjVqxcCAgIAAM2bN8eZM2ewevVqlTu7AcCrV6+wdetWfPPNNxV7IkRERGqAI6xExbCysiqyKkWTJk3EFQBq1qyJatWqvbPP23bv3o2XL1/is88+K7+iiYiI1BQDK1Ex2rVrh/j4eJW2mzdvwtbWFsCbCwhbtmz5zj5vW7t2LXr27AkzM7PyK5qIiEhNcUoAUTECAgLQtm1bzJ8/H/3798e5c+ewZs0arFmzRuwzefJkDBgwAO7u7vDw8EBYWBh+/fVXHD9+XGVft2/fRmRkJH777bcKPgsiIiL1wBFWomK0bNkSe/fuxbZt2+Do6Ii5c+di6dKl8PHxEfv06dMHq1evRnBwMJycnPDjjz/i559/xscff6yyr3Xr1qF27drw9PSs6NMgIiJSC1zWqgxwWSv5Uqf3BlC/94eIiKo2LmtFRERERGqBgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGStzAPrrFmzoFAoVB6NGzcWt79+/Rr+/v4wNTVFjRo10K9fP6SmpqrsIykpCd27d4e+vj7Mzc0xefJk5OXllXWpRERERFQJVCuPnTZt2hRHjx7930Gq/e8wAQEBOHjwIHbt2gWlUolx48ahb9++OH36NAAgPz8f3bt3h6WlJc6cOYPk5GR89tln0NLSwvz588ujXCIiIiKSsXIJrNWqVYOlpWWR9vT0dKxduxZbt25Fp06dAADr169HkyZN8Mcff6BNmzY4cuQIrl+/jqNHj8LCwgLNmzfH3LlzMXXqVMyaNQva2trFHjM7OxvZ2dni84yMjPI4NSIiIiKqYOUyh/XWrVuwtrZG3bp14ePjg6SkJABAdHQ0cnNz0aVLF7Fv48aNUadOHURFRQEAoqKi4OTkBAsLC7GPl5cXMjIyEBsbW+IxFyxYAKVSKT5sbGzK49SIiIiIqIKVeWBt3bo1NmzYgLCwMKxatQqJiYlo3749Xrx4gZSUFGhra8PIyEjlNRYWFkhJSQEApKSkqITVwu2F20oSFBSE9PR08XH//v2yPTEiIiIikkSZTwnw9vYWv27WrBlat24NW1tb7Ny5E3p6emV9OJGOjg50dHTKbf9EREREJI1yX9bKyMgIDRs2xO3bt2FpaYmcnBykpaWp9ElNTRXnvFpaWhZZNaDweXHzYomIiIhIvZV7YM3MzMSdO3dgZWUFV1dXaGlp4dixY+L2+Ph4JCUlwc3NDQDg5uaGq1ev4vHjx2Kf8PBwGBoawsHBobzLJSIiIiKZKfMpAV999RV69OgBW1tbPHr0CDNnzoSmpiYGDRoEpVIJPz8/BAYGwsTEBIaGhhg/fjzc3NzQpk0bAICnpyccHBwwdOhQBAcHIyUlBdOnT4e/vz8/8iciIiKqgso8sD548ACDBg3C06dPYWZmho8//hh//PEHzMzMAADfffcdNDQ00K9fP2RnZ8PLywvff/+9+HpNTU0cOHAAY8aMgZubG6pXrw5fX1/MmTOnrEslIiIiokqgzAPr9u3b37ldV1cXoaGhCA0NLbGPra0tfvvtt7IujYiIiIgqoXKfw0pERERE9E8wsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwElGlsmDBArRs2RIGBgYwNzdH7969ER8fr9Jn9OjRqFevHvT09GBmZoZevXrhxo0b4vbLly9j0KBBsLGxgZ6eHpo0aYJly5ZV9KkQEVEpMbASUaVy4sQJ+Pv7448//kB4eDhyc3Ph6emJrKwssY+rqyvWr1+PuLg4HD58GIIgwNPTE/n5+QCA6OhomJubY/PmzYiNjcXXX3+NoKAgrFy5UqrTIiKid1AIgiBIXUR5yMjIgFKpRHp6OgwNDcv1WHbTDpbr/ivS3YXdpS6hTKnTewOo3/tTFp48eQJzc3OcOHEC7u7uxfa5cuUKnJ2dcfv2bdSrV6/YPv7+/oiLi8Pvv/9enuUSEdFbSpvXynyEtTQf13Xs2BEKhULl8cUXX6j0SUpKQvfu3aGvrw9zc3NMnjwZeXl5ZV0uEVVy6enpAAATE5Nit2dlZWH9+vWwt7eHjY3NO/dT0j6IiEhaZR5YS/NxHQCMHDkSycnJ4iM4OFjclp+fj+7duyMnJwdnzpzBxo0bsWHDBsyYMaOsyyWiSqygoACTJk1Cu3bt4OjoqLLt+++/R40aNVCjRg0cOnQI4eHh0NbWLnY/Z86cwY4dOzBq1KiKKFttlWbA4vXr1/D394epqSlq1KiBfv36ITU1VaXPXwc0FAoFtm/fXpGnQkQyU+aBNSwsDMOGDUPTpk3h7OyMDRs2ICkpCdHR0Sr99PX1YWlpKT7eHgY+cuQIrl+/js2bN6N58+bw9vbG3LlzERoaipycnGKPm52djYyMDJUHEak3f39/XLt2rdgw4+Pjg0uXLuHEiRNo2LAh+vfvj9evXxfpd+3aNfTq1QszZ86Ep6dnRZSttkozYBEQEIBff/0Vu3btwokTJ/Do0SP07du3yL7Wr1+vMqjRu3fvCjwTIpKbcr/oqqSP67Zs2YKaNWvC0dERQUFBePnypbgtKioKTk5OsLCwENu8vLyQkZGB2NjYYo+zYMECKJVK8fGuj/6IqPIbN24cDhw4gIiICNSuXbvIdqVSiQYNGsDd3R27d+/GjRs3sHfvXpU+169fR+fOnTFq1ChMnz69okpXW+8bsEhPT8fatWuxZMkSdOrUSbw47syZM/jjjz9U9mVkZKQyqKGrqyvFKRGRTJRrYC3p47rBgwdj8+bNiIiIQFBQEH766ScMGTJE3J6SkqISVgGIz1NSUoo9VlBQENLT08XH/fv3y+GMiEhqgiBg3Lhx2Lt3L37//XfY29uX6jWCICA7O1tsi42NhYeHB3x9fTFv3rzyLLnK+uuARXR0NHJzc9GlSxexT+PGjVGnTh1ERUWpvNbf3x81a9ZEq1atsG7dOqjp9cFEVErVynPnhR/XnTp1SqX97XliTk5OsLKyQufOnXHnzp0Sr+B9Hx0dHejo6PyjeolI/vz9/bF161b88ssvMDAwEP+IVSqV0NPTQ0JCAnbs2AFPT0+YmZnhwYMHWLhwIfT09NCtWzcAb6YBdOrUCV5eXggMDBT3oampCTMzM8nOTZ0UN2CRkpICbW1tGBkZqfS1sLBQGYyYM2cOOnXqBH19fRw5cgRjx45FZmYmJkyYUJGnQEQyUm6BtfDjusjIyGI/rntb69atAUBccsbS0hLnzp1T6VM4Kd/S0rJ8CiaiCvV3lxy7t2oVgDerjbzNtNsk1HDqgrwXT/E07GdM/zYYBa8zoVndCDo2TWHUdz5aLTkPAEg7tQXpT55g8+bN2Lx5s7gPTUNz1B6z7m/VxSXHVJU0YFEa33zzjfi1i4sLsrKyEBISwsBKVIWVeWAVBAHjx4/H3r17cfz48VJ9XBcTEwMAsLKyAgC4ublh3rx5ePz4MczNzQEA4eHhMDQ0hIODQ1mXTESViO3UA+/cXs3AFBafzn5nH6OPfWD0sU9ZlkVvKWnAwtLSEjk5OUhLS1MZZU1NTX3nYETr1q0xd+5cZGdn85M0oiqqzOew+vv7Y/Pmzdi6dav4cV1KSgpevXoFALhz5w7mzp2L6Oho3L17F/v378dnn30Gd3d3NGvWDADg6ekJBwcHDB06FJcvX8bhw4cxffp0+Pv78z8rIiKZet/8YldXV2hpaeHYsWNiW3x8PJKSkuDm5lbifmNiYmBsbMz//4mqsDIfYV1Vwsd169evx7Bhw6CtrY2jR49i6dKlyMrKgo2NDfr166dyha6mpiYOHDiAMWPGwM3NDdWrV4evry/mzJlT1uUSEVEZed/8YqVSCT8/PwQGBsLExASGhoYYP3483Nzc0KZNGwDAr7/+itTUVLRp0wa6uroIDw/H/Pnz8dVXX0l5akQksXKZEvAuNjY2OHHixHv3Y2tri99++62syiIiog/wd+YYv29+MQAI1T3xzPQ+unTrCSE/F7r2H8H0k7Hi8V4lXMLzExuRl5YMCAKqGVvBoP1wbHjdAhv/5rxnzi8mqvzKdZUAIiKqOt43vxgAFNW0Yeo5BqaeY4rdrlfXFXp1Xcu6NCKq5Mr9xgFERERERP8EAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrERFRFfXw4UMMGTIEpqam0NPTg5OTEy5cuCBu37NnDzw9PWFqagqFQoGYmBjpiqUqjYGViIioCnr+/DnatWsHLS0tHDp0CNevX8fixYthbGws9snKysLHH3+MRYsWSVgpEVBN6gKIiIio4i1atAg2NjZYv3692GZvb6/SZ+jQoQCAu3fvVmRpREVwhJWIiKgK2r9/P1q0aIFPP/0U5ubmcHFxwQ8//CB1WUTFYmAlIiKqghISErBq1So0aNAAhw8fxpgxYzBhwgRs3LhR6tKIiuCUACIioiqooKAALVq0wPz58wEALi4uuHbtGlavXg1fX1+JqyNSxRFWIiKiKsjKygoODg4qbU2aNEFSUpJEFRGVjIGViIioCmrXrh3i4+NV2m7evAlbW1uJKiIqGacEEBERVUEBAQFo27Yt5s+fj/79++PcuXNYs2YN1qxZI/Z59uwZkpKS8OjRIwAQA66lpSUsLS0lqZuqJgZWIiKiSsRu2sEy25dxr39j1ndr8PWMWaimtIBh+xH4+qoRvv7/x8i8ehRPf1sq9h84cCAAQNluEIw+9imTGu4u7F4m+yH1xsBKRERURenXbwX9+q1K3F7DqQtqOHWpwIqoJJGRkQgJCUF0dDSSk5Oxd+9e9O7dW+qyKgznsBIRERHJXFZWFpydnREaGip1KZLgCCsRERGRzHl7e8Pb21vqMiTDEVYiIiIikjUGViIiIiKSNQZWIiIiIpI1WQfW0NBQ2NnZQVdXF61bt8a5c+ekLomIiIiIKphsA+uOHTsQGBiImTNn4uLFi3B2doaXlxceP34sdWlEREREVIFku0rAkiVLMHLkSAwfPhwAsHr1ahw8eBDr1q3DtGnTivTPzs5Gdna2+Dw9PR0AkJGRUe61FmS/LPdjVJSK+H5VJHV6bwD1en/43sibOr0/fG/kTd3en/KSmZmJhIQE8XlcXBxq1qwJY2Nj2NjYSFjZP1P4/guC8M5+CuF9PSSQk5MDfX197N69W2VRXF9fX6SlpeGXX34p8ppZs2Zh9uzZFVglEREREZWF+/fvo3bt2iVul+UI659//on8/HxYWFiotFtYWODGjRvFviYoKAiBgYHi84KCAjx79gympqZQKBTlWm9FyMjIgI2NDe7fvw9DQ0Opy6G38L2RL7438sb3R7743siXur03giDgxYsXsLa2fmc/WQbWv0NHRwc6OjoqbUZGRtIUU44MDQ3V4gdUHfG9kS++N/LG90e++N7Ilzq9N0ql8r19ZHnRVc2aNaGpqYnU1FSV9tTUVFhaWkpUFRERERFJQZaBVVtbG66urjh27JjYVlBQgGPHjsHNzU3CyoiIiIioosl2SkBgYCB8fX3RokULtGrVCkuXLkVWVpa4akBVo6Ojg5kzZxaZ9kDS43sjX3xv5I3vj3zxvZGvqvreyHKVgEIrV65ESEgIUlJS0Lx5cyxfvhytW7eWuiwiIiIiqkCyDqxERERERLKcw0pEREREVIiBlYiIiIhkjYGViIiIiGSNgZWIiKgKy8vLw6ZNm4qsfU4kJ7zoiugDvXr1CoIgQF9fHwBw79497N27Fw4ODvD09JS4OiKiD6evr4+4uDjY2tpKXQpRsWS7DiuRXPXq1Qt9+/bFF198gbS0NLRu3RpaWlr4888/sWTJEowZM0bqEqusrKwsLFy4EMeOHcPjx49RUFCgsj0hIUGiyqjQpk2bMGDAgCJrSObk5GD79u347LPPJKqsamvVqhViYmIYWGWmX79+SE5OLnV/BwcH/Pjjj+VYkXQ4wlpJFL5NCoVC4kqoZs2aOHHiBJo2bYoff/wRK1aswKVLl/Dzzz9jxowZiIuLk7rEKmvQoEE4ceIEhg4dCisrqyL/XiZOnChRZVRIU1MTycnJMDc3V2l/+vQpzM3NkZ+fL1FlVdvOnTsRFBSEgIAAuLq6onr16irbmzVrJlFlVZuLiwsuXbpU6v6tWrXCuXPnyrEi6XCEVeY2bdqEkJAQ3Lp1CwDQsGFDTJ48GUOHDpW4sqrr5cuXMDAwAAAcOXIEffv2hYaGBtq0aYN79+5JXF3VdujQIRw8eBDt2rWTuhQqgSAIxf7h/eDBAyiVSgkqIgAYOHAgAGDChAlim0KhEN8v/iEhDQ5S/Q8Dq4wtWbIE33zzDcaNGyf+Aj516hS++OIL/PnnnwgICJC4wqqpfv362LdvH/r06YPDhw+L78Pjx49haGgocXVVm7GxMUxMTKQug4rh4uIChUIBhUKBzp07o1q1//36yc/PR2JiIrp27SphhVVbYmKi1CUQvRMDq4ytWLECq1atUpnT1bNnTzRt2hSzZs1iYJXIjBkzMHjwYAQEBKBTp05wc3MD8Ga01cXFReLqqra5c+dixowZ2Lhxo3hRHMlD7969AQAxMTHw8vJCjRo1xG3a2tqws7NDv379JKqOOHeV5I5zWGVMV1cX165dQ/369VXab926BScnJ7x+/VqiyiglJQXJyclwdnaGhsab1eHOnTsHQ0NDNG7cWOLqqi4XFxfcuXMHgiDAzs4OWlpaKtsvXrwoUWVUaOPGjRgwYAB0dXWlLoX+4qeffsLq1auRmJiIqKgo2NraYunSpbC3t0evXr2kLq9K+uijjz7o/y3OYSVJ1K9fHzt37sS///1vlfYdO3agQYMGElVFAGBpaYnMzEyEh4fD3d0denp6aNmyJecbSaxwFI/ky9fXF8CbVQGKW8mhTp06UpRV5a1atQozZszApEmTMG/ePHHOqpGREZYuXcrAKpGsrCyMGDGiVH0FQYA6j0FyhFXGfv75ZwwYMABdunQR57CePn0ax44dw86dO9GnTx+JK6yanj59iv79+yMiIgIKhQK3bt1C3bp1MWLECBgbG2Px4sVSl0gkW7du3cKIESNw5swZlXZe3CMtBwcHzJ8/H71794aBgQEuX76MunXr4tq1a+jYsSP+/PNPqUuskhISEpCbm1vq/np6emr7Rx9HWGWsX79+OHv2LJYsWYJ9+/YBAJo0aYJz585xrqSEAgICoKWlhaSkJDRp0kRsHzBgAAIDAxlYZSA6OlpcXqxp06b89yIjw4YNQ7Vq1XDgwIFilx4jaSQmJhb770RHRwdZWVkSVEQAcPbsWbx48aLU/c3NzRlYSRqurq7YsmWL1GXQW44cOYLDhw+jdu3aKu0NGjTgslYSe/z4MQYOHIjjx4/DyMgIAJCWlgYPDw9s374dZmZm0hZIiImJQXR0NOd6y4y9vX2xNw4ICwtT+cOcKta8efMwZcqUUn/UXzhKro4YWGVIQ0PjvaMOCoUCeXl5FVQRvS0rK6vYK9CfPXtW5O49VLHGjx+PFy9eIDY2Vvwle/36dfj6+mLChAnYtm2bxBWSg4MDP16WocDAQPj7++P169cQBAHnzp3Dtm3bsGDBArW9c1JloKWl9UF3f1u5cmU5ViMtBlYZ2rt3b4nboqKisHz58iIXKlD5e/ToEaytrdG+fXts2rQJc+fOBfDmj4eCggIEBwfDw8ND4iqrtrCwMBw9elRlRMjBwQGhoaHw9PSUsDIqtGjRIkyZMgXz58+Hk5NTkZUcuJaxND7//HPo6elh+vTpePnyJQYPHgxra2ssW7ZMvKkAVbwPnTKjzlNsGFhlqLirMePj4zFt2jT8+uuv8PHxwZw5cySorGpr2rQpQkNDERISgk6dOuHChQvIycnBlClTEBsbi2fPnuH06dNSl1mlFRQUFAlAwJtRCv6RJw9dunQBAHTu3FmlnRddSc/Hxwc+Pj54+fIlMjMzi9w+l0hKDKwy9+jRI8ycORMbN26El5cXYmJi4OjoKHVZVdK8efMwevRodO3aFdevX8fq1athYGCAzMxM9O3bF/7+/rCyspK6zCqtU6dOmDhxIrZt2wZra2sAwMOHDxEQEFAkIJE0IiIipC6BirFu3Tp4eHjA3t4e+vr6vPEGyQ6XtZKp9PR0zJ8/HytWrEDz5s2xaNEitG/fXuqyqrzExET4+fnh+vXrWLNmDXr27Cl1SfSW+/fvo2fPnoiNjYWNjY3Y5ujoiP379xe5UI6I3mjQoAESEhJQq1YtdOjQAR06dEDHjh2L3LiGKpaTkxNCQ0NL1VcQBHz11Vc4f/58OVclDQZWGQoODsaiRYtgaWmJ+fPnc8FmGVq5ciUCAgLQpEkTlXuiA7ybktQEQcDRo0dx48YNAG+Wgiv8GJrk4+XLl0hKSkJOTo5Ke7NmzSSqiB4+fIjjx48jMjISJ06cwK1bt2BlZYWOHTti8+bNUpdXJQUHB+P58+el7l+7dm34+/uXY0XSYWCVIQ0NDejp6aFLly7Q1NQssd+ePXsqsCoqdO/ePQwfPhzXrl3D6NGjiwTWmTNnSlQZkfw9efIEw4cPx6FDh4rdzjms0nv58iVOnjyJbdu2YcuWLRAEgavSSCQ3N/eD7l6loaFR5HeSulDPs6rkPvvsM7W+0q8y++GHH/Dll1+iS5cuiI2N5bqeMrB8+XKMGjUKurq6WL58+Tv7TpgwoYKqopJMmjQJaWlpOHv2LDp27Ii9e/ciNTUV3377LW+6IaEjR47g+PHjOH78OC5duoQmTZqgQ4cO2L17N9zd3aUur8pq2rRpqacyCYKAly9f4uzZs+VclTQ4wkpUSl27dsW5c+ewdOnSD1oXj8qXvb09Lly4AFNTU9jb25fYT6FQICEhoQIro+JYWVnhl19+QatWrWBoaIgLFy6gYcOG2L9/P4KDg3Hq1CmpS6ySNDQ0YGZmhi+//BKjRo0Sb7xB0nJxccGlS5dK3b9ly5ZqO4eVI6xEpZSfn48rV67wwh2ZSUxMLPZrkqesrCxxuSRjY2M8efIEDRs2hJOTE+d/S2jJkiWIjIxEcHAwli1bJl501bFjRzRs2FDq8qosrsP6PxpSF0BUWYSHhzOsytycOXPw8uXLIu2vXr3i2sUy0ahRI8THxwMAnJ2d8d///hcPHz7E6tWruSychCZNmoQ9e/bgzz//RFhYGNq2bYuwsDA4Ojry/z2SBQZWIlIbs2fPRmZmZpH2ly9fYvbs2RJURH81ceJEJCcnA3hzgeKhQ4dQp04dLF++HPPnz5e4uqpNEARcvHgR4eHhOHz4MCIiIlBQUMC5+iQLnBJARGqj8G5Jf3X58mWYmJhIUBH91ZAhQ8SvXV1dce/ePdy4cQN16tRBzZo1JaysauvRowdOnz6NjIwMODs7o2PHjhg5ciTc3d05n5VkgYGViCo9Y2NjKBQKKBQKNGzYUCW05ufnIzMzE1988YWEFVKhOXPm4KuvvhLvpKSvr4+PPvpInLYxY8YMiSusmho3bozRo0ejffv2UCqVUpdD/5+2tjbatm1b6v7q/EcfVwkgokpv48aNEAQBI0aMwNKlS1V+4Wpra8POzg5ubm4SVkiFNDU1kZycXOQ+9U+fPoW5uTnXYZWRtLQ0jq5KbMKECXjy5Emp+9evXx9z584tx4qkwxFWIqr0fH19AbxZ4qpdu3Zqu3C2OuC0DXlatGgR7OzsMGDAAABA//79sXv3blhZWeG3336Ds7OzxBVWTZGRkdi/f3+pbx7w6aefMrASEcmdgYEB4uLi4OTkBAD45ZdfsH79ejg4OGDWrFnQ1taWuMKqi9M25G316tXYsmULgDcrooSHhyMsLAw7d+7E5MmTceTIEYkrrJoUCgXq1KlT6v7q/KE5AysRqY3Ro0dj2rRpcHJyQkJCAgYMGIC+ffti165dePnyJZYuXSp1iVXW0qVLxWkbs2fP5rQNmUlJSYGNjQ0A4MCBA+jfvz88PT1hZ2eH1q1bS1xd1cV1WP+HgZWI1MbNmzfRvHlzAMCuXbvQoUMHbN26FadPn8bAgQMZWCXk6+uLvLw8KBQKdOrUSQxHJA/Gxsa4f/8+bGxsEBYWhm+//RbAmxE7zismOeA6rESkNgRBQEFBAQDg6NGj6NatGwDAxsYGf/75p5SlEYBq1aphzJgx4ntE8tG3b18MHjwYn3zyCZ4+fQpvb28AwKVLl1C/fn2JqyPiCCsRqZEWLVrg22+/RZcuXXDixAmsWrUKwJtbtlpYWEhcHQFAq1atcOnSJdja2kpdCr3lu+++g52dHe7fv4/g4GDUqFEDAJCcnIyxY8dKXF3V9SF36VPn+asAl7UiIjVy5coV+Pj4ICkpCYGBgZg5cyYAYPz48Xj69Cm2bt0qcYW0c+dOBAUFISAgAK6urqhevbrK9mbNmklUGZH8REZG4tWrV6Xur1Qq0aZNm3KsSDoMrESk9l6/fg1NTU1oaWlJXUqVp6FRdCaaQqEQl7vifEnp3Lp1CxEREXj8+HGRaRu8oQNJjYGViNRKWloadu/ejTt37mDy5MkwMTHBxYsXYWFhgVq1akldXpV37969d27nVAFp/PDDDxgzZgxq1qwJS0tLlavNFQoFLl68KGF1RAysRKRGrly5gs6dO8PIyAh3795FfHw86tati+nTpyMpKQmbNm2SukQiWbK1tcXYsWMxdepUqUshKhZXCSAitREYGIjhw4fj1q1b0NXVFdu7deuGyMhICSujt925cwfjx49Hly5d0KVLF0yYMAF37tyRuqwq7fnz5/j000+lLoOoRAysRKQ2zp8/j9GjRxdpr1WrFlJSUiSoiP7q8OHDcHBwwLlz59CsWTM0a9YMZ8+eRdOmTREeHi51eVXWp59+yrtZkaxxWSsiUhs6OjrIyMgo0n7z5k2YmZlJUBH91bRp0xAQEICFCxcWaZ86dSo++eQTiSqr2urXr49vvvkGf/zxB5ycnIpcoDhhwgSJKiN6g3NYiUhtfP7553j69Cl27twJExMTXLlyBZqamujduzfc3d15pysZ0NXVxdWrV9GgQQOV9ps3b6JZs2Z4/fq1RJVVbfb29iVuUygUSEhIqMBqiIriCCsRqY3FixfjX//6F8zNzfHq1St06NABKSkpcHNzw7x586QujwCYmZkhJiamSGCNiYmBubm5RFVRYmKi1CUQvRMDKxGpDaVSifDwcJw6dQpXrlxBZmYmPvroI3Tp0kXq0uj/GzlyJEaNGoWEhAS0bdsWAHD69GksWrQIgYGBEldHRHLFKQFERFRhBEHA0qVLsXjxYjx69AgAYG1tjcmTJ2PChAkq639SxXrw4AH279+PpKQk5OTkqGxbsmSJRFURvcHASkRq43333ObdeuTlxYsXAAADAwOJK6Fjx46hZ8+eqFu3Lm7cuAFHR0fcvXsXgiDgo48+wu+//y51iVTFMbASkdpwcXFReZ6bm4vExERUq1YN9erV4916ZOTx48eIj48HADRu3JirOEisVatW8Pb2xuzZs2FgYIDLly/D3NwcPj4+6Nq1K8aMGSN1iVTFMbASkVrLyMjAsGHD0KdPHwwdOlTqcqq8Fy9eYOzYsdi2bZt4v3pNTU0MGDAAoaGhUCqVEldYNRkYGCAmJgb16tWDsbExTp06haZNm+Ly5cvo1asX7t69K3WJVMXxxgFEpNYMDQ0xe/ZsfPPNN1KXQniz9NjZs2dx8OBBpKWlIS0tDQcOHMCFCxeKvekDVYzq1auL81atrKxU7jz2559/SlUWkYirBBCR2ktPT0d6errUZRCAAwcO4PDhw/j444/FNi8vL/zwww/o2rWrhJVVbW3atMGpU6fQpEkTdOvWDV9++SWuXr2KPXv2oE2bNlKXR8TASkTqY/ny5SrPBUFAcnIyfvrpJ3h7e0tUFb3N1NS02I/9lUoljI2NJaiIgDerAGRmZgIAZs+ejczMTOzYsQMNGjTgCgEkC5zDSkRq469369HQ0ICZmRk6deqEoKAgXo0uA2vWrMGuXbvw008/wdLSEgCQkpICX19f9O3bl9MCiKhYDKxERFRhXFxccPv2bWRnZ6NOnToAgKSkJOjo6BS5+xVXdSCiQpwSQEREFaZ3795Sl0BElRBHWIlIbfTp06fUd0ras2dPOVdDRERlhSOsRKQ2lEol9u7dC6VSiRYtWgAAoqOjkZ6ejt69e/O2nzKTmZkprsVayNDQUKJqiEjOGFiJSG1YWFigf//+WL16NTQ1NQEA+fn5GDt2LAwNDRESEiJxhZSYmIhx48bh+PHjeP36tdguCAIUCgXy8/MlrK7qmjNnDr766ivo6+urtL969QohISG8rTFJjlMCiEhtmJmZ4dSpU2jUqJFKe3x8PNq2bYunT59KVBkVateuHQRBwMSJE2FhYVFk1LtDhw4SVVa1aWpqIjk5Gebm5irtT58+hbm5Of+QIMlxhJWI1EZeXh5u3LhRJLDeuHGjyEfPJI3Lly8jOjq6yHtE0ioc4f6ry5cvw8TERIKKiFQxsBKR2hg+fDj8/Pxw584dtGrVCgBw9uxZLFy4EMOHD5e4OgKAli1b4v79+wysMmFsbAyFQgGFQoGGDRuqhNb8/HxkZmbiiy++kLBCojc4JYCI1EZBQQH+85//YNmyZUhOTgbw5r7oEydOxJdffinOayXp3LlzB1988QWGDBkCR0dHaGlpqWxv1qyZRJVVTRs3boQgCBgxYgSWLl2qchcybW1t2NnZwc3NTcIKid5gYCUitZSRkQGAV53LzR9//IHBgwfj7t27YptCoeBFVxI7ceIE2rVrh2rV+MEryRMDKxERVRgHBwc0adIEU6ZMKfaiK1tbW4kqq9p+++03aGpqwsvLS6X98OHDKCgogLe3t0SVEb3BwEpERBWmevXquHz5MurXry91KfSWZs2aYeHChejWrZtKe1hYGKZOnYrLly9LVBnRGxpSF0BERFVHp06dGH5k6NatW3BwcCjS3rhxY9y+fVuCiohUcbIKERFVmB49eiAgIABXr16Fk5NTkYuuevbsKVFlVZtSqURCQgLs7OxU2m/fvo3q1atLUxTRWzglgIiIKoyGRskf7PGiK+mMHj0aUVFR2Lt3L+rVqwfgTVjt168fWrZsiR9//FHiCqmqY2AlIrWxfPnyYtsVCgV0dXVRv359uLu7c3kror9IT09H165dceHCBdSuXRsA8ODBA7Rv3x579uyBkZGRtAVSlcfASkRqw97eHk+ePMHLly9hbGwMAHj+/Dn09fVRo0YNPH78GHXr1kVERARsbGwkrpZIXgRBQHh4OC5fvgw9PT00a9YM7u7uUpdFBICBlYjUyLZt27BmzRr8+OOPKh9rjh49GqNGjUK7du0wcOBAWFpaYvfu3RJXW3UsX74co0aNgq6ubomj4IUmTJhQQVVRSV6/fg0dHZ1ib9VKJBUGViJSG/Xq1cPPP/+M5s2bq7RfunQJ/fr1Q0JCAs6cOYN+/fqJd8Ki8mdvb48LFy7A1NQU9vb2JfZTKBRISEiowMqoUEFBAebNm4fVq1cjNTUVN2/eRN26dfHNN9/Azs4Ofn5+UpdIVRxXCSAitZGcnIy8vLwi7Xl5eUhJSQEAWFtb48WLFxVdWpWWmJhY7NckH99++y02btyI4OBgjBw5Umx3dHTE0qVLGVhJclyHlYjUhoeHB0aPHo1Lly6JbZcuXcKYMWPQqVMnAMDVq1ffOcpHVBVt2rQJa9asgY+Pj8pFic7Ozrhx44aElRG9wRFWIlIba9euxdChQ+Hq6iqu75mXl4fOnTtj7dq1AIAaNWpg8eLFUpZZpeXn52PDhg04duwYHj9+jIKCApXtv//+u0SVVW0PHz4s9u5jBQUFyM3NlaAiIlUMrESkNiwtLREeHo4bN27g5s2bAIBGjRqhUaNGYh8PDw+pyiMAEydOxIYNG9C9e3c4Ojrywh6ZcHBwwMmTJ2Fra6vSvnv3bri4uEhUFdH/MLASkdpp3LgxGjduLHUZVIzt27dj586dRe5ZT9KaMWMGfH198fDhQxQUFGDPnj2Ij4/Hpk2bcODAAanLI+IqAUSkPvhxs/xZW1vj+PHjaNiwodSl0F+cPHkSc+bMweXLl5GZmYmPPvoIM2bMgKenp9SlETGwEpH6GDdunPhxs5WVVZGPm7/77juJKqNCixcvRkJCAlauXMnpADKRl5eH+fPnY8SIEeJdrojkhoGViNRGzZo1sWnTJn7cLGN9+vRBREQETExM0LRpU/HiuEJ79uyRqLKqrUaNGrh27Rrs7OykLoWoWJzDSkRqQ1tbu9grnUk+jIyM0KdPH6nLoL/o3LkzTpw4wcBKssURViJSG/y4mejvWb16NWbPng0fHx+4urqievXqKtt79uwpUWVEbzCwEpHa4MfN8mVsbFzsHxFKpRINGzbEV199hU8++USCyggANDRKvo+QQqFAfn5+BVZDVBSnBBCR2uDHzfK1dOnSYtvT0tIQHR2N//u//8Pu3bvRo0ePii2MAKDIihpEcsMRViIiktySJUuwe/dunDlzRupSqpzc3Fzo6ekhJiYGjo6OUpdDVKySPwMgIqqknjx5glOnTuHUqVN48uSJ1OVQKfzf//0f71kvES0tLdSpU4cf+5OsMbASkdrIysrCiBEjYGVlBXd3d7i7u8Pa2hp+fn54+fKl1OXRO2RnZ0NbW1vqMqqsr7/+Gv/+97/x7NkzqUshKhanBBCR2hg9ejSOHj2KlStXol27dgCAU6dOYcKECfjkk0+watUqiSukkkyaNAk3btxAWFiY1KVUSS4uLrh9+zZyc3Nha2tbZJWAixcvSlQZ0Ru86IqI1MbPP/+M3bt3o2PHjmJbt27doKenh/79+zOwSigwMLDY9vT0dFy8eBE3b95EZGRkBVdFhXr37i11CUTvxMBKRGrj5cuXsLCwKNJubm7OKQESu3TpUrHthoaG+OSTT7Bnzx7Y29tXcFVUaObMmVKXQPROnBJARGqjc+fOMDU1xaZNm6CrqwsAePXqFXx9ffHs2TMcPXpU4gqJ5C06OhpxcXEAgKZNm8LFxUXiiojeYGAlIrVx9epVdO3aFdnZ2XB2dgYAXL58Gbq6ujh8+DCaNm0qcYVE8vT48WMMHDgQx48fh5GREYA3a+R6eHhg+/btMDMzk7ZAqvIYWIlIrbx8+RJbtmwRl0hq0qQJfHx8oKenJ3FlRPI1YMAAJCQkYNOmTWjSpAkA4Pr16/D19UX9+vWxbds2iSukqo6BlYjUQm5uLho3bowDBw6Iv3CJqHSUSiWOHj2Kli1bqrSfO3cOnp6eSEtLk6Ywov+P67ASkVrQ0tLC69evpS6DqFIqKCiAlpZWkXYtLS3etpVkgYGViNSGv78/Fi1ahLy8PKlLIapUOnXqhIkTJ+LRo0di28OHDxEQEIDOnTtLWBnRG5wSQERqo0+fPjh27Bhq1KgBJyenIouf79mzR6LKiOTt/v376NmzJ2JjY2FjYyO2OTo6Yv/+/ahdu7bEFVJVx3VYiUhtGBkZoV+/flKXQVTp2NjY4OLFizh69KjKBYtdunSRuDKiNzjCSkSVXmJiIhedJyJSY5zDSkSVXr169WBvb48RI0Zg8+bNePDggdQlEVUKv//+OxwcHJCRkVFkW3p6Opo2bYqTJ09KUBmRKo6wElGld/z4cfFx9uxZ5OTkoG7duujUqRM8PDzg4eFR7C1biaq6nj17wsPDAwEBAcVuX758OSIiIrB3794KroxIFQMrEamV169f48yZM2KAPXfunLhGa2xsrNTlEcmKra0twsLCSly7+MaNG/D09ERSUlIFV0akioGViNRSTk4OTp8+jUOHDuG///0vMjMzkZ+fL3VZRLKiq6uLa9euoX79+sVuv337NpycnPDq1asKroxIFeewEpFayMnJQWRkJGbPng0PDw8YGRnhiy++wPPnz7Fy5UokJiZKXSKR7NSqVQvXrl0rcfuVK1dgZWVVgRURFY8jrERU6XXq1Alnz56Fvb09OnTogPbt26NDhw78RUv0HuPHj8fx48dx/vx56Orqqmx79eoVWrVqBQ8PDyxfvlyiConeYGAlokpPS0sLVlZW6N27Nzp27IgOHTrA1NRU6rKIZC81NRUfffQRNDU1MW7cODRq1AjAm7mroaGhyM/Px8WLF3nRIkmOgZWIKr2srCycPHkSx48fR0REBGJiYtCwYUN06NBBDLBmZmZSl0kkS/fu3cOYMWNw+PBhFEYChUIBLy8vhIaGco1jkgUGViJSOy9evMCpU6cQERGB48eP4/Lly2jQoME75+oRVXXPnz/H7du3IQgCGjRoAGNjY6lLIhLx1qxEpHaqV68OExMTmJiYwNjYGNWqVUNcXJzUZRHJmrGxMVq2bCl1GUTF4ggrEVV6BQUFuHDhgjgl4PTp08jKykKtWrXEGwd4eHjA1tZW6lKJiOhvYGAlokrP0NAQWVlZsLS0FMNpx44dUa9ePalLIyKiMsDASkSV3n//+194eHigYcOGUpdCRETlgIGViIiIiGSNd7oiIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCWif6xjx46YNGlSqfvfvXsXCoUCMTExf+t4s2bNQvPmzf/WayuTp0+fwtzcHHfv3hXbTp8+DScnJ2hpaaF3796S1SZHHTt2xIYNG6Quo1Jr06YNfv75Z6nLICqCgZVIRhQKBfbt2/dBr9m+fTsUCoWk4WXPnj2YO3duqfvb2NggOTkZjo6OKu337t2Dnp4eMjMzy7rEIo4fPw6FQoG0tLR/tJ/IyEj06NED1tbWJb5/giBgxowZsLKygp6eHrp06YJbt269d9/z5s1Dr169YGdnJ7YFBgaiefPmSExMFMPZhAkT4OrqCh0dnTIN8q9fv4a/vz9MTU1Ro0YN9OvXD6mpqe98jUKhKPYREhJSpG92djaaN29e7B8vV65cQfv27aGrqwsbGxsEBweX2XlJ7UPPbcOGDSV+Xx8/fgwASE5OxuDBg9GwYUNoaGgU+wfknj170KJFCxgZGaF69epo3rw5fvrpJ5U+06dPx7Rp01BQUFBm50tUFhhYiSqxu3fv4quvvkL79u0lrcPExAQGBgal7q+pqQlLS0tUq6Z6d+hffvkFHh4eqFGjRlmXWG6ysrLg7OyM0NDQEvsEBwdj+fLlWL16Nc6ePYvq1avDy8sLr1+/LvE1L1++xNq1a+Hn56fSfufOHXTq1Am1a9eGkZGR2D5ixAgMGDDgH5/P2wICAvDrr79i165dOHHiBB49eoS+ffu+8zXJyckqj3Xr1kGhUKBfv35F+k6ZMgXW1tZF2jMyMuDp6QlbW1tER0cjJCQEs2bNwpo1a8rs3KTyd85twIABRb6vXl5e6NChA8zNzQG8Cf9mZmaYPn06nJ2di92PiYkJvv76a0RFReHKlSsYPnw4hg8fjsOHD4t9vL298eLFCxw6dKhsT5zonxKI6B/LyMgQBg8eLOjr6wuWlpbCkiVLhA4dOggTJ04U+9ja2gpz5swRBg4cKOjr6wvW1tbCypUrVbYDEB+2trbvPGZeXp7Qtm1b4ccffxR8fX2FXr16qWx/9uyZMHToUMHIyEjQ09MTunbtKty8efOd+4yIiBAACGFhYULz5s0FXV1dwcPDQ0hNTRV+++03oXHjxoKBgYEwaNAgISsrS3xdcec6b948Yfjw4UKNGjUEGxsb4b///a+4PTExUQAgXLp0SeX4nTp1ElatWiXW0rJlS0FfX19QKpVC27Zthbt37wqCIAgzZ84UnJ2dhU2bNgm2traCoaGhMGDAACEjI0Pc1+vXr4Xx48cLZmZmgo6OjtCuXTvh3LlzKsd/++Hr6ysIgiDs2rVLcHR0FHR1dQUTExOhc+fOQmZm5ju/b4UACHv37lVpKygoECwtLYWQkBCxLS0tTdDR0RG2bdtW4r527dolmJmZFfmevf1Yv369ymsKvy9lIS0tTdDS0hJ27doltsXFxQkAhKioqFLvp1evXkKnTp2KtBf+PMXGxhb5Wfj+++8FY2NjITs7W2ybOnWq0KhRo3ceq0OHDkW+J2/Ly8sTRowYIdjZ2Qm6urpCw4YNhaVLlxbpt3btWsHBwUHQ1tYWLC0tBX9/f3Hb8+fPhVGjRgnm5uaCjo6O0LRpU+HXX399Z11v+7vn9rbHjx8LWlpawqZNm4rd/td/j+/i4uIiTJ8+XaVt+PDhwpAhQ0pdD1FF4AgrURkIDAzE6dOnsX//foSHh+PkyZO4ePFikX4hISFwdnbGpUuXMG3aNEycOBHh4eEAgPPnzwMA1q9fj+TkZPF5SebMmQNzc/MiI3CFhg0bhgsXLmD//v2IioqCIAjo1q0bcnNz33s+s2bNwsqVK3HmzBncv38f/fv3x9KlS7F161YcPHgQR44cwYoVK965j8WLF6NFixa4dOkSxo4dizFjxiA+Pr7E/mlpaTh16hR69uyJvLw89O7dGx06dMCVK1cQFRWFUaNGQaFQiP3v3LmDffv24cCBAzhw4ABOnDiBhQsXitunTJmCn3/+GRs3bsTFixdRv359eHl54dmzZ7CxsRHn6cXHxyM5ORnLli1DcnIyBg0ahBEjRiAuLg7Hjx9H3759IfyD+6skJiYiJSUFXbp0EduUSiVat26NqKioEl938uRJuLq6is8Lp1EYGhpi6dKlSE5O/qARVYVC8UHzO6Ojo5Gbm6tSd+PGjVGnTp131v221NRUHDx4sMjPaGpqKkaOHImffvoJ+vr6RV4XFRUFd3d3aGtri21eXl6Ij4/H8+fPS30Of1VQUIDatWtj165duH79OmbMmIF///vf2Llzp9hn1apV8Pf3x6hRo3D16lXs378f9evXF1/v7e2N06dPY/Pmzbh+/ToWLlwITU1N8fXv+z6Xxblt2rQJ+vr6+Ne//vWB34H/EQQBx44dQ3x8PNzd3VW2tWrVCidPnvzb+yYqD9Xe34WI3uXFixfYuHEjtm7dis6dOwN4EzqL+6izXbt2mDZtGgCgYcOGOH36NL777jt88sknMDMzAwAYGRnB0tLyncc8deoU1q5dW+JFS7du3cL+/ftx+vRptG3bFgCwZcsW2NjYYN++ffj000/fuf9vv/0W7dq1AwD4+fkhKCgId+7cQd26dQEA//rXvxAREYGpU6eWuI9u3bph7NixAICpU6fiu+++Q0REBBo1alRs/99++w3NmjWDtbU1nj17hvT0dPzf//0f6tWrBwBo0qSJSv+CggJs2LBBnIowdOhQHDt2DPPmzUNWVhZWrVqFDRs2wNvbGwDwww8/IDw8HGvXrsXkyZNhYmICADA3Nxc/Wr9z5w7y8vLQt29f2NraAgCcnJze+b16n5SUFACAhYWFSruFhYW4rTj37t1T+RkqnEahUCigVCrf+zPyV40aNYJSqfygurW1tVWmHZSm7rdt3LgRBgYGKtMIBEHAsGHD8MUXX6BFixYqF5S9fWx7e/sixy3cZmxsXOrzeJuWlhZmz54tPre3t0dUVBR27tyJ/v37A3jzs//ll19i4sSJYr+WLVsCAI4ePYpz584hLi5OvA1w4b+JQu/7PpfFua1duxaDBw+Gnp7ee/v+VXp6OmrVqoXs7Gxoamri+++/xyeffKLSx9raGvfv30dBQQE0NDiuRfLAn0SifyghIQG5ublo1aqV2KZUKosNZm5ubkWex8XFlbjvpKQk1KhRQ3zMnz8fL168wNChQ/HDDz+gZs2axb4uLi4O1apVQ+vWrcU2U1NTNGrUSDyet7e3uN+mTZuqvL5Zs2bi1xYWFtDX11f5xWxhYSFe7FGSt/ehUChgaWn5ztf88ssv6NmzJ4A3c+2GDRsGLy8v9OjRQxz9fJudnZ3KvFkrKytx/3fu3EFubq4YuoE3YaVVq1bv/H47Ozujc+fOcHJywqeffooffvhBHPU6efKkynuxZcuWd57/P/Xq1Svo6uqW2f5u3LiBPn36lNn+SmPdunXw8fFROY8VK1bgxYsXCAoKqtBaCoWGhsLV1RVmZmaoUaMG1qxZg6SkJADA48eP8ejRI/EPz7+KiYlB7dq1xbBanPL+PkdFRSEuLq7ET1bex8DAADExMTh//jzmzZuHwMBAHD9+XKWPnp4eCgoKkJ2dXQYVE5UNjrASyZi1tbXKKKqJiQnu3LmDu3fvokePHmJ74RW91apVe+fH7m/78ccf8erVKwBvwtzb3n6uUCiKbFcoFO+9ivhDXpOTk4OwsDD8+9//FtvWr1+PCRMmICwsDDt27MD06dMRHh6ONm3afPD+S0tTUxPh4eE4c+aMOO3h66+/xtmzZ9GiRQuV9+KvI6YlKRwJTU1NhZWVldiempr6ziv6a9as+Y8+/v6nLC0tkZOTg7S0NJVR1tTU1FKN7p48eRLx8fHYsWOHSvvvv/+OqKgo6OjoqLS3aNECPj4+2LhxIywtLYusRlD4/ENHlt+2fft2fPXVV1i8eDHc3NxgYGCAkJAQnD17FgDeO2L5d0Y0/+qfntuPP/6I5s2bq0wX+RAaGhriFIfmzZsjLi4OCxYsQMeOHcU+z549Q/Xq1cvkfInKCkdYif6hunXrQktLS2XOaXp6Om7evFmk7x9//FHk+dsfdWtpaSE/P198Xq1aNdSvX198mJiYoHHjxrh69SpiYmLER8+ePeHh4YGYmBjY2NigSZMmyMvLE38RA2/W9IyPj4eDgwMAoFatWuJ+Cz/+lsrx48dhbGxc5OpmFxcXBAUF4cyZM3B0dMTWrVtLtb969epBW1sbp0+fFttyc3Nx/vx58fwL5xC+/f0G3gTfdu3aYfbs2bh06RK0tbWxd+9e6OnpqbwXpV0Vwd7eHpaWljh27JjYlpGRgbNnzxYZcf/ruV+/fr1UxygPrq6u0NLSUqk7Pj4eSUlJ76y70Nq1a+Hq6lrkPV2+fDkuX74s/uz+9ttvAIAdO3Zg3rx5AN588hAZGaky3zo8PByNGjX629MBAIhTZMaOHQsXFxfUr18fd+7cEbcbGBjAzs5O5Zzf1qxZMzx48KDYf9ul9U/OLTMzEzt37vzbo6vFKW4k9dq1a3BxcSmzYxCVBQZWon/IwMAAvr6+mDx5MiIiIhAbGws/Pz9oaGioXCQEvPmFGRwcjJs3byI0NBS7du1SmStX+MsyJSWlxNE1XV1dODo6qjyMjIxgYGAAR0dHaGtro0GDBujVqxdGjhyJU6dO4fLlyxgyZAhq1aqFXr16lev34+/Yv3+/OB0AeHOhUlBQEKKionDv3j0cOXIEt27dKjKPtSTVq1fHmDFjMHnyZISFheH69esYOXIkXr58Kf6yt7W1hUKhwIEDB/DkyRNkZmbi7NmzmD9/Pi5cuICkpCTs2bMHT548eedxMzMzxfBVWHtMTIz4MbNCocCkSZPw7bffYv/+/bh69So+++wzWFtbv3PtXC8vL8TGxpZqlPX27duIiYlBSkoKXr16JdaTk5Mj9mncuDH27t1biu/eG0qlEn5+fggMDERERASio6MxfPhwuLm5iaPcJe03IyMDu3btwueff15kv3Xq1FH52S38eL1evXqoXbs2AGDw4MHQ1taGn58fYmNjsWPHDixbtgyBgYGlrr84DRo0wIULF3D48GHcvHkT33zzTZGLG2fNmoXFixdj+fLluHXrFi5evCheYNihQwe4u7ujX79+CA8PR2JiIg4dOoSwsLB3fj/eVppz27t3Lxo3blzktTt27EBeXh6GDBlS7L4L3/fMzEw8efIEMTExKn/0LFiwAOHh4UhISEBcXBwWL16Mn376qcj+Tp48CU9Pz3d8J4kkIO0iBUTqobhlrVq1aiVMmzZN7GNrayvMnj1b+PTTT8V+y5YtU9nP/v37hfr16wvVqlV777JWb3vXslZKpVLQ09MTvLy8Sr2s1fPnz8W29evXC0qlUqXfX5dPKm5Zq++++07lNc7OzsLMmTMFQSi6rJWNjY0QHh4u9k1JSRF69+4tWFlZCdra2oKtra0wY8YMIT8/v9jjC4IgfPfddyrfs1evXgnjx48XatasWWRZq0Jz5swRLC0tBYVCIfj6+grXr18XvLy8xKWwGjZsKKxYsaJU37O/PgqXyRKEN0tbffPNN4KFhYWgo6MjdO7cWYiPj3/nfgVBEFq1aiWsXr1apU2pVBZZuqlDhw7F1pCYmCj2QTHLYL3Pq1evhLFjxwrGxsaCvr6+0KdPHyE5OVmlT3H7/e9//yvo6ekJaWlp7z1GSUucXb58Wfj4448FHR0doVatWsLChQvfu6/3LWv1+vVrYdiwYYJSqRSMjIyEMWPGCNOmTSvys7R69WqhUaNGgpaWlmBlZSWMHz9e3Pb06VNh+PDhgqmpqaCrqys4OjoKBw4cELeX5vv8vnNbv369UNyvZzc3N2Hw4MEl7re4n4G3/018/fXXQv369QVdXV3B2NhYcHNzE7Zv366yjwcPHghaWlrC/fv333kORBVNIQj/YL0WIipWVlYWatWqhcWLF4sjenZ2dpg0adIH3cK0Krh48SI6deqEJ0+eFJmXWtUdPHgQkydPxrVr13i1dil07NgRw4YNw7Bhw6QupdKaOnUqnj9/rhY3aSD1wouuiMrApUuXcOPGDbRq1Qrp6emYM2cOAMjy43e5ycvLw4oVKxhWi9G9e3fcunULDx8+hI2NjdTlUBVgbm7+j6deEJUHBlaiMvKf//wH8fHx0NbWhqurK06ePFnislP0P61atVJZEoxUcUSeKtKXX34pdQlExeKUACIiUgsbNmxA8+bN37lcGBFVTgysRERERCRrnMVPRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLL2/wDa1iyTZKISbwAAAABJRU5ErkJggg==","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-20 **********\n","gpt-4o-mini/shots-20\n","不是 1807\n","是 654\n","问法错误 296\n","不重要 171\n","回答正确 66\n","回答错误 3\n","回答: 是 1\n","回答: 问法错误 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-30 **********\n","gpt-4o-mini/shots-30\n","不是 1945\n","是 665\n","问法错误 225\n","不重要 100\n","回答正确 62\n","回答错误 2\n","回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED 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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-40 **********\n","gpt-4o-mini/shots-40\n","不是 1971\n","是 681\n","问法错误 200\n","不重要 80\n","回答正确 64\n","回答错误 2\n","回答: 是 1\n","回答: 问法错误 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED 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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o-mini/shots-50 **********\n","gpt-4o-mini/shots-50\n","不是 2015\n","是 715\n","问法错误 137\n","不重要 74\n","回答正确 57\n","回答: 问法错误 1\n","回答错误 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED 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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-00 **********\n","gpt-4o/shots-00\n","不是。 1564\n","是。 1015\n","不重要。 142\n","不重要 82\n","问法错误 82\n","回答正确。 41\n","问法错误。 38\n","回答正确 14\n","不是 13\n","是 7\n","物品。 1\n","小男孩的。回答正确。 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29289 (\\N{CJK UNIFIED IDEOGRAPH-7269}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21697 (\\N{CJK UNIFIED IDEOGRAPH-54C1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-05 **********\n","gpt-4o/shots-05\n","不是 1565\n","是 1034\n","不重要 256\n","问法错误 85\n","回答正确 54\n","是。 6\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-20 **********\n","gpt-4o/shots-20\n","不是 1507\n","是 1081\n","不重要 218\n","问法错误 131\n","回答正确 61\n","重要 1\n","是\\n\\n谜面: 在一个安静的夜晚，小村庄的湖边突然传来了阵阵哭泣声。第二天早晨，村长甄锐发现湖边的石头上放着一顶破旧的帽子，但没有人知道这顶帽子是从哪里来的，哭泣声又是为何。请还原故事真相。\\n谜底: 原来，这顶破旧的帽子属于一个小男孩，他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳，还告诉他湖中的海龟是他们的朋友。后来，小男孩随父母去了城市生活，但每年夏天都会回到村子探望爷爷。然而，去年夏天，爷爷因病去世，小男孩伤心欲绝。今年夏天，他回到村子，来到湖边，想起和爷爷的美好回忆，忍不住哭泣。他将爷爷的帽子放在湖边的石头上，希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣声是人发出来的吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
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","text/plain":["
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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** gpt-4o/shots-40 **********\n","gpt-4o/shots-40\n","不是 1513\n","是 1072\n","不重要 198\n","问法错误 155\n","回答正确 54\n","不是\\n\\n 3\n","是\\n\\n 2\n","是\\n\\n谜面: 在远离城市喧嚣的海边小屋，一天清晨，邻居发现甄加索僵卧在沙滩上，已无生命迹象。现场没有发现任何打斗的迹象。请问甄加索的死因是什么？\\n谜底: 甄加索是一位热爱自然的画家，他每年都会来到这个海边小屋寻找灵感。在他生命的最后几天，他一直在创作一幅描绘海洋生物的画作。在画即将完成的前一天晚上，他骑着自行车外出，打算在海边观赏夜景。然而，他在沙滩上意外发现了一只搁浅的海豚，为了救助这只海豚，他耗费了极大的体力，最终成功将其送回海中。筋疲力尽的甄加索在沙滩上睡着了，由于他患有严重的心脏病，却未告知旁人，在寒冷的海风中，他的心脏停止了跳动。因此，警方在现场只发现了车轮痕迹和未完成的画作，而没有发现任何他杀的迹象。\\n参与者提出的问题: 甄加索是被人谋杀的吗\\n回答: 不是 1\n","是\\n\\n请继续提问。 1\n","是\\n\\n谜面: 在一个安静的夜晚，小村庄的湖边突然传来了阵阵哭泣声。第二天早晨，村长甄锐发现湖边的石头上放着一顶破旧的帽子，但没有人知道这顶帽子是从哪里来的，哭泣声又是为何。请还原故事真相。\\n谜底: 原来，这顶破旧的帽子属于一个小男孩，他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳，还告诉他湖中的海龟是他们的朋友。后来，小男孩随父母去了城市生活，但每年夏天都会回到村子探望爷爷。然而，去年夏天，爷爷因病去世，小男孩伤心欲绝。今年夏天，他回到村子，来到湖边，想起和爷爷的美好回忆，忍不住哭泣。他将爷爷的帽子放在湖边的石头上，希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣声是人发出的吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
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","text/plain":["
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TninYlMLN3TXjYmkIsBm48CceU9edx72VUARy1ctq3Zwd2bNmEmOgo2NjaY/T4yXByccuz/ukTx7Bu1TKEh4WiTFkLDB7hjWo1aknen+UzGUf+/ktqG0+v6li0fK3k5/YtGiI87L1UnUHDRqF77/4AgNevXmL+HF+8evkCnz4mwtjEFA2bNEOf/kOgqqZWEIetlHbt2I7ATRsQFRUJO3sHTJw8Da5ueV+L48eOYMWyJXgfGgpzC0uM8h6LmrVqS94Xi8VYuXwp9u/9HxITE+DuUQFTps+AhYWlpM66Natw4fw5PH4UAjU1NVy8ekNqH3FxsZg0fiyePnmMuLg4GBoZoU7d+hgxyhva2toFfg6Uxb49O7Az+76wzud9sf6b+8Lrq/sCAF69fI5VSxch+OYNZGZmwrJcOcyaF4CSZqUAAH/t34MTRw/jyaOHSPr0CUfOXoGOjq5k+7D3odi8fjVuXQ9CdHQUjI1N0bhZC/ToOwBqauo/5kQogT27tmNr4EZER0XB1s4B4yZOgYtr3tfi5PGjWLViKcLeh6KsuQWGjxqDGjWz7ouM9HSsXL4Ely6eR+i7d9DW0UYVTy8MHzkGJqamUu1cPH8W69aswrOnj6GuroEKlSpjYcByAFn3xbRJ4/H06WPEx8XB0NAIterUw9ARo3/p+4LyTykCxkWLFmHatGkYNmwYqlevDgC4ePEiBg0ahKioKIwePVrBPZTtt1p2mNu/NoYvO4Xrj8MwrE0FHJzdDuX7bUJkfHKO+h3rOGBmn5oYtOg4roS8h21pA6wb0xhiABPWnpPUe/AqCs0n7ZX8nJEpytHWhsN3MXPrZcnPSakZkv/W0lTDX7Pa4Z+rzzFyxSmoqggxrZsXDs5uD9vu63Jtr7A7efwIli2ah3GTfeDk4oo9O7bCe9hA7Nz/NwwMjXLUv3fnNmZMGYeBw0ahes3aOH7kH0waMxybtu9FORtbSb2q1Wpgss8syc9q6jn/mPUbNAyt2v4m+bm4lpbkv1VVVdG0RWvYOThCR0cXT588wtxZMyASiTFo2KgCOnrlcvTIYSyY54+pPr5wdS2P7VsDMXhgX/z191EYGeW8FsG3b2HiuDEYMcobtWrXxeF/DmHU8KHYtXc/bG3tAACbNqzDzu1bMXPOHyhdugxWLFuCwQP64s+Dh6GhoQEASE9PR8NGTeBW3h0H9u/NsR+hQIi69epj2IhRMDA0xNs3bzBnli9m+cbjj/kLf+xJUZBTx49g+aJ5GCvHfeGbfV9Uq1kbJ7Lvi41f3Rehb99gSN/uaNG6HfoOHAYtLS28fPFMch0AIDUlBZ5e1eHpVR1rlgfk2M/rVy8gFokwbrIPSpc1x8vnTzF31gwkJydj2OhxP+x8KNLxo4exeMFcTJo6Ay6ubti5fQuGD+6PfX8dhmEu98Wd4NuYMnEsho4YjZq16uDo4b8xdtRwbNu1Fza2dkhJScGjRw/Rb8Bg2No7IDEhHgvm+sN75BBs3fnl3/+pk8cx23c6hgwfhcpVPJGZmYnnz55K3hcKhahdtx4GDxsJAwMDvH37BnPnzETCrHjM/mPBTzk3CsdnGGUSiD+PASuQlZUVfH190aNHD6nywMBAzJgxAy9fvpSrvWJNFhVk9/7V+YDOuPnkA0avPA0gK6v9bOsArDp4Gwv2XM9Rf/GQerAva4hmXwWDf/SvhcoOZqg/ZjeArAxjSy9rVB26Lc/9Hpv3O+4+j8S4NWdzfb+CbQlcWtYVtt3W4l3URwCAs6UxbqzuAefeG/EiLO47jzj/3u4d8cP38bX+PTrBwdkFYyZMBQCIRCK0bVYfv3XsIsn2fW3axDFISU7G/CUrv7TRszNs7R0wfrIPgKwM48fERPyxaFme+23foiE6dOmOjl165FnnW0sXzUXIg/tYtWFrvrf5r7Q1f95nxK6dfoeziysmT50OIOtaNKpfG527dEff/gNy1B83ZhSSk5OxfOUaSVm3zh1g7+CAaT5+EIvFaFCnJnr06o2evfsCABITE1GvVjX4zf4DTZs1l2rvrz/3Y/7cOTkyjLnZvm0LAjdtwPFT5/61bkFJTMn490oFpH+PTnB0doH3V/dFu2b10T6P+2J69n0x76v7YkD2fTEu+77wmTQWqqqqmDbzj3/d/60b1zBiYO8cGcbc7NiyEX/u3Y3/HTwmzyH+J5qqPy9Q6Nm1I5ycXTBh8jQAWdeieaO66Ni5G3r1zXktJo0bjeTkZAQsXy0p69WtI+zsHTF52oxc9/Hg/j307NoBfx89hZJmpZCRkYFWTRtgwOBhaNPut1y3yc2u7VuxNXAj/jl+Rr6D/A90NBUXtBVrtkRh+04+PFJh+84vpQinw8LCUK1atRzl1apVQ1hYmAJ6lH9qqkJ42JbA6duvJWViMXD69mtUcTTLdZurD9/Dw9YUlexKAgAsS+qhcWUrHL0mHRjblDbAi+0D8HBTH2wa3xRlTXRytNWxrgPe7h6MG6t7wK93DRTT+BIQPHkXg6j4ZPRs4go1VSE01VXRq7ELQl5H4/WH+II4fKWSnp6Gx48eonKVL0P5QqEQlapUxf17d3Ld5sHdYFTyrCpV5ulVHQ/uBkuV3b55Hc0b1ESnds0xf44f4uPicrS1bfN6NK1XDb26tMf2LRuRkZF3QPDu7WsEXb4Ij4qV8n+AhUh6WhpCHj5AVa8v97VQKETVqtVw987tXLe5GxyMqlWlH8OoVr0G7gYHAwBC371DVFQkPKt+aVNHRweubuXzbDM/IiI+4PTJE6hYqfJ3t6HM0tPT8OTRQ1TK5b54kMd9cT+P++J+9n0hEolw+eI5lDW3gPfQ/mjRoCb69+iE82dO5dKafD5+TISurt5/bkcZpaen4VHIA3hWlb4WVap64e43v3M+u3v3Dqp8c194VauBe3nUB7LOoUAggHZ2cP4o5CEiIj5AKBSiS4d2aFy/JkYMGYBnT5/k2UZkRAROnz6BChV/zfuC5KcUQ9I2NjbYs2cPJk+eLFW+e/du2Nra5rFVltTUVKSmpkqViUUZEAh/zqEZ6xaDqooQEXFJUuURcUmwL2uY6za7zz6CkV4xnFrYEQIBoKaqgrV/38H83dckda4/CsOAhUfx5F0sShpqYUpXL5xc0BEVBwXiY3J6VjtnHuFNRALCoj/B1coYs/rUhF0ZA3SaeQgA8DE5HY3H78Een9aY1NkTAPDsfRxaTdmHTJHCE8sFLi4uDpmZmTmGdQyNjPDmVe5Z6ujoKBh+MyRnaGiE6Ohoyc9Vq9VA7XoNUKpUGYS+e4s1KwIwZsRArNm0AyoqKgCA3zt1hZ2DE3T19HDvTjDWLA9AdFQkRnhPkGp7YO+uePLoIdLS0tC63e/oN2h4QRy60omNi0VmZmaOoWcjIyO8fPki122ioqJgZGSco35UdFT2+5FZZcY524yKkv+Z3AljvXH2zCmkpKSgdp26mOE3W+42CoN4GffF6zzui5joqBxD1QaGRojJvi9iY6KRnJSEbZs3oP+Q4Rg8whtXL1/ElHEjsXTNJnh8Z5Dx7u1r7Nu1A0NHjf2u7ZVdXGze1+JVHiNp0VFRMPzmvjA0MkJ0Hv/mU1NTsSxgIRo3bS559jD03VsAwNrVyzF67ESUKlUa27ZswsB+PbH/4BHo6elLtp88YQzOnT2N1JQU1KxdF1NnzPzewy18OOlFJqUIGH19fdGxY0ecP39e8gzjpUuXcOrUKezZs0fmtv7+/vD19ZUqU7FuBDWbxj+sv/9VTbcyGNexCkauOIXrj8JhXUofCwbVQVgXT/yxIwgAcPzGK0n9+y+jcP1ROB5v6Yf2tewReOw+AGDjkXuSOg9eRSEs5hOOzv0dVmZ6eBkWD011Vawe3QhXHoSi5x//QEUoxKj2FbHfry1qjNiBlLSfNyRWmDVo3Ezy39a2drC2tUOH1k1w++Z1VKqSlYXp1K2XpI6NrT3U1NQwb7YvBg0bDfWvnnf081+ApKRPePbkMVYsWYidWzeha8++P+1Y6ItxEyZh0JCheP3qFZYELMKCuf6YMn2GortVKHx+kqlG7bro2LUnAMDW3hH37wbjwL7d3xUwRkZ8wJhhA1G3QWO0avd7gfa3qMhIT8fEcaMhFosxcYqPpPzz9erTbxDqN2gEAPDxm4Nmjerg5PFjaP97R0ld73ETMWDQULx+/QorlizC4gV/SLVFRZdSDEm3b98eQUFBMDIywoEDB3DgwAEYGxvj2rVraNu2rcxtJ02ahPj4eKmXarn6P6nnQFRCMjIyRTDVLy5VbqpfHOGxn3LdxqdHNew8HYLNR+/jwasoHLz8DNM3X8K4DlXy/IAT/ykVz0JjYV1KP8++XH+UNXz/uU7Hug4wL6GLAYuO4eaTD7j2KAw95x6GZUk9tPSylvtYlZ2+vj5UVFQkWZDPYqKjYWhsnOs2RkbGiIn5pn5MdK6TMj4rXaYs9PUN8O7tmzzrOLm4ITMzA2HvQ6XKS5Q0g1U5GzRs0hyDh4/GhjUrkZmZ+W+HVugY6BtARUVFKlMLANHR0TDO41oYGxsjOjoqZ/3s7IqxsUlWWVT+25TF2MQEVuWsUadefUzz8cWe3TsRGRkhdzvKTk/GfWGUx3kzNDJG7Df3RWxMtCQzltWmKizLSf8esbAqh4hw+R8jioqMwPCBveFS3gPjp86Qe/vCQt9A/mthZGyMmG/ui9zqfw4Ww8PeY8WaDVIzmz/fO+W+ul7q6uooXboswr+5XsbGJrC0Kofadeph8jRf7N2zC1G/4H2RK4FQca9CQGl6WbFiRWzfvh03b97EzZs3sW3bNnh4ePzrdhoaGtDV1ZV6/azhaABIzxDh9tMPqOtuLikTCIC67ua4FpL7L85iGmoQfTMkLBKJsrfNPWLU0lSDlZk+wmNyD0IBoLx11hIKn+sU11CFSCzG19OaRCIxxGIxhL9g6l1NTR32Dk64cf2qpEwkEuHm9SC4uJbPdRtnN3fcvHZVqux60BU4u7nnuZ+ID+GIj4/L8xc8ADx9/AhCoRAGhrk/lvC5bxkZGRCLfr3Z6mrq6nB0ckbQ1SuSMpFIhKCgK3Arn/t97ebujqCr0tfi6pXLcHN3BwCULlMGxsYmCAr60ubHjx9x7+6dPNvMr88ZmLS0tP/UjjJSU1OHnYMTbuZyXzjncV+4uLnjRi73hUv2faGmpg5HZxe8ff1Kqs7b169RomQpufoXGfEBwwb0gr2jEyb7zIJQqDR/lgqcmpo6HBydcS1I+lpcD7oKtzx+57i5lcf1IOlrEXT1Mly/qv85WHzz5jVWrtkIfX0DqfoOTs5QV1fHq68eQchIT0fY+1CYmeV9vUTirN9NaWnp+T1E+oUpdEhaKBT+6wLdAoFA5uQBZbB0/02sG9sEN59+wI3H4RjWtgKKa6phy/EHAID1Y5vgffRHTN90EQBwOOgFRrStgDvPI3DtURisS+ljeo/qOBz0QhJI+verhX+CXuBNRAJKGWphavdqyMwUYc/ZRwAAKzM9dKzrgGPXXiI6MQWuVsaYN6AOLtx9h/vZayyeuvUac/rVQsDQelh1MBhCoQBjO1RGRqYI5+6+VcCZ+vE6duuJ2T6T4eDoLFk+JCU5Gc1bZWWqZ06fBGMTUwwenrVUU4fO3TC0fy/s3LoZ1WrUwsnjR/Do4X1MmDIDAJCU9Akb165CnfoNYWRkjNB3b7FyyUKUKWsOT68aALImCDy4fxcVKlVB8eJauH/3DpYumotGTVtIHt4/dvhvqKqqwtrWFmpq6nj08AFWLw9A/UZNftl1GLv37I1pkyfA2dkFLq5u2LY1EMnJyWjTth0AYMqk8TA1LYGRo8cAALp264G+vbojcPNG1KpVG0ePHMaD+/cxbYYfgKzfBV2798C6NatgYW6B0mWyltUxMTVFvfoNJPsNe/8e8fHxCAt7j8zMTDwKCQEAmJubo7iWFi6cP4fo6Cg4u7iiePHieP7sGRYvmAd3jwooXbrMTz5LP0enr+4Lx+z7Ivmb+8LExBSDsu+L3zt3w7Bc7ovx2fcFAHTu3hs+k8agvEdFVKhcBUGXL+LyhbNYumaTpE50VCRioqMQmp2Nf/HsKYoXL44SJc2gq6ePyIgPGD6gF0qYlcKwUeMQFxsj2dYoOyv2q+navSdmTJsEJ2cXOLu4Yse2LUhOTkbLNlnXYvqUCTA1LYFhI70BAJ269sCAvj2wLXATatSqjWNHD+PhgweYPC3rUayM9HSMHzsKj0MeYvGyVcgUZUqe99XT04Oamjq0tbXR/veOWLtqOUqWNEPJUqWwdfMGAECDRlmPb128cA4x0dFwcnZB8eJaePH8KZYsXoDy7hVQqnTpn32aSAkpNGD8888/83zvypUrWLp0qSTzpsz2nn8CY73imN69GkoYFMfdF5FoPXW/ZCJMWVMdiL5K8/2x4yrEYjF8elZHKSNtRMUn4Z+gF5ix+ZKkTmljbWyZ2AyGOpqIik/G5QehqD16J6Ky13VMT89EPXcLDGtTAVqaangXmYgDl57ij51BkjaevItFe58DmNLNC2cXd4JIDNx5FoHWU/+UmakszBo0aoq42BisX70cMdFZi+IuXLZG8tD4h/AwqQ8pruU9MGP2PKxdtRRrVgSgjLkF/Bcuk6w1pyJUwfOnj3Hk77/wMTEBxiamqFK1GvoPHi55NlFNTR0njx3BxjUrkZaehlKlSqNjlx7o1K2nZD8qqirYHrgBb968AsRilDArhfYduqBj1/wvw1PYNGnaDLExMVi5fCmioiJh7+CIlWvWSzKz4WFhEH41FOPuUQH+8xZg+dIALAtYBHMLSwQsWyFZgxEAevftj+TkZPjNmI7ExAR4VKiIlWvWS639t3L5Uhz868vvlo6/tQEArN+0BZWreEJDQwP79/4PC+b6Iy0tDSVKmqF+g4bo0y/nUj+/ivrf3Bc2udwXwm/uC5/Z87Bu1VKszeW+AIDa9Rpg7GQfbNu0DgEL/GFuYYlZ8wJQ3qOipM6BfXuwae2XpXmG9sv69z7ZZxaatWqL61cv493bN3j39g3aNq0n1eeLNx/8kHOhaI2aNENsbCxWr1yK6Kgo2Nk7YtnKtZIJX+HhYVJZ1vLuHpjtPx8rly/BimWLUdbcAgsClsEm+76IiIjA+bNZS7p16SD9CNfq9YGoVLkKAGDk6HFQUVHF9CkTkJqaAmdXN6xat0nyoVZTQxMH9v8Pixb8gfS0NJQoURJ16zdErz45l/r5ZRWSoWFFUYp1GL/2+PFjTJw4EYcOHULXrl3h5+cHCwsLudr42eswUt5+9jqMJNvPXIeRZPuZ6zCSbD9zHUaSTaHrMLZc+e+VfpDkQ0MUtu/8Upq75P379+jfvz9cXV2RkZGB4OBgBAYGyh0sEhEREclNIFDcqxBQeMAYHx+PCRMmwMbGBg8ePMCpU6dw6NAhuLi4KLprRERERAQFP8M4b948zJ07FyVLlsTOnTvRunVrRXaHiIiIiHKh0IBx4sSJKFasGGxsbBAYGIjAwMBc6+3fv/8n94yIiIiKFE56kUmhAWOPHj3+dVkdIiIiIlIshQaMmzdvVuTuiYiIiLIwgSUT869EREREJBMXZSMiIiLiM4wy8ewQERERkUwMGImIiIhIJg5JExEREXHSi0zMMBIRERGRTMwwEhERUZHHdaFlY4aRiIiIiGRiwEhEREREMnFImoiIiIo8DknLxgwjEREREcnEDCMRERERE4wyMcNIRERERDIxw0hERERFHp9hlI0ZRiIiIqJCZsWKFbC0tISmpiY8PT1x7do1mfUDAgJgb2+PYsWKoWzZshg9ejRSUlLyvT8GjERERESFyO7du+Ht7Q0fHx/cunUL5cuXR+PGjREREZFr/R07dmDixInw8fFBSEgINmzYgN27d2Py5Mn53icDRiIiIiryBAKBwl7yWrRoEfr374/evXvDyckJq1evRvHixbFx48Zc61++fBnVq1dHly5dYGlpiUaNGqFz587/mpX8GgNGIiIiIgVKTU1FQkKC1Cs1NTXXumlpabh58yYaNGggKRMKhWjQoAGuXLmS6zbVqlXDzZs3JQHiixcvcPjwYTRr1izffWTASEREREWeIjOM/v7+0NPTk3r5+/vn2s+oqChkZmaiRIkSUuUlSpRAeHh4rtt06dIFfn5+qFGjBtTU1GBtbY06depwSJqIiIiosJg0aRLi4+OlXpMmTSqw9s+ePYs5c+Zg5cqVuHXrFvbv349//vkHM2fOzHcbXFaHiIiISIE0NDSgoaGRr7rGxsZQUVHBhw8fpMo/fPiAkiVL5rrNtGnT0L17d/Tr1w8A4Orqik+fPmHAgAGYMmUKhMJ/zx8yw0hERERFXmGZ9KKuro6KFSvi1KlTkjKRSIRTp07By8sr122SkpJyBIUqKioAALFYnK/9MsNIREREVIh4e3ujZ8+eqFSpEqpUqYKAgAB8+vQJvXv3BgD06NEDpUuXljwH2bJlSyxatAgeHh7w9PTEs2fPMG3aNLRs2VISOP4bBoxEREREheiLXjp27IjIyEhMnz4d4eHhcHd3x9GjRyUTYd68eSOVUZw6dSoEAgGmTp2K0NBQmJiYoGXLlpg9e3a+9ykQ5zcXWYgUa7JI0V2gbG/3jlB0F+gr2pr8jKgsElMyFN0FyqapyqezlIWOpuKuhV6XrQrbd/yO7grbd37xrwcREREVefwuadn4sYqIiIiIZGLASEREREQycUiaiIiIijwOScvGDCMRERERycQMIxERERV5zDDKxgwjEREREcnEgJGIiIiIZOKQNBERERV5HJKWjRlGIiIiIpKJGUYiIiIiJhhlYoaRiIiIiGRihpGIiIiKPD7DKBszjEREREQkEwNGIiIiIpKJQ9JERERU5HFIWjZmGImIiIhIJmYYiYiIqMhjhlE2ZhiJiIiISCYGjEREREQkE4ekiYiIiDgiLRMzjEREREQkEzOMREREVORx0otszDASERERkUzMMBIREVGRxwyjbL9kwLjc7zdFd4GyBd58o+gu0FeGVi+n6C5QttT0TEV3gbJFJ6YpuguUzcGsuKK7QHngkDQRERERyfRLZhiJiIiI5MEhadmYYSQiIiIimZhhJCIioiKPGUbZmGEkIiIiIpkYMBIRERGRTBySJiIiIuKItEzMMBIRERGRTMwwEhERUZHHSS+yMcNIRERERDIxw0hERERFHjOMsjHDSEREREQyMWAkIiIiIpk4JE1ERERFHoekZWOGkYiIiIhkYoaRiIiIiAlGmZhhJCIiIiKZGDASERERkUwckiYiIqIij5NeZGOGkYiIiIhkUoqAccuWLUhNTc1RnpaWhi1btiigR0RERFSUCAQChb0KA6UIGHv37o34+Pgc5YmJiejdu7cCekREREREnylFwCgWi3ONsN+9ewc9PT0F9IiIiIiIPlPopBcPDw9JOrZ+/fpQVf3SnczMTLx8+RJNmjRRYA+JiIioKCgsQ8OKotCAsU2bNgCA4OBgNG7cGNra2pL31NXVYWlpifbt2yuod0REREQEKDhg9PHxAQBYWlqiY8eO0NTUVGR3iIiIqIhihlE2pViHsWfPngCyZkVHRERAJBJJvW9ubq6IbhERERERlCRgfPr0Kfr06YPLly9LlX+eDJOZmamgnhEREVGRwASjTEoRMPbq1Quqqqr4+++/YWZmxrQwERERkRJRioAxODgYN2/ehIODg6K7QkRERETfUIqA0cnJCVFRUYruBhERERVRHN2UTSkW7p47dy7Gjx+Ps2fPIjo6GgkJCVIvIiIiIlIcpcgwNmjQAABQv359qXJOeiEiIqKfgRlG2ZQiYDxz5oyiu0BEREREeVCKgLF27dqK7gIRERER5UEpAsbPkpKS8ObNG6SlpUmVu7m5KahHREREVBRwRFo2pQgYIyMj0bt3bxw5ciTX9/kMIxEREZHiKMUs6VGjRiEuLg5BQUEoVqwYjh49isDAQNja2uLgwYOK7h4RERH94gQCgcJehYFSZBhPnz6Nv/76C5UqVYJQKISFhQUaNmwIXV1d+Pv7o3nz5oruIhEREVGRpRQZxk+fPsHU1BQAYGBggMjISACAq6srbt26pciuERERUREgECjuVRgoRcBob2+Px48fAwDKly+PNWvWIDQ0FKtXr4aZmZmCe0dERERUtCnFkPTIkSMRFhYGAPDx8UGTJk2wfft2qKurY/PmzYrtHBEREVERpxQBY7du3ST/XbFiRbx+/RqPHj2Cubk5jI2NFdgzIiIiKgoKy+QTRVGKIWk/Pz8kJSVJfi5evDgqVKgALS0t+Pn5KbBnRERERKQUAaOvry8+fvyYozwpKQm+vr4K6BEREREVJZz0IptSBIxisTjXVPCdO3dgaGiogB4RERER0WcKfYbRwMBAsmilnZ2dVNCYmZmJjx8/YtCgQQrsIREREREpNGAMCAiAWCxGnz594OvrCz09Pcl76urqsLS0hJeXlwJ7SEREREWBUFhIxoYVRKEBY8+ePZGRkQGBQIB69eqhbNmyiuwOEREREeVC4c8wqqqqYvDgwRCJRIruChERERVRnPQim8IDRgCoUqUKbt++rehuEBEREVEulGLh7iFDhmDMmDF49+4dKlasCC0tLan33dzcFNQzIiIiKgq4cLdsShEwdurUCQAwYsQISZlAIJAst5OZmamorhEREREVeUoRML58+VLRXSAiIiKiPChFwGhhYaHoLhAREVERxhFp2ZQiYASA58+fIyAgACEhIQAAJycnjBw5EtbW1gruWf7cOvEXrh3+Hz7Fx8C0rDUa9BgKM2uHXOs+uX4BVw7tRNyH9xBlZMKgZClUbvobnGs0lNQ5vGYe7l88IbWdlWsl/D7eX/Jz+KunOLdrPcJfPoZAKIRdpZqo13UQ1DWLSW137/wx3Di6DzHh76ChqQX7KjXRsNcI/KoenDmEO8f3Ijk+FoZlyqF658EwtbLPte7LW5dw+8huJES8hygzA3qmpeHasB3svOpL6iQlxOLavo149/AWUpM+wczOBdU7DYZeidKSOue3LkVoyG0kxcdATUMTJayd4NmuD/TNspaKSvmYgNMb5iHm3UukfEpAMR19WJT3QpW2PaFeTCtHv34Vu3ZsR+CmDYiKioSdvQMmTp4GVxnPJB8/dgQrli3B+9BQmFtYYpT3WNSsVVvyvlgsxsrlS7F/7/+QmJgAd48KmDJ9BiwsLCV14uPi8MecmTh39gyEQiHqN2yECROnoPhXz0Y/efwIc2b54cH9ezAwNETnLt3Qu2//H3IOlMWBvbuwZ9tmxMREwdrGDsPHTIKDs2ue9c+dOo5Na5cjPOw9ypQ1R/+ho+FZrabk/ZjoaKxbsRg3r13Bx8REuHlUwDDvSShj/iUB4D24D+7cviHVbou2v2P0hGmSn+tXzfnvYcrMuajXsOl/OVyl9s+fu3FgVyBiY6JhaWOHASMmwM7RJde6b14+x45NK/H8cQgiPoSh79CxaPV7V6k6Ozetxq7ANVJlpctaYuXWPyU/Hzu0D+dPHsHzp4+QnPQJ2w+dh7aOjuT9e7dvYOro3O+BBau3wdbB+XsPl34RShEwHjt2DK1atYK7uzuqV68OALh06RKcnZ1x6NAhNGzY8F9aUKyQq2dxZscaNOo9AmbWjrhxdD/2zJuEfvM2QkvPIEd9TW1deLXqAiOzshCqquF58FUcXrcAxXX1YeVWWVLPyq0ymvYfK/lZVU1N8t+JsVHY88cEOHjWRoOew5CWnITT21bi8Nr5aDNiuqTe9SN7cf3IXtTpNABm1g5IT01BfFT4DzoTivf8+jlc+d9a1Ow6HKZW9rh36gAOL5mKjn7rUExXP0d9DS0deDTrCP2SZaGioorX967hXOAiFNPVR1nnihCLxTi+0g9CFVU0Gjod6ppauHtiP/5ZPBm/+66BmoYmAMDEwga2nnWhbWiK1E+JuHFoG/4JmILO/psgFKpAIBDAsnxVVG7dA5o6ekiIeI+LO1biQlIi6veb8JPP0s9x9MhhLJjnj6k+vnB1LY/tWwMxeGBf/PX3URgZGeWoH3z7FiaOG4MRo7xRq3ZdHP7nEEYNH4pde/fD1tYOALBpwzrs3L4VM+f8gdKly2DFsiUYPKAv/jx4GBoaGgCASRPGIioyEqvXb0JGejp8pk6G34zp+GP+QgDI+gap/n3h6eWFqT6+ePrkCWZMmwwdHV381qHjzztBP9GZE0exesl8jJowDQ7Orti/axsmjBqEzbsPwsAw57V4cDcYs6ZPQL/BI1C1em2cPn4Y08ePxOrA3bCytoVYLMb0CSOhqqoKv3lLoKWlhf/t3IpxIwZg484/UaxYcUlbzVu3R68BQyU/a2hq5tjfuKkzUcWruuRnbW2dHHV+FRdOH8PGlQsx2HsK7BxdcGjvDswYNwQrtx6AvkHOr8JNTU1BCbMyqFa7ITauWJhnu+aW1vBbuFrys4qKinQ7KSnwqFINHlWqYeu6ZTm2d3Apj837pJMU2zeuxN1b12Bj7yTvYRZKnPQim1IsqzNx4kSMHj0aQUFBWLRoERYtWoSgoCCMGjUKEyYo/x/TG0f2wa1OU7jWagLj0hZo3Hsk1DQ0cO/8sVzrmzuWh12lGjAqbQGDEqVQqXE7mJQth3dPHkjVU1FVg7a+oeSlqfXll+jz20EQqqigYc/hMDIrC7Ny9mjUexSeXL+A2A+hAICUT4m4sHczmg8cD6dq9WBQohRMzcvBtkK1H3cyFOzuiT/hUKMp7Ks3gkEpC9TsOhyq6hp4fOl4rvVL2bvByqM6DMzMoWtaCq7128CwtBXCn2Vdi/iIUES8eIQaXYfB1NIe+iXLoGbXYchIT8Xza2cl7TjWagYzO1foGJeAsYUNKrfpiU+xkfgY9QFAVmDqVKcFTCztoGNUAqUdPeBcpwXCn97/4edEUbYGbkK73zqgTdv2sLaxwVQfX2hqauLA/n251t++bQuq1aiJXn36oZy1NYaNGAVHJyfs2rENQFZ2cfvWLeg/cDDq1msAO3sHzPKfh8iICJw+dRIA8OL5c1y6eAE+frPg5lYeFSpWwsTJU3H0yD+IiMi6Fof/Poj09HT4zZwDGxtbNG3WHJ27dsfWLZt+zolRgL07t6BZ6/Zo0qINLK2sMWrCNGhoFsPRvw/kWn//7u2oXLU6OnbrDQurcug9cBhs7R1xYO8uAMC7t68Rcv8uRo2fCgcnF5S1sMKo8VORlpqC08ePSLWloakJQyNjyUtLSzvH/rR1dKTqqGcH/7+iv/63DY2at0ODpq1hbmmNwd5ToKGpiZOHD+Ra39bBGb0Hj0at+k2g9lXS4FsqKiowMDKWvHT1pZMVrX7vit+69oG9U+4ZfjU1NantdfT0cO3SWdRv2oqBFAFQkoAxJCQEffv2zVHep08fPHz4UAE9yr/MjHSEv3oCS+cKkjKBUAgL5wp4/+zf+y4Wi/H6wS3Ehr1DWXvp4aG3j+5g+ZDfsW5cbxzftATJiQlS+1VRVYNA+OUSqqqrAwDePc4KQl7dvwWxWITE2Gisn9AHK0d0xl/LZiIhOuI/HbOyysxIR9Sbpyjj6C4pEwiFKO3ojg8vQv51e7FYjNCQ24j/8A5mtlnDQ6L0dACAquqXX9QCoRAqqmqSoPJb6akpeHzpOHSMS0LL0CTXOp/iovHy9iWY2eU9JFiYpaelIeThA1T1+vLhRCgUomrVarh7J/c1V+8GB6NqVemvAq1WvQbuBgcDAELfvUNUVCQ8q35pU0dHB65u5SVt3rlzGzq6unB2+XJePb2qQSgU4t7du9l1glGxUiWoZd8vn/fz6uVLJMTH/7cDV0Lp6el48jgEFSpXlZQJhUJUqOyJh/fu5LrNw/t3ULGyp1RZparVJPXT09IAAOrqXwI7oVAINTV13P/m+p46dhhtG9dC3y5tsX7lEqSkJOfY39IFc9C2cS0M6dMFRw79CbFY/H0Hq+TS09Px/HEIylf8cm6FQiHKV/TE44d3/1Pb70PfoFf7hhjQuQUWzpqMyA9h/6m9a5fOITEhHvWbtP5P7dCvQymGpE1MTBAcHAxbW1up8uDgYJiamiqoV/mTlBgPsUiE4t8MPWvpGiDm/ds8t0tN+oSVIzohMyMdAqEQDXuOgKVrRcn7Vm6VYVu5BvRNzBD34T3O/28j/rdgMrr5LIFQqAILJ3ec2bEaQf/sQaXGbZGemoJzuzcAAD7FxQAA4iLCIBaJcfXgTtTvNhgaxbVwYe9m7Jk7Eb3nrIGKat6fVgujlI8JEItEKKYrfS2K6RggLuxdntulJX3CtgndkJmeDqFQiOpdhqKMU9YHAP2SZaFtaIprf25GzW7DoaqhiXsn/8Sn2CgkxcdItfPg7N8I2rcBGakp0CtRBs1Hzc5xjk+t+wOvgq8iMz0V5m6eqNVjVMEcvJKJjYtFZmZmjqFnIyMjvHz5ItdtoqKiYGRknKN+VHRU9vuRWWXGOduMisqqEx0VBUND6WE9VVVV6OrpITp7+6ioKJQuXeabNowl7+l+9Z32v4L4uFiIMjNzDD0bGBjh7avcV6iIiY7KtX5M9rUwt7SCaUkzrF+1BKMnTIdmsWLYu3MrIiM+SOoAQL3GzVCipBmMjE3w4tlTrFuxGG9fv4Lv3MWSOr0GDIVHxSrQ0NTEjaArWDJ/NpKTktCuo/Rzer+ChPhYiESZ0P/m36i+gRHevXn13e3aOblg5EQ/lC5rgZjoKOwKXINJI/pg6aa9KF78+56RPnn4ADwqe8HYtMR396uwYSZVNqUIGPv3748BAwbgxYsXqFYtK3tw6dIlzJ07F97e3jK3TU1NRWpqqlRZeloq1NSVe0hDXbMYes1ejbSUZLx+cBtndqyGvqkZzB3LAwAcvepK6pqUtYKJeTmsHdMDb0PuwMK5AozLWKLZgPE4s2M1zu/ZAKFQBRUatYGWngEE2V+gLhaLIMrMQP3uQ2DlWgkA0HLIZKwY1hFvHgZLPS9ZlKlpFkP7aSuQnpqM9yHBuPq/ddA1MUMpezcIVVXRcPBUnA8MQODoDtkZSw+UdakEfJMEsa1SF2UcPZAUH4M7x/fh5Fp/tJqwEKpqXzJZXh0GoGKLroj7EIrrf27C1T1rUaPrsJ98xET/jaqqGnz/WIwFs33QplENCFVUULGyJ6p41ZDKDrZo85vkv8vZ2MHI2Bhjh/XH+3dvUapM1oSw7n0GSurY2jsiJSUZe7Zv/iUDxh+lomcNyX9bWtvBztEV/Ts1w6Uzx9GweVu524uK+IDb169gnM/cguwmFXJKETBOmzYNOjo6WLhwISZNmgQAKFWqFGbMmCG1mHdu/P394evrK1XWst8otO4/+of192vFdfQgEAqRFB8rVf4pIRZa+jknvHwmEAphkD3LtoSFDaLfv8HVQzslAeO39E3NUExHD7Ef3sMie/jbqVo9OFWrh0/xsZLJFzeO7IOeiRkAQFs/61OscekvsxaL6+qjmI4uEqIjv/OIlZemti4EQiGSE6SvRXJibI4M8NcEQiH0TEsBAIzLWiM2/C2Cj+xGKfusZ31MLGzRfvoKpCV9QmZmOorp6OPPOaNgYimdEVcvrgX14lrQK1EapuUcEDjqd7y6fRk2VepI6hTXM0RxPUPom5WFppY2Ds4fhwrNu6C4fs6H3QszA30DqKioIDo6Wqo8OjoaxsbGuW5jbGyM6K+yU5L62dk/Y+Os4f3oqGiYmJhK1bF3yFqRwMjYGDEx0pnfjIwMJMTHwyh7e2NjY6ksWFYbUZL3fjV6+gYQqqggNkb6WsTGRsPQKPfjNTQy/tf6dg5OWLv1f/j4MREZ6enQNzDE0D5dYOeY92zaz7OyQ9+9kQSM33J0dsW2jWuQlpYG9a8eG/gV6OoZQChUQdw3/0bjYqNznXz0vbR1dFCqjDnCQvMe5ZLl1NG/oKOrhyrVa/975V8IE4yyKcUzjAKBAKNHj8a7d+8QHx+P+Ph4vHv3DiNHjvzXFPGkSZMk23x+Nes55Cf1PGtiSklLO7x++OW5HbFIhNcPbqOUjRwzy8RiZGY/L5ebxJhIJH9MgFYugYWWngHUNYvhUdA5qKqpw9Ila2i7dPZzeDFhX35pJH9MQHJiAnSNlXuo/3uoqKrB2NwWoY+CJWVikQjvQ4JRopxjvtsRi0TIzMh5LdSLa6GYjj7iP4Qi6vVTWJavmsvWnxsRQyxGru18qZKViZFVp7BSU1eHo5Mzgq5ekZSJRCIEBV2BW3mPXLdxc3dH0NWrUmVXr1yGm7s7AKB0mTIwNjZBUNCXNj9+/Ih7d+9I2ixf3gOJCQl4+ODLZKJrQVchEokky/mUL++OmzduIP2r++3qlcuwtLL65YajgazJDHb2jrh9PUhSJhKJcPt6EJxcc/+A6uRSHre+qg8AN69dzbW+trYO9A0M8e7Nazx59BDVa9XNUeez508eAwAMjXJ/tjerziPo6Or+csEikHUtrO0dcfeW9LW4e/NanpNRvkdyUhLC37+DQR4fCGQRi8U4deQg6jZqIfXsNpFSZBg/i4iIwOPHWb9QHBwcYGKS9y+VzzQ0NCTLaXymph73I7qXp0pN2+Pw2nkoaWUHs3L2uHHsT6SnpsC1VmMAwD+r50LbwBi1O2ZN7Ll6cCdKWtlBv0QpZKan4fmda3hw6aRkbcS0lGRc+nMr7CvXgJaeIeIi3uPsrvUwKFFKMrQMALdOHEApW2eoaxTDq/s3cXbXOtTu0Bea2bMQDc3KwKZCNZzaugqN+4yCerHiOL9nIwxLlYX5VxNDfiVuDdvi7KaFMLGwhYmVPe6dPID0tFTYVc9amunMxgXQ0jdClXa9AQC3j+yGiYUtdE3MkJmRjrf3ruPp1dOo+dUw8YsbF6CpowdtQxPEhL7C5d2rYeHuhTLOWYF5QmQYnt84jzJOFVBMWw8f46IQfGQPVNXVYe6SNez/5t41JCfEwcTSDmoaxRD7/jWu7luPEtZO0DH+NZ8R6t6zN6ZNngBnZxe4uLph29ZAJCcno03bdgCAKZPGw9S0BEaOHgMA6NqtB/r26o7AzRtRq1ZtHD1yGA/u38e0GX4Asj5Ydu3eA+vWrIKFuQVKl8laVsfE1BT16jcAAJSztkb1GjXh6zMNU6f7IiMjHf6zZ6JJ0+YwzX4Wq2nzlli9cgVmTJ+C3n3749nTp9i+bQvGjZ+kgLP0c/zWuQfmzpwKO0cnODi5Yt/ubUhJSUbj5m0AAH/4ToaxSQn0GzISANCuY1eMHtwHe7YHomr1Wjhz4giehDyA98QvS3adO3UcevoGMC1phpfPn2LFormoXqsuKnlmPVb0/t1bnDp+GJ7VakJXVw8vnj3ByiXz4eZREdbZyyRdvnAWsTHRcHJxg7q6Bm5eu4Idgevxe9eeP/X8/Eytf++GJf7TYWPvBNvsZXVSUpLRoGnW5JLFc6bCyNgUPQZk/T1IT0/H21dZz/2mZ6QjOioCL54+RrFixWBWxhwAsGnlIlSuVgsmJUohJjoCOzethlAoRK36TST7jY2OQmxMNMJC3wAAXr98imLFtGBSoiR0dL98ULp76xo+hIV+11B2YcdnGGVTioAxMTERQ4YMwc6dOyESiQBkLRHQsWNHrFixAnpK/qnfsWodJCfG4eK+QHyKj4WpuTV+HzdHsgZjQnSE1D/E9NQUHA9cio8xUVBV14ChWVk0HzQRjlXrAMgaIo18+wIPLpxAStJHaBsYwdKlImr+1kvqebiw549xcf8WpKekwNCsLBr3Him1+DcANB80Hqe3rcbehVMhEApQ1sENv4+bAxVVpbj0Bc66cm0kJ8bjxsFtSEqIgVEZazQbMRPFsyfCfIyRvhYZqSm4uGMFPsVGQVVNHfoly6Je33GwrvxlKCYpPgZX/rcWyQlxKK5nCFuv+qjQvLPkfRU1dYQ/vY/7Jw8gNekjiunqw8zWBa0nLJKs/aiqpoFHF47iyp61yMxIh7aBCSwrVIN7kw4/58QoQJOmzRAbE4OVy5ciKioS9g6OWLlmPYyyh33Dw8IgFHwZ5HD3qAD/eQuwfGkAlgUsgrmFJQKWrZCswQgAvfv2R3JyMvxmTEdiYgI8KlTEyjXrpT40+s9dAP/ZMzGgb0/Jwt0TJ02VvK+jo4PV6zZgziw/dP69HfQNDDBw0JBfdg1GAKjbsAni42Kxed1KxEZHwdrWHn8sXgXD7ElJEeHhEHx1LZzd3DHF7w9sXLMMG1cvRemy5vCbtwRW1l8ew4iOisSqJfMRGxMNQ2MTNGraEt2+eh5RVU0Nt65fxb5dWcGpqWlJ1KzTAN36DPhSR1UVB/ftxqol8yEWi1G6jDkGjRyH5q3b/4Szohg16zVGQlwsdmxahdiYaFjZ2MNn3groZw9JR30Il7ovYqIiMbp/J8nPB3ZvwYHdW+BSviJmL1mftU3kByyYOQmJCfHQ0zOAo6s75q3cAr2vRqSOHtwrtbj35BFZCYwRE3xRv2krSfnJwwfg4FIeZSysfswJoEJLIFaC9Qs6duyI27dvY9myZfDyylpW48qVKxg5ciTc3d2xa9cuudrbcO3Nj+gmfYe45AxFd4G+MrR6OUV3gbJFJab+eyX6KT6mZCq6C5TNwaz4v1f6QTx8Tyts37d96ils3/mlFGmmv//+G8eOHUONGl9mejVu3Bjr1q1DkyZNZGxJRERE9N9xRFo2pZj0YmRklOuws56eHgwM8p7dSkREREQ/nlIEjFOnToW3tzfCw798x3F4eDjGjRuHadOmydiSiIiI6L8TCAQKexUGSjEkvWrVKjx79gzm5uYwN8+a9fXmzRtoaGggMjISa9Z8eVD31q1biuomERERUZGkFAFjmzZtFN0FIiIiIsqDUgSMPj4+iu4CERERFWGFZGRYYZQiYPzax48fJWsxfqarq6ug3hARERGRUgSML1++xLBhw3D27FmkpKRIysViMQQCATIzuUYWERER/TiFZfKJoihFwNitWzeIxWJs3LgRJUqU4EUjIiIiUiJKETDeuXMHN2/ehL29vaK7QkREREUQc1WyKcU6jJUrV8bbt28V3Q0iIiIiyoVSZBjXr1+PQYMGITQ0FC4uLlBTU5N6383NTUE9IyIiIiKlCBgjIyPx/Plz9O7dW1ImEAg46YWIiIh+Cs6fkE0pAsY+ffrAw8MDO3fu5KQXIiIiIiWjFAHj69evcfDgQdjY2Ci6K0RERFQEMVclm1JMeqlXrx7u3Lmj6G4QERERUS6UIsPYsmVLjB49Gvfu3YOrq2uOSS+tWrVSUM+IiIiISCkCxkGDBgEA/Pz8crzHSS9ERET0o3H+hGxKETB++93RRERERKQ8lCJgJCIiIlIkJhhlU1jAuHTpUgwYMACamppYunSpzLojRoz4Sb0iIiIiom8pLGBcvHgxunbtCk1NTSxevDjPegKBgAEjERER/VB8hlE2hQWML1++zPW/iYiIiEi5KMU6jERERESkvJRi0ktmZiY2b96MU6dOISIiIses6dOnTyuoZ0RERFQUcERaNqUIGEeOHInNmzejefPmcHFx4XMEREREREpEKQLGXbt2Yc+ePWjWrJmiu0JERERFEJNVsinFM4zq6uqwsbFRdDeIiIiIKBdKETCOGTMGS5YsgVgsVnRXiIiIiJTeihUrYGlpCU1NTXh6euLatWsy68fFxWHo0KEwMzODhoYG7OzscPjw4XzvTymGpC9evIgzZ87gyJEjcHZ2hpqamtT7+/fvV1DPiIiIqCgoTEPSu3fvhre3N1avXg1PT08EBASgcePGePz4MUxNTXPUT0tLQ8OGDWFqaoq9e/eidOnSeP36NfT19fO9T6UIGPX19dG2bVtFd4OIiIhI6S1atAj9+/dH7969AQCrV6/GP//8g40bN2LixIk56m/cuBExMTG4fPmyJClnaWkp1z6VImDctGmTortARERERZgiE4ypqalITU2VKtPQ0ICGhkaOumlpabh58yYmTZokKRMKhWjQoAGuXLmSa/sHDx6El5cXhg4dir/++gsmJibo0qULJkyYABUVlXz1UaHPMBoYGMDQ0DDHy8rKCo0bN8aJEycU2T0iIiKiH87f3x96enpSL39//1zrRkVFITMzEyVKlJAqL1GiBMLDw3Pd5sWLF9i7dy8yMzNx+PBhTJs2DQsXLsSsWbPy3UeFZhgDAgJyLY+Li8PNmzfRokUL7N27Fy1btvy5HSMiIiL6SSZNmgRvb2+pstyyi99LJBLB1NQUa9euhYqKCipWrIjQ0FDMnz8fPj4++WpDoQFjz549Zb7v7u4Of39/BoxERET0Qyly0ktew8+5MTY2hoqKCj58+CBV/uHDB5QsWTLXbczMzKCmpiY1/Ozo6Ijw8HCkpaVBXV39X/erFMvq5KVFixZ49OiRortBREREpBTU1dVRsWJFnDp1SlImEolw6tQpeHl55bpN9erV8ezZM6mvXn7y5AnMzMzyFSwCSh4wpqam5vtAiIiIiL6XQKC4l7y8vb2xbt06BAYGIiQkBIMHD8anT58ks6Z79OghNSlm8ODBiImJwciRI/HkyRP8888/mDNnDoYOHZrvfSrFLOm8bNiwAe7u7oruBhEREZHS6NixIyIjIzF9+nSEh4fD3d0dR48elUyEefPmDYTCLznBsmXL4tixYxg9ejTc3NxQunRpjBw5EhMmTMj3PgViBX69yrcPeH4WHx+PW7du4cmTJzh//jwqVqwoV7sbrr0piO5RAYhLzlB0F+grQ6uXU3QXKFtUYuq/V6Kf4mNKpqK7QNkczIorbN/1lua+JM3PcHpE7kPJykShGcbbt2/nWq6rq4uGDRti//79sLKy+sm9IiIiIqKvKTRgPHPmjCJ3T0RERET5oNTPMBIRERH9DIXoq6QVQqlnSRMRERGR4jHDSEREREWekClGmZhhJCIiIiKZGDASERERkUwckiYiIqIijyPSsjHDSEREREQyMcNIRERERZ6AKUaZmGEkIiIiIpmYYSQiIqIiT8gEo0zMMBIRERGRTAwYiYiIiEgmDkkTERFRkcdJL7Ixw0hEREREMjHDSEREREUeE4yy/ZIBY9cK5oruApFSMqg8TNFdoGyx15cruguUTUMtQ9FdIFJ6HJImIiIiIpl+yQwjERERkTwE4Ji0LMwwEhEREZFMzDASERFRkcdvepGNGUYiIiIikokZRiIiIiryuHC3bMwwEhEREZFMDBiJiIiISCYOSRMREVGRxxFp2RSaYczIyMCWLVvw4cMHRXaDiIiIiGRQaIZRVVUVgwYNQkhIiCK7QUREREWckClGmRT+DGOVKlUQHBys6G4QERERUR4U/gzjkCFD4O3tjbdv36JixYrQ0tKSet/NzU1BPSMiIiIiQAkCxk6dOgEARowYISkTCAQQi8UQCATIzMxUVNeIiIioiOCItGwKDxhfvnyp6C4QERERkQwKDxgtLCwU3QUiIiIq4vhNL7IpfNILAGzduhXVq1dHqVKl8Pr1awBAQEAA/vrrLwX3jIiIiIgUHjCuWrUK3t7eaNasGeLi4iTPLOrr6yMgIECxnSMiIqIiQSBQ3KswUHjAuGzZMqxbtw5TpkyBioqKpLxSpUq4d++eAntGRERERIASBIwvX76Eh4dHjnINDQ18+vRJAT0iIiIioq8pfNKLlZUVgoODc0x+OXr0KBwdHRXUKyIiIipK+E0vsik8YPT29sbQoUORkpICsViMa9euYefOnfD398f69esV3T0iIiKiIk/hAWO/fv1QrFgxTJ06FUlJSejSpQtKlSqFJUuWSBb1JiIiIvqRmF+UTeEBIwB07doVXbt2RVJSEj5+/AhTU1NFd4mIiIiIsil80svGjRsl3/ZSvHhxBotERERESqZAAsa4uLjv3tbf3x82NjYwNzdH9+7dsX79ejx79qwgukVERESULwKBQGGvwkDugHHu3LnYvXu35OcOHTrAyMgIpUuXxp07d+TuwNOnT/HmzRv4+/ujePHiWLBgAezt7VGmTBl069ZN7vaIiIiIqGDJHTCuXr0aZcuWBQCcOHECJ06cwJEjR9C0aVOMGzfuuzpRunRpdO3aFYsXL8aSJUvQvXt3fPjwAbt27fqu9oiIiIjkIRQo7lUYyD3pJTw8XBIw/v333+jQoQMaNWoES0tLeHp6yt2B48eP4+zZszh79ixu374NR0dH1K5dG3v37kWtWrXkbo+IiIiICpbcAaOBgQHevn2LsmXL4ujRo5g1axYAQCwWS74HWh5NmjSBiYkJxowZg8OHD0NfX1/uNoiIiIj+i8LyLKGiyD0k3a5dO3Tp0gUNGzZEdHQ0mjZtCgC4ffs2bGxs5O7AokWLUL16dcybNw/Ozs7o0qUL1q5diydPnsjdFhEREREVPLkDxsWLF2PYsGFwcnLCiRMnoK2tDQAICwvDkCFD5O7AqFGjsH//fkRFReHo0aOoVq0ajh49ChcXF5QpU0bu9oiIiIioYMk9JK2mpoaxY8fmKB89evR3d0IsFuP27ds4e/Yszpw5g4sXL0IkEsHExOS72yQiIiLKL45Iy5avgPHgwYP5brBVq1ZydaBly5a4dOkSEhISUL58edSpUwf9+/dHrVq1+DwjERERkRLIV8DYpk2bfDUmEAjknvji4OCAgQMHombNmtDT05NrWyIiIqKCwEkvsuUrYBSJRD+sA/Pnz89RFhcXx+wiERERkZL4T18NmJKS8p87kNs3xxgaGn73N8cQERERUcGSO2DMzMzEzJkzUbp0aWhra+PFixcAgGnTpmHDhg1ydyC3b445evTof/rmGCIiIiJ58JteZJM7YJw9ezY2b96MefPmQV1dXVLu4uKC9evXy92BvL45Zvz48bh+/brc7RERERFRwZI7YNyyZQvWrl2Lrl27QkVFRVJevnx5PHr0SO4OfP7mGAA4evQoGjRoAOD7vzmGiIiISF4CgUBhr8JA7nUYQ0NDc/1GF5FIhPT0dLk78PmbY2xtbQvkm2OIiIiIqGDJHTA6OTnhwoULsLCwkCrfu3cvPDw85O7A4sWLYWlpibdv32LevHn/+ZtjiIiIiORVOPJ8iiN3wDh9+nT07NkToaGhEIlE2L9/Px4/fowtW7bg77//lrsDP+KbY4iIiIio4MgdMLZu3RqHDh2Cn58ftLS0MH36dFSoUAGHDh1Cw4YNv6sTT58+xZkzZxAREZFjzcfp06d/V5tEREREVDDkDhgBoGbNmjhx4kSBdGDdunUYPHgwjI2NUbJkSamHPwUCAQNGIiIi+uGEhWTyiaJ8V8AIADdu3EBISAiArOcaK1as+F3tzJo1C7Nnz8aECRO+tytERERE9APJHTC+e/cOnTt3xqVLlyRf3xcXF4dq1aph165dKFOmjFztxcbG4vfff5e3G0REREQFhglG2eReh7Ffv35IT09HSEgIYmJiEBMTg5CQEIhEIvTr10/uDvz+++84fvy43NsRERER0c8hd4bx3LlzuHz5Muzt7SVl9vb2WLZsGWrWrCl3B2xsbDBt2jRcvXoVrq6uUFNTk3p/xIgRcrdJRERERAVH7oCxbNmyuS7QnZmZiVKlSsndgbVr10JbWxvnzp3DuXPnpN4TCAQMGImIiOiHKyzfuKIocgeM8+fPx/Dhw7FixQpUqlQJQNYEmJEjR2LBggVyd+Dly5dyb0NEREREP0++AkYDAwOpyPvTp0/w9PSEqmrW5hkZGVBVVUWfPn3Qpk2bH9JRIiIioh+FCUbZ8hUwBgQE/NBOvHv3DgcPHsSbN2+QlpYm9d6iRYt+6L6JiIiISLZ8BYw9e/b8YR04deoUWrVqhXLlyuHRo0dwcXHBq1evIBaLUaFChR+2XyIiIiLKH7mX1flaSkoKEhISpF7ymjRpEsaOHYt79+5BU1MT+/btw9u3b1G7dm2uz0hEREQ/hVAgUNirMJA7YPz06ROGDRsGU1NTaGlpwcDAQOolr5CQEPTo0QMAoKqqiuTkZGhra8PPzw9z586Vuz1F2bVjO5o2rIfKHq7o2ul33Lt7V2b948eOoHWLJqjs4Yr2bVriwnnpGeJisRgrli1B/do1UKWCGwb07YXXr19J1YmPi8Ok8WNQrUoF1KhaCT7TJiPp0yepOk8eP0Kv7l1Q2cMVjerXxqYN6wrkeJUZr4XyGNihFh7944vYq4txfstYVHK2yLOuqqoQkwY0wYODPoi9uhhBuyeiYTVHqTr9f6+Ba7sn4cOF+fhwYT7OBo5Bo+pOUnWsyhhj98L+eHPaHx8uzMe2uX1gaqiT6z7V1VRxdddEJN9eDje70v/9gJUY7wvlsW/PDvzWoiHqeXmgf49OeHhf9rU4feIYurRrgXpeHujRoQ2uXDyfo86rl88xYfRQNK7liQbVK6Ff9w4ID3sveT81NRUL/5iJZvWqoWGNSpgybiRioqNytHP44J/o2bEt6nl5oEWDmlj4x8z/fsD0S5A7YBw/fjxOnz6NVatWQUNDA+vXr4evry9KlSqFLVu2yN0BLS0tyXOLZmZmeP78ueS9qKic/5iV0dEjh7Fgnj8GDhmKXf/7E/b2Dhg8sC+io6NzrR98+xYmjhuDtu1+w+69B1C3Xn2MGj4UT58+kdTZtGEddm7fiqk+M7Bt5x4UK1YMgwf0RWpqqqTOpAlj8fzZM6xevwlLV6zGrRs34Dfjy3dvf/z4EYP694VZqVLY+b/9GD1mPFavXI69e3b/uJOhYLwWyuO3RhUwd0xbzF5zBF5d5uLuk1AcXDkUJgbaudafMaQl+rWvAe95/4NH+1lYv/cidi/sj/L2X749KvRDHKYt+wvVus5D9a7zcfbaE/xv8QA4lisJACiuqY6/Vw6FWCxG0wHLUK/3YqirqWDfkoG5LpkxZ1RrhEXG/5gToER4XyiPU8ePYPmieeg9YAg2bP8fbOzs4T1sIGJjcr8W9+7chu+UcWjRph027tiLmnXqYdKY4Xjx7KmkTujbNxjStzssLK2wbO1mBO7aj179BkFDQ0NSZ9nCubh0/ixm/rEIy9YFIioyElPGjZTa165tm7F25VJ07dUXW/f8hYBV6+HpVf3HnAglJBAo7lUYyB0wHjp0CCtXrkT79u2hqqqKmjVrYurUqZgzZw62b98udweqVq2KixcvAgCaNWuGMWPGYPbs2ejTpw+qVq0qd3uKsDVwE9r91gFt2raHtY0Npvr4QlNTEwf278u1/vZtW1CtRk306tMP5aytMWzEKDg6OWHXjm0Asj65b9+6Bf0HDkbdeg1gZ++AWf7zEBkRgdOnTgIAXjx/jksXL8DHbxbc3MqjQsVKmDh5Ko4e+QcRER8AAIf/Poj09HT4zZwDGxtbNG3WHJ27dsfWLZt+zolRAF4L5TGiWz1s2n8ZWw9exaMX4Rg+exeSU9LQs41XrvW7tKiCeRuO49jFh3gVGo11/7uIY5ceYmT3epI6h8/fx7GLD/H8TSSevYnAjBWH8DEpFVXcrAAAXu7lYFHKCP19tuHBs/d48Ow9+k3figpO5qhTxU5qf42qO6F+VUdMWvznjzsJSoL3hfLYtS0QLdv+huat2sKqnA3GTfaBpqYm/v5rf671/7dzGzy9aqBLjz6wtLJG/yEjYOfghH17dkjqrF25FF7Va2HIyLGwc3BE6bLmqFG7HgwMjQAAHxMT8fdf+zDcezwqVqkKB0dnTPaZhXt3gnH/3h0AQEJCPNatXIapfv5o1LQFSpc1h42tPWrUrpdrv6jokTtgjImJQbly5QAAurq6iImJAQDUqFED58/nTJP/m0WLFsHT0xMA4Ovri/r162P37t2wtLTEhg0b5G7vZ0tPS0PIwweo6lVNUiYUClG1ajXcvXM7123uBgejalXpP5rVqtfA3eBgAEDou3eIioqEZ9Uvbero6MDVrbykzTt3bkNHVxfOLq6SOp5e1SAUCiVDTXfuBKNipUpQU1eX2s+rly+REP/rZVV4LZSHmqoKPBzL4nTQY0mZWCzG6aDHkuDuW+pqqkhJk/5SgOSUNFTzsM61vlAowO+NK0KrmDqC7mat56qhrgqxWIzUtAxJvZTUDIhEYlRz/9KOqaEOVk7rjL7TtiApOS1H278S3hfKIz09DU8ePUSlKl/OrVAoRKUqVfEgO3D71v27wajkKZ088fSqjvt3gwEAIpEIly+eQ1lzC3gP7Y8WDWqif49OOH/mlKT+45AHyMjIQCXPL/u1sCqHEiXN8CC7netXr0AsFiEy4gO6tm+Jtk3rYdoEb3wIDyugo1d+AoFAYa/CQO6AsVy5cpLFth0cHLBnzx4AWZlHfX19uTtQrlw5uLm5Acganl69ejXu3r2Lffv2wcIi7+edlEVsXCwyMzNhZGQkVW5kZJTnkHpUVBSMjIxz1s9+niQqKjKrzDjvNqOjomBoaCj1vqqqKnT19BCdvX1UVBQMc+zHWPLer4bXQnkYG2hDVVUFETGJUuUR0QkoaaSb6zYnr4RgRLd6sDY3gUAgQD1PB7Su546SxtL1nW1KIfLSQsQHBWDplI7oOGYdHr0IBwBcu/cKn5LTMHtkaxTTVENxTXX84d0WqqoqUu2s9euGdXsv4tbDNwV85MqH94XyiI+LQ2ZmJgy/uRaGRkaIzuN4Y6KjJJnCzwwMjRCT/ThBbEw0kpOSsG3zBnhWq4HFK9aiVt36mDJuJG7fvA4AiI6OgpqaGnR0pO8lQyMjRGdf0/ehbyESibB14zqMGDMBM+ctRkJCPEYP6Y/09F/7QxXlj9wBY+/evXHnTtYnoYkTJ2LFihXQ1NTE6NGjMW7cuALv4L9JTU3NMVP762doiKhwGDt/L56/icCd/dOQcC0Aiyf+ji0Hr0IkEkvVe/LqAzw7+aNWjwVY97+LWOfXHQ7ZzzBGxX5E1/Eb0KyWC6IuLcSHC/Ohp10Mtx6+gUic1c6QzrWhU1wT8zce/+nHSFTQxNn/rmvUrouOXXvC1t4R3Xv3R7WatXFgX/6fBRWLxcjIyMCocZPgWa0GXFzLY8ac+Xj39jVuXb/2o7pPhYjcXw04evRoyX83aNAAjx49ws2bN2FjYyPJFP5M/v7+8PX1lSqbMs0HU6fP+Cn7N9A3gIqKSo6Hx6Ojo2FsbJzrNsbGxpJPdVL1sz9ZGxubZJVFRcPExFSqjr2DAwDAyNhY8jjAZxkZGUiIj4dR9vbGxsY5ZsF93m9efSvMeC2UR1TsR2RkZOaYnWxqpIvw6NyX34qK/YgO3uugoa4KIz0tvI+Mx6wRrfEyVPp6pmdk4sXbrHN3O+QtKjqbY2jnOhg+excA4NTVR3Bu5QsjfS1kZIgQ/zEZL0/MwatjNwEAdSrbwdPNCvFBAVLtXto+HruO3ED/6VsL4hQoDd4XykNPXx8qKiqS7OBnMdHRMMrjeA2NjHNMiImNiZZkKbPaVIVlOelHNyysyuFe8C0AWVnb9PR0JCYmSGUZY6KjJRndz9fk63YMDAyhp29QZIal/9M6g0XAfz4/FhYWaNeunUKCRSBrHcf4+Hip17gJk37a/tXU1eHo5Iygq1ckZSKRCEFBV+BW3iPXbdzc3RF09apU2dUrl+Hm7g4AKF2mDIyNTRAU9KXNjx8/4t7dO5I2y5f3QGJCAh4+uC+pcy3oKkQiEVyzr0X58u64eeMG0tPTpfZjaWUFXT29/3bgSojXQnmkZ2Tidshb1PW0l5QJBALUrWKHa3dlf398aloG3kfGQ1VViDb13fH3WdlLjggFAmio5/zsGx33CfEfk1G7sh1MDbXx97l7AIAx8/aiSkd/eHb6A56d/kCb4asAAN0nbsKM5YfkPVSlx/tCeaipqcPOwQk3r385tyKRCDevB8HZtXyu27i4uePGNelrcT3oClzc3CVtOjq74O03Sxq9ff0aJUqWAgDYOzpDVVUVN79q582rl/gQHgbn7HZcs6/bm6/aSYiPQ3xcLEqalfqew6VfTL4yjEuXLs13gyNGjPjuznwPDQ0NqaUDACAlI4/KP0j3nr0xbfIEODu7wMXVDdu2BiI5ORlt2rYDAEyZNB6mpiUwcvQYAEDXbj3Qt1d3BG7eiFq1auPokcN4cP8+ps3wA5D1h7Vr9x5Yt2YVLMwtULpMGaxYtgQmpqaoV78BAKCctTWq16gJX59pmDrdFxkZ6fCfPRNNmjaHqWkJAEDT5i2xeuUKzJg+Bb379sezp0+xfdsWjBv/8wLqn43XQnks3XYa6/y64+bDN7hx/xWGdamL4sU0sOWvrD9a62d2x/uIeExfdhAAUNnFAqVM9XHn8TuUNtXHlIHNIBQKsGjzSUmbfsNb4dilB3gbFgsdLU10bFoJtSrZouWQlZI63VtVxeOX4YiM/QhPNyssGPcblm0/g6evIwAAb8Njpfr5MSnrEZYXbyMRGhH3I0+JwvC+UB6duvXEbJ/JcHB0hqOLK/bs2Irk5GQ0b9UWADBz+iSYmJhi0PCs0bzfO3fDsP69sHPrZlSrUQsnjx/Bo4f3MX7KDEmbnbv3hs+kMSjvUREVKldB0OWLuHzhLJauyZptrq2jgxat22PZonnQ1dVDcW1tBMybAxc3d7hkB6rmFpaoWbselizwx/gpM6ClpY3VyxfD3NIKFSpV+annSFEKy+QTRclXwLh48eJ8NSYQCOQOGP38/DB27FgUL15cqjw5ORnz58/H9OnT89hSeTRp2gyxMTFYuXwpoqIiYe/giJVr1kuGGMLDwiAUfEnmuntUgP+8BVi+NADLAhbB3MISActWwNb2y7Ifvfv2R3JyMvxmTEdiYgI8KlTEyjXrpYJj/7kL4D97Jgb07QmhUIj6DRth4qSpkvd1dHSwet0GzJnlh86/t4O+gQEGDhqC3zp0/AlnRTF4LZTH3uO3YGygjemDm6OEkQ7uPg5F66ErJBNhypY0lHo+UUNDDT5DW8CqtDE+JqXi2KUH6DttC+I/JkvqmBhqY8PMHihprIv4jym4/zQULYesxOmgR5I6dpam8BveCoZ6xfH6fQzmbTiGpdtO/7wDV0K8L5RH/UZNERcbg/WrlyMmOgo2dg5YuGyNZPLPh/AwqW/+cC3vAZ/Z87Bu1VKsXRGAMuYW8F+4DOVsbCV1atdrgLGTfbBt0zoELPCHuYUlZs0LQHmPipI6w8dMgEAowJTxo5Celo4qXtUxZuKXawEAU/38sXTRXIwbOQRCoQDuFSpj4bI1UFVT+8FnhQoDgfjzE7MKoqKigrCwMJiamkqVR0dHw9TUFJmZmXK3+bMzjESFhUHlYYruAmWLvb5c0V2gbIn8o6E0TLTlnlpRYEYcePTvlX6QpW0cFLbv/FLclckmFotzTQPfuXMnx5IMRERERD+CkCPSMiksYDQwMJAsWGlnZycVNGZmZmZ9ZdSgQYrqHhERERFlU1jAGBAQALFYjD59+sDX1xd6X82IU1dXh6WlJby8cv8KMSIiIqKCxAyjbAoLGHv27AkAsLKyQvXq1aGqqvDRcSIiIiLKhcLXqfz06RNOnTqVo/zYsWM4cuSIAnpERERERQ2/S1q27woYL1y4gG7dusHLywuhoaEAgK1bt+LixYtytzVx4sRcZ0KLxWJMnDjxe7pHRERERAVI7oBx3759aNy4MYoVK4bbt29Lvrc5Pj4ec+bMkbsDT58+hZOTU45yBwcHPHv2TO72iIiIiKhgyR0wzpo1C6tXr8a6deug9tVintWrV8etW7fk7oCenh5evHiRo/zZs2fQ0tKSuz0iIiIieQkFinsVBnIHjI8fP0atWrVylOvp6SEuLk7uDrRu3RqjRo3C8+fPJWXPnj3DmDFj0KpVK7nbIyIiIqKCJXfAWLJkyVyHii9evIhy5crJ3YF58+ZBS0sLDg4OsLKygpWVFRwdHWFkZIQFCxbI3R4RERGRvAQCxb0KA7nXsunfvz9GjhyJjRs3QiAQ4P3797hy5QrGjh2LadOmyd0BPT09XL58GSdOnMCdO3dQrFgxuLm55ZrFJCIiIqKfT+6AceLEiRCJRKhfvz6SkpJQq1YtaGhoYOzYsRg+fPh3dUIgEKBRo0aStgrLFHMiIiKiokDuIWmBQIApU6YgJiYG9+/fx9WrVxEZGYmZM2d+VwdEIhFmzpyJ0qVLQ1tbGy9fvgQATJs2DRs2bPiuNomIiIjkIRQIFPYqDL574W51dXU4OTmhSpUq0NbW/u4OzJo1C5s3b8a8efOgrq4uKXdxccH69eu/u10iIiIiKhhyD0nXrVtX5pDx6dOn5Wpvy5YtWLt2LerXr49BgwZJysuXL49Hjx7J2z0iIiIiuSn8q++UnNwBo7u7u9TP6enpCA4Oxv379yXfDy2P0NBQ2NjY5CgXiURIT0+Xuz0iIiIiKlhyB4yLFy/OtXzGjBn4+PGj3B1wcnLChQsXYGFhIVW+d+9eeHh4yN0eERERkbwKyaOECiN3wJiXbt26oUqVKnKvnTh9+nT07NkToaGhEIlE2L9/Px4/fowtW7bg77//LqjuEREREdF3KrAh+ytXrkBTU1Pu7Vq3bo1Dhw7h5MmT0NLSwvTp0xESEoJDhw6hYcOGBdU9IiIiIvpOcmcY27VrJ/WzWCxGWFgYbty4IffC3RkZGZgzZw769OmDEydOyNsVIiIiogJRWJa3URS5A0Y9PT2pn4VCIezt7eHn54dGjRrJt3NVVcybNw89evSQtxtERERE9JPIFTBmZmaid+/ecHV1hYGBQYF0oH79+jh37hwsLS0LpD0iIiIieTHBKJtcAaOKigoaNWqEkJCQAgsYmzZtiokTJ+LevXuoWLEitLS0pN5v1apVgeyHiIiIiL6P3EPSLi4uePHiBaysrAqkA0OGDAEALFq0KMd7AoEAmZmZBbIfIiIiIvo+cgeMs2bNwtixYzFz5sxcM4K6urpytScSieTtAhEREVGBEnJIWqZ8L6vj5+eHT58+oVmzZrhz5w5atWqFMmXKwMDAAAYGBtDX15d7mDo9PR2qqqq4f/++3B0nIiIiop8j3xlGX19fDBo0CGfOnCmwnaupqcHc3JzDzkRERKRQXFZHtnwHjGKxGABQu3btAu3AlClTMHnyZGzduhWGhoYF2jYRERER/XdyPcMo+AHR9/Lly/Hs2TOUKlUKFhYWOZ6JvHXrVoHvk4iIiOhrTDDKJlfAaGdn969BY0xMjFwdaNOmjVz1iYiIiOjnkitg9PX1zfFNL/+Vj49PgbZHRERERAVLroCxU6dOMDU1/SEduXnzJkJCQgAAzs7O8PDw+CH7ISIiIvoWl9WRLd8B4494fhEAIiIi0KlTJ5w9exb6+voAgLi4ONStWxe7du2CiYnJD9kvEREREeVPvtdh/DxLuqANHz4ciYmJePDgAWJiYhATE4P79+8jISEBI0aM+CH7JCIiIvqaQIH/KwzynWH8Ud/IcvToUZw8eRKOjo6SMicnJ6xYsQKNGjX6IfskIiIiovzLd4bxRxGJRFBTU8tRrqamxq8NJCIiIlICCg8Y69Wrh5EjR+L9+/eSstDQUIwePRr169dXYM+IiIioqBAKFPcqDBQeMC5fvhwJCQmwtLSEtbU1rK2tYWVlhYSEBCxbtkzR3SMiIiJSOitWrIClpSU0NTXh6emJa9eu5Wu7Xbt2QSAQyL0OtlzL6vwIZcuWxa1bt3Dy5Ek8evQIAODo6IgGDRoouGdERERUVBSWTB8A7N69G97e3li9ejU8PT0REBCAxo0b4/HjxzKXP3z16hXGjh2LmjVryr1PgfhHTX9WoJQMRfeASDkZVB6m6C5QttjryxXdBcqWyD8aSsNEW3F5rHlnnits3yOrlUFqaqpUmYaGBjQ0NHKt7+npicqVK2P58qzfIyKRCGXLlsXw4cMxceLEXLfJzMxErVq10KdPH1y4cAFxcXE4cOBAvvuosCHp06dPw8nJCQkJCTnei4+Ph7OzMy5cuKCAnhEREVFRIxAIFPby9/eHnp6e1Mvf3z/XfqalpeHmzZtSI7FCoRANGjTAlStX8jw+Pz8/mJqaom/fvt91fhQWygcEBKB///7Q1dXN8Z6enh4GDhyIRYsWfVfalIiIiKiwmDRpEry9vaXK8souRkVFITMzEyVKlJAqL1GihOTRvm9dvHgRGzZsQHBw8Hf3UWEZxjt37qBJkyZ5vt+oUSPcvHnzJ/aIiIiI6OfT0NCArq6u1CuvgFFeiYmJ6N69O9atWwdjY+PvbkdhGcYPHz7kuv7iZ6qqqoiMjPyJPSIiIqKiqrBMejE2NoaKigo+fPggVf7hwweULFkyR/3nz5/j1atXaNmypaTs8zrXqqqqePz4Maytrf91vwrLMJYuXRr379/P8/27d+/CzMzsJ/aIiIiISLmpq6ujYsWKOHXqlKRMJBLh1KlT8PLyylHfwcEB9+7dQ3BwsOTVqlUr1K1bF8HBwShbtmy+9quwDGOzZs0wbdo0NGnSBJqamlLvJScnw8fHBy1atFBQ74iIiKgoERSSDCMAeHt7o2fPnqhUqRKqVKmCgIAAfPr0Cb179wYA9OjRA6VLl4a/vz80NTXh4uIitb2+vj4A5CiXRWEB49SpU7F//37Y2dlh2LBhsLe3BwA8evQIK1asQGZmJqZMmaKo7hEREREppY4dOyIyMhLTp09HeHg43N3dcfToUclEmDdv3kAoLNhBZIWuw/j69WsMHjwYx44dw+duCAQCNG7cGCtWrICVldV3tcsltYhyx3UYlQfXYVQeXIdReShyHcZF518obN/etcopbN/5pdBverGwsMDhw4cRGxuLZ8+eQSwWw9bWFgYGBorsFhERERUxwsI0Jq0ACv9qQAAwMDBA5cqVFd0NIiIiIsqFUgSMRERERIpUWJbVURSFLatDRERERIUDM4xERERU5PERRtmYYSQiIiIimRgwEhEREZFMHJImIiKiIk8IjknL8ksGjO9jUxTdBcqmX1xN0V2gr0QHLVN0FyhbyZ7bFN0FyvZ2YxdFd4FI6f2SASMRERGRPDjpRTY+w0hEREREMjFgJCIiIiKZOCRNRERERR6/6UU2ZhiJiIiISCZmGImIiKjIE3LWi0zMMBIRERGRTAwYiYiIiEgmDkkTERFRkccRadmYYSQiIiIimZhhJCIioiKPk15kY4aRiIiIiGRihpGIiIiKPCYYZWOGkYiIiIhkYsBIRERERDJxSJqIiIiKPGbQZOP5ISIiIiKZmGEkIiKiIk/AWS8yMcNIRERERDIxYCQiIiIimTgkTUREREUeB6RlY4aRiIiIiGRihpGIiIiKPH6XtGzMMBIRERGRTMwwEhERUZHH/KJszDASERERkUwMGImIiIhIJg5JExERUZHHOS+yMcNIRERERDIxw0hERERFHr9LWjZmGImIiIhIJgaMRERERCQTh6SJiIioyGMGTTaeHyIiIiKSiRlGIiIiKvI46UU2ZhiJiIiISCZmGImIiKjIY35RNmYYiYiIiEgmBoxEREREJBOHpImIiKjI46QX2ZhhJCIiIiKZmGEkIiKiIo8ZNNl4foiIiIhIJgaMRERERCQTh6SJiIioyOOkF9mYYSQiIiIimZhhJCIioiKP+UXZmGEkIiIiIpmYYSQiIqIij48wysYMIxERERHJxICRiIiIiGTikDQREREVeUJOe5FJoRnG5ORkJCUlSX5+/fo1AgICcPz4cQX2ioiIiIi+ptCAsXXr1tiyZQsAIC4uDp6enli4cCFat26NVatWKbJrREREVIQIBIp7FQYKDRhv3bqFmjVrAgD27t2LEiVK4PXr19iyZQuWLl2qyK4RERERUTaFBoxJSUnQ0dEBABw/fhzt2rWDUChE1apV8fr1a0V2jYiIiIiyKXTSi42NDQ4cOIC2bdvi2LFjGD16NAAgIiICurq6iuya3A7t24W9OwMRGxOFctZ2GDx6IuydXHOt+/rFM2zdsBJPH4cgIvw9BowYh7YduknV2b11Ay6dO4V3r19CXUMDTq7u6DN4FMqYW+ZoTywWY/rYobgRdAnT5ixGtVr1ctRJiI/DkF6/IzoyAv87cgHaOoXr/Mpj7+4d2L5lI2Kio2BjZw/v8VPg7OKWZ/1TJ45i7aplCH8fijLmFhg6whvVatSWvD/TZzIOHzogtY2nVw0ErFgr+Tk+Pg6L5s3GxfNnIRQIUad+Q4weNwnFi2vl2N/bN6/Rq0t7CIUqOHE+6L8fsBLbvXM7AjdvQHRUFOzsHTBh0lS4uOZ9LU4cO4qVy5fg/ftQmJtbYMTosahZ68u1OHXyOPbu2YWQhw8QHx+PXf/7E/YOjlJtzPKdjqCrVxAZGYFixYujfHkPjBw9FlblyknqPLh/D0sDFuLhwwcQQAAXV1eM9B4He3uHgj8JSqJfQzuMaO4EU71iuP8mFuMDr+PWi+hc6/49pSFqOJXIUX7sdig6LjgDANDSUIVPJw80r1QGhtoaeB35EWuOPcamU0+ltqlsY4xpHdxR0doYmWIR7r+ORbs/TiMlPRPmxloY19YVtZxKwlRfE+Gxydhz6SUWHLiP9ExRwZ8EJbFn13Zs3bwR0VFRsLVzwLhJU2TeFyePH8Wq5UsR9j4UZc0tMHz0GNSomXVfZKSnY+XyJbh04TxC372Dto42qnh6YfioMTAxNZW00bJJfYS9fy/V7rCR3ujVtz8A4Mb1a9ixNRAP7t/Fp4+fYG5hge69+qBp85Y/4AwoJwEnvcik0Azj9OnTMXbsWFhaWqJKlSrw8vICkJVt9PDwUGTX5HLu1FGsXb4AXXsPxLINu2BlY4+p3oMRF5v7L+OU1BSULFUGvQeNgIGRca517t2+gZbtOmLxmq2Ys3gNMjIyMGX0IKQkJ+Woe2DPtn99CCLgjxmwsraT/+AKmZPHjmDpornoO2AINu/YC1tbB4weOgAxMblfi7t3bsNn8ji0bN0OgTv2oVad+pjgPRzPn0n/0atarQb+Pn5O8vLzny/1/owp4/Hy+TMsXbkeC5asRPCtG/hj1owc+8tIT4fP5HEo71GxwI5ZWR07ehgL5/+BgYOGYsee/bCzs8eQgf0QE537tQgOvoVJE8agTbvfsPN/f6JOvQbwHjkMz54+kdRJTk6Gu0dFjBg9Ns/9Ojo5Y8bMOdj/1z9YuXo9xBBjyMC+yMzMBAAkJX3C0EH9ULKkGbZu341NW7ajuJYWhg7sh/T09II9CUqibVULzO5aEXP330XtqYdx/00s9k+sB2NdjVzrdws4B7sheyWvquMPISNThL+ufRn5md2tIhq4lcLAlZfhOe4QVh15hPk9K6NphTKSOpVtjLF3Qj2cvheG+tOPoN60o1h7/DFEYjEAwLaULoQCAUZtDELV8X9j8rab6F3fFtM7uv/Q86FIx48exuL5c9F/0FBs270Pdvb2GD6of573xZ3g25gyYSxat22P7Xv2o069+hg7crjkvkhJScGjkIfoN3Awtu3eh/mLluL1q1fwHjEkR1uDhg7H0dPnJa+OnbtK3rsbfBu2dnaYt2gpdu07gJat28JnykRcOHfmx5wIKnQUGjD+9ttvePPmDW7cuIFjx45JyuvXr4/FixcrsGfy+XPXVjRt2Q6NmreBhZU1ho+bCg1NTRz/+0Cu9e0dXdBvqDfqNGgKNTX1XOvMWrQKDZu1hkU5G5SztYf3ZD9EfAjD08chUvWeP32Efbu2YPQk3zz79/efe/AxMRHtO/f47mMsLHZu34xWbX9Hi9btYFXOBuOn+EBDUxN//7U/1/p7dmyFp1cNdOvZF5blrDFwyAjYOzhh7+7tUvXU1dVhZGwieenq6knee/XiOa5evohJ02fC2bU8yntUhPf4KTh57DAiIyOk2lmzciksLK1Qv2GTgj94JbNty2a0a/87WrdtD2trG0yZ7gvNYpo48Oe+XOvv3LYV1arXQM/efVGunDWGDh8JRycn7Nr55Vq0aNkaAwcPRdWqXnnut/3vHVGxUmWUKl0Gjk7OGDpsFMLDw/D+fSgA4OXLF4iPj8fgYSNgaVUO1ja2GDhoKKKjoxAW9j7PdguzoU0dEXjmGbaff4HHofEYvTEISamZ6FbbJtf6cZ/SEBGfInnVdTVDUloGDgR9CRir2Jpg54UXuBjyAW+iPiHwzDPcfxOLCtZGkjpzulfE2mOPEXDoAR6FxuNZWAIOBL1BWkZW9vDU3TAMXXsFZ+6F4XXkRxy59Q7L/glBy8plf+wJUaDtWwLRpv3vaNWmHcpZ22DStBnQLKaJgwdy/x21a/sWeFWvgR69+8KqnDUGDxsJB0dH7Nm1AwCgraODlWs3omHjprC0soJreXeMnzwVIQ8fIPybf8/Fi2vB2NhE8ipWvLjkvT79B2LwsJEo7+6BMmXN0blbD3hVr4HTp07+uJOhZDjpRTaFL9xdsmRJ6Ojo4MSJE0hOTgYAVK5cGQ4OhWNoKD09HU+fhMC9UlVJmVAohHulqgh5cLfA9pP06SMAQOerofqUlGTM9Z2Eod6TYZhHpvL1y+fYsXkNxk6dBaFA4Zf7h0pPT8PjkIeo7Cl9LSp7euH+3eBct7l/LxiVPaWDD0+v6rh/945U2a0b19Gsfg10bNsM8+b4Ij4uTvLevbvB0NHRhaOTi6SssqcXhEIhHtz78m/gxrWrOH3yGMZOnPYfjrJwSE9PQ8jDB/CsWk1SJhQK4VnVC3fvBOe6zd07wVL1AcCrWvU86+dHclISDh7Yj9Kly6BkyZIAAEtLK+jr6+PA/r1IT09DSkoKDvy5D1blrFGqVOnv3peyUlMRwt3KEOfuh0nKxGLg3P0wVLHN/ffGt7rVscb+K6+RlJopKbv2NBJNK5SBmUExAEBNpxKwLqmLM/ey9mOsq4HKNiaITEjBMZ/GeLKyPf6Z2hBV7Uxk7ku3uBpiP6bJe5iFQnp6Gh6FPIDnVx94hEIhqnjKui/uoMo3v6O8qtXAPRn3xcePiRAIBDkePQrcuB71a1ZFlw7tsGXTBmRkZMjs78ePH6H31YdjKtoU+gxjdHQ0OnTogDNnzkAgEODp06coV64c+vbtCwMDAyxcuPBf20hNTUVqauo3ZWJoaOQ+1FLQEuJjIcrMhIGhkVS5gaER3r1+WSD7EIlEWLN0Hpxc3WFZzlZSvnbpfDi5lIdXzbq5bpeWloa5Myai35DRMC1phvD37wqkP8oqLi4OmZmZMDSU/iNoaGiE169e5LpNdFQUDI2kr52hkTGio6MkP1etVgN16jWAWakyCH33BquXB2D08IFYt3kHVFRUEB0dBQNDQ6k2VFVVoaurh5jsduLj4jBrxmT4zJwHLW3tgjhcpRYbG5t1Lb45t0ZGxnj1Mvf7IiqXa2FkZIzoqKhc68uyZ9cOBCxagOTkJFhaWmHVuo2SbL6WljbWbdwC75HDsG5N1vJd5uYWWLFmPVRVf73vMjDS0YCqihAR8SlS5REJKbAt9e/BQIVyRnAua4Dha69KlY8PvI4lfT0Rsrw90jNEEInFGLn+Ki4/ysqqW5pmTWic2M4N03bcxL3XsehUsxz+mtwAXhP+xosPiTn2ZVVCGwMa2WPajlvfe7hKLS42Ltf7wtDIKM/7Iut3lHGO+nndF6mpqVi2eCEaN20O7a9+13Ts0h0Ojk7Q09PDneDbWLFkMaKiIuE9bmKu7Zw4dgQP79/D5Gkz5DjCwo0Ld8um0JTT6NGjoaamhjdv3qD4V6nxjh074ujRo/lqw9/fH3p6elKv1Uvm//uGhciKRXPw6sVzTPSdJym7evEs7ty6joEjxue53eY1S1DW0gr1Grf4Gd38ZTVs3Aw1a9eDja0datdtgAVLViHkwT3cunEt3234z5yORk1awKNipR/YU/qsafOW2Pm//Vi/aSvMLS0xYcwoyQfLlJQU+PpMRXkPD2zZvhubtuyAta0tRgwdhJSUlH9puejpXscGD97E5pggM6CRPSrZmKDTgjOoM/Uwpm6/ifm9qqC2c1YmV5j9t3fT6afYfv4F7r6OxeRtN/EsLAHd6ljn2I+ZQTHsG18ffwW9wZYzz374cf2KMtLTMXHsaIjFYkyc6iP1XrcevVCpchXY2tnjtw6dMGrseOzeuR1paTmzuTeuBcF32hRM8fGDtY1tjvepaFLox+njx4/j2LFjKFOmjFS5ra1tvpfVmTRpEry9vaXKQhPEBdbHf6OrZwChigpiv5lUERsTneeEFnmsXDQH1y6fx/zlG2Fi+mXWYvDNawgLfYvfmtaQqj976hg4u1XAvOUbcOfmdbx68RTNz1bIejP7QfOOLeqgU49+6N4350PRhZm+vj5UVFQQEyP9yTsmJhpGeVwLI2PjHA+bx0RH5VkfAEqXKQt9fQO8e/sGlT29YGRkjNiYGKk6GRkZSEiIl2QGbl4PwsXzZ7Bj6yYAWTPbRSIRalR2xYQpM9CyTXu5j1eZGRgYZF2Lb85ttIxza5zLtYiOjoKRsfz3kY6ODnR0dGBhYQm38uVRq7onTp86gabNWuDI4b/xPjQUgdt2QSjM+szsP3cBalX3xNkzp9CkaXO596fMohNTkZEpgqmeplS5qa4mIuKTZW5bXEMF7bws4L9X+hENTTUVTO/ojm6Lz+N4cNazoQ/exsHVwhDDmzvh3INwfIjLavtxaLzUto/fx6OMkfTqASX1i+HQlIa49jQSIzdIZzJ/JfoG+rneFzHR0Xn+O8/6HRX1r/Uz0tMxcdxohIe9x6r1m6Syi7lxcXVDZkYG3oeGwtLKSlJ+88Y1jB4+BN7jJ6JFqzZyHB396hQaMH769Ekqs/hZTExMvoeUNTQ0ctSNSv15WQI1NTXY2jki+GaQZDkbkUiE4JtBaNWu03e3KxaLsWqxPy6fP425yzagZCnpoLpDtz5o0rKtVNngHr9hwPCx8KyetdzClNkLkfbVuXgS8gCL/X2wYMUmmJWWbu9XoKamDntHJ9y4dhW16zYAkHUtbly7it86dsl1GxdXd9y4dhWdun6ZEHQt6Apc3MrnuZ+ID+GIj4+DsUnWs1iubu5ITEzAo4cP4ODkDCArQBSJRHDOXipj3eYdyBR9WSbkwtlT2Bq4AWs37ZBa+uJXoaamDkcnZwQFXUHd+l+uxbWrV6VmZn7Nrbw7rgVdQdfuPSVlV69chlt59//UF7E46//SszMpKcnJEAqFEHz1pLlAIIQAAohFv95SLumZIgS/jEFt55L452bWYykCAVDLpSTWHX8ic9s2nhbQUFXB7kvSw6VqqkKoq6pIZjt/likSIzsGx+vIT3gfkwRbM+nn6GxK6uLEnS+TMcwMsoLF4JcxGLLmCsQ/7/P+T6empg4HR2dcC7qKOvW+3BfXg66iQ573RXlcD7qKLl/dF0FXL8P1q/vic7D45vVrrNkQCH19g3/ty5PHjyAUCmFo9OVxmhvXr2H0sMEYPtob7X7r8J1HWXgVlskniqKQgPH9+/coVaoUatasiS1btmDmzJkAAIFAAJFIhHnz5qFu3dyfy1NGbTt1x8LZ02Dr4Ax7Rxcc2LMNqcnJaNi8DQBgwcwpMDIxRe9BIwFkTZR58+o5gKwbPToyAs+fPkKxYsVRqow5AGDFwjk4e/IIpvsHoFhxLcknTC1tbWhoaMLQyDjXiS4mJcwkwWWp0tIzDROyJ2qUtbD6Zddh7Ny1F2b6TIKDkwucnV2xa8cWpCQno0WrrODad9pEmJiaYsjwrKx0hy7dMaR/T+zYugnVatTGyWOH8ejhfUycmjXrPCnpEzasWYm69RvByNgY796+wYolC1GmrDk8vbKyu5blrFG1Wg34z5qO8ZN9kJGRgYVzZ6FB42YwMTGV1Pnao4f3IRQIf+nhnm49emH6lIlwcnaBi6sbdmwNRHJyMlq3aQcAmDp5AkxNTTFi1BgAQOdu3dG/dw9sCdyImjXr4NjRf/DwwQNM8/GTtBkfH4fwsDBERGQ9J/fqVVYgY2RsDGNjE7x7+xbHjh2Gl1d1GBga4sOHcGzasA4aGhqSdeuqelVHwKL58J/th05dukEsEmHThnVQUVVBpSqeP/MU/TQrjoRg1cBquP0yBjefR2FwE0doaahi+7ms30OrB1XD+9gk+O0OltquW20b/HPzbY5JKInJ6bj48AP8OldASlom3kZ9RHXHEuhU0wpTtt2U1Fv2z0NMbO+Ge29ice91DLrUtIZtKV30WHIeQFaw+PfUhngb9QnTdtyUWubn22cufxVde/TEjKmT4OTkAmdXV+zYtgXJyclo2Sbrd9T0yRNgWqIEho3M+h3VqWsPDOjTA9sCN6FGrdo4duQwHj54gMnTs35HZaSnY/yYUXgc8hCLl69CpigTUVGRAAA9PT2oqanj7p3buH/3LipV8URxLS3cuxOMRfP+QNPmLSUrPty4FoRR/2/vvsOqtt44gH8vG2QrskRBkaEi1lGLtSCIs7Wi9qdVq7htnRVX3aJV3AP3xFEVt21ddeKoe6FVhiKICojgQFDmPb8/qKm3wC1aa1C+Hx+ex5ycJG8SbnjvOcnJgO/QsXMX+Pg2ldahra0NExPTd3yUqCSSJWGsXr06Fi1ahJkzZ8LHxwcXLlxAdnY2RowYgevXr+PRo0f4/fff5QjtjXg1bo6nTx7jp5WL8ehRCqo4OmPy7MXSgzDJD5Kg0PjrdtFHKckY0L2DNL1901ps37QWbrXqYsbCVQCAPbu2AABGDuypsq2A0ZPQpGXr/3qX3lu+zVrg8eNHWLlkAVJTU1DV2QVzFy6TkusHSYlSNyQA1HT/CIFTZmD54mAsXTgPdhUrYfqcBVIip6GhiZib0di3+2c8e5aGchblUf+TT9Gn30Do6Pw1JNLEKTMwe/oUDPq2BxQaGmjk0wQBI0a/250vYZo1b4nHjx5hyaIFSE15CGcXVyxaukLqSktKTIDGK1/pa9WqjanTZmHRwnlYOH8uKlayx5z5C+FY9a/xQ48dPYIJ4/46rj8Mz/+j2ve7/vi230Do6Org8sWL2Lh+HdLS0lC2bFnUrlMXa9Zvkh40cKhcGfMXLMGypYvg/83X0FBowMXVFYuWrJAS/A/NzjN3UM5IF6O/qonyJvq4ducx2k0/godp+UlZhbJlCrQWOlobo4FLefgFFT6sSo+FJzChw0dY3u9TmBnq4G5KBn7cEo7VrwzcvWR/JHS1NTH1mzowK6OLP+Ifo03QYcQl54/64O1mjSpWxqhiZYyIhaq3ZZh2/ultHoISo2nzlnj8+DGWLg7+c0B7VyxYsly6VSPpb9co91ofYcq0mVi8YD4WBc+FXcVKmDV/gfS5SE5OxvGwIwCATv9T7XVaumot6tb7GDraOjiwfy+WL12EnOxs2NhWQKcu/ujctZtUd/cvu5CZ+QIhq5YjZNVfLyWoXbcelq9e918djhKFLYzqKYR49x0AixcvxsiRI9G8eXMsXboUS5cuRXh4ONLT01G7dm30798f1tbWb7z+2w8/zG+m7yNTA225Q6BX6Gl/2EMrvU9sum/450r0TtxdXfgtK/TuGenKd406EPFQtm03dVU/3FRJIEsLY79+/dCiRQv07NkT1atXx/LlyzFmzBg5QiEiIiKifyDbQy8ODg44cuQIFi5ciHbt2sHV1bXAGGiXLn2YY3ERERFRycJ3Sasn61PSd+7cwY4dO2BmZobWrVt/kIPmEhEREb3vZMvQVqxYgaFDh8LX1xfXr1+HhUXJ778nIiKiD5MGGxjVkiVhbN68Oc6dO4eFCxeia9eu/7wAEREREclGloQxLy8PV69eLfCGFyIiIiI58B5G9WRJGA8ePCjHZomIiIjoDXBQNiIiIiJSi48lExERUanHN72oxxZGIiIiIlKLLYxERERU6vGhF/XYwkhEREREajFhJCIiIiK12CVNREREpR7f9KIeWxiJiIiISC22MBIREVGpx4de1GMLIxERERGpxYSRiIiIiNRilzQRERGVenzTi3psYSQiIiIitdjCSERERKUeGxjVYwsjEREREanFFkYiIiIq9TR4E6NabGEkIiIiIrWYMBIRERGRWuySJiIiolKPHdLqsYWRiIiIiNRiCyMRERERmxjVYgsjEREREanFhJGIiIiI1GKXNBEREZV6CvZJq8UWRiIiIiJSiy2MREREVOrxRS/qsYWRiIiIiNRiCyMRERGVemxgVI8tjERERESkFhNGIiIiIlKLXdJERERE7JNWiy2MRERERKQWWxiJiIio1OPA3eqxhZGIiIiI1GLCSERERERqsUuaiIiISj2+6UU9tjASERERkVpMGImIiKjUU8j48yYWLVoEe3t76OnpoX79+jh37lyRdVesWIHPPvsMZmZmMDMzg6+vr9r6hWHCSERERPQe2bx5MwICAjBhwgRcunQJ7u7uaNasGZKTkwutHxYWho4dO+Lo0aM4ffo07Ozs0LRpU9y/f7/Y21QIIcTb2oGS4vbDTLlDoD+ZGmjLHQK9Qk+b3xFLCpvuG+QOgf50d3UnuUOgPxnpyneNunQnTbZt165k/Fr169evj3r16mHhwoUAAKVSCTs7OwwcOBA//PDDPy6fl5cHMzMzLFy4EF27di3WNvnXg4iIiEhGWVlZSEtLU/nJysoqtG52djYuXrwIX19fqUxDQwO+vr44ffp0sbb3/Plz5OTkwNzcvNgxMmEkIiIiklFQUBBMTExUfoKCggqtm5KSgry8PFhaWqqUW1paIikpqVjbGzlyJGxsbFSSzn/CYXWIiIio1JPzTS+jRo1CQECASpmuru5/sq1p06YhNDQUYWFh0NPTK/ZyTBiJiIiIZKSrq1vsBLFcuXLQ1NTEgwcPVMofPHgAKysrtcvOmjUL06ZNw6FDh1CzZs3XipFd0kRERFTqKRTy/bwOHR0d1KlTB4cPH5bKlEolDh8+DA8PjyKXmzFjBiZPnoz9+/ejbt26r3182MJIRERE9B4JCAiAv78/6tati48//hjz5s1DRkYGunfvDgDo2rUrbG1tpfsgp0+fjvHjx2Pjxo2wt7eX7nU0NDSEoaFhsbbJhJGIiIjoPdKhQwc8fPgQ48ePR1JSEmrVqoX9+/dLD8LEx8dDQ+OvTuQlS5YgOzsbX331lcp6JkyYgIkTJxZrmxyHkf5THIexZOE4jCUHx2EsOTgOY8kh5ziM4fHPZNu2e0Uj2bZdXPzrQURERERqfZBd0tm5SrlDoD9pa8k3TAEVlPfhdSi8ty7Oayd3CPSnBj8e/udK9E5cm9xEvo3zz5VabGEkIiIiIrU+yBZGIiIiotch58Dd7wO2MBIRERGRWkwYiYiIiEgtdkkTERFRqfe6b1wpbdjCSERERERqsYWRiIiISj02MKrHFkYiIiIiUkv2FsaMjAxMmzYNhw8fRnJyMpRK1UG3b9++LVNkRERERASUgISxV69eOHbsGLp06QJra2soeNcpERERvWtMP9SSPWHct28f9uzZg08//VTuUIiIiIioELInjGZmZjA3N5c7DCIiIirF+KYX9WR/6GXy5MkYP348nj9/LncoRERERFQI2VsYZ8+ejZiYGFhaWsLe3h7a2toq8y9duiRTZERERFRa8BEK9WRPGP38/OQOgYiIiIjUkD1hnDBhgtwhEBEREZEasieML128eBEREREAgOrVq+Ojjz6SOSIiIiIqLdgjrZ7sCWNycjK+/vprhIWFwdTUFADw5MkTeHt7IzQ0FBYWFvIGSERERFTKyf6U9MCBA/Hs2TNcv34djx49wqNHj/DHH38gLS0NgwYNkjs8IiIiKg0UMv68B2RvYdy/fz8OHToEV1dXqaxatWpYtGgRmjZtKmNkRERERASUgBZGpVJZYCgdANDW1i7wXmkiIiIievdkTxh9fHwwePBgJCQkSGX379/HkCFD0LhxYxkjIyIiotJCIeO/94HsCePChQuRlpYGe3t7VKlSBVWqVIGDgwPS0tKwYMECucMjIiIiKvVkv4fRzs4Oly5dwqFDhxAZGQkAcHV1ha+vr8yRERERUWnBN72oJ3vCCAAKhQJNmjRBkyZN5A6FiIiIiP5GloQxODgYffr0gZ6eHoKDg9XW5dA6RERE9F9jA6N6siSMc+fORefOnaGnp4e5c+cWWU+hUDBhJCIiIpKZLAljbGxsof8nIiIiopJH9qekJ02ahOfPnxcof/HiBSZNmiRDRERERFTq8E0vasmeMAYGBiI9Pb1A+fPnzxEYGChDRERERET0KtmfkhZCQFHIs+zh4eEwNzeXISIiIiIqbd6XAbTlIlvCaGZmBoVCAYVCAScnJ5WkMS8vD+np6fj222/lCo+IiIiI/iRbwjhv3jwIIdCjRw8EBgbCxMREmqejowN7e3t4eHjIFR4RERER/Um2hNHf3x8A4ODggE8//RRaWrL3jhMREVEpxTe9qCf7Qy9GRkaIiIiQpn/++Wf4+flh9OjRyM7OljEyIiIiIgJKQMLYt29fREdHAwBu376NDh06wMDAAFu3bsWIESNkjo6IiIhKA46qo57sCWN0dDRq1aoFANi6dSu8vLywceNGrFmzBtu3b5c3OCIiIiKSP2EUQkCpVAIADh06hJYtWwIA7OzskJKSImdoRERERIQSMA5j3bp18eOPP8LX1xfHjh3DkiVLAOS/MtDS0lLm6IiIiKhUeF/6hmUiewvjvHnzcOnSJQwYMABjxoyBo6MjAGDbtm1o0KCBzNERERERkewtjDVr1sS1a9cKlM+cOROampoyRERERESlDd/0op7sLYwA8OTJE6xcuRKjRo3Co0ePAAA3btxAcnKyzJERERERkewtjFevXkXjxo1hamqKuLg49O7dG+bm5tixYwfi4+Oxbt06uUMkIiKiDxwH7lZP9hbGgIAAdO/eHTdv3oSenp5U3rJlSxw/flzGyIiIiIgIKAEJ4/nz59G3b98C5ba2tkhKSpIhIiIiIiJ6lexd0rq6ukhLSytQHh0dDQsLCxkiIiIiotKGPdLqyd7C+OWXX2LSpEnIyckBACgUCsTHx2PkyJFo166dzNERERERkewJ4+zZs5Geno7y5cvjxYsX8PLygqOjI4yMjDBlyhS5wyMiIqLSgC+TVkv2LmkTExMcPHgQJ0+exNWrV5Geno7atWvD19dX7tCIiIiICCUgYXypYcOGaNiwodxhEBEREdHfyJ4wTpo0Se388ePHv6NIiIiIqLTim17Ukz1h3Llzp8p0Tk4OYmNjoaWlhSpVqjBhJCIiIpKZ7Anj5cuXC5SlpaWhW7duaNOmjQwRERERUWnDN72oJ/tT0oUxNjZGYGAgxo0bJ3coRERERKWe7C2MRXn69CmePn0qdxhERERUCrCBUT3ZE8bg4GCVaSEEEhMTsX79erRo0UKmqF7fnp2bsSt0LR4/SoW9oxP6DBoJJ9cahdaNj43BxpDFiImKQPKDRPTsPwxf/q+zSp1NIUsRunaZSpmtnT0Wr//rns/Fs39E+MWzeJTyEHr6+nCp4Q7/PoNRoZKDVOdm5HWsWx6MmKgbgEKBqq410K3vYDg4Or/FvS9ZtoRuwPo1q5GakoKqTi4YPmoMarjVLLL+oQP7sWRhMBIT7sOuYiUMHDIUDT/zAgDk5uRg8cL5+P3Ecdy/dw+GRob4uL4HBn4/FBbly0vraNW8MRITElTWO2BwALr17C1NCyHw09oQ7Ny+BYkJCTA1M8NX7TuiZ59v3/IRKDl4LkqOX7eHYvum/GuUQxUnfDdkJJyruRVa987tW1i/agluRd1AclIi+gwaBr/236jU2bx+FU4dO4x7d+Kgo6sLVzd39Pjue1SoaC/VeZSaglWL5+LK+TN4/jwDFSrao0PXXmjYKH/YtAeJ97FpzQqEXzqHx6mpMC9nAZ9mLdGha29oa2v/Z8dCbl9/XAHdGtqjnKEOopLSEbQnEn/cL/jGs5eM9LQwyNcRjauVh4m+NhKevMCMvdE4cTNFqlPeSBdDmlVFw6ploaetibuPnmPsjhu4kfDXeh0symBI06qoa28KTQ0N3E5Ox5DQq0h6mgkbUz38NvSzQrc/NDQcB64nv70DQO8l2RPGuXPnqkxraGjAwsIC/v7+GDVqlExRvZ4TR37D6sWz8V3AGDi51sCv2zZi4vB+WLx+F0zNzAvUz8rKhKV1BTTwaoLVi2YXud6K9lUwafZSaVpTU1NlfhUnV3j5tkC58tZIf/YUm9YsxYTh/bB8025oamrixfPnCBzRH/UaeKHv96OgzMvDxpAlmDi8P1Zt3QctrQ/vgnxg/17MnTkdo8ZNRA23mtj00zoM/LY3tv+yF+ZlyxaoH37lMsaMHIb+g4bgM69G2L93N4YNHoifNm+DY1UnZGZmIjLiBnr1/Q5VnVzwLO0pZk0PQsCgflgfuk1lXd/2Hwi/dv+TpssYlFGZP2v6VJw59TsGB4yAY1UnpKU9xdOnT/6T41AS8FyUHMcO/4YVC2djwLAxcKnmhl1bNmBcQD8s3/RzkdcoaxtbfObdBMsXzCp0nX9cvogv2naAk0t15OXlYe3yBRgz5Dss+2kH9PT1AQCzfxyLjPRnGD9tHoxNzBB2cB+mjR+B+Ss3ooqTC+7eiYNSKDFw+FhY21bEndhbCJ4+CZkvMtFrQMB/ekzk0qyGJYa3cMbkXyJw9d5TdPGoiGX+tdFq/u94lJFToL6WpgLL/WvjUUY2AkLDkZyWBRtTfaRl/lXXWE8L63rXw/nYR/hu3WU8zshGxbIGSHvxV50KZvpY16sudlxMwOIjMUjPzIWjpSGyc/MAAElPM9Fo+jGVbf+vbgV0a1gJJ26m/kdHg94nsieMsbGxcofwr/289Sc0/bwtfFu0BgB8FzAGF86cwKG9u/BV5x4F6ld1qY6qLtUBAOuXBxeY/5KmpibMypYrcn6zVn+9OtHS2gbf9OyPwT07IDkpAda2drgXH4tnaU/Rqcd3sChvBQD4ultfDO7RHg+TEmFdoeIb7W9JtmHdWvi1+x++9GsLABg1biJOnjiGX3btUGlheil0wzp4fNoQXbv3BAB8N2Awzp4+hS2hGzF63EQYGhlh8fLVKsuMGD0W/p3aIykxAVbWNlK5gUEZlCtX+PvPY2/HYNuWUGze/gvsHfJbgG1R4a3sc0nFc1Fy7Axdj+at2qLp534AgAHDx+L86RM4sHsX2ncpeI1ycq0h9ZCELJ1f6Donz1msMh0wehI6tvLBzagbcKtVBwAQ8Uc4+g8dI7VkduzWG7u2/ISbUTdQxckFdT/5FHU/+VRah7VtBdyLj8PenVs/2ISxa4NK2H7hHnZdzm8Fn/RrBD5zLoc2tW2x6kRcgfptatvCxEAbXVacR65SAAASnmSq1OnxmT2SnmZi3M4bUtn9v9UZ1MQRJ6JTMPfATans3uMX0v+VAkhNz1ZZxqeaBX774wFeZOe92c6+Z/jQi3ol8qGX90lOTg5ioiLgXqe+VKahoQH3OvURdePqv1p3wv14dGvXBH06foHZP47GwweJRdbNfPECh/b9AktrW5T7Mzm0rWgPI2NTHNqzCzk5OcjKysShPbtQoZIDylvZFLmu91VOTjYiI66j/iceUpmGhgY+ru+Bq+FXCl3mang4Pq7voVLm0aAhrhVRHwDS059BoVDA0MhYpXzt6pVo/Nkn6NS+LdaFrEJubq4073jYUdjaVsDJ42H4srkvWjVvjMkTxn6wrVo8FyVHTk4ObkVHoFZd1WtUrbr1EXn9312jXpWRkQ4AMDI2kcpca7jj+JHf8CztKZRKJY4d2o/s7CzU/Khu0etJT4fhK+v4kGhpKlDNxghnbj+SyoQAzsQ8grtd4fvs7WKB8LtPMeYLF4SN9MSOAR7o5WkPjVeSm0YuFriRkIbZHWoibKQXtvSrj3Z1bKX5CgXg6VQOd1KfY2nXjxA20gsb+nwMH9fCv1QBQDUbI7haG2PHxfv/fsfpgyB7C2ObNm2gKGZav2PHjgJlWVlZyMrKUinLzsqDjq7uW4nvn6Q9fQylMg+m5qrdOqZmZXEvPu6N1+tUrQYG/zAJtnaV8Cg1BaFrl2HUoB4IDtkGg1e61/bu2oK1S+chM/MFbO3sEThriXTvj4FBGUyZtwJTxwZgy/oVAABr24qYOHMRNLVkP/Vv3ZPHT5CXl1egu9O8bFnEFdGSnZqSAvO/teKaly2L1JSUQutnZWVhwdzZaNbicxgaGkrlHTp1gYtrNZiYmCD8ymUsmj8XKSkPETD8BwDA/fv3kJSYgEMH9iNwyjTkKZWYM3MaRgZ8j6Wr1vyLvS6ZeC5KjrSnj6HMy4OZueq5MDUvi7t34t7KNpRKJZYFz0Q1t1qwr+wolY+aNAPTJoxEh5Ze0NTUgq6eHsZNnQObIno3Eu7F49ftoejVf8hbiaukMTPQgZamRoGWvNT0bDiUK1PoMhXM9PGxgxn2XE1Cv/WXYWdugLGtXKClqYGlR29LddrXq4B1p+Kx4ngsatga44fPnZGTp8QvVxJhXkYHZXS10OMzByw8dAtzD9xEw6rlMPdrd/QMuYgLcY8LbLdNbVvEJKcj/G5peviUTYzqyJ41mJiYYOfOnTAxMUHduvnfOi9evIinT5/Cz8/vH5PJoKAgBAYGqpT1DxiNAcPG/Gcxvwt16v/1mkT7Kk5wcnVD769b4vejB9Dk87/Gp/TybYFadevjcWoKdm5eh5mBIzFtQQh0dHWRlZWJBTMD4ermjmHjg6DMy8POzesw+YdBmLXsJ+jq6smxa++t3Jwc/DBsCIQQ+GHsBJV533TtJv2/qpMztLW1MXXyRAwYHAAdHR0IpRLZ2dkInDINlezzu0HHT5yMb77+CnGxsVLXKBUPz0XJsnhOEO7cvoVZi9eolK9fuRjpz55h6rxlMDYxxekTRxE0fgRmLAqBQ5WqKnVTHj7AuKH90dC7CZp/2Q6UT6EAHmVkI/DnG1AK4EbCM1ga66JbQ3spYdRQKHA9IQ3Bh24BACITn8GxvCHa16uAX64kQuPPv6NhkclYfzoeABCVlA73iqb4X70KBRJGXS0NtKxphWVh7/8tY/T2yJ4wWlpaon379li6dKn0UEdeXh769esHY2NjzJw5U+3yo0aNQkCA6r0ucY/e3f0WxiZm0NDQxJNHj1TKnzxOLfCN/t8wNDKCTYWKSLx/V6W8jKERyhgawaZCJThVq4nOrTxx5uQReDZugeOH9iE5KQEzFq2Fhkb+3QdDxwWhcytPnD0ZBs/Gzd9afCWBqZkpNDU18ShV9QbtR6mpKFuu8HtBy5Yrh0epKf9YPzcnBz8MH4KkxAQsWRmi0qJVmBpuNZGXm4uE+/dh7+CAcuUsoKmlJSUoAGBfuQoAICkp4YNLUnguSg5jEzNoaGri8SPVc/HkUWqBFt03sXhOEM6dOo4ZC1ejXHlLqTzx/l38uj0US9ZtQ6U/Wx0rV3XG9fDL2L1jMwYOHyvVTU1Jxg8De8O1hjsGjfhwx999/DwbuXlKlDXUUSkva6iD1PSsQpdJeZaNXKUSf96+CAC4/TADFka60NJUIDdP4GF6FmKSM1SWu/0wA77Vy0vbzclTFqgT+zAdH1U0K7DNJtUtoa+tiV+vJBSYR6WX7Pcwrl69GsOGDVN5AlhTUxMBAQFYvXq1miXz6erqwtjYWOXnXXVHA4C2tjaqOLvi6qWzUplSqcTVi+fgXK3o4UNe14vnz5GUcE/tQzAQAkIAOdn5T8ZlZWVCQ6Gh0kqroVBAAQWEEEWt5b2lra0DF9fqOHf2jFSmVCpx/uwZ1HSvVegyNd3dcf6V+gBw9swpuL1S/2WCEn/nDhYvXw1T04IX2L+LjoqEhoYGzMvm36rg/lFt5OXm4t7deKlO/J/dgdbWH979pDwXJYe2tjYcnVwRfvGcVKZUKnHl4jm4VH/za5QQAovnBOH08SMImr8cVja2KvMzM/MfulBoqP6Z0dDUgFAqpemUhw8wckAvVHWuhiGjA6Uvtx+i3DyBGwnPUL/yX7cwKRTAJ5XNi+z6vRz/BHbmBioPZFQqa4DktCzk5uVfx6/EP4F9OQOV5ezLGSDxzwdfcvMErt9PK1CnUtkySHz6An/Xto4NjkY9xOPnBZ/a/pApFPL9vA9k/2Tm5uYiMjKyQHlkZCSUr1xUSrLW//sGB3bvxJH9v+DundtYOncqMjNfSE9Nz506FuteeRo6JycHt29G4fbNKOTk5iA1JRm3b0Yh8d5ff8BCFs/BH1cu4EFiAiL+uIKgcQHQ0NCQWgWTEu5h24ZVuBV1Aw8fJCLijyuYPnE4dHV1UeeT/O7sWnU+QfqzNCybF4S7d24jPjYGwdMnQlNTE25qbjp/n3Xu6o9d27di98+7EHs7BkE/BuLFixdo5ZffjT9+9EgsnD9Hqv915644deokflobgrjY21i2eCFuXL+O9l93ApCfoIwY+j0irl/Hj9NmIk+Zh5SUh0hJeYicnPz7kK6GX8bG9WsRHRWJe/fuYt+eXzFnxjS0+LwVjP+8ef/jTzzg4loNk8aPQWTEDUTcuI6pkyagvkcDlZauDwnPRcnR5usu2P/rDhza9wvi425j0awpyHrxAk0+z79GzZo8FiFLVa9RMTcjEXMzErk5uUh9mIyYm5FIeOUatXj2VBw9sAcjJgRB36AMHqWm4FFqCrKy8pMUu0r2sKlghwUzf0TUjWtIvH8XOzatw+XzZ+Dh6Q0gP1n8YWAvlLe0Rs8BQ/D0yWNpPR+qdafuoF0dW3xZyxoOFmUwrpUr9HU0setSfmvelHbVMbjJX/eBbj53Fyb62vihpTMqlTXAZ07l0NvLAaHn7r6yznjUtDNBL0972Jnro2VNK7SrWwGhZ/+qE3IyDs1rWKFdHVvYmeujY307eDmXQ+jZeyrx2Znro04lM+y4wIddSJVCyNzUFBAQgHXr1mH06NH4+OOPAQBnz57FtGnT0KVLF8yZM+cf1lBQZOLztx3mP9qzIxQ7N/85KK6jM3oPHCENJTFmcC+Ut7LB4FGTAAAPEhPQp+PnBdZRw70OpsxfCQCYGTgS169ewrO0pzAxMYOrWy1802sArG3tAOR34SyaOQm3oiOQ8SwNJmZlUd29Njp07aMycO6VC2cQumYZ4mNvQaGhgcpVXfBNz/5w/hctC6/D1vzd3ye5edMGrF+zCqkpKXBydsXwH0ajRk13AECfHl1hY2OLiT8GSfUPHdiPxQvmS4NFDwoYJg0WnXD/Pr5s4VvodpauWou69T5G5I3rmDZlEuLiYpGTnQ0b2wpo+cWX6Ny1G3R0/up6epicjBlBP+Ls6d+hr2+ABg0/w/fDRsDExPS/Oxgy47koWnJa4V2Q/5Vft4di28a1ePwoBZUdnfHt9yPhUj3/GjVyQE9YWtsgYMxkAPkDanf/X8FrlFutOpi+cBUAoGXDWoVuZ8joQDRpmZ+I3r97ByFLg3Hj6mW8ePEcNrYV0bZjVzRu/gUA4ODenzF36oRC17P35JV/s7uvxS/45DvbFgB0rG+Hbg0roZyhLiITn2Ha3khcu5c/wPbqHnWQ8DgTY3del+q725lgeAsnuFgZIflZFnZcvI/VJ+JUuqk9ncrh+6aOqGhugPtPXmDd7/HY/rcnnP1q26CXpwMsjXURl/Ici4/E4GjkQ5U6g3wd8YW7FZrNOQk5soNrk5u8+43+KeFJ9j9X+o/YmOr8cyWZyZ4wKpVKzJo1C/Pnz0diYv6wMdbW1hg8eDCGDh1aYLDq4pAjYaTCyZEwEr0P3nXCSEV71wkjFY0JY8kl+0MvGhoaGDFiBEaMGIG0tPxvWMbGxv+wFBEREdHb877cSygX2RPGVzFRJCIiIip5ZH/ohYiIiIhKthLVwkhEREQkBwXf9KIWWxiJiIiISC22MBIRERGxgVEt2RPG4ODgQssVCgX09PTg6OgIT0/PNxpeh4iIiIj+PdkTxrlz5+Lhw4d4/vw5zMzyX/P1+PFjGBgYwNDQEMnJyahcuTKOHj0KOzs7maMlIiIiKn1kv4dx6tSpqFevHm7evInU1FSkpqYiOjoa9evXx/z58xEfHw8rKysMGTJE7lCJiIjoA6WQ8ed9IHsL49ixY7F9+3ZUqVJFKnN0dMSsWbPQrl073L59GzNmzEC7du1kjJKIiIio9JI9YUxMTERubm6B8tzcXCQlJQEAbGxs8OzZs3cdGhEREZUSfNOLerJ3SXt7e6Nv3764fPmyVHb58mV899138PHxAQBcu3YNDg4OcoVIREREVKrJnjCuWrUK5ubmqFOnDnR1daGrq4u6devC3Nwcq1atAgAYGhpi9uzZMkdKREREHyqFjP/eB7J3SVtZWeHgwYOIjIxEdHQ0AMDZ2RnOzs5SHW9vb7nCIyIiIir1ZE8YX3JxcYGLi4vcYRARERHR38ieMObl5WHNmjU4fPgwkpOToVQqVeYfOXJEpsiIiIio1Hg/eoZlI3vCOHjwYKxZswaff/45atSoAQUfUyIiIiIqUWRPGENDQ7Flyxa0bNlS7lCIiIiolGJzlXqyPyWto6MDR0dHucMgIiIioiLInjAOHToU8+fPhxBC7lCIiIiIqBCyd0mfPHkSR48exb59+1C9enVoa2urzN+xY4dMkREREVFpwUco1JM9YTQ1NUWbNm3kDoOIiIiIiiB7whgSEiJ3CERERFTKvS9vXJGL7AnjSw8fPkRUVBSA/De9WFhYyBwREREREQEl4KGXjIwM9OjRA9bW1vD09ISnpydsbGzQs2dPPH/+XO7wiIiIqBRQKOT7eR/InjAGBATg2LFj+PXXX/HkyRM8efIEP//8M44dO4ahQ4fKHR4RERFRqSd7l/T27duxbds2NGrUSCpr2bIl9PX10b59eyxZskS+4IiIiIhI/hbG58+fw9LSskB5+fLl2SVNREREVALInjB6eHhgwoQJyMzMlMpevHiBwMBAeHh4yBgZEREREQEloEt63rx5aN68OSpUqAB3d3cAQHh4OPT09PDbb7/JHB0RERGVBu/LwydykT1hdHNzw82bN7FhwwZERkYCADp27IjOnTtDX19f5uiIiIiISNaEMScnBy4uLti9ezd69+4tZyhEREREVARZE0ZtbW2VexeJiIiI5MA3vagn+0Mv/fv3x/Tp05Gbmyt3KERERERUCNnvYTx//jwOHz6MAwcOwM3NDWXKlFGZv2PHDpkiIyIiotKCD72oJ3vCaGpqinbt2skdBhEREREVQbaEMTY2Fg4ODggJCZErBCIiIiIA4B2M/0C2exirVKkCBwcH9OjRAz/99BPu3bsnVyhEREREpIZsLYxHjhxBWFgYwsLCsGnTJmRnZ6Ny5crw8fGBt7c3vL29C31lIBERERG9W7IljI0aNUKjRo0AAJmZmTh16pSUQK5du1Yao/H69etyhUhERESlBfuk1ZL9oRcA0NPTg4+PDxo2bAhvb2/s27cPy5Ytk978QkRERETykTVhzM7OxpkzZ3D06FGEhYXh7NmzsLOzg6enJxYuXAgvLy85wyMiIqJSggN3qydbwujj44OzZ8/CwcEBXl5e6Nu3LzZu3Ahra2u5QiIiIiKiQsiWMJ44cQLW1tbw8fFBo0aN4OXlhbJly8oVDhEREREVQbZhdZ48eYLly5fDwMAA06dPh42NDdzc3DBgwABs27YNDx8+lCs0IiIiKmUUCvl+3gcKIYSQOwgAePbsGU6ePCndzxgeHo6qVavijz/+eO11RSY+/w8ipDdha64ndwhEJVJyWpbcIdCf/IJPyh0C/ena5CaybTsjW750qIxOyc8aS8RT0gBQpkwZmJubw9zcHGZmZtDS0kJERITcYREREVEpUPJTNnnJljAqlUpcuHABYWFhOHr0KH7//XdkZGTA1tYW3t7eWLRoEby9veUKj4iIiIj+JFvCaGpqioyMDFhZWcHb2xtz585Fo0aNUKVKFblCIiIiIqJCyJYwzpw5E97e3nBycpIrBCIiIqJ87JNWS7aEsW/fvnJtmoiIiIheQ4l56IWIiIhILnzTi3qyjcNIRERERG9m0aJFsLe3h56eHurXr49z586prb9161a4uLhAT08Pbm5u2Lt372ttjwkjERERlXrv08DdmzdvRkBAACZMmIBLly7B3d0dzZo1Q3JycqH1T506hY4dO6Jnz564fPky/Pz84Ofn91pjXZeYgbvfJg7cXXJw4G6iwnHg7pKDA3eXHHIO3J2ZK9umofeaNwjWr18f9erVw8KFCwHkD1VoZ2eHgQMH4ocffihQv0OHDsjIyMDu3bulsk8++QS1atXC0qVLi7VNtjASERERySgrKwtpaWkqP1lZhX+pzM7OxsWLF+Hr6yuVaWhowNfXF6dPny50mdOnT6vUB4BmzZoVWb8wH+RDLy7WBnKH8K9lZWUhKCgIo0aNgq6urtzhlGo8FyXHh3QujCz05Q7hX/mQzoWcrVpvy4d0PuTyuq18b9PEH4MQGBioUjZhwgRMnDixQN2UlBTk5eXB0tJSpdzS0hKRkZGFrj8pKanQ+klJScWOkS2MJVRWVhYCAwOL/IZB7w7PRcnBc1Fy8FyULDwf77dRo0bh6dOnKj+jRo2SOywVH2QLIxEREdH7QldXt9gtw+XKlYOmpiYePHigUv7gwQNYWVkVuoyVldVr1S8MWxiJiIiI3hM6OjqoU6cODh8+LJUplUocPnwYHh4ehS7j4eGhUh8ADh48WGT9wrCFkYiIiOg9EhAQAH9/f9StWxcff/wx5s2bh4yMDHTv3h0A0LVrV9ja2iIoKAgAMHjwYHh5eWH27Nn4/PPPERoaigsXLmD58uXF3iYTxhJKV1cXEyZM4M3LJQDPRcnBc1Fy8FyULDwfpUuHDh3w8OFDjB8/HklJSahVqxb2798vPdgSHx8PDY2/OpEbNGiAjRs3YuzYsRg9ejSqVq2KXbt2oUaNGsXe5gc5DiMRERERvT28h5GIiIiI1GLCSERERERqMWEkIiIiIrWYMNJ7z97eHvPmzZM7DCIiAq/JHyomjDLq1q0bFAoFpk2bplK+a9cuKBQKmaJ6dxo1aoTvv/++QPmaNWtgampa7PWcP38effr0eXuBvWWvuz+vY+LEiahVq1ax6iYlJWHgwIGoXLkydHV1YWdnh1atWhUYm6uk+C+PGxVNCAFfX180a9aswLzFixfD1NQU9+7dkyGyt2Pp0qUwMjJCbm6uVJaeng5tbW00atRIpW5YWBgUCgViYmLecZTvh6I+oyX9mkxvhgmjzPT09DB9+nQ8fvxY7lDeWxYWFjAwKJnvD8/JyZE7BABAXFwc6tSpgyNHjmDmzJm4du0a9u/fD29vb/Tv3/+N15udnV1oeUnZ7/dFSTpeCoUCISEhOHv2LJYtWyaVx8bGYsSIEViwYAEqVKggY4T/jre3N9LT03HhwgWp7MSJE7CyssLZs2eRmZkplR89ehQVK1ZElSpVCqynqN99KtnXZHpzTBhl5uvrCysrK2lwzcJs374d1atXh66uLuzt7TF79ux3GKG8unXrBj8/P8yaNQvW1tYoW7Ys+vfvr/IH9u/dHwqFAsuWLcMXX3wBAwMDuLq64vTp07h16xYaNWqEMmXKoEGDBiqtBi9b6pYtWwY7OzsYGBigffv2ePr0qVRHqVRi0qRJqFChAnR1daVxr16Ki4uDQqHA5s2b4eXlBT09PWzYsAHdu3fH06dPoVAooFAopJfJr1+/HnXr1oWRkRGsrKzQqVMnJCcnS+t72bpx+PBh1K1bFwYGBmjQoAGioqIA5H+7DwwMRHh4uLTuNWvWFHoc+/XrB4VCgXPnzqFdu3ZwcnJC9erVERAQgDNnzkj14uPj0bp1axgaGsLY2Bjt27dXeZ3Uy+O0cuVKODg4QE9PTzrmS5YswZdffokyZcpgypQpAICff/4ZtWvXhp6eHipXrozAwECVlp0nT56gb9++sLS0hJ6eHmrUqIHdu3cjLCysyOP2dzExMWjdujUsLS1haGiIevXq4dChQyp17O3tMXXqVPTo0QNGRkaoWLGiyoC12dnZGDBgAKytraGnp4dKlSpJn8lhw4bhiy++kOrOmzcPCoVC5dw7Ojpi5cqV0vTKlSvh6uoKPT09uLi4YPHixdK8on5PShI7OzvMnz8fw4YNQ2xsLIQQ6NmzJ5o2bYqPPvoILVq0gKGhISwtLdGlSxekpKRIy27btg1ubm7Q19dH2bJl4evri4yMDBn3RpWzszOsra0RFhYmlYWFhaF169ZwcHBQ+TyEhYXB29sbwF/XoilTpsDGxgbOzs4AgGvXrsHHx0fa3z59+iA9PV1aR3GuYYmJifj888+hr68PBwcHbNy48R+7dfPy8hAQEABTU1OULVsWI0aMgL+/P/z8/KQ6ha2jVq1aKp+lJ0+eoFevXrCwsICxsTF8fHwQHh4uzQ8PD4e3tzeMjIxgbGyMOnXq4MKFC2o/o3/fbnGvK+vXr4e9vT1MTEzw9ddf49mzZ0XuP8lAkGz8/f1F69atxY4dO4Senp64e/euEEKInTt3ipen5sKFC0JDQ0NMmjRJREVFiZCQEKGvry9CQkJkjPzt8PLyEoMHDy5QHhISIkxMTIQQ+cfI2NhYfPvttyIiIkL8+uuvwsDAQCxfvlyqX6lSJTF37lxpGoCwtbUVmzdvFlFRUcLPz0/Y29sLHx8fsX//fnHjxg3xySefiObNm0vLTJgwQZQpU0b4+PiIy5cvi2PHjglHR0fRqVMnqc6cOXOEsbGx2LRpk4iMjBQjRowQ2traIjo6WgghRGxsrAAg7O3txfbt28Xt27dFXFycmDdvnjA2NhaJiYkiMTFRPHv2TAghxKpVq8TevXtFTEyMOH36tPDw8BAtWrSQtnf06FEBQNSvX1+EhYWJ69evi88++0w0aNBACCHE8+fPxdChQ0X16tWldT9//rzA8UxNTRUKhUJMnTpV7fnIy8sTtWrVEg0bNhQXLlwQZ86cEXXq1BFeXl4FjlPz5s3FpUuXRHh4uHTMy5cvL1avXi1iYmLEnTt3xPHjx4WxsbFYs2aNiImJEQcOHBD29vZi4sSJ0vY++eQTUb16dXHgwAERExMjfv31V7F3716RlZVV5HH7uytXroilS5eKa9euiejoaDF27Fihp6cn7ty5o/I7Ym5uLhYtWiRu3rwpgoKChIaGhoiMjBRCCDFz5kxhZ2cnjh8/LuLi4sSJEyfExo0bhRBC/PLLL8LExETk5uYKIYTw8/MT5cqVEyNHjhRCCHHv3j0BQNy8eVMIIcRPP/0krK2tpd+B7du3C3Nzc7FmzZoif08SEhLUnhu5tG7dWjRq1EgEBwcLCwsLkZycLCwsLMSoUaNERESEuHTpkmjSpInw9vYWQgiRkJAgtLS0xJw5c0RsbKy4evWqWLRoUZHnTi6dOnUSTZs2labr1asntm7dKr799lsxfvx4IUT+50tXV1c6b/7+/sLQ0FB06dJF/PHHH+KPP/4Q6enpwtraWrRt21Zcu3ZNHD58WDg4OAh/f39p3cW5hvn6+opatWqJM2fOiIsXLwovLy+hr6+vcl37u+nTpwszMzOxfft2cePGDdGzZ09hZGQkWrduLdX5+7VRCCHc3d3FhAkTVLbdqlUrcf78eREdHS2GDh0qypYtK1JTU4UQQlSvXl188803IiIiQkRHR4stW7aIK1euqP2Mvrrd4l5XDA0NpeN4/PhxYWVlJUaPHv1Pp5LeISaMMnqZMAohxCeffCJ69OghhFBNGDt16iSaNGmistzw4cNFtWrV3mms/4XiJoyVKlWS/lgLIcT//vc/0aFDB2m6sIRx7Nix0vTp06cFALFq1SqpbNOmTUJPT0+anjBhgtDU1BT37t2Tyvbt2yc0NDREYmKiEEIIGxsbMWXKFJVY69WrJ/r16yeE+CsRmDdvXpH7o8758+cFAOmi+zJhPHTokFRnz549AoB48eKFFLe7u7va9Z49e1YAEDt27FBb78CBA0JTU1PEx8dLZdevXxcAxLlz56TtaWtri+TkZJVlAYjvv/9epaxx48YFktT169cLa2trIYQQv/32m9DQ0BBRUVGFxlPc41aY6tWriwULFkjTlSpVEt988400rVQqRfny5cWSJUuEEEIMHDhQ+Pj4CKVSWWBdjx8/FhoaGuL8+fNCqVQKc3NzERQUJOrXry+EyE8QbW1tpfpVqlSRks2XJk+eLDw8PIQQRf+elEQPHjwQ5cqVExoaGmLnzp1i8uTJKomWEELcvXtXABBRUVHi4sWLAoCIi4uTKeLiWbFihShTpozIyckRaWlpQktLSyQnJ4uNGzcKT09PIYQQhw8fFgCkLx7+/v7C0tJSZGVlSetZvny5MDMzE+np6VLZnj17hIaGhkhKSpKWU3cNi4iIEADE+fPnpfk3b94UANQmjNbW1mLGjBnSdE5OjqhQocJrJYwnTpwQxsbGIjMzU6VOlSpVxLJly4QQQhgZGUlJ898V9Rl9dbvFva4YGBiItLQ0qc7w4cOlzxiVDOySLiGmT5+OtWvXIiIiQqU8IiICn376qUrZp59+ips3byIvL+9dhiib6tWrQ1NTU5q2trZW6botTM2aNaX/v3xVkpubm0pZZmYm0tLSpLKKFSvC1tZWmvbw8IBSqURUVBTS0tKQkJBQ6Ln4+zmrW7dusfbr4sWLaNWqFSpWrAgjIyN4eXkByO++KWpfrK2tAeAf9/9Vopgvc4qIiICdnR3s7OyksmrVqsHU1FRlHytVqgQLC4sCy/99v8PDwzFp0iQYGhpKP71790ZiYiKeP3+OK1euoEKFCnBycir2vhQmPT0dw4YNg6urK0xNTWFoaIiIiAi1x1GhUMDKyko6jt26dcOVK1fg7OyMQYMG4cCBA1JdU1NTuLu7IywsDNeuXYOOjg769OmDy5cvIz09HceOHZPOXUZGBmJiYtCzZ0+V/f7xxx8LPDhR3N8TOZUvXx59+/aFq6sr/Pz8EB4ejqNHj6rsm4uLC4D8WwPc3d3RuHFjuLm54X//+x9WrFhRIu/PbtSoETIyMnD+/HmcOHECTk5OsLCwgJeXl3QfY1hYGCpXroyKFStKy7m5uUFHR0eajoiIgLu7O8qUKSOVffrpp9J14yV117CoqChoaWmhdu3a0nxHR0eYmZkVGf/Tp0+RmJiI+vXrS2VaWlqv/TsVHh6O9PR0lC1bVuWcxsbGSr+vAQEB6NWrF3x9fTFt2rTXfgCouNcVe3t7GBkZSdPFuc7Tu8V3SZcQnp6eaNasGUaNGoVu3brJHc47YWxsrHKP4EtPnjyBiYmJNK2tra0yX6FQQKlUql33q8u8fOK8sLJ/Ws+bePWPR1EyMjLQrFkzNGvWDBs2bICFhQXi4+PRrFmzAjfT/9u4q1atCoVCgcjIyGIvo05R+/f38vT0dAQGBqJt27YF6urp6UFfX/+txDNs2DAcPHgQs2bNgqOjI/T19fHVV1+pPY6A6u9R7dq1ERsbi3379uHQoUNo3749fH19sW3bNgD5CUZYWBh0dXXh5eUFc3NzuLq64uTJkzh27BiGDh0q7TMArFixQuWPOQCVhAEo3u9JSaClpQUtrfw/Fenp6WjVqhWmT59eoJ61tTU0NTVx8OBBnDp1CgcOHMCCBQswZswYnD17Fg4ODu869CI5OjqiQoUKOHr0KB4/fiwl/DY2NrCzs8OpU6dw9OhR+Pj4qCz3pufsTa5hb4OGhkaBL4yv3juZnp5e4H7Ol14+/Txx4kR06tQJe/bswb59+zBhwgSEhoaiTZs2bzVWuY4RFR9bGEuQadOm4ddff8Xp06elMldXV/z+++8q9X7//Xc4OTkV+AP0vnF2dsalS5cKlF+6dOlftzq9ifj4eCQkJEjTZ86cgYaGBpydnWFsbAwbG5tCz0W1atXUrldHR6dAa3BkZCRSU1Mxbdo0fPbZZ3BxcXmjb9OFrfvvzM3N0axZMyxatKjQhw+ePHkCIP937e7du7h7964078aNG3jy5Mk/7mNhateujaioKDg6Ohb40dDQQM2aNXHv3j1ER0e/8b4B+eegW7duaNOmDdzc3GBlZYW4uLjXjtfY2BgdOnTAihUrsHnzZmzfvh2PHj0CAHh5eeHkyZM4fPiwNPRKo0aNsGnTJkRHR0tllpaWsLGxwe3btwvsc0lKmN5U7dq1cf36ddjb2xfYv5fJlEKhwKefforAwEBcvnwZOjo62Llzp8yRF+Tt7Y2wsDCEhYWpDKfj6emJffv24dy5c9IDL0VxdXVFeHi4yufq999/l64bxeHs7Izc3FxcvnxZKrt165ballkTExNYW1vj7NmzUllubi4uXryoUs/CwgKJiYnSdFpaGmJjY6Xp2rVrIykpCVpaWgXOZ7ly5aR6Tk5OGDJkCA4cOIC2bdsiJCQEQPE+o2/7ukLyYcJYgri5uaFz584IDg6WyoYOHYrDhw9j8uTJiI6Oxtq1a7Fw4UIMGzZMxkjfju+++w7R0dEYNGgQrl69iqioKMyZMwebNm2SWmzeJT09Pfj7+yM8PBwnTpzAoEGD0L59e1hZWQEAhg8fjunTp2Pz5s2IiorCDz/8gCtXrmDw4MFq12tvb4/09HQcPnwYKSkpeP78OSpWrAgdHR0sWLAAt2/fxi+//ILJkye/dsz29vaIjY3FlStXkJKSgqysrELrLVq0CHl5efj444+xfft23Lx5ExEREQgODoaHhweA/Cf2X/4OXrp0CefOnUPXrl3h5eX1Rt2n48ePx7p16xAYGIjr168jIiICoaGhGDt2LID8JMzT0xPt2rXDwYMHpRa+l08fF3bcClO1alXs2LEDV65cQXh4ODp16vTaLRMvf+8iIyMRHR2NrVu3wsrKSmpl8fT0xLNnz7B7926VhHHDhg2wtrZW+YITGBiIoKAgBAcHIzo6GteuXUNISAjmzJnzmkew5Onfvz8ePXqEjh074vz584iJicFvv/2G7t27Iy8vD2fPnsXUqVNx4cIFxMfHY8eOHXj48CFcXV3lDr0Ab29vnDx5EleuXJFaGIH838tly5YhOzv7HxPGzp07S9eNP/74A0ePHsXAgQPRpUsX6VaYf+Li4gJfX1/06dMH586dw+XLl9GnTx/o6+urHY938ODBmDZtGnbt2oXIyEj069dP+vL3ko+PD9avX48TJ07g2rVr8Pf3V2lo8PX1hYeHB/z8/HDgwAHExcXh1KlTGDNmDC5cuIAXL15gwIABCAsLw507d/D777/j/Pnz0vkszmf0bV9XSD5MGEuYSZMmqfyxq127NrZs2YLQ0FDUqFED48ePx6RJkz6IbuvKlSvj+PHjiIyMhK+vL+rXr48tW7Zg69ataN68+TuPx9HREW3btkXLli3RtGlT1KxZU2U4lEGDBiEgIABDhw6Fm5sb9u/fj19++QVVq1ZVu94GDRrg22+/RYcOHWBhYYEZM2bAwsICa9aswdatW1GtWjVMmzYNs2bNeu2Y27Vrh+bNm8Pb2xsWFhbYtGlTofUqV66MS5cuwdvbG0OHDkWNGjXQpEkTHD58GEuWLAGQ3zL0888/w8zMDJ6envD19UXlypWxefPm144LAJo1a4bdu3fjwIEDqFevHj755BPMnTsXlSpVkups374d9erVQ8eOHVGtWjWMGDFCarEo7LgVZs6cOTAzM0ODBg3QqlUrNGvWTOV+sOIwMjLCjBkzULduXdSrVw9xcXHYu3cvNDTyL5FmZmZwc3ODhYWFdM+ep6cnlEqlSrIBAL169cLKlSsREhICNzc3eHl5Yc2aNR9EC+PLVva8vDw0bdoUbm5u+P7772FqagoNDQ0YGxvj+PHjaNmyJZycnDB27FjMnj0bLVq0kDv0Ary9vfHixQs4OjqqJHdeXl549uyZNPyOOgYGBvjtt9/w6NEj1KtXD1999RUaN26MhQsXvlYs69atg6WlJTw9PdGmTRv07t0bRkZG0rBVhRk6dCi6dOkCf39/eHh4wMjIqEA38ahRo+Dl5YUvvvgCn3/+Ofz8/FTGlFQoFNi7dy88PT3RvXt3ODk54euvv8adO3dgaWkJTU1NpKamomvXrnByckL79u3RokULBAYGAijeZ/RtX1dIPgpR3DviiT5gEydOxK5du3DlyhW5QyGiUu7evXuws7PDoUOH0Lhx42Iv161bNzx58gS7du3674KjUosPvRAREcnoyJEjSE9Ph5ubGxITEzFixAjY29vD09NT7tCIJEwYiYiIZJSTk4PRo0fj9u3bMDIyQoMGDbBhw4YCTw4TyYld0kRERESkFh96ISIiIiK1mDASERERkVpMGImIiIhILSaMRERERKQWE0YiIiIiUosJIxH9a926dYOfn5803ahRI3z//ffvPI6wsDAoFIoCr0h7lUKheK2BjSdOnIhatWr9q7ji4uKgUCg4MDwRvbeYMBJ9oLp16waFQgGFQgEdHR04Ojpi0qRJyM3N/c+3vWPHjmK/G7s4SR4REcmLA3cTfcCaN2+OkJAQZGVlYe/evejfvz+0tbUxatSoAnWzs7Oho6PzVrZrbm7+VtZDREQlA1sYiT5gurq6sLKyQqVKlfDdd9/B19cXv/zyC4C/upGnTJkCGxsbODs7AwDu3r2L9u3bw9TUFObm5mjdujXi4uKkdebl5SEgIACmpqYoW7YsRowYgb+P///3LumsrCyMHDkSdnZ20NXVhaOjI1atWoW4uDh4e3sDAMzMzKBQKNCtWzcAgFKpRFBQEBwcHKCvrw93d3ds27ZNZTt79+6Fk5MT9PX14e3trRJncY0cORJOTk4wMDBA5cqVMW7cOOTk5BSot2zZMtjZ2cHAwADt27fH06dPVeavXLkSrq6u0NPTg4uLCxYvXlzkNh8/fozOnTvDwsIC+vr6qFq1KkJCQl47diKid4UtjESliL6+PlJTU6Xpw4cPw9jYGAcPHgSQ/4qyZs2awcPDAydOnICWlhZ+/PFHNG/eHFevXoWOjg5mz56NNWvWYPXq1XB1dcXs2bOxc+dO+Pj4FLndrl274vTp0wgODoa7uztiY2ORkpICOzs7bN++He3atUNUVBSMjY2hr68PAAgKCsJPP/2EpUuXomrVqjh+/Di++eYbWFhYwMvLC3fv3kXbtm3Rv39/9OnTBxcuXMDQoUNf+5gYGRlhzZo1sLGxwbVr19C7d28YGRlhxIgRUp1bt25hy5Yt+PXXX5GWloaePXuiX79+2LBhAwBgw4YNGD9+PBYuXIiPPvoIly9fRu/evVGmTBn4+/sX2Oa4ceNw48YN7Nu3D+XKlcOtW7fw4sWL146diOidEUT0QfL39xetW7cWQgihVCrFwYMHha6urhg2bJg039LSUmRlZUnLrF+/Xjg7OwulUimVZWVlCX19ffHbb78JIYSwtrYWM2bMkObn5OSIChUqSNsSQggvLy8xePBgIYQQUVFRAoA4ePBgoXEePXpUABCPHz+WyjIzM4WBgYE4deqUSt2ePXuKjh07CiGEGDVqlKhWrZrK/JEjRxZY198BEDt37ixy/syZM0WdOnWk6QkTJghNTU1x7949qWzfvn1CQ0NDJCYmCiGEqFKliti4caPKeiZPniw8PDyEEELExsYKAOLy5ctCCCFatWolunfvXmQMREQlDVsYiT5gu3fvhqGhIXJycqBUKtGpUydMnDhRmu/m5qZy32J4eDhu3boFIyMjlfVkZmYiJiYGT58+RWJiIurXry/N09LSQt26dQt0S7905coVaGpqwsvLq9hx37p1C8+fP0eTJk1UyrOzs/HRRx8BACIiIlTiAAAPD49ib+OlzZs3Izg4GDExMUhPT0dubi6MjY1V6lSsWBG2trYq21EqlYiKioKRkRFiYmLQs2dP9O7dW6qTm5sLExOTQrf53XffoV27drh06RKaNm0KPz8/NGjQ4LVjJyJ6V5gwEn3AvL29sWTJEujo6MDGxgZaWqof+TJlyqhMp6eno06dOlJX66ssLCzeKIaXXcyvIz09HQCwZ88elUQNyL8v8205ffo0OnfujMDAQDRr1gwmJiYIDQ3F7NmzXzvWFStWFEhgNTU1C12mRYsWuHPnDvbu3YuDBw+icePG6N+/P2bNmvXmO0NE9B9iwkj0AStTpgwcHR2LXb927drYvHkzypcvX6CV7SVra2ucPXsWnp6eAPJb0i5evIjatWsXWt/NzQ1KpRLHjh2Dr69vgfkvWzjz8vKksmrVqkFXVxfx8fFFtky6urpKD/C8dObMmX/eyVecOnUKlSpVwpgxY6SyO3fuFKgXHx+PhIQE2NjYSNvR0NCAs7MzLC0tYWNjg9u3b6Nz587F3raFhQX8/f3h7++Pzz77DMOHD2fCSEQlFp+SJiJJ586dUa5cObRu3RonTpxAbGwswsLCMGjQINy7dw8AMHjwYEybNg27du1CZGQk+vXrp3YMRXt7e/j7+6NHjx7YtWuXtM4tW7YAACpVqgSFQoHdu3fj4cOHSE9Ph5GREYYNG4YhQ4Zg7dq1iImJwaVLl7BgwQKsXbsWAPDtt9/i5s2bGD58OKKiorBx40asWbPmtfa3atWqiI+PR2hoKGJiYhAcHIydO3cWqKenpwd/f3+Eh4fjxIkTGDRoENq3bw8rKysAQGBgIIKCghAcHIzo6Ghcu3YNISEhmDNnTqHbHT9+PH7++WfcunUL169fx+7du+Hq6vpasRMRvUtMGIlIYmBggOPHj6NixYpo27YtXF1d0bNnT2RmZkotjkOHDkWXLl3g7+8PDw8PGBkZoU2bNmrXu2TJEnz11Vfo168fXFxc0Lt3b2RkZAAAbG1tERgYiB9++AGWlpYYMGAAAGDy5MkYN24cgoKC4OrqiubNm2PPnj1wcHAAkH9f4fbt27Fr1y64u7tj6dKlmDp16mvt75dffokhQ4ZgwIABqFWrFk6dOoVx48YVqOfo6Ii2bduiZcuWaNq0KWrWrKkybE6vXr2wcuVKhISEwM3NDV5eXlizZo0U69/p6Ohg1KhRqFmzJjw9PaGpqYnQ0NDXip2I6F1SiKLuVCciIiIiAlsYiYiIiOgfMGEkIiIiIrWYMBIRERGRWkwYiYiIiEgtJoxEREREpBYTRiIiIiJSiwkjEREREanFhJGIiIiI1GLCSERERERqMWEkIiIiIrWYMBIRERGRWv8H4a5OcmF8LekAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-00 **********\n","o1-mini/shots-00\n","不是 1476\n","是 970\n","不重要 238\n","问法错误 208\n","回答正确 105\n","是。 1\n","回答: 是 1\n","不是。 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-05 **********\n","o1-mini/shots-05\n","不是 1490\n","是 983\n","不重要 236\n","问法错误 144\n","回答正确 137\n","回答: 不是 3\n","回答: 问法错误 3\n","回答: 不重要 2\n","回答: 是 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-10 **********\n","o1-mini/shots-10\n","不是 1478\n","是 993\n","不重要 263\n","问法错误 137\n","回答正确 112\n","回答: 是 7\n","回答: 问法错误 6\n","回答: 不是 2\n","回答: 回答正确 1\n","回答: 不重要 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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G3bt1gbW2Npk2b4tdff/1iVvJTDBiJiIiIlCgjIwMpKSlSW0ZGhsy6mZmZuHLlCry8vCRlQqEQXl5eOH/+vMx9ateujStXrkgCxMePH+PQoUNo0aJFgceocgGjWCyGWCxW9jCIiIioOBEIlLYFBwdDX19fagsODpY5zLi4OOTk5MDMzEyq3MzMDFFRUTL36datG4KCglC3bl1oaGjAzs4ODRs2VGhKWmVWSW/atAlz5szBgwcPAAAODg4YO3YsevbsqeSRFcyglm7w7VgVZoYlcONJHPxW/I1/70fLrHskuAPqu5XPU3748hN0mHoQAGBqoIMZ3nXgVcUS+rpaOHvrFfxWnMKjV8mS+loaavhf/3r4pX4FaGmo4fjVSPgsO4mYpDQAQA8vZ6z2bSJzDJbdViM2Oe2/HrZKOrBnB3Zv3YCEhDjY2TtgmJ8/nCq65lv/77Cj2LhqCaKiXsG8vCX6D/OFZ+16ktcTE+KxeukCXLl0Hqlv3sDVvSqGjfZHeQsrqXZu34jA+pWLcPfWDQiFarBzcETwghXQ0tYGALyIfIpVS+bj1vVwZGdlwcbeAX0GDoO7R41vcyJUwI7tW7Fx/VrEx8XCwdEJ4ydOgaurW771jx45jGVLFuLVy5ewtLKGj+8Y1KvfQPK6WCzG8qWLsG/Pbrx5kwL3KlUxccpUWFlZS7Vz+u9TWLViKR7cvwdNLS14VKuOkEXLpOoc2L8PWzaux7NnT6FbsiSaNP0ZEycHFurxq5Lfd2/Hji3rkRAfB7sKjvAZMxHOcj4XJ48fwbqVSxD1+iXMLawweLgvatapL3m9QY1KMvcbPMIPv/bsi9evXmLT2hW4+u8lJCTEwcSkNJo0b4We3oOgoaGRZ78XzyPRv2cnqAnV8NcJ2VmSH8XuHVuxZeM6xMfHoYKDE8aMn4SKcj4Xx4+GYuWyRXj96iUsLK0w3Gc06tT7+LlYtXwJjh05hOioKGhoaMDJxQVDho9CJdfKkjqjfYbi/r27SEyIRyk9PdTwrIXhPmNQ2tRUUkcsFmPrpvX4fe8uRL1+BQMDQ3Ts/Cv6Dhj8bU4ESfj7+8PPz0+qTEtLq9DaP3XqFGbOnIlly5bB09MTDx8+hI+PD6ZPn44pU6YUqA2BWAXSefPnz8eUKVMwfPhw1KlTBwBw9uxZLF26FDNmzICvr69C7em0XPQthpmvTvUqYM3ophix5AQu34vG8Hbu6FDXHpUHbpYZlBmW1IKmhprkZ6NS2ri0pBuGLArDluN3AACn5v6CrBwRJqw5g5R3mRjZvgqaelihyuAteJeRDQBYOLQhmle3wYAFx5DyLgMLBjeESCzGT2P3AAC0NdWgryv9D26VbxNoa6ihmf++b3U6pNzbPOi79PPBqeOhmB00CSPHTYFzRVfs27kFp08cxbodf8DQyDhP/VvXw+E31Bv9Bo+EZ90GOHnkEHZuWYdlG3bCxq4CxGIxfAb2hLq6OgaNGIMSurrYu30zLl/8B2u2/Q4dnRIAcoNFf98h+LVXP9Ss2wBqamp4/OA+atVvBE1NTQBAn86tYW5hiX5DfKCppYV9O7bg2KED2LjnEIyMTb7L+SldqvC+gL7kyOFDmDxxHCYFTIOrW2Vs3bwRx46G4sDBUBgZ530vwq9dRb8+PTDCxw/1GzTC4UMHsX7tGuzYvQ/2FRwAAOvXrsLaNasw/bf/wdy8PJYtWYgHD+5j34FDki/X48eOIChwCkb4+KKGZ01k5+Tg4YP7aPbzx6mXzRvXY9PGdfAdPQ6urpWRlvYOr169RMNGjb/PyQGQ/C7ru/V14thhzJw6EX4TAuBS0Q27d2zGqbCj2LL7oMzPxc3r1zByUB8MGOqDWnUbIOzIIWzbtBarN++GrV0FAEB8XJzUPhfPn8HsGQHYtu8Qyplb4OL5szhxLBReTZvD3MISTx49xJyZgWjavDWG+oyV2jc7OwtD+/WAgaERbl0P/+4Bo46m2pcrFZJjRw5h6uQJmDBpKiq6umHH1k0IO3YEuw8cgpGM9+J6+DUM6tcTQ0f4om79hjhy+E9sWr8Wm3fsgZ197uci9NCfMDIygnl5C6Snp2P71o0IO3YE+/44AkMjIwDAts0b4FrZHSYmpREbE4OF82cDANZu2i7pa+6s33Dx/D8YMWoM7Co4ICU5GSnJSfCsVec7nJlc+jrKm/jUabFQaX2nHfIpcN3MzEyUKFECe/bsQbt27STlvXv3RlJSEg4cOJBnn3r16qFmzZqYM2eOpGzLli0YOHAg3r59C6Hwy+ddJaakFy9ejOXLl2PWrFlo06YN2rRpg9mzZ2PZsmVYtOj7Bn9fY2T7KlgfehObj9/B3ecJGLHkBNLSs9G7qYvM+olvMxCd+E6yNa5iiXcZ2dh3Jje7al/OAJ7OZTFy6UlceRCDBy+TMHLpSWhrqqNzA0cAgF4JTfRpWhHj15zB39df4NrDWAwMOY5aLuVQw7EMACA9M0eqn5wcMRq6lceGo7e/z4lRgr3bN6F5m474uVU7WNnYwWfcFGhp6eDIn/tl1v9911ZU96yDzj28YWVtiz6DhsPe0RkH9uwAALx8/gx3bl7HyLGT4ehSCRZWNhg5bjIyM9Jx8thhSTvLF85G+1+6oWuvfrC2tYeFlQ0aeDWTBIvJSYl4+fwZuvbsC1t7B5S3sEL/oaOQnp6Op48efvPzogybN61Hh06d0a59R9jZ2WNywDRoa2tj/+97ZdbftmUTatephz59+8PWzg7DRoyCs4sLdmzbAuB99mPzJgwYOASNfvKCg6MTps+cjdiYGJwMOw4AyM7Oxuz//Qbf0WPxS5dfYWVtAzs7e6lgMSU5GUsXh2DGzNlo0bI1LCwt4eDo9F2Dxe9t17ZNaNWuE1q0bg9rWzuMnhAAbW1tHDr4u8z6e3ZsQY2adfBrz76wtrFDv8Ej4ODkgt93bZPUMTYxkdr++fskqnjUQDlzCwCAZ6268A+Ygeo166CcuQXq1G+ELt374PTJsDz9rVm+GJbWNmjk1ezbnAAVsm3zRrTr8Atat+sAWzt7TJg8Fdra2ji4X/Yf8Tu2bULN2nXRs08/2NjaYfAwHzg5O2PXjo/vxc8tWqFGzdowL28BO/sKGDV6AlLfvsWDB/ckdbr17ANXN3eULWcON/cq6N13AG7eiEB2Vu4fLk8eP8Le3TswN2Qp6jf8Cebm5eHsUvG7BotUMJqamvDw8EBY2MfPkkgkQlhYGGrVqiVzn3fv3uUJCtXUcv9QKmjeUCUCxtevX6N27dp5ymvXro3Xr18rYUQFp6EuRBV7U5wIfy4pE4uBE+HPUcOpbIHa6N3UBbtP35dkDrXeZx/TM3Ok2szMykHtirltVrE3haaGGk6ER0rq3H+RiMiYFHg6l5HZT/fGTniXkY3f/3mg2EEWEVlZWbh/7w6qVq8pKRMKhaha3RO3b0bI3Of2zQhUre4pVVbNszbuvK+flZkJANDU/JiZEwqF0NDQxM2IawByp6zv3roBAyMj+AzoiV9aNITfEG/cjLgq2UdP3wAWltY4dvgg0tLeISc7G3/t3w0DQyNUcJL9h0VRlpWViTu3b8Gz5sfPtVAohGfN2rj+/rx97npEODw/+7KrVbsurkeEAwBevniBuLhYeNb62GapUqXg6lYZEe/bvHPnNmKioyEQCtGlUzt4NayLYYP74+GD+5J9zp//ByKRCDHR0WjfujmaNq6PsaN9EKXi3zVfKysrC/fv3obHZ58Lj+o1ceuG7M/FrRsR8Kgh/V5Ur1k73/oJ8XE4/89ptGjTQe5YUt++hZ6enlTZ1csXcSrsKHzHTi7I4RRpWVmZuHvnFqp7fjy3QqEQ1T1r4cb1cJn73LgegRqe0u9FzVp1862flZWJ/Xt3oWTJUnBwcJJZJzk5CaGHDsKtchWov7884MzfJ2FuXh5nT59C2xZeaNu8MWZMm4zk5CSFj5O+PT8/P6xevRobN27EnTt3MGTIEKSmpsLb2xsA0KtXL/j7+0vqt27dGsuXL8eOHTvw5MkTHDt2DFOmTEHr1q0lgeOXqETAaG9vj127duUp37lzJypUqCB3X1kri8Q52d9qqHmY6OlAXU2ImKR3UuUxSe9QxrDEF/ev5mCGStYm2HDklqTs3vvAb3qf2jAoqQUNdSFGd/JA+dKlUMZQFwBQxrAEMrJykJyaKd1v4juY5dNv76YVsfPve1KB6I8kOSkRopycPFNshkbGSIyPk7lPYnwcDGTUT3hf38LaBqZlymLt8oV4k5KCrKws7Ni8DrEx0ZI6r1+9AABsWrMczdt2RPCC5ajg6IxxIwbgxfNnAACBQIBZi1fh4f27aNu4Flo0rI49OzYjeMFylPrsF+iPIDExETk5OTD+bOrZ2NgYcXGy34u4uDgYfzY1b2zysX5cXKykjU8ZGRtLpkdfPs/9w23lsiUYMGgIFi1dgVJ6+ujv3VPyi+/lixcQicRYu2YFxk6YiLnzFyElORmDB3ojK0v68/QjSE7KfS9kfS4S8vlcJMTHyahvgoQE2fVD//oDJXRLoH4jL5mvA7nXKO7btQ2tO3T+ZGxJCA6aBP+AGdAtWbKgh1RkJSUmIScnJ88lGZ/+G/5cfFxcnktWjIyNkfBZ/TOnT6JBLQ/UreGO7Vs2YsmKtTAwNJSqszhkLurXrIomDWohKuo15oQskbz28uULRL1+hbBjoZg6438ICArG3du3MWHMqP9wxEWMEhe9KKpLly6YO3cuAgIC4O7ujvDwcISGhkoWwkRGRkol3CZPnozRo0dj8uTJcHFxQb9+/dCsWTOsXLmywH2qxKKXadOmoUuXLjh9+rTkGsZ//vkHYWFhMgPJTwUHB2PatGlSZWr2P0PDofk3G29h6t3UBTeexEktkMnOEaHrb39huY8XXu8chOwcEU6EP0fo5adf/eQiT6cycLY0Qr95Rwpp5MWDuroGAoMXYN7MQHRoVhdCNTVUreaJ6rXq5qZ9AYhFuf/fsl0n/NyqHQDA3tEZ1/69iCMH96PfUB+IxWIsnjsTBoZGmL98A7S0tXD4j32YMnYElqzbDmOT0so6xB+KSCwCAPQbOBheTXKnN4NmBKNZ4/o4diQUnTp3hUgkQnZ2FsZNmIzadeoCAIJnz4dXwzq4fOkiatepl2/7JNvhg7/Dq1mrfC/Sj42JxjifQWjYuClat+skKZ8zMxBezVqictVq32uoP6xq1T2xZec+JCUlYv++3fAf54v1W3ZKXRfZs3c/tGnfEVGvXmHNymWYNnkC5i9eAYFAALFIhMzMTATO+B+srGwAAJOnTkevXzvh2dMnsLK2UdahUT6GDx+O4cOHy3zt1KlTUj+rq6sjMDAQgYFfv7BPJQLGjh074uLFi5g/fz72798PAHB2dsalS5dQpUoVufvKWllk2nnNtxpqHnEpacjOEcHUQDqrZ2pQAlGJ7/LZK1cJLXX8Ut8B07dcyPPatYexqDliO/RKaEJTXQ1xKWk4Pb8zrjzIvYt7VOI7aGmoQV9XUyrLaGpYAtEy+u3TrCLCH8Xi2sPYrznMIkHfwBBCNTUkJsRLlScmxMMwn0UlhsYmSJJR/9O/6B2cXLBy026kvn2DrKwsGBgaYUS/bqjgVBEAYGSSW9fKxk6qHUtrW8RE5/6Fd+3fi7j4z2nsO3oWurq5mZQKY11w5dIFHDv0B7r26vcfjlz1GBoaQk1NDfHx0uc2Pj4eJiay3wsTExPEf5bxio/7WN/kfVAdHx+P0qU/ruxMiI+Hg2Pu1Fvp0rl17Ow+vheampowL28h+WvbRFLHXlLHyMgIBgaGKn8JzNfQN8h9L2R9LvJbbGVkbCKjfhyMjPLWj7h2BZHPniDwtzl5XgOAuNgYjBrSFxVd3TFm4lSp1679ewnnzpzCzq0bAOReSyUSifBTrcoY7R+Ill+Y4i5qDAwNoKamhoTPPhcJ8fEwzudzYWxikicTnBAfL/ne+UBHpwQsLK1gYWkFVzd3dGzdDH/8vhd9+g38pH9DGBgawsrKBta2dmjdrBFuXA+HW+UqMDEpDTV1dUmwCADW77/Tol6/Kh4B41fcQLs4UZmz4+Hhga1bt+LKlSu4cuUKtmzZ8sVgEchddq6npye1CdS+XxyclS3CtYcxaORuISkTCIBG7ha4dFf+L58O9XJvh7P95L1866S8y0RcShrsyumjqr0p/rzwGABw7WEMMrNy0Kjyx34rmBvA0lQPF+9I34dJV1sDHetWwMajt/Aj09DQgMP7zN4HIpEI1/69CJdKlWXu41KpslR9ALh66QKcZdTXLVkKBoZGePH8Ge7fvY3a9RsBAMqUNYexiSlePHsqVf9F5DOYlsm95jTj/fM6hZ99IQmFAohEIsUOtAjQ0NCEs0tFXLr4cbWrSCTCpYvn4VZZ9ufarbI7Ll2Q/uPpwvlzcKvsDgAwL18eJialcenCxzbfvn2LG9cjUPl9m84ulaCpqYmnT55I6mRlZeHVy5coW64cAKBKlaoAgKdPP9ZJTk5CUlIiypYt9x+OWjVpaGjAwckFVy5Lfy6u/nsRFV1lfy4qulbGlcvS78W/F8/LrH/oj31wdHKBvYzr5WJjouEz2BsOzi6YEDAjz0X3S9duwZoteyRb34HDUEJXF2u27EH9hj/eIiQNDU04OVfE5Usfz61IJMK/ly7A1c1d5j6ubpWl6gPAxQvn8q0vaVcsRmZm/pdYiN9/72Rl5i56cXOvipzsbLx4/vG6+Mj332llyv14nwtSnFIzjEKhEIIvzLEKBAJkZ3+/axK/xqLfr2G1XxNceRCNf+9HY3hbd5TQVsemY7mrkdf4NcGr+FQEbDwntV+fJi44eP4xEt7kffh3h7r2iE1Ow/PYN6hkbYK5A+vj4IXHCLuW+2FOeZeJDUdvYdaAekh4m4E37zIwf3BDXLjzGpfuSQeMnepXgLqaENtP3v1GZ0B1dPy1F2ZPnwwHJxc4VnTF7zu2ID09Dc3eTxXPmjYRJqXN0G9o7i0M2nfujtFD+2L3to3wrF0fp44fxv27tzBqQoCkzb/DjsLA0BCmZmXx5NEDLFswC7XrN0I1z9zFFwKBAJ2798bGNcthW8EBdhWccOzQH3j+7AkCZs4DALi4VkbJUnqYPX0SevQdDC0tLRw6sBdRr17C85N72/1IevbyxpRJ4+FSsRIqVXLD1i0bkZaWhrbtcrNGk/3HwdTUDCN9RwMAuvXohf7ePbFpwzrUq98AoYcP4fatmwiYGgQg9zx379kLq1cth6WVFczNy2PpkoUobWqKRo1zr50rWbIkOnXuiuXLFsOsTFmUK1cOG9evBQA0bfozAMDK2gYNf2qM2f/7DVMCg1CyZEksCpkPaxtbVK/h+flh/BA6d+uF4GmT4ORcEU4VK2HPji1IS0tD8/efi98C/VHa1BQDh+XewqxT1x4YOcgbO7duQM069XHi6GHcu3MrT4Yw9e1bnAo7iqE+Y/L0GRsTDZ8h3ihTphyGjhyDpMREyWsfsmnWn2Xl7925BaFAKLl1z4+oW8/emDbFH84ulVCxkit2bN2EtLQ0tGrbHgAQOHk8TE3NMGxk7sxZ1269MKh/L2zdtB516jXA0dBDuHP7FiYG5F6KlZb2DutXr0S9ho1gYlIaSUlJ2LNzG2JjotH4/WUZN29E4Patm3B3r4pSenp48eI5Vi5dhPIWlnB9/wdZjZq14OTsgulTJ8FvrD9EIjHmBAfBs2ZtqawjFV9KDRh//132LR0A4Pz581i0aFGRyL7sOfMAJvo6COhRE2aGurj+OBZtAw5IbqBtUboURJ8tW69gboA6lczRcpLsc1DGUBez+td7P7Wdiq1hdxG8Q/qZj+NWn4FIDGyf2OL9jbufwWfZqTxt9WlaEQfOPcyzQOZH1NDrZyQlJmLjmmVIfH+D4pkLlksu4I+JjoLgkyxHRTd3+E/7HzasWoz1KxbB3MISU2cthM0nv7AS4mOxctGc3Ck8k9Jo8nNrdO8rfX/JDl17IjMzEysWzsGblGTY2jti1qKVKFc+NwOsb2CImQuWY/3KxRg7vD9ysrNhZWuHabMXwq6C43c4M99fs+YtkJiYgOVLFiEuLhaOTs5YtmKNJFh4/fq11HvhXqUqZs6ai6WLQ7B44XxYWlljwaKlknswAkCfvgOQlpaG6VMD8OZNCqpU9cCyFWukrp3zHT0O6mrqmOw/DhkZ6ajkWhmr1m2Enr6+pM6MmbMxd9ZMjBg2CEKBEB7VqmPZijUybyj9I/ipSXMkJSZi3aolSIiPg72DE+YsXCGZko6Jfi2V/avkVgVTps/C2hWLsXrZQpS3sMJvcxblCeTCjh2GWCxG42Z5Hy/276XzePk8Ei+fR6JTK+ls4d+Xbn6DoywamjRrgcTERKxavgjxcXFwcHTGwmWrJAu+ol+/lpqJcHOvgukz52DF0oVYtngBLCytMGfBYsk9GIVCNTx9+hh/jd6PpKRE6BsYwKWiK1at2wI7+9z3S1tbByfDjmHV8sVIT0uDsUlp1KpTF337D5Hc+ksoFGLewuWYO2sGBvXtCW2dEqhdpx58Ro/7zmdIiTglLZdK3Lj7U/fu3cOECRNw8OBBdO/eHUFBQbCysvryjp/43jfupvx97xt3k3zf88bdJN/3vHE3yfc9b9xN8in1xt2tl3250jeSdnCo0vouKJUJp1+9eoUBAwbA1dUV2dnZCA8Px8aNGxUOFomIiIgUVoRuq6MMSg8Yk5OTMX78eNjb2+PWrVsICwvDwYMHUamS7OeUEhEREdH3pdRrGGfPno1Zs2ahTJky2L59O9q2bavM4RARERGRDEoNGCdMmAAdHR3Y29tj48aN2Lhxo8x6+/bJfsYmERERUaHgohe5lBow9urV64u31SEiIiIi5VJqwLhhwwZldk9ERESUiwksuZh/JSIiIiK5VOJZ0kRERERKxWsY5eLZISIiIiK5GDASERERkVyckiYiIiLiohe5mGEkIiIiIrmYYSQiIqJij/eFlo8ZRiIiIiKSiwEjEREREcnFKWkiIiIq9jglLR8zjEREREQkFzOMREREREwwysUMIxERERHJxQwjERERFXu8hlE+ZhiJiIiISC4GjEREREQkF6ekiYiIqNjjlLR8zDASERERkVzMMBIREVGxxwyjfMwwEhEREZFcDBiJiIiISC5OSRMREVGxxylp+ZhhJCIiIiK5mGEkIiIiYoJRLmYYiYiIiEguZhiJiIio2OM1jPIxw0hEREREcjFgJCIiIiK5OCVNRERExR6npOVjhpGIiIiI5GKGkYiIiIo9ZhjlY4aRiIiIiORiwEhEREREcnFKmoiIiIo9TknLxwwjEREREcnFDCMRERERE4xyMcNIRERERHIxw0hERETFHq9hlI8ZRiIiIiKSiwEjEREREcnFKWkiIiIq9jglLR8zjEREREQkFzOMREREVOwxwygfM4xEREREJBcDRiIiIiKSi1PSRERERJyRlosZRiIiIiKSixlGIiIiKva46EU+ZhiJiIiIipilS5fC2toa2tra8PT0xKVLl/Kt27BhQwgEgjxby5YtC9wfA0YiIiIq9mQFVN9rU9TOnTvh5+eHwMBAXL16FZUrV0azZs0QExMjs/6+ffvw+vVryXbz5k2oqanhl19+Kfj5EYvFYoVHquJWX3ym7CHQe5GJmcoeAn1iXCM7ZQ+B3nuRkKbsIdB7pbR5dZaqKG+opbS+ywzYo7S+o1Z3Uqi+p6cnqlevjiVLlgAARCIRLCwsMGLECEyYMOGL+4eEhCAgIACvX7+Grq5ugfpkhpGIiIhIiTIyMpCSkiK1ZWRkyKybmZmJK1euwMvLS1ImFArh5eWF8+fPF6i/tWvXomvXrgUOFgEGjERERERKnZIODg6Gvr6+1BYcHCxznHFxccjJyYGZmZlUuZmZGaKior54nJcuXcLNmzfRv39/hc4P8/BERERESuTv7w8/Pz+pMi2tbzM9v3btWri6uqJGjRoK7ceAkYiIiIo9Zd5WR0tLq8ABoomJCdTU1BAdHS1VHh0djTJlysjdNzU1FTt27EBQUJDCY+SUNBEREVERoampCQ8PD4SFhUnKRCIRwsLCUKtWLbn77t69GxkZGejRo4fC/TLDSERERFSE+Pn5oXfv3qhWrRpq1KiBkJAQpKamwtvbGwDQq1cvmJub57kOcu3atWjXrh2MjY0V7pMBIxEREVERetBLly5dEBsbi4CAAERFRcHd3R2hoaGShTCRkZEQCqUnke/du4ezZ8/i6NGjX9UnA0YiIiKiImb48OEYPny4zNdOnTqVp8zR0RH/5dbbDBiJiIio2OOzpOXjohciIiIikosZRiIiIir2mGGUjxlGIiIiIpKLASMRERERycUpaSIiIir2OCUtHzOMRERERCQXM4xERERETDDKxQwjEREREcnFgJGIiIiI5OKUNBERERV7XPQiHzOMRERERCSXSgSMmzZtQkZGRp7yzMxMbNq0SQkjIiIiouJEIBAobSsKVCJg9Pb2RnJycp7yN2/ewNvbWwkjIiIiIqIPVCJgFIvFMiPsFy9eQF9fXwkjIiIiIqIPlLropUqVKpJ0bOPGjaGu/nE4OTk5ePLkCX7++WcljpCIiIiKg6IyNawsSg0Y27VrBwAIDw9Hs2bNULJkSclrmpqasLa2RseOHZU0OiIiIiIClBwwBgYGAgCsra3RpUsXaGtrK3M4REREVEwxwyifStyHsXfv3gByV0XHxMRAJBJJvW5paamMYRERERERVCRgfPDgAfr27Ytz585JlX9YDJOTk6OkkREREVGxwASjXCoRMPbp0wfq6ur4888/UbZsWaaFiYiIiFSISgSM4eHhuHLlCpycnJQ9FCIiIiL6jEoEjC4uLoiLi1P2MIiIiKiY4uymfCpx4+5Zs2Zh3LhxOHXqFOLj45GSkiK1EREREZHyqESG0cvLCwDQuHFjqXIueiEiIqLvgRlG+VQiYDx58qSyh0BERERE+VCJgLFBgwbKHgIRERER5UMlAsYP3r17h8jISGRmZkqVu7m5KWlEREREVBxwRlo+lQgYY2Nj4e3tjcOHD8t8ndcwEhERESmPSqySHjVqFJKSknDx4kXo6OggNDQUGzduRIUKFfDHH38oe3hERET0gxMIBErbigKVyDCeOHECBw4cQLVq1SAUCmFlZYUmTZpAT08PwcHBaNmypbKHSERERFRsqUSGMTU1FaampgAAQ0NDxMbGAgBcXV1x9epVZQ6NiIiIigGBQHlbUaASAaOjoyPu3bsHAKhcuTJWrlyJly9fYsWKFShbtqySR0dERERUvKnElLSPjw9ev34NAAgMDMTPP/+MrVu3QlNTExs2bFDu4IiIiIiKOZUIGHv06CH5bw8PDzx79gx3796FpaUlTExMlDgyIiIiKg6KyuITZVGJKemgoCC8e/dO8nOJEiVQtWpV6OrqIigoSIkjIyIiIiKVCBinTZuGt2/f5il/9+4dpk2bpoQRERERUXHCRS/yqUTAKBaLZaaCIyIiYGRkpIQREREREdEHSr2G0dDQUHLTSgcHB6mgMScnB2/fvsXgwYOVOEIiIiIiUmrAGBISArFYjL59+2LatGnQ19eXvKapqQlra2vUqlVLiSMkIiKi4kAoLCJzw0qi1ICxd+/eyM7OhkAgwE8//QQLCwtlDoeIiIiIZFD6NYzq6uoYMmQIRCKRsodCRERExRQXvcin9IARAGrUqIFr164pexhEREREJINK3Lh76NChGD16NF68eAEPDw/o6upKve7m5qakkREREVFxwBt3y6cSAWPXrl0BACNHjpSUCQQCye12cnJylDU0IiIiomJPJQLGJ0+eKHsIRERERJQPlQgYrayslD0EIiIiKsY4Iy2fSgSMAPDo0SOEhITgzp07AAAXFxf4+PjAzs5OySMrmGvH/8DlQ7uRmpyA0ha2aNxzGMraOcmse//yWVw8uB1JMa+Qk50NwzLmqNa8EyrW8ZLU+WffJty7eAop8bFQU9eAmXUF1PulD8raOQMAIu9EYFfwWJntd5+6GGVtHZGdmYljGxYi+ukDxL+KhJ27J9qN+vEftfjgzJ+4d2If0lMSYWBugyodB8HYyvGL+0Ve/RsXNs5BOdeaqNt/sqRcLBbj1uGteHz+CLLSUmFs4wyPX4ailKl5njZysrMQNt8PSS+foMnYRTAsbwsASI2Pxl9B/fLUb+w7F8bWsv+d/Ah27diKzRvWIT4uDhUcnDDWfxIqueZ/TfLxo6FYvmQRXr96CQtLK4zwHY269RoAALKzsrBsyUL8c+Y0Xr54gZKlSqKGZy2MGDUapU1NAQCvXr7EmlXL8O/Fi4iPj4NJaVO0aNkafQcOgoaGpqROm+Zeefpev3k7XCu7F/5JUBGHft+J33dsQlJCPKztHTBg5Dg4OFeSWTfyySNsW78cj+7dQWz0a/QdNhptfumeb9t7t67H5tWL0arjr+g/Qvp76e6tCGxdsxT379yEUKgGG3sHBM5ZCi0tbQDA7s1r8O+Fs3jy8D7U1dWx7a/ThXfQKmr/nh3YtWUDEhLiYGfvgBGj/eFU0TXf+n+HHcX6VUsQ9foVyltYYsAwX3jWrid5Pe3dO6xeFoJ//j6BlJRklClrjg6du6F1h86SOq9ePMeKxfNwM+IasjIzUb1WHQz384eRsbGkzv27t7F6aQju3bkFoVCI+o28MMRnLHRKlPg2J4KKFJVYJX3kyBG4uLjg0qVLcHNzg5ubGy5evIiKFSvi2LFjyh7eF929cAqntq1ErXY90DNoGUwtbbFnzkSkpiTKrK9dshRqtvkV3aYsRJ/fVqJSvWYIXT0XT67/K6ljVKY8Gvccjj4zV+HXyfOhX9oMu2f7411KEgDAvIILhizaIbW5NmgO/dJlUMbGAQAgEudAXVMLVZu0g1XFqt/8PKiCyKunEfH7GlRs9iuajF0Ig3I2OL08AOlvkuTulxofjYj962BiVzHPa3fD9uLB6YPw6DwMjX3nQV1TG6dXBCAnKzNP3esH1kFbL//HWTYYOgOtp2+WbIYW9gofY1FxNPQQFsyZhQGDh2HLzr1wcHTEiMEDkBAfL7N+RPg1TBo/Bm3bd8TWXfvQ8KfGGOMzAg8f3AcApKen4+6d2+g/aAi27NyLOfMX4dnTp/AbOVTSxtMnjyEWiTExYBp2/n4QfmMnYO/unVi6MCRPf8tWrUPoidOSzdkl73v/ozh74gjWLZuPrn0GYv7qbbC2q4BpY4chKTFBZv2MjHSUKWuOXgNHwtDIRG7bD+7ewpGDe2FtVyHPa3dvRSBo3Ai4V6uFOcs3Y+6KzWjRvguEgo+/erKzs1CnoRd+btvpvx1kEXHyWChWLJyDXv0HY8XGnbCr4IjxowYjMUH25+LW9XDMCBiP5q3bY+XGXahT/ycEjPPBk0cPJHWWL5yDyxf+gf/UYKzfvh8du/bAonnBOHf6JAAgLe0dxvkMggACzF2yGgtXbURWVhYmjx0huaVdXGwMxo0cCPPyFli6dgv+F7IcTx8/wqzpk2WO60f04clzytiKApUIGCdMmABfX19cvHgR8+fPx/z583Hx4kWMGjUK48ePV/bwvujf0L1wbdgcrvWbwcTcCk36+EBDSws3/z4is76lc2VUqFYXxuaWMDArB49m7VHawhYv79+U1HGu/ROsKlWFgWlZmJS3RsNug5CZ9g6xz3Ov91RT14CugZFk0y6ph4dXz6FSvaaSf3yaWjpo0mck3Bq1gK6+4bc/ESrg/qn9sK3dDDY1m0C/jCU8Og+DuqYWnlzI/w8PkSgHFzbPRcXm3VHSuIzUa2KxGA/+PgDnpl1g7loTBuY2qNHDD2nJCXh547xU3de3/0XUvWuo3C5vJvEDTV096OgZSjahmsok+Qvd1k0b0a7jL2jTrgNs7ezhP2UqtHW08cf+fTLr79i6CbXq1EUv736wsbXDkOE+cHJ2xq4d2wAAJUuVwrJV69CkWXNY29jAtbI7xk2cjDu3byHq9SsAQO269RA4fSZq1q6D8uUt0KDRT+jR2xsnw/K+//oGBjAxKS3Z1DU0vt3JULIDu7eiacv2aNy8LSysbTHEbxK0tLURduiAzPoVnCqizxBf1GvcTO55SXv3DgtmTMKwMVOgW1Ivz+vrlsxDyw5d0bG7Nyxt7GBuaY26jZpCQ1NTUudX7yFo80sPWNn8uH88fWrP9k1o0bYjfm7VDtY2dhg1fgq0tHUQ+ud+mfX37dyK6jXroEsPb1jZ2MJ70HBUcHTG/j07JHVu3QhH0xZt4O5RHWXKmaNVu06ws3fA3du5v1NuXQ9H9OtXGBcwHbb2DrC1d8D4gBm4f+cWrv17CQBw4Z/TUFNTx8ixk2BhZQMnl0oYNX4yzpw8jpfPI7/5eSHVpxIB4507d9CvX95fsn379sXt27eVMKKCy8nOQvTTB7CqWEVSJhAKYelSBa8e3vni/mKxGM9uXUPC6+co7yR7SiInOwvXTx6CVgldlLa0lVnn0bXzSH/7BpXqN/u6A/kB5GRnIfH5Q5g5uEvKBEIhTB3cEf/0br773Q7dAe2S+rCt1TTPa6nx0UhPSZRqU1NHF8ZWjoh/8rHN9JRE/LtjMTx7jIa6hla+ff2zejoOTOqOEyHj8PLGRcUOsAjJysrE3Tu34Fnz46M9hUIhanjWwvWIcJn7XI+IQA1P6UeB1qpdFzfyqQ8Ab9++gUAgQMlSeYOVT+voffLY0Q/8Rg5DkwZ10K93d/x98oT8AyrCsrKy8OjeHbh5eErKhEIhKnt44t7t6/+p7VUL/wePmnVRuZpnnteSEhNw/85N6BsaYfywPujd3guTfPrj9vXie8/drKws3L93B1Wr15SUCYVCVK3uids3ImTuc/tmBDyqS5/fajVrS9Wv6OqO82dOITYmGmKxGNeuXMKL589Q7f3nKTMzExAIJJdlAICmphYEQiFuRlzNHVtmJjQ0NCAUfgwLPlw2cCOi+L5n9JFKpDdKly6N8PBwVKggPaURHh4O0/fXJqmqtDcpEItE0NWTzuDp6hsi4fXzfPfLeJeKFT6/Iic7CwKhEF69RsC6kodUnUfXLuDPZTORlZmBkgZG6DTufyhRKu8vPgC48XcorF09UMqo9H8/qCIqMzX3vdAqZSBVrl3KAG9iXsjcJ/bRLTy5cBRNxy2S+Xr6m0RJG5/SKmUgmeYWi8W4tC0EdnWaw8iyAlLjo/O0o66ljcrt+sHExgUCgQAvIs7hn7UzUKffZJi75v1lW9QlJSYhJydH6vooADAyNsbTfO6KEB8XByNjkzz14+PiZNbPyMjA4gXz0Kx5S5QsWVJmneeRz7Bz+1aM8vt4XV2JEiUwasx4uLtXgUAoxInjRzFm1HDMDVmCBo1+UuQwi4Q3yUkQiXJgYCR9qYS+oRFeRD796nbPhB3Bo/t3MXfFZpmvR7/K/czt3LASfYaMgo29I04e+RMBowdj0frdKFfe8qv7LqqSkxIhysmBoZH058LQ0BjPn8r+XCTEx8msnxD/8XMxfLQ/5v9vGrq2aQI1NXUIhQL4+QfCrUo1AIBLJTfoaOtg9dIF6DdkJMRiMdYsXQhRTg7i37dTpVoNLF84Fzu3rEeHLj2QnpaG1ctC3o8htrBOgUorKlPDyqISAeOAAQMwcOBAPH78GLVr1wYA/PPPP5g1axb8/Pzk7puRkYGMjAypsqzMDGho5p/lUQWa2jroNWM5stLT8ez2NZzavhL6pmVh6VxZUsfCpTJ6zViOtDcpuH7qEA4umYHuUxflCU7fJMTi6Y0raD180vc+jCItK/0dLm2Zj2pdR0CrpOxAvCAenD6I7PQ0ODX5Jd86WiX14dioveRnIysHpKXE496JvT9kwPitZWdlYcIYX4jFYkyYHCizTkx0NEYMGQivJs3QvtPHi/8NDA3Ro1cfyc8VK7kiNiYGmzes+yEDxm8hNiYKa5bMwbS5y6CpJfu7ViwWAwCatu6Axs3bAgBsKzjh+tVLCDt0AD0Hjvhu4/3R7d+9DXduXsf0OYtgVqYcboRfwaK5M2FsYgqPGjVhYGiEgJlzETJ7Bn7ftQ0CoRA/NWmOCo7OEL4Pkqxt7TE+YDqWL5yLNcsXQU0oRPvO3WBoZAyBQCUmI0nJVCJgnDJlCkqVKoV58+bB398fAFCuXDlMnTpV6mbesgQHB2PaNOmVv636+aDNAN9vNt5P6ZTSg0AozLPAJTU5Ebr6+S9+EAiFMDTLXWVramWHhFeRuHRwh1TAqKmlA00zcxiamaOcvTPWjO2Dm3+HwrP1r1Jt3Tx9BNolS8GuivR0XnGjqZv7XmR8tsAl/U0StEvlvYbzbVwUUhOicXZ1kKTswy+53b5t0HzSSsl+6W+SoPPJ+5nxJgkG5jYAgJgH1xH/9C72jm6PTx2fNwqWHg3h2UP2Hz1GVo6Ivheu8HEWBQaGBlBTU8uzwCUhPh7GJrIXURibmEhlTfKrn52VhQljfRH1+hWWr1kvM7sYGxODwf17w62yOyYFBuV5/XOV3Nxw8cK5L9YrikrpG0AoVENSgvQCl+TEhDyZq4J6dO8OkhMT4Dfg48ppkSgHt69fxaHfd2H3sQswfJ8ttrCSvoymvJUNYmOivqrfok7fwBBCNbU8C1wSE+PzZNc/MDI2kVs/Iz0da5cvwrRZIahZpz4AwK6CAx7ev4vd2zbAo0bu9Hc1z9rYsvcQkpMSoaamhpKl9NCpRSOUNS8vabdxs5Zo3KwlEuLjoaOjAwiAPds3o9wndX5kTDDKpxIBo0AggK+vL3x9ffHmzRsAQKlSpQq0r7+/f54s5JaI7/dl9OGWN5G3wlHBow4AQCwSIfJ2OKp4tSlwO2KRGNnZWfLriMXIzsrKU3bzzFFUrNsEauoq8XYqjZq6Bgwt7BF9PwLmbrnBs1gkQsz9CNjXa5Wnvp5ZeTQbv0Sq7MahLchOf4cqHQZCx8AEQjV1aOsZIuZ+uOQWOVnp7xD/7B7s6jYHAFTpMBCuLXpI2khLScDp5QGo1Xs8jKzzv51P0svHcldUF2UaGppwcq6ISxcvoOFPubewEYlEuHzxAjr/Kvv2LG6VK+PyxQvo1rO3pOzihXNSt7r5ECxGPnuGlWs3wsAg7x8CMdHRGNy/N5ycKyJw+kypa7Lyc//uXZiY/JiXc2hoaMDO0RnXr15CzXqNAOS+F9evXEKL9l2+qs3KHjWwcN0uqbLFs6bC3NIaHX7tAzU1NZiWKQcjk9J4+fyZVL1XzyNR1bP21x1MEaehoQEHR2dcu3wRdRvkZrNFIhGuXb6Idr/8KnMfl0qVcfXyRXTs2lNSduXSBbi45iYXsnOykZ2dnWc6VaimBpFInKc9/fefmWv/XkRSYgJq12uYp86HS0kOH/wdmpqakqCTijeVijBiYmJw7949AICTkxNKl/7yF7iWlha0PpsS0dCUfTubb6Xazx1xePUcmNlUQFlbJ1w5ug9ZGemSBSiHVs5GSUNj1O+cu7Dn4sHtMLNxgIFpOeRkZeHx9Uu4fe44vHrnZlMzM9Jw8Y/tsKtSC7oGRkh7k4zw4wfxNjEOjjXqS/UdeTscybFRcG3ws8yxxb18BlF2NtJT3yAzPQ0xzx4ByM1q/ogcGrbDpa0LYGRZAUaWDrj/9wFkZ6bDxjM3aLm4ZR509I3h1roP1DQ0oV/OWmp/TZ3c55h/Wl6hQVvcProTJUubQ9fYDDcPbYGOvhHMXXODUl0j6ets1bV0cstNyqKEQW4W4OmlMAjV1GHwPuh8EXEeTy8cR7WuP+60XPdevTF1sj9cXCqhoqsrtm3ZhLS0NLRul5uJDZg4HqZmZhjuk/sHX9fuvTCwby9s2bgedes3wJHDh3D71i1MDMidQcjOysK40aNw785tLFiyHDmiHMTF5V5bpa+vDw0NTcRER2NQv14oW7YcRo0eh8RPbhvzISD888B+qGtowMk5956mJ44fwx/792Hy1Onf7dx8b21/6Y6FwYGwd3RBBeeKOLhnG9LT09C4ee4ftSEzp8DYxFQyTZyVlYXnTx8DyL3tTUJcDB4/uAcdHR2ULW8JnRK6sLKVXtWspa2DUnr6knKBQIB2XXphx4aVsLFzgI29A04c+RMvI59i3LTZkv1io1/jTUoK4mKiIBKJ8PhB7u+AsuYWP+T9/zr92guzpk+Gg7MLnFxcsXfnFqSnp6FZy3YAgP9NmwiT0mboP9QHANChS3f4DumLXVs3omad+jh57DDu37kFvwkBAABd3ZKoXKUaVi2ZDy0tbZiVLYuIq1dw7PBBDBk5RtJv6J/7YWltAwMDI9y6EYGlC2ahY9eesLCykdTZv3s7XFwrQ6dECVy5dAGrFs9H/6E+cheV/Uh4DaN8KhEwvnnzBkOHDsX27dsl94RSU1NDly5dsHTpUujLWOGoSpxqNsS7N8n4Z98mvEtORGlLW3Qa+5vkVjYp8TFS/xCzMtJxfONivE2Ig7qmFozKWqDFoPFwqtkQACAUqCHh1XPcOnsMaW9SoF2yFMrYOKLrpPkwKW8t1feNv0NRroILjMvJvoB837zJSIn7uAhj05QhAIAxm44W4hlQHZZV6yPjbTJuHtqSe+Pu8raoPzgI2u+v+3yXGKvw9ThOjTsiJzMdV3YuRmZaKkxsXVB/cBDUPllxWBC3j+xAamIMhEI1lDIrj5p9xsHCva5CbRQlTX9ugcTERKxYtgjxcXFwcHTG4uWrYPx+Ki0q6rVU9q+yexX89r85WLZ4IZYuWgALSyvMXbgY9hVy7ysaExOD06dyVzN3+0V6+n/F2o2oVr0GLl44h+eRkXgeGYkWTRpK1fn3+se7FqxdtRyvX72CmroarK1tMXP2fHg1/XHvMFD3p2ZITkrE9vXLkZgQDxt7RwTOXgKD91PSsdFRUp+LhLhY+A34mPHav3Mz9u/cjIqVPfDbwtUF7rfNL92RlZmJtUvn4e2bZFjbOWDq3GUoa24hqbNt3QqcPHJQ8vOHfqcvWAXX94s2fiSNmvyM5KREbFi9DInxcbCr4Ij/LVguyerFREm/FxXd3DEp6H9Yt3Ix1q1YBHMLSwTNXgibT+57OXnGbKxZthAzp/rjTUoyzMqURd9BI6Ru3P382VOsWbYw9/Wy5ujeZwA6/foxawkAd2/fwIbVy5Ce9g4WVjbwnTAFTZq3/sZnhIoKgfjDRVtK1KVLF1y7dg2LFy9GrVq5WZvz58/Dx8cH7u7u2LFjxxdakLb64rMvV6LvIjIx782tSXnGNfoxM8tF0YuENGUPgd4rpa0SuRMCUN5QeQtWq0xT3u21rgWq/oI7lfiU/Pnnnzhy5Ajq1v2YbWnWrBlWr16Nn3+WPdVKREREVFg4Iy2fSqyVNzY2ljntrK+vD0PD4vGEEiIiIqKCWrp0KaytraGtrQ1PT09cunRJbv2kpCQMGzYMZcuWhZaWFhwcHHDo0KEC96cSAePkyZPh5+eHqKiPq5ujoqIwduxYTJkyRYkjIyIiouKgKD1LeufOnfDz80NgYCCuXr2KypUro1mzZoiJiZFZPzMzE02aNMHTp0+xZ88e3Lt3D6tXr4a5uXmB+1SJKenly5fj4cOHsLS0hKVl7uKNyMhIaGlpITY2FitXrpTUvXr1qrKGSURERKR08+fPx4ABA+Dt7Q0AWLFiBf766y+sW7cOEyZMyFN/3bp1SEhIwLlz56Dx/vnw1tbWCvWpEgFju3btlD0EIiIiIqWQ9dQ6WbcNBHKzhVeuXJE86ATIfSa5l5cXzp8/L7P9P/74A7Vq1cKwYcNw4MABlC5dGt26dcP48eOhpqZWoDGqRMAYGCj70V5ERERE34MyF73IempdYGAgpk6dmqduXFwccnJyYGZmJlVuZmaGu3fvymz/8ePHOHHiBLp3745Dhw7h4cOHGDp0KLKysgocg6lEwPipt2/fSu7F+IGeXvG4aSgREREVP7KeWicru/i1RCIRTE1NsWrVKqipqcHDwwMvX77EnDlzilbA+OTJEwwfPhynTp1Cenq6pFwsFkMgECAnJ0eJoyMiIqIfnTKf9JLf9LMsJiYmUFNTQ3R0tFR5dHQ0ypQpI3OfsmXLQkNDQ2r62dnZGVFRUcjMzISm5pcfRKESAWOPHj0gFouxbt06mJmZ8fE8RERERDJoamrCw8MDYWFhkjUgIpEIYWFhGD58uMx96tSpg23btkEkEkmesHX//n2ULVu2QMEioCIBY0REBK5cuQJHR0dlD4WIiIiKoaKUq/Lz80Pv3r1RrVo11KhRAyEhIUhNTZWsmu7VqxfMzc0RHBwMABgyZAiWLFkCHx8fjBgxAg8ePMDMmTMxcuTIAvepEgFj9erV8fz5cwaMRERERF/QpUsXxMbGIiAgAFFRUXB3d0doaKhkIUxkZKQkkwgAFhYWOHLkCHx9feHm5gZzc3P4+Phg/PjxBe5TJZ4l/ejRIwwePBg9evRApUqVJPcI+sDNzU2h9vgsadXBZ0mrFj5LWnXwWdKqg8+SVh3KfJZ0jZmnlNb3pYkNldZ3QanEpyQ2NhaPHj2SpFKB3ItPueiFiIiIvgeun5BPJQLGvn37okqVKti+fTsXvRARERGpGJUIGJ89e4Y//vgD9vb2yh4KERERFUPMVckn/HKVb++nn35CRESEsodBRERERDKoRIaxdevW8PX1xY0bN+Dq6ppn0UubNm2UNDIiIiIiUomAcfDgwQCAoKCgPK9x0QsRERF9a1w/IZ9KBIyfPzuaiIiIiFSHSgSMRERERMrEBKN8SgsYFy1ahIEDB0JbWxuLFi2SW1eRR9cQERERUeFSWsC4YMECdO/eHdra2liwYEG+9QQCAQNGIiIi+qZ4DaN8SgsYnzx5IvO/iYiIiEi1qMR9GImIiIhIdanEopecnBxs2LABYWFhiImJybNq+sSJE0oaGRERERUHnJGWTyUCRh8fH2zYsAEtW7ZEpUqVeB0BERERkQpRiYBxx44d2LVrF1q0aKHsoRAREVExxGSVfCpxDaOmpibs7e2VPQwiIiIikkElAsbRo0dj4cKFEIvFyh4KEREREX1GJaakz549i5MnT+Lw4cOoWLEiNDQ0pF7ft2+fkkZGRERExQGnpOVTiYDRwMAA7du3V/YwiIiIiEgGlQgY169fr+whEBERUTHGBKN8Sg0YDQ0NZaaA9fX14eDggDFjxqBJkyZKGBkRERERfaDUgDEkJERmeVJSEq5cuYJWrVphz549aN269fcdGBERERFJKDVg7N27t9zX3d3dERwczICRiIiIvikuepFPJW6rk59WrVrh7t27yh4GERERUbGmEote8pORkQFNTU1lD4OIiIh+cEwwyqfSGca1a9fC3d1d2cMgIiIiKtaUmmH08/OTWZ6cnIyrV6/i/v37OH369HceFRERERU3vIZRPqUGjNeuXZNZrqenhyZNmmDfvn2wsbH5zqMiIiIiok8pNWA8efKkMrsnIiIiogJQ6UUvRERERN8DZ6TlU+lFL0RERESkfMwwEhERUbEnZIpRLmYYiYiIiEguBoxEREREJBenpImIiKjY44y0fMwwEhEREZFczDASERFRsccnvcjHDCMRERERycUMIxERERV7QiYY5WKGkYiIiIjkYsBIRERERHJxSpqIiIiKPS56kY8ZRiIiIiKSixlGIiIiKvaYYJTvhwwYe3pYKXsIRCrJsPpwZQ+B3ku8vETZQ6D3XiakKXsIRCqPU9JEREREJNcPmWEkIiIiUoQAnJOWhxlGIiIiIpKLGUYiIiIq9vikF/mYYSQiIiIiuZhhJCIiomKPN+6WjxlGIiIiIpKLASMRERERycUpaSIiIir2OCMtn1IzjNnZ2di0aROio6OVOQwiIiIikkOpGUZ1dXUMHjwYd+7cUeYwiIiIqJgTMsUol9KvYaxRowbCw8OVPQwiIiIiyofSr2EcOnQo/Pz88Pz5c3h4eEBXV1fqdTc3NyWNjIiIiIgAFQgYu3btCgAYOXKkpEwgEEAsFkMgECAnJ0dZQyMiIqJigjPS8il9SvrJkyd5tsePH0v+n4iIiIikLV26FNbW1tDW1oanpycuXbqUb90NGzZAIBBIbdra2gr1p/QMo5WVlbKHQERERMVcUXrSy86dO+Hn54cVK1bA09MTISEhaNasGe7duwdTU1OZ++jp6eHevXuSnxU9XqVnGAFg8+bNqFOnDsqVK4dnz54BAEJCQnDgwAElj4yIiIhItcyfPx8DBgyAt7c3XFxcsGLFCpQoUQLr1q3Ldx+BQIAyZcpINjMzM4X6VHrAuHz5cvj5+aFFixZISkqSXLNoYGCAkJAQ5Q6OiIiIigWBQHlbRkYGUlJSpLaMjAyZ48zMzMSVK1fg5eUlKRMKhfDy8sL58+fzPb63b9/CysoKFhYWaNu2LW7duqXQ+VF6wLh48WKsXr0akyZNgpqamqS8WrVquHHjhhJHRkRERPTtBQcHQ19fX2oLDg6WWTcuLg45OTl5MoRmZmaIioqSuY+joyPWrVuHAwcOYMuWLRCJRKhduzZevHhR4DEq/RrGJ0+eoEqVKnnKtbS0kJqaqoQREREREX0//v7+8PPzkyrT0tIqtPZr1aqFWrVqSX6uXbs2nJ2dsXLlSkyfPr1AbSg9YLSxsUF4eHiexS+hoaFwdnZW0qiIiIioOFHmk160tLQKHCCamJhATU0tz2OVo6OjUaZMmQK1oaGhgSpVquDhw4cFHqPSp6T9/PwwbNgw7Ny5E2KxGJcuXcJvv/0Gf39/jBs3TtnDIyIiIlIZmpqa8PDwQFhYmKRMJBIhLCxMKosoT05ODm7cuIGyZcsWuF+lZxj79+8PHR0dTJ48Ge/evUO3bt1Qrlw5LFy4UHJTbyIiIqJvqejcVCc32da7d29Uq1YNNWrUQEhICFJTU+Ht7Q0A6NWrF8zNzSXXQQYFBaFmzZqwt7dHUlIS5syZg2fPnqF///4F7lPpASMAdO/eHd27d8e7d+/w9u3bfO8hRERERFTcdenSBbGxsQgICEBUVBTc3d0RGhoqWQgTGRkJofDjJHJiYiIGDBiAqKgoGBoawsPDA+fOnYOLi0uB+xSIxWJxoR+JAtatW4dGjRrBxsam0NpMzy60poh+KIbVhyt7CPRe4uUlyh4CvfcyIU3ZQ6D37Ex1lNZ3143XlNb3jt55F/+qmkK5hjEpKemr9w0ODoa9vT0sLS3Rs2dPrFmzRqGLMImIiIj+q88fnfc9t6JA4YBx1qxZ2Llzp+Tnzp07w9jYGObm5oiIiFB4AA8ePEBkZCSCg4NRokQJzJ07F46Ojihfvjx69OihcHtEREREVLgUDhhXrFgBCwsLAMCxY8dw7NgxHD58GM2bN8fYsWO/ahDm5ubo3r07FixYgIULF6Jnz56Ijo7Gjh07vqo9IiIiIkUIBcrbigKFF71ERUVJAsY///wTnTt3RtOmTWFtbQ1PT0+FB3D06FGcOnUKp06dwrVr1+Ds7IwGDRpgz549qF+/vsLtEREREVHhUjhgNDQ0xPPnz2FhYYHQ0FDMmDEDACAWiyXPgVbEzz//jNKlS2P06NE4dOgQDAwMFG6DiIiI6L8oKtcSKovCU9IdOnRAt27d0KRJE8THx6N58+YAgGvXrsHe3l7hAcyfPx916tTB7NmzUbFiRXTr1g2rVq3C/fv3FW6LiIiIiAqfwgHjggULMHz4cLi4uODYsWMoWbIkAOD169cYOnSowgMYNWoU9u3bh7i4OISGhqJ27doIDQ1FpUqVUL58eYXbIyIiIqLCpfCUtIaGBsaMGZOn3NfX96sHIRaLce3aNZw6dQonT57E2bNnIRKJULp06a9uk4iIiKigOCMtX4ECxj/++KPADbZp00ahAbRu3Rr//PMPUlJSULlyZTRs2BADBgxA/fr1eT0jERERkQooUMDYrl27AjUmEAgUXvji5OSEQYMGoV69etDX11doXyIiIqLCwEUv8hUoYBSJRN9sAHPmzMlTlpSUxOwiERERkYr4T48GTE9P/88DkPXkGCMjo69+cgwRERERFS6FA8acnBxMnz4d5ubmKFmyJB4/fgwAmDJlCtauXavwAGQ9OSY0NPQ/PTmGiIiISBF80ot8CgeMv/32GzZs2IDZs2dDU1NTUl6pUiWsWbNG4QHk9+SYcePG4fLlywq3R0RERESFS+GAcdOmTVi1ahW6d+8ONTU1SXnlypVx9+5dhQfw4ckxABAaGgovLy8AX//kGCIiIiJFCQQCpW1FgcL3YXz58qXMJ7qIRCJkZWUpPIAPT46pUKFCoTw5hoiIiIgKl8IBo4uLC86cOQMrKyup8j179qBKlSoKD2DBggWwtrbG8+fPMXv27P/85BgiIiIiRRWNPJ/yKBwwBgQEoHfv3nj58iVEIhH27duHe/fuYdOmTfjzzz8VHsC3eHIMERERERUehQPGtm3b4uDBgwgKCoKuri4CAgJQtWpVHDx4EE2aNPmqQTx48AAnT55ETExMnns+BgQEfFWbRERERFQ4FA4YAaBevXo4duxYoQxg9erVGDJkCExMTFCmTBmpiz8FAgEDRiIiIvrmhEVk8YmyfFXACAD//vsv7ty5AyD3ukYPD4+vamfGjBn47bffMH78+K8dChERERF9QwoHjC9evMCvv/6Kf/75R/L4vqSkJNSuXRs7duxA+fLlFWovMTERv/zyi6LDICIiIio0TDDKp/B9GPv374+srCzcuXMHCQkJSEhIwJ07dyASidC/f3+FB/DLL7/g6NGjCu9HRERERN+HwhnGv//+G+fOnYOjo6OkzNHREYsXL0a9evUUHoC9vT2mTJmCCxcuwNXVFRoaGlKvjxw5UuE2iYiIiKjwKBwwWlhYyLxBd05ODsqVK6fwAFatWoWSJUvi77//xt9//y31mkAgYMBIRERE31xReeKKsigcMM6ZMwcjRozA0qVLUa1aNQC5C2B8fHwwd+5chQfw5MkThfchIiIiou+nQAGjoaGhVOSdmpoKT09PqKvn7p6dnQ11dXX07dsX7dq1+yYDJSIiIvpWmGCUr0ABY0hIyDcdxIsXL/DHH38gMjISmZmZUq/Nnz//m/ZNRERERPIVKGDs3bv3NxtAWFgY2rRpA1tbW9y9exeVKlXC06dPIRaLUbVq1W/WLxEREREVjMK31flUeno6UlJSpDZF+fv7Y8yYMbhx4wa0tbWxd+9ePH/+HA0aNOD9GYmIiOi7EAoEStuKAoUDxtTUVAwfPhympqbQ1dWFoaGh1KaoO3fuoFevXgAAdXV1pKWloWTJkggKCsKsWbMUbk9ZdmzbiuZNfkL1Kq7o3vUX3Lh+XW79o0cOo22rn1G9iis6tmuNM6elV4iLxWIsXbwQjRvURY2qbhjYrw+ePXsqVSc5KQn+40ajdo2qqFuzGgKnTMS71FSpOvfv3UWfnt1QvYormjZugPVrVxfK8aoyvheqY1Dn+rj71zQkXliA05vGoFpFK7n1h3driIjfpyDh/Hw8ODwds0d3gJbmx4mQu39NQ9q1JXm2BRM6S+qYGZfC2um98OTYTMSdm4dz28ajXWN3qX7sLU2xa8FAPD/xP0SfmYOwdb6oX61CoR67quHnQnUc3LcDfX5pjraNa2DUwB64d/tGvnWfPXmIGZNHo88vzdGinjv279qSp87OzWvhM6AbOjatjV9bN0KQ/yi8iHwqVefwH3swfkQ/dGxWBy3quePtG+kET/Trlwj531R4d26Bdo090bdLK2xZu0zmXVGoeFI4YBw3bhxOnDiB5cuXQ0tLC2vWrMG0adNQrlw5bNq0SeEB6OrqSq5bLFu2LB49eiR5LS4uTuH2lCH08CHMnR2MQUOHYcfu3+Ho6IQhg/ohPj5eZv3wa1cxYexotO/QCTv37Eejnxpj1IhhePDgvqTO+rWrsX3rZkwOnIot23dBR0cHQwb2Q0ZGhqSO//gxePTwIVasWY9FS1fg6r//Imjqx2dvv337FoMH9EPZcuWwffc++I4ehxXLlmDPrp3f7mQoGd8L1dGpaVXMGt0ev608jFrdZuH6/Zf4Y9kwlDYsKbN+l5+rYfrItpi58jDcO8zA4Glb0amZB4JGtJHUqdtjDqy9/CVbi8GLAQD7jl2T1FkzvRccrE3xy6iVqPbLTBw4EY4ts/qisuPHp1DtWzQY6mpCNB+0CLW7z8b1+y+xb9FgmBmX+kZnQ7n4uVAdf4cdweol89CtzyAsXrMdtvYOmDJ6KJISE2TWz0hPR9my5vAe5ANDIxOZdW6GX0Gr9l0wf+Um/LZgBXKyszHJbwjS09Kk2vHwrIMuPfvJbON55FOIRCKMGDMZyzfvxcARY3DowB5sXLX4vx90ESEQKG8rChQOGA8ePIhly5ahY8eOUFdXR7169TB58mTMnDkTW7duVXgANWvWxNmzZwEALVq0wOjRo/Hbb7+hb9++qFmzpsLtKcPmjevRoVNntGvfEXb29pgcOA3a2trYv2+vzPpbt2xC7br10Kdvf9ja2WH4yFFwdnHBjm25fzmKxWJs3bwJAwYNQaOfvODg6IQZwbMRGxODE2HHAQCPHz3CP2fPIDBoBtzcKqOqRzVMmDgZoYf/QkxMNADg0J9/ICsrC0HTZ8LevgKat2iJX7v3xOZN67/PiVECvheqY2SPn7B+3zls/uMC7j6OwojfdiAtPRO929WSWb9mZRucD3+MnaH/IvJ1AsIu3MWu0H+lspJxiW8RHf9GsrWoVwmPImNx5sqDT9qxxbIdf+PfW8/w9GU8Zq05gqQ3aajiYgEAMDbQRQUrU8xbfww3H7zCo8hYTFl0ALo6WnCxV/xeskUBPxeq4/edm/Fz6w5o2rIdLG3sMHzMZGhpa+PoX/tl1ndwroR+w/zQwOtnaGhqyKwzfd4yNGnRFlY29rC1d4TfxCDERr/Gg3u3JXXade6Bzj36wqmiq8w2qnnWgd/EIFStURtly5VHzboN0aFrL5z7O+w/HzP9GBQOGBMSEmBrawsA0NPTQ0JC7l9FdevWxenTpxUewPz58+Hp6QkAmDZtGho3boydO3fC2toaa9euVbi97y0rMxN3bt9CzVq1JWVCoRA1a9bG9YhrMve5Hh6OmjWlf2nWrlMX18PDAQAvX7xAXFwsPGt+bLNUqVJwdassaTMi4hpK6emhYqWPH37PWrUhFAolU00REeHwqFYNGpqaUv08ffIEKcnJ/+3AVRDfC9Whoa6GKs4WOHHxnqRMLBbjxMV7qOFmI3OfCxFPUMXFQhIgWpsbo1mdigg9eyvfPrq2qI6NB85/1s5jdGrqAUO9EhAIBPilmQe0tdRx+t/coDI+KRX3nkShW6saKKGtCTU1Ifp3rIvo+BRcux1ZGIevUvi5UB1ZWVl4eP8O3D08JWVCoRDu1Txx95b8SwQUkZr6FgBQSk//P7dT8j+2UZQIBAKlbUWBwjfutrW1xZMnT2BpaQknJyfs2rULNWrUwMGDB2FgYKDwAD4En0Du9PSKFSsUbkOZEpMSkZOTA2NjY6lyY2NjPHnyWOY+cXFxMDY2yVM/Lj7u/euxuWUmedv8ME0fHxcHIyMjqdfV1dWhp6+P+Pf7x8XFwdy8/GdtmEhe09P/sb4I+F6oDhPDklBXV0NMwhup8pj4FDham8ncZ2fovzA21EXYel8IIICGhhpW7T6DOetkP2u+TSM3GJTSwZaDF6XKe4xbh82z+uLV37ORlZWDd+mZ6OK3Go+ff7zEpeXgJdi5YCBi/5kLkUiM2MS3aDtsGZLepH3eTZHHz4XqSElOhCgnB4ZG0ufNwNAYzz+7/vNriUQirFw0By6u7rC2tf/qdl69iMTBvTvQf6hvoYyLij6FA0Zvb29ERESgQYMGmDBhAlq3bo0lS5YgKytLKfdMzMjIkLpmBgDEalrQ0tL67mMhoq9Xz6MCxvZtBp/gnbh84xnsLEwwd2wnvB7wM/63OjRP/d7tauPIP7fxOlY6ExU4rBUMSumg+aBFiE9KReuGbtgyuy+8+obg1sNXAIAF/p0Rm/AGXn1DkJaRiT7ta2PvwkGo22MOouIUv9sDkapYNj8Yz548xNylG766jbjYaEwZMwx1GzbBz206Ft7gqEhTeEra19dX8nxnLy8v3L17F9u2bcO1a9fg4+NT6AP8kuDgYOjr60ttc2YFf7f+DQ0Moaamlufi8fj4eJiYyL5A2cTEBPHxcXnrv//L2sSkdG5ZXP5tGpuYSC4H+CA7Oxspyckwfr+/iYkJEvL0Eyd57UfD90J1xCW+RXZ2DkyNpBeRmBrrISpedkAWOLQltv91CRt+P49bD1/hj5PXEbDkIMZ6N80zZWNZ1hA/eTpiw/5zUuU25U0wpGsDDJq6Bacu3ceN+y8xc9VhXL0diUFd6gMAGtZwQIt6ldBrwnqcj3iM8LsvMCp4F9IystCjtSd+NPxcqA49fUMI1dSQmCB93pIS42Fk/N+Pd9mCYFw6fxr/W7gGJqayM/lfEh8XgwkjB8C5UmWMHDflP4+pKBEqcSsK/vM4rays0KFDB7i5uRXGeBTm7++P5ORkqW3seP/v1r+GpiacXSri4oWP11GJRCJcvHgebpWryNzHzd0dFy9ckCq7cP4c3NzdAQDm5cvDxKQ0Ll782Obbt29x43qEpM3KlavgTUoKbt+6Kalz6eIFiEQiuL5/LypXdseVf/+Vui3ChfPnYG1j88NN9QB8L1RJVnYOrt15jkaejpIygUCARjUccOm67OfH62hrQiQSS5WJRKL3+0rX7dmmFmIS3uDwGenrG0to514LJxJLt5OTI5bc60xS533bH/sSF5lriRTBz4Xq0NDQgL2DMyKuXJKUiUQihF+5BKeKX/87VCwWY9mCYJw/fQLBIatQppz5V7UTFxuN8SP6o4KjC3z9p0EoLCqhDH0PBZqSXrRoUYEb/JB9/F60tPJOP6dnf9choGdvb0yZOB4VK1ZCJVc3bNm8EWlpaWjXvgMAYJL/OJiamsHHdzQAoHuPXujXpyc2bliH+vUbIPTwIdy6eRNTpgYByP3F2r1nL6xeuRxWllYwL18eSxcvRGlTU/zU2AsAYGtnhzp162Fa4BRMDpiG7OwsBP82HT83bwnT939ZNm/ZGiuWLcXUgEnw7jcADx88wNYtmzB23PcLqL83vheqY9GWE1gd1BNXbkfi35tPMbxbI5TQ0cKmA7mByJrpPfEqJhkBi/8AABw6fRMjezRCxL0XuHTjKewsSiNgSCscOn1DKpAUCATo1bYmtv55ETk50kHfvadReBgZgyWTf4X//N8Rn5yKNo3c0LimIzr45F4fffH6EySmvMOa6b0wc9VhpKVnoW+H2rA2N853gU1Rx8+F6mjfpSfmz5yCCk4ucHCuhAO7tyIjLQ1NWrQFAMydMRnGJqbwHpz7uzQrKwuRT3NvN5edlY342Bg8enAXOjolUK68JQBg2fyZOHX8MAJmhkCnhK4ka6tbsiS0tLQBAAnxcUhMiMOrF88BAE8fP4ROiRIwNSuLUnr6iIuNxoSR/WFqVg79hvkiOSlRMubCyH4WBT/iH4yFSSAWf/anuAw2NrJXNeZpTCDA48eyL6LOT1BQEMaMGYMSJUpIlaelpWHOnDkICAjIZ8/8fe+AEQC2b92CjevXIi4uFo5Ozhg/cTLc3CoDAPr16Yly5cwxfeb/JPWPHjmMJYtC8OrlS1haWcN39FjUq99A8rpYLMayJYuwd/cuvHmTgipVPTBxSiCsrT++F8lJSQj+bTr+PnUCQqEQjZs0xQT/ySihqyupc//eXcycEYRbN2/AwNAQv3brgb79B36HM6I8fC/yZ1h9+Hftb3CX+vDt7QUz41K4fu8lRs/ejcs3nwEAjqz2wbNX8RgYmHurFjU1Icb3a4ZuLWugnKk+4hLf4q/TNzF1yUEkv/24GKVxTSf8uXw4XNsG4WFkTJ4+7SxLY8bItqjlbouSJbTw6HksQjaFYftflyV1qrpYYuqw1qjqYgkNdSHuPI7CzFWHcfSf23na+1YSLy/5bn0B/FzI8zLh+y52Orh3B/Zs34jEhDjY2jtisM94ye1uxo/oB7My5eA3aTqA3Btqe3dumacNV3cPzFqceyeRFvXcZfbj6z9NEohuWbcc29avzLfOsUMHsCA4UGY7h86EK3qIX83OVOe79fW5kfvvKq3vRe2clNZ3QRUoYPyW1NTU8Pr1a5iamkqVx8fHw9TUFDk5OQq3qYyAkago+N4BI+XveweMlL/vHTBS/hgwqi6FV0kXNrFY9nVDEREReW7JQERERPQtCDkjLZfSAkZDQ0PJDSsdHBykgsacnJzcR0YNHqys4RERERHRe0oLGENCQiAWi9G3b19MmzYN+p+siNPU1IS1tTVq1ZL9CDEiIiKiwsQMo3xKCxh79+4NIHdBTZ06daCurvTZcSIiIiKSQek3WUpNTUVYWN6Hmx85cgSHDx9WwoiIiIiouOGzpOX7qoDxzJkz6NGjB2rVqoWXL18CADZv3oyzZ88q3NaECRNkroQWi8WYMGHC1wyPiIiIiAqRwgHj3r170axZM+jo6ODatWuS5zgnJydj5syZCg/gwYMHcHFxyVPu5OSEhw8fKtweERERERUuhQPGGTNmYMWKFVi9ejU0NDQk5XXq1MHVq1cVHoC+vr7Mm30/fPgQup/c3JWIiIjoWxEKlLcVBQoHjPfu3UP9+vXzlOvr6yMpKUnhAbRt2xajRo3Co0ePJGUPHz7E6NGj0aZNG4XbIyIiIqLCpXDAWKZMGZlTxWfPnoWtra3CA5g9ezZ0dXXh5OQEGxsb2NjYwNnZGcbGxpg7d67C7REREREpSiBQ3lYUKHwvmwEDBsDHxwfr1q2DQCDAq1evcP78eYwZMwZTpkxReAD6+vo4d+4cjh07hoiICOjo6MDNzU1mFpOIiIiIvj+FA8YJEyZAJBKhcePGePfuHerXrw8tLS2MGTMGI0aM+KpBCAQCNG3aVNJWUVliTkRERFQcKDwlLRAIMGnSJCQkJODmzZu4cOECYmNjMX369K8agEgkwvTp02Fubo6SJUviyZMnAIApU6Zg7dq1X9UmERERkSKEAoHStqLgq2/crampCRcXF9SoUQMlS5b86gHMmDEDGzZswOzZs6GpqSkpr1SpEtasWfPV7RIRERFR4VB4SrpRo0Zyp4xPnDihUHubNm3CqlWr0LhxYwwePFhSXrlyZdy9e1fR4REREREpTOmPvlNxCgeM7u7uUj9nZWUhPDwcN2/elDwfWhEvX76Evb19nnKRSISsrCyF2yMiIiKiwqVwwLhgwQKZ5VOnTsXbt28VHoCLiwvOnDkDKysrqfI9e/agSpUqCrdHREREpKgicimh0igcMOanR48eqFGjhsL3TgwICEDv3r3x8uVLiEQi7Nu3D/fu3cOmTZvw559/FtbwiIiIiOgrFdqU/fnz56Gtra3wfm3btsXBgwdx/Phx6OrqIiAgAHfu3MHBgwfRpEmTwhoeERER0Q9j6dKlsLa2hra2Njw9PXHp0qUC7bdjxw4IBAK0a9dOof4UzjB26NBB6mexWIzXr1/j33//VfjG3dnZ2Zg5cyb69u2LY8eOKToUIiIiokJRVG5vAwA7d+6En58fVqxYAU9PT4SEhKBZs2a4d+8eTE1N893v6dOnGDNmDOrVq6dwnwpnGPX19aU2IyMjNGzYEIcOHUJgYKBCbamrq2P27NnIzs5WdBhERERExdL8+fMxYMAAeHt7w8XFBStWrECJEiWwbt26fPfJyclB9+7dMW3atK96lLNCGcacnBx4e3vD1dUVhoaGCncmS+PGjfH333/D2tq6UNojIiIiUpQyE4wZGRnIyMiQKtPS0oKWllaeupmZmbhy5Qr8/f0lZUKhEF5eXjh//ny+fQQFBcHU1BT9+vXDmTNnFB6jQgGjmpoamjZtijt37hRawNi8eXNMmDABN27cgIeHB3R1daVeb9OmTaH0Q0RERKSKgoODMW3aNKmywMBATJ06NU/duLg45OTkwMzMTKrczMws3/tXnz17FmvXrkV4ePhXj1HhaxgrVaqEx48fw8bG5qs7/dTQoUMB5KZXPycQCJCTk1Mo/RARERGpIn9/f/j5+UmVycoufo03b96gZ8+eWL16NUxMTL66HYUDxhkzZmDMmDGYPn26zIygnp6eQu2JRCJFh0BERERUqIRKnJLOb/pZFhMTE6ipqSE6OlqqPDo6GmXKlMlT/9GjR3j69Clat24tKfsQe6mrq+PevXuws7P7Yr8FXvQSFBSE1NRUtGjRAhEREWjTpg3Kly8PQ0NDGBoawsDAQOFp6qysLKirq+PmzZsK7UdERERUHGlqasLDwwNhYWGSMpFIhLCwMNSqVStPfScnJ9y4cQPh4eGSrU2bNmjUqBHCw8NhYWFRoH4LnGGcNm0aBg8ejJMnTxZ0ly/S0NCApaUlp52JiIhIqYrSbXX8/PzQu3dvVKtWDTVq1EBISAhSU1Ph7e0NAOjVqxfMzc0RHBwMbW1tVKpUSWp/AwMDAMhTLk+BA0axWAwAaNCgQYEbL4hJkyZh4sSJ2Lx5M4yMjAq1bSIiIqIfTZcuXRAbG4uAgABERUXB3d0doaGhkoUwkZGREAoL7dksAACB+EMk+AVCoRDR0dEoXbp0oQ6gSpUqePjwIbKysmBlZZXnmsirV68q3GY6b+tIJJNh9eHKHgK9l3h5ibKHQO+9TEhT9hDoPTtTHaX1Pf34Q6X1PcXLXml9F5RCi14cHBwg+ELKNiEhQaEBKPpoGiIiIiL6vhQKGKdNmwZ9ff1CHYCiT4chIiIiou9LoYCxa9eucp9R+F9cuXIFd+7cAQBUrFgRVapU+Sb9EBEREX1OmbfVKQoKHDB+aSr6a8XExKBr1644deqUZNVOUlISGjVqhB07dhT6NZNEREREpJgCL6Ep4NoYhY0YMQJv3rzBrVu3kJCQgISEBNy8eRMpKSkYOXLkN+mTiIiI6FMCJf6vKChwhvFbPZElNDQUx48fh7Ozs6TMxcUFS5cuRdOmTb9Jn0RERERUcIV7k56vIBKJoKGhkadcQ0ODjw0kIiIiUgFKDxh/+ukn+Pj44NWrV5Kyly9fwtfXF40bN1biyIiIiKi4EAqUtxUFSg8YlyxZgpSUFFhbW8POzg52dnawsbFBSkoKFi9erOzhERERERV7Ct1W51uwsLDA1atXcfz4cdy9excA4OzsDC8vLyWPjIiIiIqLopLpUxalB4xA7i17mjRpgiZNmih7KERERET0GaVNSZ84cQIuLi5ISUnJ81pycjIqVqyIM2fOKGFkREREVNwIBAKlbUWB0gLGkJAQDBgwAHp6enle09fXx6BBgzB//nwljIyIiIiIPqW0gDEiIgI///xzvq83bdoUV65c+Y4jIiIiIiJZlHYNY3R0tMz7L36grq6O2NjY7zgiIiIiKq646EU+pWUYzc3NcfPmzXxfv379OsqWLfsdR0REREREsigtYGzRogWmTJmC9PT0PK+lpaUhMDAQrVq1UsLIiIiIqLgRCJS3FQVKm5KePHky9u3bBwcHBwwfPhyOjo4AgLt372Lp0qXIycnBpEmTlDU8IiIiInpPaQGjmZkZzp07hyFDhsDf3x9isRhA7rL2Zs2aYenSpTAzM1PW8IiIiIjoPaXeuNvKygqHDh1CYmIiHj58CLFYjAoVKsDQ0FCZwyIiIqJiRlhU5oaVRCWe9GJoaIjq1asrexhEREREJINKBIxEREREysTb6sintFXSRERERFQ0MMNIRERExR4vYZSPGUYiIiIikosBIxERERHJxSlpIiIiKvaE4Jy0PD9kwHj/9VtlD4HeszIpoewh0Cciz4Qoewj0ns3QvcoeAr13O6SdsodApPJ+yICRiIiISBFc9CIfr2EkIiIiIrkYMBIRERGRXJySJiIiomKPT3qRjxlGIiIiIpKLGUYiIiIq9oRc9SIXM4xEREREJBcDRiIiIiKSi1PSREREVOxxRlo+ZhiJiIiISC5mGImIiKjY46IX+ZhhJCIiIiK5mGEkIiKiYo8JRvmYYSQiIiIiuRgwEhEREZFcnJImIiKiYo8ZNPl4foiIiIhILmYYiYiIqNgTcNWLXMwwEhEREZFcDBiJiIiISC5OSRMREVGxxwlp+ZhhJCIiIiK5mGEkIiKiYo/PkpaPGUYiIiIikosZRiIiIir2mF+UjxlGIiIiIpKLASMRERERycUpaSIiIir2uOZFPmYYiYiIiEguZhiJiIio2OOzpOVjhpGIiIiI5GLASERERERyMWAkIiKiYk+oxO1rLF26FNbW1tDW1oanpycuXbqUb919+/ahWrVqMDAwgK6uLtzd3bF582aF+mPASERERFSE7Ny5E35+fggMDMTVq1dRuXJlNGvWDDExMTLrGxkZYdKkSTh//jyuX78Ob29veHt748iRIwXuUyAWi8WFdQCq4vrzt8oeAr1nZVJC2UOgT2TmiJQ9BHrPze+AsodA790OaafsIdB7hiXUlNb3rvBXSuu7rbMxMjIypMq0tLSgpaUls76npyeqV6+OJUuWAABEIhEsLCwwYsQITJgwoUB9Vq1aFS1btsT06dMLVJ8ZRiIiIiIlCg4Ohr6+vtQWHBwss25mZiauXLkCLy8vSZlQKISXlxfOnz//xb7EYjHCwsJw79491K9fv8Bj5G11iIiIqNhT5k11/P394efnJ1WWX3YxLi4OOTk5MDMzkyo3MzPD3bt38+0jOTkZ5ubmyMjIgJqaGpYtW4YmTZoUeIwMGImIiIiUSN70c2EpVaoUwsPD8fbtW4SFhcHPzw+2trZo2LBhgfZnwEhERERURJiYmEBNTQ3R0dFS5dHR0ShTpky++wmFQtjb2wMA3N3dcefOHQQHBxc4YOQ1jERERFTsCQQCpW2K0NTUhIeHB8LCwiRlIpEIYWFhqFWrVoHbEYlEeRbayMMMIxEREVER4ufnh969e6NatWqoUaMGQkJCkJqaCm9vbwBAr169YG5uLlk4ExwcjGrVqsHOzg4ZGRk4dOgQNm/ejOXLlxe4TwaMREREVOwVpSnXLl26IDY2FgEBAYiKioK7uztCQ0MlC2EiIyMhFH48otTUVAwdOhQvXryAjo4OnJycsGXLFnTp0qXAffI+jPRN8T6MqoX3YVQdvA+j6uB9GFWHMu/DuC/itdL67lC5rNL6LqiiFFATERERkRJwSpqIiIiKPUUXnxQ3zDASERERkVzMMBIREVGxx/yifMwwEhEREZFczDASERFRscdLGOVjhpGIiIiI5GLASERERERycUqaiIiIij0hl73IpdQMY1paGt69eyf5+dmzZwgJCcHRo0eVOCoiIiIi+pRSA8a2bdti06ZNAICkpCR4enpi3rx5aNu2rUIPxCYiIiL6LwQC5W1FgVIDxqtXr6JevXoAgD179sDMzAzPnj3Dpk2bsGjRImUOjYiIiIjeU2rA+O7dO5QqVQoAcPToUXTo0AFCoRA1a9bEs2fPlDk0IiIiInpPqYte7O3tsX//frRv3x5HjhyBr68vACAmJgZ6enrKHJrCQg/swh+7NiEpIR5WdhXQd/g4VHCqJLPu86ePsHPDCjx+cAex0a/RZ8hotOzYTarO0O6tEBv9Os++zdr8gv4jJwAAjv25D2dPhOLJw7tIe5eKDftPQbdkKZl9ZmVmwn9Ebzx7dB+zV2yDjb3jfzxi1bV7x1Zs2bgO8fFxqODghDHjJ6Giq1u+9Y8fDcXKZYvw+tVLWFhaYbjPaNSp10Dy+qrlS3DsyCFER0VBQ0MDTi4uGDJ8FCq5VgYAvHr5EmtXL8O/ly4iIT4OJqVN0bxFa3gPGAQNDU1JnXYtvfL0vXbTdri6uRfuCVAhe3dtw/ZN65EQHwe7Co7wHTcRLpXyfy9OHDuCNcsXI+r1S5S3sMKQkX6oVbe+5PXfAifi8J8HpPapUasO5i9ZJVV27szfWL96OR49vA9NTS1UqVoNwfMXS14PmT0T1yOu4cmjB7CyscWG7fsK6YhVV5+Gthja1AGl9bVx+0UyJm0PR/jTxHzr6+loYEK7imhRtRwMSmjiRcI7BOy8jhM3owAAulrqGN/WBc2rlINxKW3cfJ6EKTsiEPHsY5smpbQwuWMlNHAxg34JDVy4H4dJOyLwJOatzD63jqyDnyqVgfey8wgNf1W4J0CF7Nm5DVs2rkNCfBzsHRwxevwkVJTzuQg7FopVyxZLvqOGjfRD7U++oz41a8ZU/L53F0aNmYCu3XtJypOTkzBv1m84e/oUhAIhGjVuAt9x/ihRQldSRywWY9vm9di/dzeiXr+CgYEhOnTuCu/+gwvv4FWYgIte5FJqwBgQEIBu3brB19cXP/30E2rVqgUgN9tYpUoVZQ5NIf+cPIqNK+ZjoM9E2DtXwl97t+G3CcOxcP0+6Bsa5amfkZ4O07LmqNXACxuWz5PZZvDSzRCJciQ/P3/yCNPHD0Wt+h+DjsyMdLhXrwX36rWwbe0SuWPcvHohjIxL49mj+195lEXDsSOHEDJvFiZMmoqKrm7YsXUTRg4dgN0HDsHIyDhP/evh1zDFfwyGjvBF3foNceTwnxjrOwKbd+yBnb0DAMDSyhpjJ0yGeXkLpKenY/vWjRgxpD/2/XEEhkZGePb0McQiMfwnT4OFpSUePXyAmUEBSEtPg4/fOKn+lqxcB1s7e8nPBvoG3/R8KFPY0cNYMn82xkwMhEslV+zathl+wwdh+74/YSjjvbgRcQ3TJo3FoOGjULteAxw7/Bf8R4/Auq17YGtfQVLPs3ZdTAycIflZQ1NTqp1TYUcxa0YgBg0bharVPZGTk43HDx/m6a9l2/a4ffMGHj24V4hHrZraVCuPqb+4YfzWa7j2JAEDGlfAdp+6qBtwFPFvMvLU11ATYKdvXcS9ycCAFRfxOikNFsYlkPwuS1JnXq+qcDLXx4h1/yIqKQ0da1pil189NAg8iqikdADA+qG1kJ0jQp+l5/E2PQuDmlTALt+6qB94DGmZOVJ9DvSyh1j8bc+DKjh25DAWzpuF8ZMCUbGSG3Zs24xRQwdi5/6/8v2OCvAfiyEjRqFOvYY4evgvjPMbgY3b98Luk88FAJw6cRw3b0SgdGnTPO0EThyH+LhYLFq+BtnZ2ZgROAn/mz4VQcFzJHXmz56JSxfOYYTvWNhXcEBKcjKSU5IL/yRQkaTUKelOnTohMjIS//77L44cOSIpb9y4MRYsWKDEkSnmz71b0LhFezT6uQ0srGwxcNREaGpp40ToAZn17Z0qotegUajTqJkkA/U5fQNDGBqZSLYrF8/ArFx5uFT2kNRp2bEb2v/qDQdnV7nju3bpH1y/cgE9B4366mMsKrZt3oh2HX5B63YdYGtnjwmTp0JbWxsH98vOIO3Ytgk1a9dFzz79YGNrh8HDfODk7IxdO7ZJ6vzcohVq1KwN8/IWsLOvgFGjJyD17Vs8eB9o1KpTDwFBM1Gzdh2Yl7dA/YY/oXsvb5wMO5anPwN9A5iYlJZs6hoa3+ZEqIAdWzaidftOaNmmPWxs7TF2YiC0tbXx5wHZ78Xu7VvgWasuuvXqC2sbOwwYOhIOTi7Yu2ubVD1NDU0Ym5SWbHp6+pLXsrOzsXDu/zDMZwzadeoCSytr2Njao3HTn6XaGDVuIjp27oZy5uUL/8BV0KAmFbD17FPsPPcM91+/wbitV5GWmYNf61jJrP9rHWsY6GrCe9l5XH4Ujxfx73D+fhxuv8gNHrQ1hGhZ1RzT997AhQdxeBqbinkH7+BpzFv0bmALALA1LYlqdsYYv/UaIp4l4lH0W4zfeg3aGmpoX8NCqr+K5fUxqEkF+G7899ueCBWwfcsGtO3wC1q17QAbO3uMn/T+c5HPd9TO7ZtRs3Zd9Oid+x01aNhIODq7YM+OrVL1YmKiMW/Wb5g2czbU1KVzQU8eP8KFc2cxMWA6KrlWhnsVD4wePwnHjhxCbEyMpM6+PTsxe8ES1G/4E8qZl4eTS0V41qz9bU6ECuKiF/mUfuPuMmXKoFSpUjh27BjS0tIAANWrV4eTk5OSR1YwWVlZeHz/Ltyq1pCUCYVCuFWtgfu3bxRaH2eOH8JPP7eFQMF/WUmJ8VgxfwZGjJ8OLS3tQhmPqsrKysTdO7dQ3bOWpEwoFKK6Zy3cuB4uc58b1yNQ45P6AFCzVt1862dlZWL/3l0oWbIUHBzy/zf69u0b6Onr5ykfPWoYmjWqgwF9uuP0qRNfPqgiKisrE/fv3ka1GtLvRbUaNXHrRoTMfW5eD0c1z5pSZZ616uDmZ+/FtSuX0cqrHn7t0BJzZwYhOSlJ8tr9u7cRGxMNgVAI724d0bZpA4weMQiPHz4otGMrajTUBHCzNMCZOzGSMrEYOHMnBh62eTNaANC0cjlceZSA4F+r4PrcljgZ6IWRzR0hfP/1oyYUQl1NiIws6SxhelYOatibAAA0NXJ/vWRki6T6zcgWoYb9x351NNWwrH8NTNwWjtiUvNnOH0lWVibu3bmN6p/8O//Sd9TN6+FS32kAULNWHdy4/vFzJBKJMG3yBPTo3Re2dhU+bwI3r4ejVCk9OFf8eJlUdc9aEAqFuHXzOgDg7OlTMDcvj7OnT6F9yyZo18ILv02bguTkpP9wxPQjUWrAGB8fj8aNG8PBwQEtWrTA69e51+z169cPo0ePLlAbGRkZSElJkdoyM77fl86b5CSIRDnQN5T+4tU3NEZSYlyh9HH5n5NIffsWDZu2Vmg/sViMpbOnommrjrBzdCmUsaiypMQk5OTkwMhY+r0wMjZGfJzs9yI+Lg5GxiZ56id8Vv/M6ZNoUMsDdWu4Y/uWjViyYi0MDA1ltvk88hl27diKDh07S8pKlCgBn9HjETxnARYsXoHKVapirO/wHzZoTE5S/L1IiI/LM1VtaGSMhPh4yc+etetictBMLFy+FkNG+CH86mWMGTkIOTm5gcurly8AAOtWLkXvfoMwa+EylCqlhxED+yClmP7iMyqpBXU1IWJT0qXKY9+kw1Rf9h+RVqV10dLDHEIh0GPRP1jw110MalIBo1o6AwBSM7Jx+VE8fFs6w0xfG0IB0NHTAh62xpI2H0a9wYv4VExsXwn6JTSgoSbAsGYOMDcqATN9HUlf0zq74fKjeByJyHvN9o9G8h1lJP2dY2hsjPh4Od9Rn38ujE2k6m9evwZqamro/GsP2W3Ex8HQSPryKHV1dejp6Us+j69ePEfU61c4cfwIAqcHY0rQTNy7cwsTx/oqfJxFlRACpW1FgVIDRl9fX2hoaCAyMhIlSpSQlHfp0gWhoaEFaiM4OBj6+vpS29qlsq8LLKpOHD6AKjVqw8iktEL7Hd6/A2nvUtHuV+9vNLLio1p1T2zZuQ9rNm5DzTp14T/OFwkJ8XnqxURHw2fYQDRu0gztPgkYDQwN0b1nH1RyrQyXSq4Y7jMaP7dsjc0b133PwyjyvJq1QN0GP8GuggPqN2qMWSHLcOfWTVy7chlAbqYFAHr1G4iGjZvCybkiJk79DQKBACeO84EABSUQAPFvMjB281Vcj0zCH/++wKJD99CrgY2kzoh1lyEQAOFzWuLZsvbo95M99l96DvH7CxGzc8Tot/wCbM1K4m5IGzxe0g51HEsj7EYURO/rNK1cFnUcTRGwS3bWmb7s7u1b2Ll9M6ZMm6nwDNSnRGIxMjMzETj9f3CvWg0e1WpgYuAMXLl8Ec+ePinEEVNRpdRFL0ePHsWRI0dQvrz0dUQVKlQo8G11/P394efnJ1V2PyYrn9qFr5S+AYRCNSQnSgcPyYnxMDA0yWevgouNfo3r1y5hbOCcL1f+zM1rl3H/zg10ay49nTFhaE/Ua/wzho8P+s/jUyUGhgZQU1OTykgBQEJ8PIxNZL8XxiYmSPjsL/uE+HgYfVZfR6cELCytYGFpBVc3d3Rs3Qx//L4XffoNlNSJjYnBkAG94VrZHROnfPncVqrkhksXzhX08IoUfQPF3wsjYxMkfhaEJybE58lSfsq8vAUMDAzx4nkkqtWoCZP3f1RZ29hJ6mhqaqKseXlER/34GSxZEt5mIDtHhNJ60tnE0qW0EZOcLnOfmOR0ZOWIIfpkEcqDqBSY6etAQ02ArBwxnsWmosPc09DRVEMpHQ3EJKdjxYAaeBaXKtnnemQSmkwPQykddWiqCRH/NhN/+TdCxPvV2XUdS8O6tC7uhbSR6n/N4Jq4+CAOHeedLqSzoBok31EJ0t85ifHxMDaW8x31+eciPk5SP/zaFSQmJKBdi8aS13NycrBo/mzs2LoJ+w8dh7GxCRITEqTayM7ORkpKsuTzaGJiAjV1dVhaWUvqWNvkXo8aFfUaVtY2oOJNqRnG1NRUqcziBwkJCdDS0ipQG1paWtDT05PaNAu47//bu/PwGq43DuDfe7NHdokshITIIoLaQytCCFq1tRQldmqtUEupCLXv+76Xxq61LyFo7VsoWYgQSyKyiUhku+f3RxhuE7fRn5qQ78dzn8ece2bmnZl7J+89M+fMu6Cjo4Pyzq64dum8VKZSqXDt8nk4V9LcGaUwjh34HaZm5qhe99O3nrf7gB8wc9mvmLFsE2Ys24QfJ88DAAwdOwUdewz4v2MranR0dOHq5o7z585IZSqVChfOnXnj0DUeVaqq1QeAs2dO/eNQNy9/jb8U/+gR+vXqCrdK7hgXOBlK5T9/tSIjwqUE52Ojo6MLZ9dKuHhe/VhcPH8W7i+GI/q7ylWq4cLfjsX5s6dRWcOxiH8UhydPUmD54o+ei5s7dHV1ce/uHalOTnY24mIfwsbW9t9v0AcsO1fgakwKPnV99VlTKIBP3axw8Xb+VnIAOH8rEY5WJdRuxi9fyhhxKRnIzlXvypyRlYv4J89haqiDhu7WOHglf2L+NCMHiWlZcCxlhKrlzHEwNG/InAUHItBowhH4TAyWXgAQsCUU36/9+DrA6OjowsWtEs6fVf9enNdwjqpcpVq+c9S5M6fhUSXve9T88y/xy5ZdWB+0Q3pZWZVC5649MG/xCmkZT5+mIvzGdWkZF8+fhUqlkobzqVKtOnJzcnD/XoxU5+X3yNbW7v/e9g8BO71oJksL48OHD2FnZ4fPPvsM69evx8SJEwEACoUCKpUK06dPh7e3txyh/StftPsWi6YHoIKLG5xcKmPvjk3IfJ4B72Z5v5oXTB0HC0srdO41CEBeJ5b7d28DAHJyspGYEI/oWxHQNzCEbelXvQdVKhWOHfwdXk2+gJZW/kOVnJSAlKRExD28BwCIib4FfQNDWJaygbGJKays1f9A6hvkJefWdmVQ0sr63e+IIqBTFz8E/jQabpUqw72yB4I2rkdGRga+aNUGABAwdiRKlbLGgMF5rdLfdOqKvr26YuP6Naj/mRcOHdiHsBvX8eO4QABARkY61qxYhs8aesPS0gopKSnYtnkTHsc/QuMmvgDyksXvenWFjZ0dBg8dgeTkV7/kXyaEe37fBR0dHbi45t0Ddiz4MHb/tgNjxk18b/vmffvmWz9MCvgRrm7ucHsxrE5GRgY+/zLvWEwcNxpWVqXQb1DePVJfd/wWA3t3w68b1qLepw1w5NB+hN/4CyPGjAcApKc/w5rlS+DVuAlKlrTEg/v3sHjeLJS2L4vannk/qEoYGaFVu/ZYtWwRSlnbwMbWDpvWrwEAePv4SrHdv3cXGenpSEpMQGZmJm5GhAEAHMpXeOPIBR+yZYdvYl73mgi9m4wr0cno7eMEQ11tBP2ZdyVnfveaiEvJwOSdeQnFuuO30d27AiZ2qIrVR6PgaG2EwS1csOroq+GJGlayhkKRd6+iYykj/PSVB27FPUXQqTtSnS9qlEbi00w8SMqAW2kTTOxQFQeuPMTxG3kdcB6nZhbY0eVBUgbuJab/h3tEPh2/7YaJ4/LOUZUqe2DzpvV4npGBz1+cowLHjoJVqVLo/+Ic1aFjF3zX2086Rx0+uA9hN/7CqJ/yzlGmZmYwNTNTW4eWtjZKWlpKrYKO5Sugbr1PMXniOIwcE4CcnBzMnPozmvi2gFWpvCF4atXxhItbJUwaPxbf/zAKQiUwY+pE1K5bT63VkYovWRJGd3d3LFq0CDNmzECjRo1w4cIFZGVlYcSIEbh+/TqSkpLw559/yhHav1LfuylSnyRj89qlSElOhEMFZ4yZsgBmLzrCJMTHQaF89RMiOfExRvR7NVD37q0bsHvrBlSqUgOBs18NQHzt0lkkxMehUfNWBa738O7t2LrhVf1xQ3sBAPr/EABv3y8LnOdj18S3BZKTk7F8yXwkJiTA2cUN8xYvly7fPIqNhVLxqvWvSrVPMHHyDCxdNA+LF8yBfdlymDFngTQGo1KphTt3bmPvsF1ISUmGqZkZKrl7YPnqX6Qx0M6dOYV792Jw714MvvBtqBbPuSth0v9Xr1iC2IcPoaWtBQeH8pg0bbaUdH6MGjdtjpTkJKxcuvDFAMWumLVgmdTJ6FFcLJSv/bT2qPoJAiZNx4ol87F80VyUKVsOU2YtkMZg1FJqIepmBPbv+Q1pT1NhaVUKterWQ+/vBkH3tbEYBwwZDi0tbUwcNxqZmc9RqXIVzFu6Wm34nakTA3Dl4qurAt07fQUA2Lr7EGztSv+n+0UOv1+4j5LGehjxZSVYmejj+v0n6DT/DyS8GIOxtIWhdF8hADxMzkDHeX8gsH0VBAf4IC4lAyuDb2HhgVdjVhobaOPHtpVha2aAlPQs7L30EFN3/YWc11ogrU31Mf7rKrAy0Uf8kwxsPR2DOXtffSeKoya+ed+LFUsW5D1cwMUVcxYtk85RcXGxUCjVz1ETJk/HskXzsXThXNiXLYfpsxfkG4PxnwROno5ZUydhUN8eUCjzBu72H/Gj9L5SqcTMuYsxa9okfNezK/QNDOBZ/zMM/ttYsh+zD6WlTy4KId7/UKmLFy/GyJEj0axZMyxduhRLly5FaGgo0tLSUL16dQwYMAC2/8flo6v3Cn6KAL1/5Szz33JA8snKVf1zJXovqvgXPE4rvX835raWOwR6wdxQS7Z1Hwp7LNu6m7oV/duTZGlh7N+/P5o3b46ePXvC3d0dy5cvx5gxY+QIhYiIiIj+gWy9pB0dHXH06FEsXLgQ7dq1g5ubG7T/Njr9pUuXZIqOiIiIihM+S1ozWYfVuXv3Lnbs2AFzc3O0atUqX8JIRERERPKTLUNbsWIFhg0bBh8fH1y/fh1WVkX/+j0RERF9nJRsYNRIloSxWbNmOHfuHBYuXIiuXbvKEQIRERERFZIsCWNubi6uXr2a7wkvRERERHLgPYyayZIwHj58WI7VEhEREdG/IOujAYmIiIio6GO3ZCIiIir2+KQXzdjCSEREREQasYWRiIiIij12etGMLYxEREREpBETRiIiIiLSiJekiYiIqNjjk140YwsjEREREWnEFkYiIiIq9tjpRTO2MBIRERGRRkwYiYiIiEgjXpImIiKiYo9PetGMLYxEREREpBFbGImIiKjYYwOjZmxhJCIiIiKN2MJIRERExZ6SNzFqxBZGIiIiItKICSMRERERacRL0kRERFTs8YK0ZmxhJCIiIiKN2MJIRERExCZGjdjCSEREREQaMWEkIiIiIo14SZqIiIiKPQWvSWvEFkYiIiIi0ogtjERERFTs8UEvmrGFkYiIiIg0YgsjERERFXtsYNSMLYxEREREH5hFixbBwcEB+vr6qFOnDs6dO/fGuitWrMBnn30Gc3NzmJubw8fHR2P9gjBhJCIiIvqAbN68Gf7+/ggICMClS5dQtWpV+Pr6Ij4+vsD6ISEh6NixI44dO4bTp0/D3t4eTZs2xYMHDwq9ToUQQryrDSgqrt5LkzsEeqGcpaHcIdBrsnJVcodAL1Tx/03uEOiFG3Nbyx0CvWBuqCXbus9HP5Ft3bUcTd+qfp06dVCrVi0sXLgQAKBSqWBvb49BgwZh1KhR/zh/bm4uzM3NsXDhQnTt2rVQ62QLIxEREZGMMjMzkZqaqvbKzMwssG5WVhYuXrwIHx8fqUypVMLHxwenT58u1PrS09ORnZ0NCwuLQsfIhJGIiIiKPYWM/6ZMmQJTU1O115QpUwqMMyEhAbm5ubC2tlYrt7a2RlxcXKG2deTIkbCzs1NLOv8Je0kTERERyWj06NHw9/dXK9PT0/tP1jV16lQEBQUhJCQE+vr6hZ6PCSMRERGRjPT09AqdIFpaWkJLSwuPHj1SK3/06BFsbGw0zjtz5kxMnToVR44cQZUqVd4qRl6SJiIiomJPoZDv9TZ0dXVRo0YNBAcHS2UqlQrBwcHw9PR843zTp0/HxIkTceDAAdSsWfOt9w9bGImIiIg+IP7+/vDz80PNmjVRu3ZtzJ07F8+ePUP37t0BAF27dkXp0qWl+yCnTZuGcePGYdOmTXBwcJDudTQyMoKRkVGh1smEkYiIiIq9D+lJLx06dMDjx48xbtw4xMXFoVq1ajhw4IDUESYmJgZK5auLyEuWLEFWVha++uorteUEBARg/PjxhVonx2Gk/xTHYSxaOA5j0cFxGIsOjsNYdMg5DuOlO6myrbu6g4ls6y4stjASERERfUhNjDJgpxciIiIi0ogJIxERERFpxEvSREREVOwpeE1aI7YwEhEREZFGbGEkIiKiYu9tB9AubtjCSEREREQaMWEkIiIiIo14SZqIiIiKPV6R1owtjERERESk0UfZwpiZnSt3CPRCfGqm3CHQa2xM9eQOgV64NKOl3CHQC62WnpE7BHrhhH99+VbOJkaN2MJIRERERBp9lC2MRERERG+DA3drxhZGIiIiItKICSMRERERacRL0kRERFTs8UkvmrGFkYiIiIg0YgsjERERFXtsYNSMLYxEREREpJHsLYzPnj3D1KlTERwcjPj4eKhUKrX3b9++LVNkRERERAQUgYSxV69eOH78OLp06QJbW1soeNcpERERvW9MPzSSPWHcv38/9u7di/r1ZXwcEBERERG9kewJo7m5OSwsLOQOg4iIiIoxPulFM9k7vUycOBHjxo1Denq63KEQERERUQFkb2GcNWsWoqKiYG1tDQcHB+jo6Ki9f+nSJZkiIyIiouKCXSg0kz1hbN26tdwhEBEREZEGsieMAQEBcodARERERBrInjC+dPHiRYSFhQEA3N3d8cknn8gcERERERUXvCKtmewJY3x8PL755huEhITAzMwMAJCSkgJvb28EBQXByspK3gCJiIiIijnZe0kPGjQIT58+xfXr15GUlISkpCT89ddfSE1NxeDBg+UOj4iIiIoDhYyvD4DsLYwHDhzAkSNH4ObmJpVVqlQJixYtQtOmTWWMjIiIiIiAItDCqFKp8g2lAwA6Ojr5nitNRERERO+f7Aljo0aNMGTIEDx8+FAqe/DgAYYOHYrGjRvLGBkREREVFwoZ/30IZE8YFy5ciNTUVDg4OKBChQqoUKECHB0dkZqaigULFsgdHhEREVGxJ/s9jPb29rh06RKOHDmC8PBwAICbmxt8fHxkjoyIiIiKCz7pRTPZE0YAUCgUaNKkCZo0aSJ3KERERET0N7IkjPPnz0efPn2gr6+P+fPna6zLoXWIiIjov8YGRs1kSRjnzJmDzp07Q19fH3PmzHljPYVCwYSRiIiISGayJIzR0dEF/p+IiIiIih7Ze0lPmDAB6enp+cozMjIwYcIEGSIiIiKiYodPetFI9oQxMDAQaWlp+crT09MRGBgoQ0RERERE9DrZe0kLIaAooC97aGgoLCwsZIiIiIiIipsPZQBtuciWMJqbm0OhUEChUMDZ2VktaczNzUVaWhr69esnV3hERERE9IJsCePcuXMhhECPHj0QGBgIU1NT6T1dXV04ODjA09NTrvCIiIiI6AXZEkY/Pz8AgKOjI+rXrw9tbdmvjhMREVExxSe9aCZ7pxdjY2OEhYVJ07/99htat26NH3/8EVlZWTJGRkRERERAEUgY+/bti8jISADA7du30aFDBxgaGmLr1q0YMWKEzNERERFRccBRdTSTPWGMjIxEtWrVAABbt26Fl5cXNm3ahLVr12L79u3yBkdERERE8ieMQgioVCoAwJEjR9CiRQsAgL29PRISEuQMjYiIiIhQBMZhrFmzJn7++Wf4+Pjg+PHjWLJkCYC8RwZaW1vLHB0REREVCx/KtWGZyN7COHfuXFy6dAkDBw7EmDFj4OTkBADYtm0b6tWrJ3N0RERERCR7C2OVKlVw7dq1fOUzZsyAlpaWDBERERFRccMnvWgmewsjAKSkpGDlypUYPXo0kpKSAAA3btxAfHy8zJERERERkewtjFevXkXjxo1hZmaGO3fuoHfv3rCwsMCOHTsQExOD9evXyx0iERERfeQ4cLdmsrcw+vv7o3v37rh58yb09fWl8hYtWuDEiRMyRkZEREREQBFIGM+fP4++ffvmKy9dujTi4uJkiIiIiIiIXif7JWk9PT2kpqbmK4+MjISVlZUMEREREVFxwyvSmsnewvjll19iwoQJyM7OBgAoFArExMRg5MiRaNeunczREREREZHsCeOsWbOQlpaGUqVKISMjA15eXnBycoKxsTEmTZokd3hERERUHPBh0hrJnjCampri8OHD2L17N+bPn4+BAwdi3759OH78OEqUKCF3eERERERFzqJFi+Dg4AB9fX3UqVMH586de2Pd69evo127dnBwcIBCocDcuXPfen2y38P40qeffopPP/1U7jCIiIiIirTNmzfD398fS5cuRZ06dTB37lz4+voiIiICpUqVylc/PT0d5cuXx9dff42hQ4f+q3XKnjBOmDBB4/vjxo17T5EQERFRcfUhPell9uzZ6N27N7p37w4AWLp0Kfbu3YvVq1dj1KhR+erXqlULtWrVAoAC3y8M2RPGnTt3qk1nZ2cjOjoa2traqFChAhNGIiIi+qhlZmYiMzNTrUxPTw96enr56mZlZeHixYsYPXq0VKZUKuHj44PTp0//ZzHKnjBevnw5X1lqaiq6deuGNm3ayBARERERFTdyPullypQpCAwMVCsLCAjA+PHj89VNSEhAbm4urK2t1cqtra0RHh7+n8Uoe8JYEBMTEwQGBqJly5bo0qWL3OEQERER/WdGjx4Nf39/tbKCWhflVCQTRgB48uQJnjx5IncYREREVAzIeQfjmy4/F8TS0hJaWlp49OiRWvmjR49gY2PzX4QHoAgkjPPnz1ebFkIgNjYWGzZsQPPmzWWK6u0d3r0Ve7f9gifJiShbviK6fjccFVzcC6x7bP8unAzei/t3bwMAHJ1c0b5bf7X6Qghs37Acxw7sQvqzNDhXqoLuA0fCpnRZqc73fq2QEB+rtuz23Qfgy/Z+AICsrEysWTAV0bfC8TDmDj6pUx9Dx81815te5OzZEYQdQeuQnJQIxwrO6DtkJFwqeRRY9270LWxctQS3Im8gPi4WvQcOR6v236rV2fLLKpw+EYz7d+9AV08PbpWrolu/71GmrINUJzkxAauXzMHlC2eQkf4MZewd0L5LL9Rv6AMAeBT7AEHrVuDqpXNITkqEhaUVvJu2QPsuvaGjo/Of7Qu5bQnaiA3rViMxIQEVnV3xw6gxqOxR5Y31jxw6gCWL5iP24QPYly2HQd8Pw6efeQEAcrKzsXjhPPz5xwk8uH8fRsZGqF3HE4OGDIPVa70CWzZvjNiHD9WWO3CwP7r17C1NCyHwy/o12LltC2JjH8LMzBxfdeiInr37veM9UHTs3Porgn5Zi6TEBDhVdMHg4aPh5l7w9wIAQo4cxKplCxEX+xBl7Mui78ChqFu/gfR+w9oFz9tvkD++6dJdmj79xwmsX7UUUbcioauri6qf1MSkma/O+xfPncHqZQtxO+om9PUN0OzzL9Hzu8HQ1pb9z9N/pk1VG3xTszQsSugi6vEzzDt2G2FxaQXWbVapFH5sVlGtLDNHhSbz1e9VK2dhgH6fOaBqGRNoKRW4k5iOn3aHI/5pVr5lTm9TCXUdzfHjb2H4IypJKh/s7QgPOxM4ljTE3aR09Pwl9B1sLb1rurq6qFGjBoKDg9G6dWsAgEqlQnBwMAYOHPifrVf2b+ScOXPUppVKJaysrODn56d2Q2dRdub4YWxcPhfdB42Ck4s7DuwKwrSxgzFjxVaYmlnkqx929SI8G/rC2a0KdHR1sXvrekwbMwhTlwbBwjLvD9+eretx6PfN6DssAFY2dti2fhmmjR2Macs2Q1f31a+Qdl36wrtZK2la3/DV2JUqlQq6unrw/bIDzv159D/cA0XHieCDWLloFgYMGwOXSh74betGjBveH8s2/gYz8/zHIvP5c9jYlUZ97yZYuaDgZPqvKxfxeZsOqOjqjtzcXKxfvgA/DfsOS9bvgL6BAQBg9qSxSEt7ip8mz4WpmTlCDu/HtPEjMGf5JlRwdsX9mDsQQoUBw8fCrkxZ3L19CwtmTMDzjOfoOcC/wPV+6A4d2Ic5M6dh9NjxqOxRBb9uXI9B3/XG9t/2waJkyXz1Q69cxphRwzFg8FB81qAhDuzbg+HfD8IvQdvgVNEZz58/R3j4DfTq8x0qurjiaeoTzJw2Bf5D+mPDr9vUltWv/yC0bve1NF3CUH1M15nTJuPM6T8xZNgIODk5IzX1CZ48SflP9kNRcPTwASyeOwP+o36Cm3sVbAvagB8G98WGrbthbpH/WPx19Qom/DQSffoPgeenXjhycC/G/jAEyzdsQfkKecnL9n3H1OY5d/okpv8cgAaNfKSy40cPY+bk8ej13RBUr1kbubm5iI66Kb1/KzICo4b2x7fde2P0+MlIePwIs6dORK5Khf5Dhv9He0NejZwtMcDLEbOCo3Aj9im+rm6HmW3d0XnNJaRkZBc4T1pmDr5dc0maFn97385UHws7eGDvX4+w+lQMnmXlwrGkIbJy/l4T+Lq6XQFLeGXfX4/gZmuMCpaG/2bz6D3x9/eHn58fatasidq1a2Pu3Ll49uyZ1Gu6a9euKF26NKZMmQIgr6PMjRs3pP8/ePAAV65cgZGREZycnAq1TtkTxujoaLlD+L/t37kJ3s1bw6tpSwBA90GjcOX8nzh+aLfU2ve6/iMnqk33HjIG5/84hutXzuMzn88hhMCBXUFo9U0P1PDMa13pN3w8BnRshounjsOzYVNpXgMDQ5hZWBYYl76+AboPyus+H3kjFOnPnr6T7S3Kdm3ZAN8v2qJJi9YAgAHDxuL86ZM4vHcXvv62R776zm6V4exWGQCwbtm8Apc5YeZitemhP05A5y8b4VbEDVSuVgMAEHY9FP39x0gtmd/49cZvW3/BrcgbqODsihp16qNGnfrSMmzsyuD+vTvYt2vrR5swbtywDq3bfo0vW7cFAIweOx5/nDiO33ftUGvteylo43p41vsUXbv1BAB8N3AIzp45hS1Bm/DjT+NhZGyMxctWq80zYvRY+HVuj7jYh7CxtZPKDUuUgKVlwc+ij74dhW1bg7B5++9wcHAEAJRGmXeyzUXV1k3r8XnrdmjeMq8jof+ocTjz50ns270Tnf165au/PegX1K5bX2op7NlvEC6cO4OdW37FsNF5I1eUtFQ/7/xx/Bg+qVEbdqXtAQA5OTlYMHsq+g0ahs9btZXqOZSvIP3/2JEDKO/kDL9e3wEAytiXRb9B/hj/43B06/UdDD/Chze0r2GHPX89wv7r8QCAWUei4FneHJ9XLoWN5x8UOI8QQFJ6wckkAPSuXxZnopOx9ORdqezhk+f56jlZlUCHGnboszEUu/rVzvf+/GN5f4/NDHWKZcIoZ6eXt9WhQwc8fvwY48aNQ1xcHKpVq4YDBw5IHWFiYmKgVL56NsvDhw/xySefSNMzZ87EzJkz4eXlhZCQkEKtU/YnvXzocrKzEX0zHO7VakllSqUS7tVq4VbYtUItIzPzOXJzc2BkbAIAeBz3EE+SE1H5k1dfaMMSRqjg4o6b4erL3L11Hfq198GYAd9iz7YNyM3NeQdb9WHKzs7GrcgwVKtZRypTKpWoVqMOwq9ffWfreZaWd+nIyMRUKnNzr4qTRw/iaeoTqFQqHA8+gKysTHhUq/nG5aSnpcH4tWV8TLKzsxAedh116npKZUqlErXreuLq1SsFznP1aihqv1YfADzrfYprb6gPAGlpT6FQKKTvzkvrVq9E4wZ10al9W6xfuwo5Oa++FyeOH0Pp0mXwx/EQfNncBy2bN8bE8WM/2hbG7OxsRITfQI1adaUypVKJGrXq4sa1gi85Xr8Wihq166qV1a5b7431kxITcObPk2jx5auRLW5GhCEhPh5KpQK9vv0abZt7Y8SQfrj9WgtjdlaW2hUTANDV00NWZiYiwm+89bYWddpKBZytjXDhbopUJgBcvPsE7rbGb5zPQFcLW3rVwLbeNTH5S1c4lDSQ3lMA8CxvgXvJGZjZthJ+61cLSztWwacV1K+o6GkrMa6FM+Yeva0x+aQPx8CBA3H37l1kZmbi7NmzqFPn1d++kJAQrF27Vpp2cHCAECLfq7DJIlAEWhjbtGkDRSHT+h07duQrK2jsoqzMTOi+p95FT1NToFLlwvRvlztNzS0Qe//uG+ZSF7R6IcwtLOH+IkFMSU4EAJj8bZkm5hZ48uI9AGjaqj0cnFxhZGyCmzeuYvPaxUhJSsC3ff7dKO4futQnyVDl5sLMXP0Sm5lFSdyPufNO1qFSqbBiwQxU8qgGh/KvmvFHBk7HtPEj0fELL2hpaUNPXx9jfp4NuzJlC1zOw/sx2L0jCD36f5zHKiU5Bbm5ufkuPVuULIk7b7iqkJiQAIuSlvnqJyYkFFg/MzMTC+bOgm/zz2FkZCSVd+jYBa5ulWBqaorQK5exaP4cJDx+DP8f8lrbH9y/j7jYhzhy+AACJ01Fbq4Ks2dMxchh32PpyrX/x1YXTU9S8r4XFn+79GxuURIxdws+FkmJCQXWT0oq+Fgc3Ps7DEsY4jPvV5ejHz64DwBYu2IJ+n//A2xs7bBl4zp8368Hftm2ByampqhVtz62Bf2C4IP70NDHF0mJCVi/cmleDAmP//U2F1WmBjrQViqQ/LeELSk9C2UtCv7xeC85A9MO3kRUQjpK6GnhmxqlsfibKvBbdxmP07JgbqgDQ10tdK5dBiv/jMHSk3dRx8EMP3/piiFb/0Lo/VQAwKCGjvjr4VO1exbp7z6gJkYZyN7CaGpqiuDgYFy4cEEqu3jxIo4ePQoTExOYmppKr4JMmTJFrY6pqSnWLp39vsL/v/2+ZR3OHD+M78dNz/dL+5+0aNsZlarUQFnHimj8eTt07jUEh3/fguys/Dc507uxZM4U3I2+hREB09TKf1m1GM/SnuLnOcswZ8VGtG7/LaaNH4E7r7WmvJTw+BECfhiATxs2QbOW7d5X6B+VnOxsjPphKIQQGDUmQO29b7t2Q81atVHR2QVftf8G3w8bgc1BG5H14nshhApZWVkI/HkqPqleEzVr1ca4wIm4cP4s7tz58G+RkcO+3Tvh4/u5Wi9PoVIBAL7t3htejZrAxc0dI8f9DIVCgZDggwCAWnXrod8gf8yeOhFNPq2BLl+1RJ36nwEAFErZ/zwVCddjn+Jg2GPcevwMofdTMXZ3OFIysvFllbzesC8bXP6ISsLWSw9x6/EzbDz/AKdvJ6PVizr1y1ugur0pFoTclm076MMnewujtbU12rdvj6VLl0JLSwsAkJubi/79+8PExAQzZszQOH9BYxdde5D/3o3/irGJGZRKLTxJVv/V9iQ5Cabm+W8mf93ebb9gz5Z1GDV5Ico6vuoF97KFLDU5Ceav3Z+YmpyEshWc37i8Ci86ZTyOj4VdmXL/ZnM+aCam5lBqaUkttC+lJCWq7cd/a8mcKTh/6gSmLlgNy1KvBkyNfXAPe3YEYdG6bSjnmNfqWN7JBdevXsaenZsxcPhYqW5iQjx+HNIbrpWrYuAPP/3fMRVVZuZm0NLSQlKi+rFISkzMd+/bSyUtLZGUmPCP9V8mi3GxD7FkxRq11sWCVPaogtycHDx8+AAODo6wtLSClrY2yr24fxEAHBzz7quLi30o3df4sTA1y/teJCWpH4vkpMQCOx8BgEVJy4LrF/A9unr5Iu7dvYOASeqdxkq+uIe0nOOrexZ1dXVhV7oM4uPipLL2nf3wdaeuSEx4DGNjE8TFPsSKRfNgV/rju6/0SUY2clQC5obqIyNYGOoi6VnhfujnqgRuxj9DaTP9V8vMVeFuYrpavbtJ6fCwy7tVo3pZU9iZ6WPvAPXbDCa2dMXVB6kYsvWvf7tJVIzI/hNu9erVGD58uJQsAoCWlhb8/f2xevVqDXPm0dPTg4mJidrrfV2OBgBtHR04VnTF9SvnpTKVSoXrVy7Aye3NQ1bs2boeu35dhRET56G8cyW196xs7GBqXlJtmenP0hAVcR0VXd+8zLtRN6FQKmFqav5/bNGHS0dHB07Obgi9eE4qU6lUCL10Dq7ubx7K5Z8IIbBkzhScPnkUk+Yuh41dabX3M5/n/UBRKtS/TkqlEkKopOmEx48wenAvOLlUwvejAtVuSP7Y6OjowtXNHefOnpHKVCoVzp89gypVqhU4T5UqVXH+tfoAcPbMKXi8Vv9lshgTcxeLl62Gmdk/f9YjI8KhVCphYZF3i0fVatWRm5OD+/dipDoxd+8AAGxf6zjzsdDR0YGLayVcOn9WKlOpVLh44QwqeVQtcB53j6pq9QHgwtnTBdbf+/sOOLtWgpOzi1q5s2sl6Ojq4t6LfQsAOTnZiIt9AGtbW7W6CoUCllaloKevj+BD+1DK2gYVXdzedlOLvByVQOSjNNQo++qKmQJ5Cd312MJ1SlQqgPKWhkh8kWDmqATCH6XB3txArV4ZcwPEPc27XWvjufvovv4Kem549QKAhcejMfVg/qsgxZVCId/rQyB7C2NOTg7Cw8Ph4qJ+sgkPD4dKpXrDXEVL8zadsGxWIBwruqHCi2F1MjMz4NXkCwDA0pkBMC9ZCh26DwAA7N6yDts3LEf/kRNhaW2LlBf3BekbGELfwBAKhQLNWn+DXUGrYV3aHqWs7bBtw1KYlbREjXp5vaZvhl1FVPh1uFWtAQODErgZdg0bl89Bfe9mKPFaB4AHd28jJycHaU9T8TwjHXejIgEA5TS0VH7IWrfvgjlTfkJFl0pwdquM37ZuxPOMDPi0yBt6aNaksShpWQrd+g4GkNch4N6dKABATnYOEhPicftmOPQNDKX7D5fMmYzjR/Zj7OS5MDQsgeQXrWCGRkbQ09NHmXIOsC1tj4Uzf0aP/kNhYmqG0yeP4cqFMxg3NW+8uZfJYikbO/ToPxSpKclSzOYl///Wz6Kocxc/jP9pNCq5V4Z7ZQ9s+mU9MjIy0LJ1XseIcWNGolQpawwckneF4JvOXdGnZ1f8sm4NPm3ghYMH9uHG9ev48ae8x2XlZGdjxPDvERF2A3MWLEGuKhcJL+5zMzU1hY6OLq6GXsZf166iZq06MCxRAtdCr2D2jKlo/nlLmLzoYFS7ridc3SphQsAY+P8wGkIITJs8AXXq1lNrdfyYfN2pK6YEjoGLmzvc3D2wLWgDnmdkoPkXrQEAkwN+hGWpUugz4HsAQLtvvsWQvt2xeeM61K3/GY4eOoCIsOsY9qP65f9naWk4HnwY3xUwBE4JIyN82bY91qxYhFLWNrC2tUXQhrUAgIaNX430ELRhDWp71odCocTJkCPYtG4VAibPVGtE+JhsufgQo5tVRMSjNITFpeHr6nYw0NHCvhe9pn9sVhEJaVlY/kfePfB+de1xI/Yp7qdkwFhPG9/ULA0bEz3sufZq0OZfLzzA+M9dEPogFZfvPUEdBzPUK2+BIVvyOkkmpWcX2NHlUWomYlNf9QEobaYPAx0tWBjqQk9bC05Web3U7ySmI0f15qF4qHiQPWHs3r07evbsiaioKNSundfp4+zZs5g6dao0nlBRV9erCVKfJGP7L8vxJCkR5So4Y8TEedIl6YT4R1C81voUvHcHcnKyMX/SKLXltOncC+2+7QMA+OLrrsh8/hyr509GeloanN2rYsTEedJ9jto6ujh9/DB2bFyB7OxsWFnboVmbjmjeppPaMmeMG6o2uPeYgXmDUv+y/xw+Rg0a++JJSjJ+Wb0EyUkJKO/kggkzF0tjzT1+FAvlaz/nkhLiMbjnN9L0jqD12BG0HpWr1cDU+asAAPt2bQUAjB6sPvzI96MD4dO8FbS1dTB++kKsWzYfE0cPQUZGOmxLl8XQHyeilmfe/VhXLpxB7IN7iH1wD93a+aotZ8+JK+98PxQFTZu1QHJyMpYuno/EhAQ4u7hhweLlKPkiQY6Li1VrZa1a7RNMmjIDixfOw6IFc2Bfthxmzl0Ap4p5P27i4+NxIiRvPNFO7dWfM7905TrUrFUburq6OHRgH5YvXYTsrCzYlS6DTl380LlLN6muUqnEnPlLMH3qz+jTowsMDAxRr/5n+H74iP94j8inUZNmSElOwprli/IG7nZ2xfR5S6VORo8exUKhfPW9qFylGn6aOBWrli7EysXzUNq+HH6eMU8ag/Glo4f3QwiBxr4FP2Thu8H+0NLSwuTxo5GZmQk3dw/MXrRKbXSAs6f+wIY1K5CdnYUKFV0waeZ81Kn32X+wF4qGo5EJMDPURo96ZWFhqItbj59h+I7rUkcYa2M9CPEqOTPW08YPTSrAwlAXTzNzEPkoDf1/vYa7SRlSnZO3kjDrSBS+rV0GQ7wdEZOUgXG7w3Ht4dsNpTaiiRM+sX91bFZ3qQYAaL/yAuJSM98w18fjA2nok41CvP7JlIFKpcLMmTMxb948xMbmJTa2trYYMmQIhg0b9q9+ZZ6/zUcKFhVmJXTlDoFeY2NatJ5NWpylZRbfIbCKmg6rzv9zJXovTvjX/+dK/5GHKfJ1GLUzK/p/K2VvYVQqlRgxYgRGjBiB1NS87v8mJib/MBcRERHRu/Oh3EsoF9kTxtcxUSQiIiIqej7ebppERERE9E4UqRZGIiIiIjko2O1FI7YwEhEREZFGbGEkIiIiYgOjRrInjPPnzy+wXKFQQF9fH05OTmjQoMFHO4grERERUVEne8I4Z84cPH78GOnp6TA3z3vMV3JyMgwNDWFkZIT4+HiUL18ex44dg729vczREhERERU/st/DOHnyZNSqVQs3b95EYmIiEhMTERkZiTp16mDevHmIiYmBjY0Nhg4dKneoRERE9JFSyPj6EMjewjh27Fhs374dFSpUkMqcnJwwc+ZMtGvXDrdv38b06dPRrl07GaMkIiIiKr5kTxhjY2ORk5P/EVk5OTmIi4sDANjZ2eHp07d7JiYRERFRYfFJL5rJfkna29sbffv2xeXLl6Wyy5cv47vvvkOjRo0AANeuXYOjo6NcIRIREREVa7InjKtWrYKFhQVq1KgBPT096OnpoWbNmrCwsMCqVasAAEZGRpg1a5bMkRIREdHHSiHjvw+B7JekbWxscPjwYYSHhyMyMhIA4OLiAhcXF6mOt7e3XOERERERFXuyJ4wvubq6wtXVVe4wiIiIiOhvZE8Yc3NzsXbtWgQHByM+Ph4qlUrt/aNHj8oUGRERERUbH8aVYdnInjAOGTIEa9euxeeff47KlStDwW5KREREREWK7AljUFAQtmzZghYtWsgdChERERVTbK7STPZe0rq6unBycpI7DCIiIiJ6A9kTxmHDhmHevHkQQsgdChEREREVQPZL0n/88QeOHTuG/fv3w93dHTo6Omrv79ixQ6bIiIiIqLhgFwrNZE8YzczM0KZNG7nDICIiIqI3kD1hXLNmjdwhEBERUTH3oTxxRS6yJ4wvPX78GBEREQDynvRiZWUlc0REREREBBSBTi/Pnj1Djx49YGtriwYNGqBBgwaws7NDz549kZ6eLnd4REREVAwoFPK9PgSyJ4z+/v44fvw4du/ejZSUFKSkpOC3337D8ePHMWzYMLnDIyIiIir2ZL8kvX37dmzbtg0NGzaUylq0aAEDAwO0b98eS5YskS84IiIiIpK/hTE9PR3W1tb5ykuVKsVL0kRERERFgOwJo6enJwICAvD8+XOpLCMjA4GBgfD09JQxMiIiIiICisAl6blz56JZs2YoU6YMqlatCgAIDQ2Fvr4+Dh48KHN0REREVBx8KJ1P5CJ7wujh4YGbN29i48aNCA8PBwB07NgRnTt3hoGBgczREREREZGsCWN2djZcXV2xZ88e9O7dW85QiIiIiOgNZE0YdXR01O5dJCIiIpIDn/SimeydXgYMGIBp06YhJydH7lCIiIiIqACy38N4/vx5BAcH49ChQ/Dw8ECJEiXU3t+xY4dMkREREVFxwU4vmsmeMJqZmaFdu3Zyh0FEREREbyBbwhgdHQ1HR0esWbNGrhCIiIiIAIB3MP4D2e5hrFChAhwdHdGjRw/88ssvuH//vlyhEBEREZEGsrUwHj16FCEhIQgJCcGvv/6KrKwslC9fHo0aNYK3tze8vb0LfGQgEREREb1fsiWMDRs2RMOGDQEAz58/x6lTp6QEct26ddIYjdevX5crRCIiIioueE1aI9k7vQCAvr4+GjVqhE8//RTe3t7Yv38/li1bJj35hYiIiIjkI2vCmJWVhTNnzuDYsWMICQnB2bNnYW9vjwYNGmDhwoXw8vKSMzwiIiIqJjhwt2ayJYyNGjXC2bNn4ejoCC8vL/Tt2xebNm2Cra2tXCERERERUQFkSxhPnjwJW1tbNGrUCA0bNoSXlxdKliwpVzhERERE9AayDauTkpKC5cuXw9DQENOmTYOdnR08PDwwcOBAbNu2DY8fP5YrNCIiIipmFAr5Xh8ChRBCyB0EADx9+hR//PGHdD9jaGgoKlasiL/++uutl3X+9pP/IEL6N8xK6ModAr3GxlRP7hDohbTMHLlDoBc6rDovdwj0wgn/+rKt+1mWfOlQCd2inzUWiV7SAFCiRAlYWFjAwsIC5ubm0NbWRlhYmNxhERERUTFQ9FM2ecmWMKpUKly4cAEhISE4duwY/vzzTzx79gylS5eGt7c3Fi1aBG9vb7nCIyIiIqIXZEsYzczM8OzZM9jY2MDb2xtz5sxBw4YNUaFCBblCIiIiIqICyJYwzpgxA97e3nB2dpYrBCIiIqI8vCatkWwJY9++feVaNRERERG9hSLT6YWIiIhILnzSi2ayjcNIRERERP/OokWL4ODgAH19fdSpUwfnzp3TWH/r1q1wdXWFvr4+PDw8sG/fvrdaHxNGIiIiKvY+pIG7N2/eDH9/fwQEBODSpUuoWrUqfH19ER8fX2D9U6dOoWPHjujZsycuX76M1q1bo3Xr1m811nWRGbj7XeLA3UUHB+4uWjhwd9HBgbuLDg7cXXTIOXD3cxm/kvpveYNgnTp1UKtWLSxcuBBA3lCF9vb2GDRoEEaNGpWvfocOHfDs2TPs2bNHKqtbty6qVauGpUuXFmqdbGEkIiIiklFmZiZSU1PVXpmZmQXWzcrKwsWLF+Hj4yOVKZVK+Pj44PTp0wXOc/r0abX6AODr6/vG+gX5KDu91CpvKncI/7fMzExMmTIFo0ePhp4eW4XkxGNRdHxMx8JY/8Nuff+YjoWcrVrvysd0POTytq1879L4n6cgMDBQrSwgIADjx4/PVzchIQG5ubmwtrZWK7e2tkZ4eHiBy4+LiyuwflxcXKFjZAtjEZWZmYnAwMA3/sKg94fHoujgsSg6eCyKFh6PD9vo0aPx5MkTtdfo0aPlDkvNR9nCSERERPSh0NPTK3TLsKWlJbS0tPDo0SO18kePHsHGxqbAeWxsbN6qfkHYwkhERET0gdDV1UWNGjUQHBwslalUKgQHB8PT07PAeTw9PdXqA8Dhw4ffWL8gbGEkIiIi+oD4+/vDz88PNWvWRO3atTF37lw8e/YM3bt3BwB07doVpUuXxpQpUwAAQ4YMgZeXF2bNmoXPP/8cQUFBuHDhApYvX17odTJhLKL09PQQEBDAm5eLAB6LooPHoujgsShaeDyKlw4dOuDx48cYN24c4uLiUK1aNRw4cEDq2BITEwOl8tVF5Hr16mHTpk0YO3YsfvzxR1SsWBG7du1C5cqVC73Oj3IcRiIiIiJ6d3gPIxERERFpxISRiIiIiDRiwkhEREREGjFhpA+eg4MD5s6dK3cYREQEnpM/VkwYZdStWzcoFApMnTpVrXzXrl1QKBQyRfX+NGzYEN9//32+8rVr18LMzKzQyzl//jz69Onz7gJ7x952e97G+PHjUa1atULVjYuLw6BBg1C+fHno6enB3t4eLVu2zDc2V1HxX+43ejMhBHx8fODr65vvvcWLF8PMzAz379+XIbJ3Y+nSpTA2NkZOTo5UlpaWBh0dHTRs2FCtbkhICBQKBaKiot5zlB+GN31Hi/o5mf4dJowy09fXx7Rp05CcnCx3KB8sKysrGBoayh1GgbKzs+UOAQBw584d1KhRA0ePHsWMGTNw7do1HDhwAN7e3hgwYMC/Xm5WVlaB5UVluz8URWl/KRQKrFmzBmfPnsWyZcuk8ujoaIwYMQILFixAmTJlZIzw/+Pt7Y20tDRcuHBBKjt58iRsbGxw9uxZPH/+XCo/duwYypYtiwoVKuRbzps++1S0z8n07zFhlJmPjw9sbGykwTULsn37dri7u0NPTw8ODg6YNWvWe4xQXt26dUPr1q0xc+ZM2NraomTJkhgwYIDaH9i/X/5QKBRYtmwZvvjiCxgaGsLNzQ2nT5/GrVu30LBhQ5QoUQL16tVTazV42VK3bNky2Nvbw9DQEO3bt8eTJ0+kOiqVChMmTECZMmWgp6cnjXv10p07d6BQKLB582Z4eXlBX18fGzduRPfu3fHkyRMoFAooFArpYfIbNmxAzZo1YWxsDBsbG3Tq1Anx8fHS8l62bgQHB6NmzZowNDREvXr1EBERASDv131gYCBCQ0OlZa9du7bA/di/f38oFAqcO3cO7dq1g7OzM9zd3eHv748zZ85I9WJiYtCqVSsYGRnBxMQE7du3V3uc1Mv9tHLlSjg6OkJfX1/a50uWLMGXX36JEiVKYNKkSQCA3377DdWrV4e+vj7Kly+PwMBAtZadlJQU9O3bF9bW1tDX10flypWxZ88ehISEvHG//V1UVBRatWoFa2trGBkZoVatWjhy5IhaHQcHB0yePBk9evSAsbExypYtqzZgbVZWFgYOHAhbW1vo6+ujXLly0ndy+PDh+OKLL6S6c+fOhUKhUDv2Tk5OWLlypTS9cuVKuLm5QV9fH66urli8eLH03ps+J0WJvb095s2bh+HDhyM6OhpCCPTs2RNNmzbFJ598gubNm8PIyAjW1tbo0qULEhISpHm3bdsGDw8PGBgYoGTJkvDx8cGzZ89k3Bp1Li4usLW1RUhIiFQWEhKCVq1awdHRUe37EBISAm9vbwCvzkWTJk2CnZ0dXFxcAADXrl1Do0aNpO3t06cP0tLSpGUU5hwWGxuLzz//HAYGBnB0dMSmTZv+8bJubm4u/P39YWZmhpIlS2LEiBHw8/ND69atpToFLaNatWpq36WUlBT06tULVlZWMDExQaNGjRAaGiq9HxoaCm9vbxgbG8PExAQ1atTAhQsXNH5H/77ewp5XNmzYAAcHB5iamuKbb77B06dP37j9JANBsvHz8xOtWrUSO3bsEPr6+uLevXtCCCF27twpXh6aCxcuCKVSKSZMmCAiIiLEmjVrhIGBgVizZo2Mkb8bXl5eYsiQIfnK16xZI0xNTYUQefvIxMRE9OvXT4SFhYndu3cLQ0NDsXz5cql+uXLlxJw5c6RpAKJ06dJi8+bNIiIiQrRu3Vo4ODiIRo0aiQMHDogbN26IunXrimbNmknzBAQEiBIlSohGjRqJy5cvi+PHjwsnJyfRqVMnqc7s2bOFiYmJ+PXXX0V4eLgYMWKE0NHREZGRkUIIIaKjowUA4eDgILZv3y5u374t7ty5I+bOnStMTExEbGysiI2NFU+fPhVCCLFq1Sqxb98+ERUVJU6fPi08PT1F8+bNpfUdO3ZMABB16tQRISEh4vr16+Kzzz4T9erVE0IIkZ6eLoYNGybc3d2lZaenp+fbn4mJiUKhUIjJkydrPB65ubmiWrVq4tNPPxUXLlwQZ86cETVq1BBeXl759lOzZs3EpUuXRGhoqLTPS5UqJVavXi2ioqLE3bt3xYkTJ4SJiYlYu3atiIqKEocOHRIODg5i/Pjx0vrq1q0r3N3dxaFDh0RUVJTYvXu32Ldvn8jMzHzjfvu7K1euiKVLl4pr166JyMhIMXbsWKGvry/u3r2r9hmxsLAQixYtEjdv3hRTpkwRSqVShIeHCyGEmDFjhrC3txcnTpwQd+7cESdPnhSbNm0SQgjx+++/C1NTU5GTkyOEEKJ169bC0tJSjBw5UgghxP379wUAcfPmTSGEEL/88ouwtbWVPgPbt28XFhYWYu3atW/8nDx8+FDjsZFLq1atRMOGDcX8+fOFlZWViI+PF1ZWVmL06NEiLCxMXLp0STRp0kR4e3sLIYR4+PCh0NbWFrNnzxbR0dHi6tWrYtGiRW88dnLp1KmTaNq0qTRdq1YtsXXrVtGvXz8xbtw4IUTe90tPT086bn5+fsLIyEh06dJF/PXXX+Kvv/4SaWlpwtbWVrRt21Zcu3ZNBAcHC0dHR+Hn5yctuzDnMB8fH1GtWjVx5swZcfHiReHl5SUMDAzUzmt/N23aNGFubi62b98ubty4IXr27CmMjY1Fq1atpDp/PzcKIUTVqlVFQECA2rpbtmwpzp8/LyIjI8WwYcNEyZIlRWJiohBCCHd3d/Htt9+KsLAwERkZKbZs2SKuXLmi8Tv6+noLe14xMjKS9uOJEyeEjY2N+PHHH//pUNJ7xIRRRi8TRiGEqFu3rujRo4cQQj1h7NSpk2jSpInafD/88IOoVKnSe431v1DYhLFcuXLSH2shhPj6669Fhw4dpOmCEsaxY8dK06dPnxYAxKpVq6SyX3/9Vejr60vTAQEBQktLS9y/f18q279/v1AqlSI2NlYIIYSdnZ2YNGmSWqy1atUS/fv3F0K8SgTmzp37xu3R5Pz58wKAdNJ9mTAeOXJEqrN3714BQGRkZEhxV61aVeNyz549KwCIHTt2aKx36NAhoaWlJWJiYqSy69evCwDi3Llz0vp0dHREfHy82rwAxPfff69W1rhx43xJ6oYNG4Stra0QQoiDBw8KpVIpIiIiCoynsPutIO7u7mLBggXSdLly5cS3334rTatUKlGqVCmxZMkSIYQQgwYNEo0aNRIqlSrfspKTk4VSqRTnz58XKpVKWFhYiClTpog6deoIIfISxNKlS0v1K1SoICWbL02cOFF4enoKId78OSmKHj16JCwtLYVSqRQ7d+4UEydOVEu0hBDi3r17AoCIiIgQFy9eFADEnTt3ZIq4cFasWCFKlCghsrOzRWpqqtDW1hbx8fFi06ZNokGDBkIIIYKDgwUA6YeHn5+fsLa2FpmZmdJyli9fLszNzUVaWppUtnfvXqFUKkVcXJw0n6ZzWFhYmAAgzp8/L71/8+ZNAUBjwmhrayumT58uTWdnZ4syZcq8VcJ48uRJYWJiIp4/f65Wp0KFCmLZsmVCCCGMjY2lpPnv3vQdfX29hT2vGBoaitTUVKnODz/8IH3HqGjgJekiYtq0aVi3bh3CwsLUysPCwlC/fn21svr16+PmzZvIzc19nyHKxt3dHVpaWtK0ra2t2qXbglSpUkX6/8tHJXl4eKiVPX/+HKmpqVJZ2bJlUbp0aWna09MTKpUKERERSE1NxcOHDws8Fn8/ZjVr1izUdl28eBEtW7ZE2bJlYWxsDC8vLwB5l2/etC22trYA8I/b/zpRyIc5hYWFwd7eHvb29lJZpUqVYGZmpraN5cqVg5WVVb75/77doaGhmDBhAoyMjKRX7969ERsbi/T0dFy5cgVlypSBs7NzobelIGlpaRg+fDjc3NxgZmYGIyMjhIWFadyPCoUCNjY20n7s1q0brly5AhcXFwwePBiHDh2S6pqZmaFq1aoICQnBtWvXoKuriz59+uDy5ctIS0vD8ePHpWP37NkzREVFoWfPnmrb/fPPP+frOFHYz4mcSpUqhb59+8LNzQ2tW7dGaGgojh07prZtrq6uAPJuDahatSoaN24MDw8PfP3111ixYkWRvD+7YcOGePbsGc6fP4+TJ0/C2dkZVlZW8PLyku5jDAkJQfny5VG2bFlpPg8PD+jq6krTYWFhqFq1KkqUKCGV1a9fXzpvvKTpHBYREQFtbW1Ur15det/JyQnm5uZvjP/JkyeIjY1FnTp1pDJtbe23/kyFhoYiLS0NJUuWVDum0dHR0ufV398fvXr1go+PD6ZOnfrWHYAKe15xcHCAsbGxNF2Y8zy9X3yWdBHRoEED+Pr6YvTo0ejWrZvc4bwXJiYmavcIvpSSkgJTU1NpWkdHR+19hUIBlUqlcdmvz/Oyx3lBZf+0nH/j9T8eb/Ls2TP4+vrC19cXGzduhJWVFWJiYuDr65vvZvr/N+6KFStCoVAgPDy80PNo8qbt+3t5WloaAgMD0bZt23x19fX1YWBg8E7iGT58OA4fPoyZM2fCyckJBgYG+OqrrzTuR0D9c1S9enVER0dj//79OHLkCNq3bw8fHx9s27YNQF6CERISAj09PXh5ecHCwgJubm74448/cPz4cQwbNkzaZgBYsWKF2h9zAGoJA1C4z0lRoK2tDW3tvD8VaWlpaNmyJaZNm5avnq2tLbS0tHD48GGcOnUKhw4dwoIFCzBmzBicPXsWjo6O7zv0N3JyckKZMmVw7NgxJCcnSwm/nZ0d7O3tcerUKRw7dgyNGjVSm+/fHrN/cw57F5RKZb4fjK/fO5mWlpbvfs6XXvZ+Hj9+PDp16oS9e/di//79CAgIQFBQENq0afNOY5VrH1HhsYWxCJk6dSp2796N06dPS2Vubm74888/1er9+eefcHZ2zvcH6EPj4uKCS5cu5Su/dOnS/93q9G/ExMTg4cOH0vSZM2egVCrh4uICExMT2NnZFXgsKlWqpHG5urq6+VqDw8PDkZiYiKlTp+Kzzz6Dq6vrv/o1XdCy/87CwgK+vr5YtGhRgZ0PUlJSAOR91u7du4d79+5J7924cQMpKSn/uI0FqV69OiIiIuDk5JTvpVQqUaVKFdy/fx+RkZH/etuAvGPQrVs3tGnTBh4eHrCxscGdO3feOl4TExN06NABK1aswObNm7F9+3YkJSUBALy8vPDHH38gODhYGnqlYcOG+PXXXxEZGSmVWVtbw87ODrdv3863zUUpYfq3qlevjuvXr8PBwSHf9r1MphQKBerXr4/AwEBcvnwZurq62Llzp8yR5+ft7Y2QkBCEhISoDafToEED7N+/H+fOnZM6vLyJm5sbQkND1b5Xf/75p3TeKAwXFxfk5OTg8uXLUtmtW7c0tsyamprC1tYWZ8+elcpycnJw8eJFtXpWVlaIjY2VplNTUxEdHS1NV69eHXFxcdDW1s53PC0tLaV6zs7OGDp0KA4dOoS2bdtizZo1AAr3HX3X5xWSDxPGIsTDwwOdO3fG/PnzpbJhw4YhODgYEydORGRkJNatW4eFCxdi+PDhMkb6bnz33XeIjIzE4MGDcfXqVURERGD27Nn49ddfpRab90lfXx9+fn4IDQ3FyZMnMXjwYLRv3x42NjYAgB9++AHTpk3D5s2bERERgVGjRuHKlSsYMmSIxuU6ODggLS0NwcHBSEhIQHp6OsqWLQtdXV0sWLAAt2/fxu+//46JEye+dcwODg6Ijo7GlStXkJCQgMzMzALrLVq0CLm5uahduza2b9+OmzdvIiwsDPPnz4enpyeAvB77Lz+Dly5dwrlz59C1a1d4eXn9q8un48aNw/r16xEYGIjr168jLCwMQUFBGDt2LIC8JKxBgwZo164dDh8+LLXwvex9XNB+K0jFihWxY8cOXLlyBaGhoejUqdNbt0y8/NyFh4cjMjISW7duhY2NjdTK0qBBAzx9+hR79uxRSxg3btwIW1tbtR84gYGBmDJlCubPn4/IyEhcu3YNa9aswezZs99yDxY9AwYMQFJSEjp27Ijz588jKioKBw8eRPfu3ZGbm4uzZ89i8uTJuHDhAmJiYrBjxw48fvwYbm5ucoeej7e3N/744w9cuXJFamEE8j6Xy5YtQ1ZW1j8mjJ07d5bOG3/99ReOHTuGQYMGoUuXLtKtMP/E1dUVPj4+6NOnD86dO4fLly+jT58+MDAw0Dge75AhQzB16lTs2rUL4eHh6N+/v/Tj76VGjRphw4YNOHnyJK5duwY/Pz+1hgYfHx94enqidevWOHToEO7cuYNTp05hzJgxuHDhAjIyMjBw4ECEhITg7t27+PPPP3H+/HnpeBbmO/quzyskHyaMRcyECRPU/thVr14dW7ZsQVBQECpXroxx48ZhwoQJH8Vl6/Lly+PEiRMIDw+Hj48P6tSpgy1btmDr1q1o1qzZe4/HyckJbdu2RYsWLdC0aVNUqVJFbTiUwYMHw9/fH8OGDYOHhwcOHDiA33//HRUrVtS43Hr16qFfv37o0KEDrKysMH36dFhZWWHt2rXYunUrKlWqhKlTp2LmzJlvHXO7du3QrFkzeHt7w8rKCr/++muB9cqXL49Lly7B29sbw4YNQ+XKldGkSRMEBwdjyZIlAPJahn777TeYm5ujQYMG8PHxQfny5bF58+a3jgsAfH19sWfPHhw6dAi1atVC3bp1MWfOHJQrV06qs337dtSqVQsdO3ZEpUqVMGLECKnFoqD9VpDZs2fD3Nwc9erVQ8uWLeHr66t2P1hhGBsbY/r06ahZsyZq1aqFO3fuYN++fVAq806R5ubm8PDwgJWVlXTPXoMGDaBSqdSSDQDo1asXVq5ciTVr1sDDwwNeXl5Yu3btR9HC+LKVPTc3F02bNoWHhwe+//57mJmZQalUwsTEBCdOnECLFi3g7OyMsWPHYtasWWjevLncoefj7e2NjIwMODk5qSV3Xl5eePr0qTT8jiaGhoY4ePAgkpKSUKtWLXz11Vdo3LgxFi5c+FaxrF+/HtbW1mjQoAHatGmD3r17w9jYWBq2qiDDhg1Dly5d4OfnB09PTxgbG+e7TDx69Gh4eXnhiy++wOeff47WrVurjSmpUCiwb98+NGjQAN27d4ezszO++eYb3L17F9bW1tDS0kJiYiK6du0KZ2dntG/fHs2bN0dgYCCAwn1H3/V5heSjEIW9I57oIzZ+/Hjs2rULV65ckTsUIirm7t+/D3t7exw5cgSNGzcu9HzdunVDSkoKdu3a9d8FR8UWO70QERHJ6OjRo0hLS4OHhwdiY2MxYsQIODg4oEGDBnKHRiRhwkhERCSj7Oxs/Pjjj7h9+zaMjY1Rr149bNy4MV/PYSI58ZI0EREREWnETi9EREREpBETRiIiIiLSiAkjEREREWnEhJGIiIiINGLCSEREREQaMWEkov9bt27d0Lp1a2m6YcOG+P777997HCEhIVAoFPkekfY6hULxVgMbjx8/HtWqVfu/4rpz5w4UCgUHhieiDxYTRqKPVLdu3aBQKKBQKKCrqwsnJydMmDABOTk5//m6d+zYUehnYxcmySMiInlx4G6ij1izZs2wZs0aZGZmYt++fRgwYAB0dHQwevTofHWzsrKgq6v7TtZrYWHxTpZDRERFA1sYiT5ienp6sLGxQbly5fDdd9/Bx8cHv//+O4BXl5EnTZoEOzs7uLi4AADu3buH9u3bw8zMDBYWFmjVqhXu3LkjLTM3Nxf+/v4wMzNDyZIlMWLECPx9/P+/X5LOzMzEyJEjYW9vDz09PTg5OWHVqlW4c+cOvL29AQDm5uZQKBTo1q0bAEClUmHKlClwdHSEgYEBqlatim3btqmtZ9++fXB2doaBgQG8vb3V4iyskSNHwtnZGYaGhihfvjx++uknZGdn56u3bNky2Nvbw9DQEO3bt8eTJ0/U3l+5ciXc3Nygr68PV1dXLF68+I3rTE5ORufOnWFlZQUDAwNUrFgRa9aseevYiYjeF7YwEhUjBgYGSExMlKaDg4NhYmKCw4cPA8h7RJmvry88PT1x8uRJaGtr4+eff0azZs1w9epV6OrqYtasWVi7di1Wr14NNzc3zJo1Czt37kSjRo3euN6uXbvi9OnTmD9/PqpWrYro6GgkJCTA3t4e27dvR7t27RAREQETExMYGBgAAKZMmYJffvkFS5cuRcWKFXHixAl8++23sLKygpeXF+7du4e2bdtiwIAB6NOnDy5cuIBhw4a99T4xNjbG2rVrYWdnh2vXrqF3794wNjbGiBEjpDq3bt3Cli1bsHv3bqSmpqJnz57o378/Nm7cCADYuHEjxo0bh4ULF+KTTz7B5cuX0bt3b5QoUQJ+fn751vnTTz/hxo0b2L9/PywtLXHr1i1kZGS8dexERO+NIKKPkp+fn2jVqpUQQgiVSiUOHz4s9PT0xPDhw6X3ra2tRWZmpjTPhg0bhIuLi1CpVFJZZmamMDAwEAcPHhRCCGFrayumT58uvZ+dnS3KlCkjrUsIIby8vMSQIUOEEEJEREQIAOLw4cMFxnns2DEBQCQnJ0tlz58/F4aGhuLUqVNqdXv27Ck6duwohBBi9OjRolKlSmrvjxw5Mt+y/g6A2Llz5xvfnzFjhqhRo4Y0HRAQILS0tMT9+/elsv379wulUiliY2OFEEJUqFBBbNq0SW05EydOFJ6enkIIIaKjowUAcfnyZSGEEC1bthTdu3d/YwxEREUNWxiJPmJ79uyBkZERsrOzoVKp0KlTJ4wfP15638PDQ+2+xdDQUNy6dQvGxsZqy3n+/DmioqLw5MkTxMbGok6dOtJ72traqFmzZr7L0i9duXIFWlpa8PLyKnTct27dQnp6Opo0aaJWnpWVhU8++QQAEBYWphYHAHh6ehZ6HS9t3rwZ8+fPR1RUFNLS0pCTkwMTExO1OmXLlkXp0qXV1qNSqRAREQFjY2NERUWhZ8+e6N27t1QnJycHpqamBa7zu+++Q7t27XDp0iU0bdoUrVu3Rr169d46diKi94UJI9FHzNvbG0uWLIGuri7s7Oygra3+lS9RooTadFpaGmrUqCFdan2dlZXVv4rh5SXmt5GWlgYA2Lt3r1qiBuTdl/munD59Gp07d0ZgYCB8fX1hamqKoKAgzJo1661jXbFiRb4EVktLq8B5mjdvjrt372Lfvn04fPgwGjdujAEDBmDmzJn/fmOIiP5DTBiJPmIlSpSAk5NToetXr14dmzdvRqlSpfK1sr1ka2uLs2fPokGDBgDyWtIuXryI6tWrF1jfw8MDKpUKx48fh4+PT773X7Zw5ubmSmWVKlWCnp4eYmJi3tgy6ebmJnXgeenMmTP/vJGvOXXqFMqVK4cxY8ZIZXfv3s1XLyYmBg8fPoSdnZ20HqVSCRcXF1hbW8POzg63b99G586dC71uKysr+Pn5wc/PD5999hl++OEHJoxEVGSxlzQRSTp37gxLS0u0atUKJ0+eRHR0NEJCQjB48GDcv38fADBkyBBMnToVu3btQnh4OPr3769xDEUHBwf4+fmhR48e2LVrl7TMLVu2AADKlSsHhUKBPXv24PHjx0hLS4OxsTGGDx+OoUOHYt26dYiKisKlS5ewYMECrFu3DgDQr18/3Lx5Ez/88AMiIiKwadMmrF279q22t2LFioiJiUFQUBCioqIwf/587Ny5M189fX19+Pn5ITQ0FCdPnsTgwYPRvn172NjYAAACAwMxZcoUzJ8/H5GRkbh27RrWrFmD2bNnF7jecePG4bfffsOtW7dw/fp17NmzB25ubm8VOxHR+8SEkYgkhoaGOHHiBMqWLYu2bdvCzc0NPXv2xPPnz6UWx2HDhqFLly7w8/ODp6cnjI2N0aZNG43LXbJkCb766iv0798frq6u6N27N549ewYAKF26NAIDAzFq1ChYW1tj4MCBAICJEyfip59+wpQpU+Dm5oZmzZph7969cHR0BJB3X+H27duxa9cuVK1aFUuXLsXkyZPfanu//PJLDB06FAMHDkS1atVw6tQp/PTTT/nqOTk5oW3btmjRogWaNm2KKlWqqA2b06tXL6xcuRJr1qyBh4cHvLy8sHbtWinWv9PV1cXo0aNRpUoVNGjQAFpaWggKCnqr2ImI3ieFeNOd6kREREREYAsjEREREf0DJoxEREREpBETRiIiIiLSiAkjEREREWnEhJGIiIiINGLCSEREREQaMWEkIiIiIo2YMBIRERGRRkwYiYiIiEgjJoxEREREpBETRiIiIiLS6H+1IQ+s74tRFAAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-20 **********\n","o1-mini/shots-20\n","不是 1522\n","是 1012\n","不重要 237\n","问法错误 121\n","回答正确 92\n","回答: 不是 5\n","回答: 回答正确 4\n","回答: 问法错误 3\n","回答: 是 1\n","**不是** 1\n","回答错误 1\n","**回答:** 不是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
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z5cly7dg27d+/Gn3/+ienTp+e7DT6HkYiIiEiJtLS0oKWlla+6ZmZmUFNTQ3R0tFR5dHQ0rKysZK4zZcoU9OjRA3379gUAlCtXDqmpqejfvz8mTZoEofDr/YfsYSQiIiIqIJNeNDU1UalSJRw/flxSJhKJcPz4cVSrVk3mOu/evcuVFKqpqQEAxGJxvrbLHkYiIiKiAsTPzw8+Pj6oXLkyPDw8EBISgtTUVPj6+gIAevbsCWtra8l9kC1atMCCBQtQoUIFeHp6IjIyElOmTEGLFi0kiePXMGEkIiIiKkA6deqE2NhYBAQEICoqCu7u7jh8+LBkIsyzZ8+kehQnT54MgUCAyZMn4+XLlzA3N0eLFi0wc+bMfG9TIM5vX2QBolMrQNkh0AcPD0xWdgj0GSM9DWWHQB8kpWYqOwT6oIg2+05UhYG28u6U0/GapbRtpx3P/2xlZeE9jEREREQkF/+sIiIiIvrGdzoXFjw6RERERCQXexiJiIiIBAJlR6DS2MNIRERERHIxYSQiIiIiuTgkTURERMRJL3Lx6BARERGRXOxhJCIiIuKkF7nYw0hEREREcjFhJCIiIiK5OCRNRERExEkvcvHoEBEREZFcKtfDKBaLAQAC3nxKREREPwvzDrlUJmEMCwvD3Llz8eDBAwCAo6Mjxo4dix49eig5svwZ0MYDo7rUgKVJEdx6GA2/kD9x5d7LPOsP7VAN/VpXQQlLQ8QnvcOev+9gym9/IT0jK99tWpoUwazBDVG/sj30dbXw7/M4zAk7jb1/3wUAlLQygr9PHdStaAdL0yJ4HfcGW4/ewOyw08jMyv5xB0PJ9uzciu2b1yMhPg72pZ0wfLQ/nMuWy7P+qeNHsPa3pYh6/QrFS5RE/yGjULVGbcnn9TxlrztgqB869/AFADx/9gShi+fj9s1wZGVmws7BEb0HDEWFyh651ktOTkLfbu0QFxuDA3+dRRF9g/+4x6pr+9bN2LBuDeLj4uDoVAbjJ06Gazm3POsfO3IYy5cuwquXL1HSxgbDR41Brdp1JJ+LxWKsWLYEe3btxJs3KShfoSImTpkKGxtbSZ17d+9g0YL5uHPnFtSEQng1aIjR4yZAV1cPABBx/z7WrVmJ8GvXkJSUiGLFrNG+Y2d07dHzhx0HVaCM7wUAnD9zGmFrQ/Eo8l9oamqifIXKmDF3sdx2pkyfg/oNm3zLbhYIO7ZtxqYNaxEfF4fSjmUwdsIklJXzvfjr6GGELluM169eokRJGwwbORo1auV8L7IyM7Fi6SKcPXMaL1+8QBH9IvDwrIahI0bD3MICAHD18iUM7Osjs+31m3egrGs5rFyxFKtCl+X6XFtbB/9cvPYd9poKOpUYkl6wYAEGDRqEpk2bYseOHdixYwcaN26MgQMHYuHChcoO76va13fF7KGNMXP9KVTrG4qbkVHYP78nzI30ZNbv5F0O0wd4Y9a6k3DvvgQDZ+9F+/quCOrvrVCbqye1hWMJM3Tw34LKPsuw7+972BTYEeVLWwEAnEqaQSgUYOi8/ajYYynGLTmEvq2qSG3nV3Pi2GGsWDQXPn0GYuWGHbB3cMS4EQOQmBAvs/7tm+GYPmU8mrZoi1VhO1Gzdn1MGTcCjx8+kNT5/eBJqWXc5CAIBALUrv/pOE70G4rs7GwsWLYav23YDvvSjpg4eigS4uNybXPujADYOzh+/51XMUcOHcT8Of/DgEFDsGXnbjg6OWHwgL5IiJd9LsKvX4P/uNFo3aY9tu7cg7r1veE3fCgiH/wrqbN+7Wps3bwREwOmIWzLDujo6GDIgL5IT08HAMTERGNg394oUbIkNm7ZjmWhq/EwMhIBk/wlbdy7ewcmJqaY8b852LX3D/TpPxBLFi3Ati2bfuwBUSJlfS/+PnEMwYH+aNK8NVZv2oUlKzfCq1HTXNsbP2W6VFs169T//gdBRRw9fBAh82aj74Ah2Ljtd5R2csKwQf3y/F7cCL+OyRPGoFWbdti0fTfq1PPCmJHDJN+L9+/f4/79u+jTfxA2bv8dcxYsxtMnTzB6xGBJG27u7jh0/LTU0qptexSzLg6Xsq4AgO4+vrnqlLKzh1fDRj/+oKgKgVB5SwGgElEuWbIEK1aswOzZs9GyZUu0bNkSc+bMwfLly7F48eKvN6BkwztVx7oDV7Hx4HXcfxKLYfMOIO19JnyaVZRZv6prSZy//Rzb/7qFZ1FJOH75IXb8dQuVna0VarOqawks330RV+69xJPXiZgd9jeS3r5HBadiAIBjlyIxIHgvjl9+iCevE/Hn2Qgs2nYWreo4/9gDokQ7t4ahWat2aNKiDWzt7OE3IQDa2jo4dGCPzPq/b98Ej6o10LmHL2xK2aH3wGEo7eSCPTu3SuqYmJpJLWdPn4R7JQ8Usy4BAEhOSsSL50/RtWcf2Jd2QvGSNug/ZBTev0+T+gULAPt+3463b9+gY/deP+wYqIpNYevRtn0HtGrTDvb2DpgUEAhtbW3s3fO7zPpbN21E9Ro14dO7D+zs7TFk2Ag4u7hg25bNAHJ6F7dsDEO//gNRr74XHJ2cMH3WbMTGxODk8b8AAP/8fQrq6urwnxwA21J2KFuuHCYFTMPxY0fx7NlTAEDrtu0wzn8SKlfxQPESJdCsRUu0bN0WJ/469nMOjBIo43uRnZWFpQv+hwHDRqNl244oUdIWtnb2qOfdONf2iujrS7WlqaX1Yw6ECtiycQNat+2Alq3bws7eAf6Tp0FbWxv79+6WWX/b5jBUq14TPXr1QSk7ewwaOgJlnJ2xc9sWADnHbtlva9GgURPY2pZCOTd3jPWfjHt37yDq9SsAgIaGJszMzCWLkaERTp88gRat2khu/9LV1ZOqkxAfj8ePHqJVm3Y/58CQylOJhPH169eoXr16rvLq1avj9evXSogo/zTU1VDBsShOXH0oKROLxThx5SE8yhaXuc6F289QwbGoJEG0LWqMRlUdcfjCA4XavHD7OdrXd4Wxvg4EAgE6eLlCW1Mdp68/yTNeAz1tJKSk/ZddVlmZmZn49/5dVPKoKikTCoWoWKUq7ty6IXOdu7duoFKVqlJlVapWz7N+QnwcLpz9B01btpGUGRgaoYSNLY4eOoC0tHfIzsrCgT07YWxsAscyLpJ6Tx49RNiaUPhPnQVhAfmL8ltlZmbg3t078Kz66XstFArhWbUabt4Il7nOzRvh8KwmfR2oVr2GpP7LFy8QFxcrVUdfXx+ubm6SOhkZGdDQ0IBQ+On4amlrAwDCr13NM963b97AwNBQkV0sMJT1vfg34h7iYmMgFAjQr0cHtGtaD+NHDsz1RxQALJo7C60a1sIg3y44uH+P5F72X01mZgbu37sDj6rVJGVCoRAeVavh1s1wmevcunkDVT6rDwBVq9fMsz4AvH37BgKBIM/bXU7/fRLJyUlo0bptnm3s270LJW1sUaFi5bx3iAoVlfit5eDggB07duQq3759O0qXLi133fT0dKSkpEgtYlGW3HW+JzNDXairqyEmIVWqPCYxFVam+jLX2f7XLUxfcwLHl/VBysmpuLdjFE6HP8bcjacVarP71B3QUFfDq4P+SD4RgCVjWqLTpK149DJB5nbtrE0wqJ0n1uy/8l92WWUlJyVClJ0NYxNTqXJjE1Mk5DH0lhAfJ7N+ooyhZAA4cnA/dPV0Ubvup2E3gUCA+UtW4UHEPTSrVxUNa1fGzq1hmL0oFPoGOUlIRkYGpk8Zh4HD/GBpVfS/7GaBkJiYiOzsbJiYSh9bU1MzxMfJPrZxcXG565t9qh8XFwsActv08KyK+Pg4bFi7BpmZGUhJTsbihfMBALGxsTK3G379Go4eOYR27TsquJcFg7K+F69fvgAAbFi9At19+2PW/KUoom+AkYN6IyU5WVLPt/8QBMych3lLVqJ2PW+EzJ2B3Tu2fNO+qrqkxCSZ3wsTU9M8vxfxcXEwNTXLd/309HQsDZmPhk2aoUiRIjLr7NuzC1Wr14ClpVWebRw++Efh610UCJS3FAAqMeklMDAQnTp1wunTp1GjRg0AwNmzZ3H8+HGZieTngoODERgYKFWmVqI2NGzq5LGG8tVyt8XYHrUxYsEfuHz3BeytTTFvRBO89qmD/234O9/tTO1bH0ZFtNFk5HrEJ6WiRS1nbArsCO+ha3DnUYxU3WJm+tg/rwd2n7qDdQfy7mkh+Q4d2APvRs2khszEYjFC5s6EsbEJFv22AVpaWvhz/25MHD0Uoeu3wdTMHKuWh8DG1g4NmrRQYvS/PnuH0giaGYz5c2ZjyaIFEAqF6NKtB0xNzaR6HT+KfPAvRg0fgv6DhqBajZpKiPjXIOt7IRKLAADdevVDnfoNAADjp8xAxxbeOHX8CFq2zUnQe/YZKFmntJMz0tLSsH3TOrTr1O0n7sGvISszE/5jR0EsFmPCpKky60RHR+HCubMInpv3/IBTJ/5C6rtUNGvZ+gdFSgWRSiSM7dq1w8WLF7FgwQLs3bsXAODs7IxLly6hQoUKctf19/eHn5+fVJlFk//9qFBziUt+h6ysbFiYSE9wsTDWQ1T8G5nrTO3rha1Hb2D9Hzkzz+48ioGujgaWjW2J2WGn89VmqWLGGNSuKir2WIJ7T3J6Tm49jEaN8jYY0MYTw+cfkKxX1FQfhxf74sLt5xgyZ/9323dVY2hkDKGaWq4b+RMT4mHyRW/JRyamZjLrG3/xFz0A3Lx+Fc+fPkHAjHlS5deuXMSFs6ex/9hZ6H34i96xjAuuXjyPI3/uQ1efvrh+5RIeP3wAr+of7pP7MOTWqlFtdO/VD779h3zTPqsqY2NjqKmp5bqRPz4+DqZmuY8tAJiZmeWuH/epvpmZOQAgIT4e5uYWUm06OX26L7dJsxZo0qwF4uPioKOrAwEE2BS2HsWLl5Bq++HDSAzo44t27Tui34BB376zKk5Z3wtT05zzZVvKXlKmqamJotbFERMdlWe8zmXdsHHtb8jIyICmpqb8nStgjIyNZH4vEuLj8/xemJqZIf6Lnl1Z9T8mi1GvX2H5qnV59i4e2LsbhoZGqF2nXp5x7t29C7Vq1cnVs/nL+8VvFfqvVOboVKpUCZs3b8bVq1dx9epVbNq06avJIgBoaWnBwMBAahEIf14enJmVjev/vka9SnaSMoFAgHqV7HDpzguZ6+hoa0Akkr5HR5T98fmT+WtTV1sjZ70v7vXJFokhFH7q3i5mpo8jS3xxPeIV+gf/uvcGAYCGhgYcy7jg2uWLkjKRSIRrly+gbLnyMtdxKVce165clCq7eum8zPoHD+yGYxkXODg6SZWnv38PALl6sIRCoeT8BP5vIVZv2oXVG3di9cadGDNxGgBg8W/r0bp9Z8V2tADQ0NCEs0tZXLx4XlImEolw6eIFuJV3l7mOW3l3XLpwXqrswvlzkvrWxYvDzMwcFz+r8/btW9y+eVNmm6ZmZtDV1cORw4egqaWFqp/d+/gw8gH6+/qgRavWGDpi1LfvaAGgrO+FYxkXaGhq4tmzJ5KyrKxMRL96Kfe2jIcP7kPfwOCXSxaBnO9FGeeyuHzxgqRMJBLh8sULKOfmLnOdcm7lpeoDwMUL56Tqf0wWnz17imW/rYWRkbHMtsRiMQ7s24OmLVpBXUNDZp2XL17g6uWLaFnYhqPpq5TawygUCr/6gG6BQICsrJ93T+K3WLz9HFZNbIOr91/hyr0XGNqhGnR1NBF2MKcHcfWktngVl4KA33Jmch48G4HhnarhxoPXuPRhSDqgb30cPBshSSS/1mbE0zhEPo/H0jEt4b/8COKT36FlLWd4VbZD2/E5s0qLmenjyOLeeBadBP9lR6QeyROd8PZnHqKfpkOXnvhf0CQ4OpeFs0s57Nq2Ee/fp6Fx89YAgFnTJsLc3AL9howEALTr1B0jB/pix+YNqFqjFk4cO4yIe3cw2l96OCf17Vv8ffwYBo0Yk2ubZcuVRxF9AwQHTkLPPgOhpa2FP/f+jtevXqBq9Zzn1ll/0buVnJQEALCxtftln8PYvWcvBEyaAJeyrnB1dcOWTRuQlpaGVh9utJ/sPx4WFhYYPmo0AKBL9x7o59sTYevXolbtujhy6E/cvXMHU6YFAci5FnTt0ROrV4aipI0trK2tsXzpYphbWKCe16d757Zt2YTy7hWgq6uLC+fPIWT+XAwb6Qd9g5zjHPngX/Tv0wvVq9dEd59eknsjhUI1mJiY/MxD9NMo43uhV6QIWrbpiPUrl8HCwgqWRYti+6b1AIC6Xg0BAOf+OYXEhHi4uLpBU1MLVy6dx+b1q9Gxm+xnBv4KuvbwQeAUfziXdUVZ13LYuikMaWlpaNE6Z8LQ1EnjYW5hiaEjckbOOnfriQF9emLThnWoWbsOjh4+iHt37mDilJxbsbIyMzF+zEjcv3cXC5esQLYoW/Jv2tDQEBoanxLvy5cu4NXLF2jdtn2e8e3f+zvMzMxRvWbtPOtQ4aTUhHHPHtmPdACA8+fPY/HixRCJRD8xom+z68RtmBnpIqBPfViaFMHNyCi0GrMRMYk5k1ZKWBpK9QT+L+xviMViTO3rhWLmBohLSsWfZyMwbdXxfLeZlS1C63EbMWNAA+z6XzcU0dHEw5cJ6DtrD458mG1dv4o9HEqYwqGEKR7uGSsVs06tgB99WJSifoPGSE5KwPqVy3IeUOxYBrNDQmHyYWglJvq1VA+sq5s7Jk//H9aGLsXqFYtgXcIG0+csQil76clWJ44dglgslvkwYUMjY8xZFIrVKxZj9JA+yMrKgq2dPWbMXZyr16UwadSkKRITE7Bi6RLEx8XCqYwzloWukgylRb1+JXUu3CtUxKzZ87BsSQiWLlqIkja2WLB4KRxKf3pmZa/efZGWloYZ0wLw5k0K3CtWwrLQVdD67N6527duIXTZErx79w62pewwKSAQzVu2knz+19EjSExIwJ9/7Meff3y6RaNosWI4ePTEjzwkSqOM7wUADBzuBzU1NQRP80d6ejqcXcth/vI1kslg6urq2LtrG5aFzIFYLIZ18ZIYNGIMmrfOO6Ep6Bo2boqkxET8tnzxhwfaO2Px8pWS4d+oqNcQfDZaUd69AmYEz8WKpYuwfMlClChpg3khSyTfi5iYGJw+lfPvtlvHNlLbCl29AZWqfHp5wP49v8PNvQJsS9lBFpFIhD/270XzVm2gpqb2Xfe7QOCQtFwCsYqNUUZERGDChAk4cOAAunXrhqCgINjY2CjUxq+aDBVEDw9MVnYI9BkjPdnDUPTzJaVmKjsE+qCItkrczk8ADLSVl7TptFiutG2nHRj89UpKpjLp9KtXr9CvXz+UK1cOWVlZCA8Px4YNGxROFomIiIgUxsfqyKX0hDE5ORnjx4+Hg4MD7ty5g+PHj+PAgQNwdXVVdmhEREREBCXfwzhnzhzMnj0bVlZW2Lp1K1q1avX1lYiIiIjop1JqwjhhwgTo6OjAwcEBGzZswIYNG2TW271b9js2iYiIiL4LTnqRS6kJY8+ePb/6WB0iIiIiUi6lJozr169X5uaJiIiIcrADSy72vxIRERGRXHz4FBERERHvYZSLR4eIiIiI5GLCSERERERycUiaiIiIiJNe5GIPIxERERHJxR5GIiIiKvT4XGj52MNIRERERHIxYSQiIiIiuTgkTURERIUeh6TlYw8jEREREcnFHkYiIiIidjDKxR5GIiIiIpKLPYxERERU6PEeRvnYw0hEREREcjFhJCIiIiK5OCRNREREhR6HpOVjDyMRERERycUeRiIiIir02MMoH3sYiYiIiEguJoxEREREJBeHpImIiKjQ45C0fOxhJCIiIiK52MNIRERExA5GudjDSERERERysYeRiIiICj3ewygfexiJiIiISC4mjEREREQkF4ekiYiIqNDjkLR87GEkIiIiIrnYw0hERESFHnsY5WMPIxEREVEBs2zZMtja2kJbWxuenp64dOlSnnXr1q0LgUCQa2nWrFm+t8eEkYiIiKgA2b59O/z8/DB16lRcu3YN5cuXR6NGjRATEyOz/u7du/H69WvJcvv2baipqaFDhw753iYTRiIiIir0ZPXA/axFUQsWLEC/fv3g6+sLFxcXhIaGQldXF2vXrpVZ38TEBFZWVpLl2LFj0NXVZcJIREREVFCkp6cjJSVFaklPT5dZNyMjA1evXoW3t7ekTCgUwtvbG+fPn8/X9tasWYPOnTtDT08v3zEyYSQiIiISKG8JDg6GoaGh1BIcHCwzzLi4OGRnZ8PS0lKq3NLSElFRUV/dzUuXLuH27dvo27dvPg9MDs6SJiIiIlIif39/+Pn5SZVpaWn9kG2tWbMG5cqVg4eHh0LrMWEkIiKiQk+Zj9XR0tLKd4JoZmYGNTU1REdHS5VHR0fDyspK7rqpqanYtm0bgoKCFI6RQ9JEREREBYSmpiYqVaqE48ePS8pEIhGOHz+OatWqyV13586dSE9PR/fu3RXeLnsYiYiIiAoQPz8/+Pj4oHLlyvDw8EBISAhSU1Ph6+sLAOjZsyesra1z3Qe5Zs0atG7dGqampgpvkwkjERERFXoF6U0vnTp1QmxsLAICAhAVFQV3d3ccPnxYMhHm2bNnEAqlB5EjIiJw5swZHD169Ju2KRCLxeL/HLmK0akVoOwQ6IOHByYrOwT6jJGehrJDoA+SUjOVHQJ9UESbfSeqwkBbeXfKmftuV9q2Y9d1Utq284vfEiIiIir0ClIPozJw0gsRERERycWEkYiIiIjk4pA0EREREUek5WIPIxERERHJxR5GIiIiKvQ46UU+9jASERERkVzsYSQiIqJCjz2M8v2SCePYyT2UHQJ9sP7qc2WHQJ/xq2Ov7BDog7fpWcoOgT54nylSdgj0gYG2trJDoDxwSJqIiIiI5PolexiJiIiIFMEhafnYw0hEREREcrGHkYiIiAo99jDKxx5GIiIiIpKLCSMRERERycUhaSIiIiKOSMvFHkYiIiIikos9jERERFTocdKLfOxhJCIiIiK52MNIREREhR57GOVjDyMRERERycWEkYiIiIjk4pA0ERERFXockpaPPYxEREREJBd7GImIiIjYwSgXexiJiIiISC4mjEREREQkF4ekiYiIqNDjpBf52MNIRERERHKpRMIYFhaG9PT0XOUZGRkICwtTQkRERERUmAgEAqUtBYFKJIy+vr5ITk7OVf7mzRv4+voqISIiIiIi+kglEkaxWCwzw37x4gUMDQ2VEBERERERfaTUSS8VKlSQdMd6eXlBXf1TONnZ2Xj8+DEaN26sxAiJiIioMCgoQ8PKotSEsXXr1gCA8PBwNGrUCEWKFJF8pqmpCVtbW7Rr105J0RERERERoOSEcerUqQAAW1tbdOrUCdra2soMh4iIiAop9jDKpxLPYfTx8QGQMys6JiYGIpFI6vOSJUsqIywiIiIigookjA8ePEDv3r1x7tw5qfKPk2Gys7OVFBkREREVCuxglEslEsZevXpBXV0df/zxB4oWLcpuYSIiIiIVohIJY3h4OK5evYoyZcooOxQiIiIi+oJKJIwuLi6Ii4tTdhhERERUSHF0Uz6VeHD37NmzMW7cOJw6dQrx8fFISUmRWoiIiIhIeVSih9Hb2xsA4OXlJVXOSS9ERET0M7CHUT6VSBhPnjyp7BCIiIiIKA8qkTDWqVNH2SEQERERUR5UImH86N27d3j27BkyMjKkyt3c3JQUERERERUGHJGWTyUSxtjYWPj6+uLQoUMyP+c9jERERETKoxKzpEeOHImkpCRcvHgROjo6OHz4MDZs2IDSpUtj//79yg6PiIiIfnECgUBpS0GgEj2MJ06cwL59+1C5cmUIhULY2NigQYMGMDAwQHBwMJo1a6bsEImIiIgKLZXoYUxNTYWFhQUAwNjYGLGxsQCAcuXK4dq1a8oMjYiIiAoBgUB5S0GgEgmjk5MTIiIiAADly5fHb7/9hpcvXyI0NBRFixZVcnREREREhZtKDEmPGDECr1+/BgBMnToVjRs3xubNm6GpqYn169crNzgiIiKiQk4lEsbu3btL/rtSpUp4+vQp7t+/j5IlS8LMzEyJkREREVFhUFAmnyiLSgxJBwUF4d27d5KfdXV1UbFiRejp6SEoKEiJkRERERGRSiSMgYGBePv2ba7yd+/eITAwUAkRERERUWHCSS/yqUTCKBaLZXYF37hxAyYmJkqIiIiIiIg+Uuo9jMbGxpKHVjo6OkoljdnZ2Xj79i0GDhyoxAiJiIiISKkJY0hICMRiMXr37o3AwEAYGhpKPtPU1IStrS2qVaumxAiJiIioMBAKC8jYsJIoNWH08fFBVlYWBAIB6tevjxIlSigzHCIiIiKSQen3MKqrq2PQoEEQiUTKDoWIiIgKKU56kU/pCSMAeHh44Pr168oOg4iIiIhkUIkHdw8ePBijR4/GixcvUKlSJejp6Ul97ubmpqTIiIiIqDDgg7vlU4kexs6dO+Px48cYPnw4atSoAXd3d1SoUEHy/0RERET0ybJly2BrawttbW14enri0qVLcusnJSVhyJAhKFq0KLS0tODo6IiDBw/me3sq0cP4+PFjZYdAREREVCBs374dfn5+CA0NhaenJ0JCQtCoUSNERETAwsIiV/2MjAw0aNAAFhYW2LVrF6ytrfH06VMYGRnle5sqkTDa2NgoOwQiIiIqxArSiPSCBQvQr18/+Pr6AgBCQ0Px559/Yu3atZgwYUKu+mvXrkVCQgLOnTsHDQ0NAICtra1C21SJhBEAHj58iJCQENy7dw8A4OLighEjRsDe3l7JkeXPg9N/4P6J3Xifkggj61Ko2H4ATG2cZNZ9ceMc7h7dgbdxryHKzoK+eTE41WsDW4/6kjqZ6Wm4uX89Xt68gIx3b6BnYonSdVrAoWZTAEBqfDT+COwjs/3qvhNQokJNyc+PL/6FiJN78SbmJTS0dVHCvSYqdRz0Hfdetdz/+wBuH/sdaSmJMCleCh4dB8HcVva5eHr9LG4d2Y6U2NcQZ2dB38IaZb3awN7TS1Jnw+CmMtet1KY3XBu0BwCkp77BxR0r8OLWRUAghI17DXh0GAANbR1J/Zd3ryL8j01Iev0MahoasHRwRZV2/VDE1PI77r1q2bZlMzasW4O4uFg4OpXBhIlTUE7OPclHjxzCsiWL8OrlS5S0scVIvzGoVbuO5HOxWIzlSxdj966dePMmBe4VKmJSwDTY2NhK6iQnJeF/s6bj71MnIRQK4dWgIcZPmATdz+6N/jfiPmbNCMKd27dgbGKCLl27w7dPvx9yDFTFn7u3Y/e2DUhMiEcpe0cMGDEeji6uMus+ffwQm9csx8N/7yEm6jX6Dh2DVh27SdXZuWkNzp0+gZdPn0BTSwtlXMuj18ARKF7SVlLn9cvnWLt8Ie7evI7MzExU9KyOASPGw9jEFAAQ/foVtm9YiRvXLiMpIR4mZuao27ApOvboK/ml9is68Ps27Nq6AYkJcbCzd8SgURPg5FJOZt2njyKxcc1yPIi4h5ioV+g/fCzadOwuVedW+FXs2rIekRH3kBAfiymzFqJ67U+/T7KyMrFh5VJcuXAGr1+9gJ6ePipU9oTvoBEwNZPdGzWqf3c8iozA0nXbYV+6zPc9AJRLeno60tPTpcq0tLSgpaWVq25GRgauXr0Kf39/SZlQKIS3tzfOnz8vs/39+/ejWrVqGDJkCPbt2wdzc3N07doV48ePh5qaWr5iVIl7GI8cOQIXFxdcunQJbm5ucHNzw8WLF1G2bFkcO3ZM2eF91bNrpxG+ZzXKNu6ChmMXwci6FP5eHoD3b5Jk1tfULQKXhh3hPWoeGo9filKe3ri0JQSv712V1AnfsxpR966has/RaDJxBRzrtsK1XaF4eesiAEDH2AwtZ2yUWlybdIO6lg6sXCpJ2ok4sQe3/giDs3d7NPFfjrpDZsDKueIPPR7K9PjK37j8+yqUb9YVLfyXwNjaDn8tmYK0PM6Flp4+yjXujKZj5qPFpOVwqOqNsxsX4uXdT+eiY/AmqaV6j5GAQACbCjUkdf5ZNwdJr5+hwbCZ8Bo0DdGRt3F+y2LJ52/ionAiNAhFncqjxcSlaDB0BtLfpuDkyhk/6lAo3eFDBzFvTjAGDB6CbTv3wMmpDAYN6IP4+HiZ9cOvX8OEsaPRpm17bN+1F/Xqe2HksCF48OBfSZ11a1Zh6+aNmDx1GjZt3QEdHR0M6t9H6kLrP34MHkZGInT1OixeFoprV64gaFqA5PO3b99iYL8+KFqsGLbu3I1Ro8chdPlS7Nqx/ccdDCX75/gRrF42H116DUDI6i0o5eCIgDGDkZSYILN++vv3sCpWHD4DhsPYxExmndvh19CsTSfMDQ3D9AUrkJ2VhYDRg/A+LQ0A8D4tDQGjB0MAAWaGrMScZeuQlZmJ6RNGSB6j9uLZY4jEYgwZMxnLwnah79DROLxvF8JWLvkxB0IF/H38MFYunYduvgOwZM02lHJwwmS/QUhKlP29eJ+ecy58Bw6Hsansc/E+LQ12Dk4Y7Ocv8/P09+/x8N/76OLTH0vXbsfkmQvw4tkTBI4fIbP+2uULYWJm/m07WIB9fPOcMpbg4GAYGhpKLcHBwTLjjIuLQ3Z2NiwtpTsbLC0tERUVJXOdR48eYdeuXcjOzsbBgwcxZcoUzJ8/HzNm5P93kEokjBMmTMCoUaNw8eJFLFiwAAsWLMDFixcxcuRIjB8/XtnhfVXEyb2wq94IdlUbwLBoSVTuOATqmlp4fEF2smtR2g3Fy1eHgVUJFDEvCse6rWBYrBTiHt2V1Il7fA+2HvVhUdoNeqaWsK/RGEbFSiHhac4vT6FQDToGxlLLi5vnUaJCTWho5fRqZbx7i1t/boJndz/YVK6LIuZFYWRdCtblPH/8QVGSuyf2oHSNxihdrSGMipZEtS5DoaaphchzR2XWt3J0g417dRgVLQkD86Jwqd8axtalEPPwjqSOjqGJ1PL8xgVYObpB36woACDp9TO8vHsV1bsNh3mpMrB0KAvPjgPx+OppvEvK+SUQ/ywSYpEIFVr0hIF5UZiWdEBZ73ZIePEIouysH39glGDjhnVo274jWrdpB3sHB0yeGghtbW3s3f27zPqbN4Whes1a6NW7L+zs7TF0+Eg4u7hg25ZNAHJ6FzdvDEO/AYNQr743HJ3KYEbwHMTGxODE8b8AAI8ePsTZM/9gatAMuLmVR8VKlTFh4mQcPvQnYmKiAQAH/9iPzMxMBE2fBQeH0mjStBm6dOuBjWHrfs6BUYK9OzahUfO28G7aCiVt7TF49CRoaWvj2J97ZdZ3dC6L3oNHobZXY2hoyu7pC5y3DN5NWsKmlD1KOThh5MRAxEZHITIi5zp291Y4YqJeYeTEQNjal4atfWmMmhiEyIi7uHkt5+b8Sp41MNI/EBU9qsGqWHF41qyLNp174vzpEz/kOKiCPds2okmLtmjYrDVsStlj2NjJ0NLWxtE/9sqs7+Tsir5D/FDXuwk0NDRl1qlSrSZ8+g9FjTpeMj/XK6KPWSG/obZXIxQvaQtnVzcM8vPHg4i7iIl6LVX38vkzuHb5PPoO8ftP+0mK8ff3R3JystTyeQ/ifyUSiWBhYYGVK1eiUqVK6NSpEyZNmoTQ0NB8t6ESCeO9e/fQp0/u4dXevXvj7t27MtZQHdlZmUh8HglLJ3dJmUAohKWTO+Ie3//q+mKxGNER4XgT8wLm9p+Gh8xKOePl7Ut4lxSXU+ffm3gT+wqWZWTPGk94Fomkl49gV7WhpCzq/nWIxSK8S47HwZkDsX+KD86t/R/eJcZ++w6rsOysTMQ/i0SxL85FsTLuiM3nuXh9Pxwp0S9g6SB7qC4tJREvbl9G6eqfjnPs4/vQ1CkCMxtHSVnRMhUgEAgQ+yQCAGBa0gECoQCR549BJMpGRloqHl46jqJO7hCqqcydId9NZkYG7t29g6rVqkvKhEIhqlatjps3ZD9z9WZ4OKpWlX4VaPUaNXEzPBwA8PLFC8TFxcKz6qc29fX1Uc6tvKTNGzeuQ9/AAGVdPw3veVarDqFQiFs3b36oE45KlStDQ1NTajtPHj9GSnLyf9txFZSZmYnIf++hfOVPfygKhUK4V/JExJ2b3207qW/fAgD0DXJe8ZqVmQEIBFJJjqamFgRCIe7eDJfbjr6BwXeLS5VkZmbiwb/34F65qqRMKBTCvXJV3PuO5yI/3r19C4FAAD19fUlZYkI8Fs0JxJgpM6Gtrf1T4ynstLS0YGBgILXIGo4GADMzM6ipqSE6OlqqPDo6GlZWVjLXKVq0KBwdHaWGn52dnREVFYWMjIx8xagSv6nMzc0RHh6O0qVLS5WHh4fLnO2jSjJSUyAWiaCtbyRVrq1vhJToF3mvl5aKA1N8kJ2VCYFQiEodBsHqs2SwYruBuLJ9CQ4E9IJAqAaBQIDKXYbBIo9E5tGFozCwLAEzO2dJWWp8FCAW497RnajQrh80tPVw+8+NOLVsChpNWAI19V/rHqH0tx/OhYGxVLm2vhGSo5/nuV5GWip2TuyB7Mycc1G18xAUy2PY/uGFv6ChrQMb90/D0WkpidDWN5SqJ1RTg5auPtJSEgEA+mZWaDB0Jv5eE4zzW5dALBLBvJQzvIcEfuvuqrTEpERkZ2fD1NRUqtzU1BSPHz+SuU5cXBxMvxhyMzU1RVx83IfPc/7QMTXL3WZcXE6d+Lg4mJiYSH2urq4OA0NDxH9YPy4uDtbWxb9ow0zymYGh9Lks6FKSEyHKzoaxsfRxMTIxxYtnT77LNkQiEVYtmQfncu6wsXMAADiVLQdtbR2sD12EHv2HAmJgw2+LIMrORsKHc/qlVy+e4Y/d29B78KjvEpeqkZwLE+l/w8Ympnjx9Oc9LSQjPR1rV4SgjncT6OkVAZDzB/OCmVPQrFUHOJYpi+jXL39aPKqioDyHUVNTE5UqVcLx48fRunVrADnfwePHj2Po0KEy16lRowa2bNkCkUgEoTCnr/Dff/9F0aJFoakpu+f6SyqRMPbr1w/9+/fHo0ePUL16Tu/B2bNnMXv2bPj5ye8Wl3WjaFZGBtTzeQCURUNLBw3HL0ZW+ntE/xuO8L1rUMTMChalcyYEPDh9APFPIlCz3xTomVgg9uFtXNsZCh1DU1h91oMGAFkZ6Xh29W+4NOokVS4WiyHKzkLFdv0l9y1W9RmH/ZN7IObBTRR1rgTKORct/JciKz0NryNu4PLvq6BvZgUrx9yTMx6cPwa7KvWglsfQUF7SkhNwfssi2Ht6oVSVush8/w7hf2zCqVWz0GD4zAJzoSKSJXRhMJ49jsTspZ+G9Q2NTDA+cA5WLJiFA79vhUAoRG2vxrB3dIZQmPvfe3xsDKaNHYoadb3RqEXbnxl+oZKVlYlZAWMhhhhDx0ySlO/ftQXv3qWiYw/ZkylJtfj5+cHHxweVK1eGh4cHQkJCkJqaKpk13bNnT1hbW0vugxw0aBCWLl2KESNGYNiwYXjw4AFmzZqF4cOH53ubKpEwTpkyBfr6+pg/f75kzL5YsWKYNm3aV3cmODgYgYHSvTS1uw1FnR75Pwj/haaeAQRCYa4JLu/fJEFb31j2SsgZKtU3LwYAMC5uh5SoF7h3bCcsSrshKyMdt/4IQ42+k1CsbBUAgJF1KSS+eIyI47tzJYwvws8iOyMdtlWk71/52NNmYFXyU5m+ITSLGPySw9JaRT6ciw+9eh+9f5MEHQOTPNbKORcGFjnnwqSEPZKjnuHWkR25EsboyNtIiX6BOn2kH1mgY2CM92+khzJF2dlIf/cGOh/Owf3Tf0BDWw+V2366GNfqNRa7JvVE3JMImJf6tWYhGhsZQ01NLdcEl/j4eJiZyb5x38zMDPFf9DzFx8fD7EPvn9mHm/Dj4+Jhbm4hVcepTM7xMzUzQ0KC9ESOrKwspCQnw/TD+mZmZrl6uD5uN6/YCjIDQ2MI1dSQ+MUEl6SE+Fw9Xd8idOH/cPncPwhesgZmFtI34Vf0qIZV2w4gOSkRamrqKKKvjx6tvWFVrJFUvfi4GEwc0Q9lXN0wdOyU/xyTqpKciwTp70ViQnyeE1q+p6ysTMyaMhYxUa/xv8WrJL2LAHDj2mXcv3MTLetXkVpneN+uqNegKcZM/nUn6H1UkP5u79SpE2JjYxEQEICoqCi4u7vj8OHDkokwz549k/QkAkCJEiVw5MgRjBo1Cm5ubrC2tsaIESMUmieiEvcwCgQCjBo1Ci9evJDc7PnixQuMGDHiqz0vsm4UrdFp4E+KHFBT14BxCQdE/3tDUiYWiRAdcQNmiiQBYhGyszJz/jM7G6LsrFz7LhAKIRaLc6366MJRFHP1yDUsam7nAgB4E/NpaDw99Q0y3qZAz1i1h/q/hZq6BkxLOuB1hPS5eB0RrlBCJhaLJeficw/OHYVpSQeYFLeTKjcvVQYZaW8R/+yBpOx1xA2IxWLJ43yyMtIhEOY+nx9j/NVoaGrC2aUsLl749IgHkUiEixfPw6287Ptw3dzdcfHCBamyC+fPwc3dHQBgXbw4zMzMcfHipzbfvn2LWzdvSNosX74C3qSk4O6d25I6ly5egEgkkjzOp3x5d1y9cgWZmZlS27EtVeqXG44GAA0NDTg4OuPm1YuSMpFIhBvXLsGp7Le/dlUsFiN04f9w/p8TmBnyG6yKWedZ19DIGEX09XHj6iUkJybAo8anRyXFx8Zg4vB+cHByxogJgVK/5H41GhoaKO3ojPAvzkX41Ytw/g/nIj8+JouvXjzDrJDfYGBoJPX5wBHjsWz9Dixbtx3L1m1H0NylAAD/wDnw6T/sh8ZG32bo0KF4+vQp0tPTcfHiRXh6frpP+dSpU1i/fr1U/WrVquHChQt4//49Hj58iIkTJ+b7kTqAivQwfhQTE4OIiJxJAmXKlIG5+den9ct6TtHPHo52qtcaFzcthEmJ0jC1cUTEqX3IyniPUp7eAIALG+dD19AUbi17AQDuHt0Bk5KlUcSsKERZmXh19zKeXD6JSh0HAwA0dHRh7uCK8H1roaahCV0TC8RG3sbTyyfg3rqv1LbfxL5C7MM7qD1gWq649C2sYV2uKq7tXokqnYZBXVsHtw5sgL5lcVjIGG79FbjUb4MzYQtgalMaZjaOuHdyH7LS0+FQrQEA4J/186BrZIpKrXO67W8d3g5Tm9LQNy+K7MxMvLxzBQ8vnkDVLkOk2s1Ie4en1/5B5bZ9c23TqGhJWLtUwrnNi1G1y1CIs7NwacdylKpUG7pGOT04xV2r4O6JvbhxcAtKVa6DzPdpuLZ/A/RMLGBSomA8a1RRPXx8MWXieJQt6wrXcm7YtHED0tLS0LpNznDjJP9xsLCwxIhRowEA3br3RJ9ePbBh/VrUrl0Hhw8dxJ3btzFlWhCAnD8su/XoiVW/rYBNSRtYFy+OZUsWwdzCAvW9cr5rdvb2qFGzFgKnTsHkgEBkZWUieOZ0NG7SDBYfer+aNGuB0OXLMC1gEnz79EPkgwfYvCkMY8d9vxmJqqZ1x+5YGBwABycXODq7Yt/OLXiflgbvpq0AAAtmToapmQV8BuSMzGRmZuL5k5x7TbMyMxEfF4NHDyKgraODYsVzRixWLAzG6b8OYdKshdDR1UPih15a3SJFoKWVM2Hir4P7UNymFAyNjHH/zk2sWjwXrTp0kzyrMT42Bv7D+8LCqih6D/ZDStKn0YGf0eOmDG0698D8mVNQukxZODm7Yu+OTUhPS0ODZq0BAPOmT4KpuQV8B+Y88iYzMxPPnjwE8OFcxMbg4YP70NHRlZyLtHfv8OrlM8k2ol+/xMMH96GvbwgLq6LIysrEzMljEPnvPQTOXgKRSCTpZdc3MISGhgYsrIpKxamjowsAKGpdHOYWv+6zYj/HW4PkU4mE8c2bNxg8eDC2bt0qeT6XmpoaOnXqhGXLlsFQxf/qL1mxNtLfJuP2wU05D+4uboc6g4IkQ8LvEmMhEHz6qzk7Ix1Xdy5HWlI81DQ0oW9RHFV7jkbJirUldar1Go+bBzbgQtg8ZLx7C11jC5Rr1gP2NZtIbfvxhWPQNTKTmjDzOc/ufri+ZxVO/zYNAoEQ5g6uqDMo8JecmQsApSrXwfu3KQj/Y+OHB3fbwXtokGRoODUxVtKzBwCZGe9xYdtyvEuKg5qGJgwtS6BWrzEoVbmOVLtPrv4NsRgoVaWuzO3W8h2Hi9uX4+iiiRB8eEajR4dPPd1FndxR23ccbh/bhdvHdkFdQwvmds5oMHQ61DVlz4Qr6Bo3aYrEhAQsX7oYcXGxcCrjjOW/rYbph2HfqNevIfzse+FeoSKC58zD0sUhWBKyACVtbBGyZBlKl/40+9y3Tz+kpaUhaFoA3rxJQYWKlbD8t9VSfzQGz56H4JnT0b+Pj+TB3RP8J0s+19fXR+iqNZg1IwhdOrSFkbExBgwcjPYdpe8B/pXU8mqE5KREbF67AokJ8bBzcELgvGWSIenY6Cipa1RCXCxG9Oks+XnPtjDs2RYGV/dKCF68GgBwaO9OAMDE4dIPPB/hHwjvJi0BAC+ePcGGlUvwNiUZFlbF0LFHH7T67KHT169cwOuXz/H65XP0aic9TH3gtOzZ9AVdHa/GSE5KxKbVy5GQEAd7BydMn79cci5ioqOkrlEJcTEY6vvp3+bvWzfg960bUM69MuYsXQMAeHD/DsYP//TH7Mol8wAA3k1aYvSk6YiPjcGFM6cAAEN8O0rFM3vxarhVlB6GJpJFIJY1xvmTderUCdevX8eSJUtQrVrOYzXOnz+PESNGwN3dHdu2bVOovYAjD75eiX4KbfVfd3ipIPKr82v2ZhZEz+LfKTsE+kD9Fx4GL2jszJX3OJ8Kgcp7/uf1qfW/XknJVKKb6Y8//sCRI0dQs+an19k1atQIq1atQuPGjZUYGRERERUGHJGWTyX+rDI1NZU57GxoaAhj47xnGhMRERHRj6cSCePkyZPh5+cn9Q7EqKgojB07FlOm/LqPWCAiIiLVoMx3SRcEKjEkvWLFCkRGRqJkyZIoWTJn1tezZ8+gpaWF2NhY/Pbbb5K6165dU1aYRERERIWSSiSMH19tQ0RERESqRyUSxqlTpyo7BCIiIirECsjIsNKoRML4ubdv30qexfiRgYGBkqIhIiIiIpVIGB8/foyhQ4fi1KlTeP/+vaRcLBZDIBAgOztbidERERHRr66gTD5RFpVIGLt37w6xWIy1a9fC0tKSJ42IiIhIhahEwnjjxg1cvXoVTk5Oyg6FiIiICiH2VcmnEs9hrFKlCp4/f67sMIiIiIhIBpXoYVy9ejUGDhyIly9fwtXVFRoaGlKfu7m5KSkyIiIiIlKJhDE2NhYPHz6Er6+vpEwgEHDSCxEREf0UnD8hn0okjL1790aFChWwdetWTnohIiIiUjEqkTA+ffoU+/fvh4ODg7JDISIiokKIfVXyqcSkl/r16+PGjRvKDoOIiIiIZFCJHsYWLVpg1KhRuHXrFsqVK5dr0kvLli2VFBkRERERqUTCOHDgQABAUFBQrs846YWIiIh+NM6fkE8lEsYv3x1NRERERKpDJRJGIiIiImViB6N8SksYFy9ejP79+0NbWxuLFy+WW3f48OE/KSoiIiIi+pLSEsaFCxeiW7du0NbWxsKFC/OsJxAImDASERHRD8V7GOVTWsL4+PFjmf9NRERERKpFJZ7DSERERESqSyUmvWRnZ2P9+vU4fvw4YmJics2aPnHihJIiIyIiosKAI9LyqUTCOGLECKxfvx7NmjWDq6sr7yMgIiIiUiEqkTBu27YNO3bsQNOmTZUdChERERVC7KySTyXuYdTU1ISDg4OywyAiIiIiGVQiYRw9ejQWLVoEsVis7FCIiIiI6AsqMSR95swZnDx5EocOHULZsmWhoaEh9fnu3buVFBkREREVBhySlk8lEkYjIyO0adNG2WEQERERkQwqkTCuW7dO2SEQERFRIcYORvmUmjAaGxvL7AI2NDSEo6MjxowZgwYNGighMiIiIiL6SKkJY0hIiMzypKQkXL16Fc2bN8euXbvQokWLnxsYEREREUkoNWH08fGR+7m7uzuCg4OZMBIREdEPxUkv8qnEY3Xy0rx5c9y/f1/ZYRAREREVaiox6SUv6enp0NTUVHYYRERE9ItjB6N8Kt3DuGbNGri7uys7DCIiIqJCTak9jH5+fjLLk5OTce3aNfz77784ffr0T46KiIiIChvewyifUhPG69evyyw3MDBAgwYNsHv3bpQqVeonR0VEREREn1Nqwnjy5Ellbp6IiIiI8kGlJ70QERER/QwckZZPpSe9EBEREZHysYeRiIiICj0huxjlYg8jEREREcnFhJGIiIiI5OKQNBERERV6HJGWjz2MRERERCQXexiJiIio0OObXuRjDyMRERERycUeRiIiIir0hOxglIs9jEREREQkFxNGIiIiIpKLQ9JERERU6HHSi3zsYSQiIiIiudjDSERERIUeOxjl+yUTxolepZUdAn2QnilSdgj0GeMqQ5UdAn2QeHmpskOgD14kpCk7BCKVxyFpIiIiIpLrl+xhJCIiIlKEAByTloc9jEREREQFzLJly2BrawttbW14enri0qVLedZdv349BAKB1KKtra3Q9tjDSERERIVeQXrTy/bt2+Hn54fQ0FB4enoiJCQEjRo1QkREBCwsLGSuY2BggIiICMnPij5GiD2MRERERAXIggUL0K9fP/j6+sLFxQWhoaHQ1dXF2rVr81xHIBDAyspKslhaWiq0TSaMREREVOh9OWT7M5f09HSkpKRILenp6TLjzMjIwNWrV+Ht7S0pEwqF8Pb2xvnz5/Pcv7dv38LGxgYlSpRAq1atcOfOHYWODxNGIiIiIiUKDg6GoaGh1BIcHCyzblxcHLKzs3P1EFpaWiIqKkrmOk5OTli7di327duHTZs2QSQSoXr16njx4kW+Y+Q9jERERERK5O/vDz8/P6kyLS2t79Z+tWrVUK1aNcnP1atXh7OzM3777TdMnz49X20wYSQiIqJCT5lvetHS0sp3gmhmZgY1NTVER0dLlUdHR8PKyipfbWhoaKBChQqIjIzMd4xKHZLOyspCWFhYrp0mIiIiotw0NTVRqVIlHD9+XFImEolw/PhxqV5EebKzs3Hr1i0ULVo039tVag+juro6Bg4ciHv37ikzDCIiIirkhAXoZdJ+fn7w8fFB5cqV4eHhgZCQEKSmpsLX1xcA0LNnT1hbW0vugwwKCkLVqlXh4OCApKQkzJ07F0+fPkXfvn3zvU2lD0l7eHggPDwcNjY2yg6FiIiISOV16tQJsbGxCAgIQFRUFNzd3XH48GHJRJhnz55BKPw0iJyYmIh+/fohKioKxsbGqFSpEs6dOwcXF5d8b1MgFovF331PFLBjxw74+/tj1KhRqFSpEvT09KQ+d3NzU7jN91nfKzr6r9IzRcoOgT5jVX24skOgDxIvL1V2CPTBi4Q0ZYdAHzhY6Cht223XXFXatnf3qaS0beeX0nsYO3fuDAAYPvzTLzKBQACxWAyBQIDs7GxlhUZERESFRAEakVYKpSeMjx8/VnYIRERERCSH0hNG3rtIREREyqbou5ULG5V408vGjRtRo0YNFCtWDE+fPgUAhISEYN++fUqOjIiIiIiUnjCuWLECfn5+aNq0KZKSkiT3LBoZGSEkJES5wREREVGhIBAobykIlJ4wLlmyBKtWrcKkSZOgpqYmKa9cuTJu3bqlxMiIiIiICFCBhPHx48eoUKFCrnItLS2kpqYqISIiIiIi+pzSJ72UKlVK5oO7Dx8+DGdnZyVFRURERIVJQXrTizIoPWH08/PDkCFD8P79e4jFYly6dAlbt25FcHAwVq9erezwiIiIiAo9pSeMffv2hY6ODiZPnox3796ha9euKFasGBYtWiR5qDcRERHRj8T+RfmUnjACQLdu3dCtWze8e/cOb9++hYWFhbJDIiIiIqIPlD7pZe3atZK3vejq6jJZJCIiIlIx3yVhTEpK+uZ1g4OD4eDggJIlS6JHjx5YvXo1IiMjv0dYRERERPkiEAiUthQECieMs2fPxvbt2yU/d+zYEaamprC2tsaNGzcUDuDBgwd49uwZgoODoauri3nz5sHJyQnFixdH9+7dFW6PiIiIiL4vhRPG0NBQlChRAgBw7NgxHDt2DIcOHUKTJk0wduzYbwrC2toa3bp1w8KFC7Fo0SL06NED0dHR2LZt2ze1R0RERKQIoUB5S0Gg8KSXqKgoScL4xx9/oGPHjmjYsCFsbW3h6empcABHjx7FqVOncOrUKVy/fh3Ozs6oU6cOdu3ahdq1ayvcHhERERF9XwonjMbGxnj+/DlKlCiBw4cPY8aMGQAAsVgseQ+0Iho3bgxzc3OMHj0aBw8ehJGRkcJtEBEREf0XBeVeQmVReEi6bdu26Nq1Kxo0aID4+Hg0adIEAHD9+nU4ODgoHMCCBQtQo0YNzJkzB2XLlkXXrl2xcuVK/Pvvvwq3RURERETfn8IJ48KFCzF06FC4uLjg2LFjKFKkCADg9evXGDx4sMIBjBw5Ert370ZcXBwOHz6M6tWr4/Dhw3B1dUXx4sUVbo+IiIiIvi+Fh6Q1NDQwZsyYXOWjRo365iDEYjGuX7+OU6dO4eTJkzhz5gxEIhHMzc2/uU0iIiKi/OKItHz5Shj379+f7wZbtmypUAAtWrTA2bNnkZKSgvLly6Nu3bro168fateuzfsZiYiIiFRAvhLG1q1b56sxgUCg8MSXMmXKYMCAAahVqxYMDQ0VWpeIiIjoe+CkF/nylTCKRKIfFsDcuXNzlSUlJbF3kYiIiEhF/KdXA75///4/ByDrzTEmJibf/OYYIiIiIvq+FE4Ys7OzMX36dFhbW6NIkSJ49OgRAGDKlClYs2aNwgHIenPM4cOH/9ObY4iIiIgUwTe9yKdwwjhz5kysX78ec+bMgaampqTc1dUVq1evVjiAvN4cM27cOFy+fFnh9oiIiIjo+1I4YQwLC8PKlSvRrVs3qKmpScrLly+P+/fvKxzAxzfHAMDhw4fh7e0N4NvfHENERESkKIFAoLSlIFD4OYwvX76U+UYXkUiEzMxMhQP4+OaY0qVLf5c3xxARERHR96Vwwuji4oJ//vkHNjY2UuW7du1ChQoVFA5g4cKFsLW1xfPnzzFnzpz//OYYIiIiIkUVjH4+5VE4YQwICICPjw9evnwJkUiE3bt3IyIiAmFhYfjjjz8UDuBHvDmGiIiIiL4fhRPGVq1a4cCBAwgKCoKenh4CAgJQsWJFHDhwAA0aNPimIB48eICTJ08iJiYm1zMfAwICvqlNIiIiIvo+FE4YAaBWrVo4duzYdwlg1apVGDRoEMzMzGBlZSV186dAIGDCSERERD+csIBMPlGWb0oYAeDKlSu4d+8egJz7GitVqvRN7cyYMQMzZ87E+PHjvzUUIiIiIvqBFE4YX7x4gS5duuDs2bOS1/clJSWhevXq2LZtG4oXL65Qe4mJiejQoYOiYRARERF9N+xglE/h5zD27dsXmZmZuHfvHhISEpCQkIB79+5BJBKhb9++CgfQoUMHHD16VOH1iIiIiOjnULiH8e+//8a5c+fg5OQkKXNycsKSJUtQq1YthQNwcHDAlClTcOHCBZQrVw4aGhpSnw8fPlzhNomIiIjo+1E4YSxRooTMB3RnZ2ejWLFiCgewcuVKFClSBH///Tf+/vtvqc8EAgETRiIiIvrhCsobV5RF4YRx7ty5GDZsGJYtW4bKlSsDyJkAM2LECMybN0/hAB4/fqzwOkRERET08+QrYTQ2NpbKvFNTU+Hp6Ql19ZzVs7KyoK6ujt69e6N169Y/JFAiIiKiH4UdjPLlK2EMCQn5oUG8ePEC+/fvx7Nnz5CRkSH12YIFC37otomIiIhIvnwljD4+Pj8sgOPHj6Nly5aws7PD/fv34erqiidPnkAsFqNixYo/bLtERERElD8KP1bnc+/fv0dKSorUoih/f3+MGTMGt27dgra2Nn7//Xc8f/4cderU4fMZiYiI6KcQCgRKWwoChRPG1NRUDB06FBYWFtDT04OxsbHUoqh79+6hZ8+eAAB1dXWkpaWhSJEiCAoKwuzZsxVuT1m2bdmMJg3qo0qFcujWuQNu3bwpt/7RI4fQqnljVKlQDu1at8A/p6VniIvFYixbsghedWrCo6Ib+vfphadPn0jVSU5Kgv+40ajuURE1q1bG1CkT8S41VarOvxH30atHV1SpUA4Nvepg3ZpV32V/VdnObZvRqokXanqUh2/3TrhzS/65+OvoYXRo3RQ1PcqjS/uWOPuP9LlYuWIpOrRuitpVK8KrlieGDPDF7Vs3pOokJydhiv9Y1KtRGfVremD6tEl49+7TuXj65DEG9fVB4/o1UdOjPFo3a4AVS0OQJeOJA7+SAR1r4/6fgUi8sBCnw8agclkbufWHdq2LG3umIOH8Ajw4NB1zRreFlqbsgZAxvg2Qdn0p5o5pJ1VuaaqPNdN74vGxWYg7Nx/ntoxHay93qTr3/wxE2vWlUssY3wb/aV9VHa9RquOP3dvg26EJWnt5YFT/7oi4eyvPuk8fR2Lm5NHw7dAEzWq5Y++OTbnq7Ni4BiP7dUX7htXRtUU9TPcfiRfPnkjVObR/FyYM64P2jWqgWS13vH0j3cET/folQv43Db07NkUbL0/06dQcm9Ysl/lUFCqcFE4Yx40bhxMnTmDFihXQ0tLC6tWrERgYiGLFiiEsLEzhAPT09CT3LRYtWhQPHz6UfBYXF6dwe8pw+NBBzJsTjAGDh2Dbzj1wciqDQQP6ID4+Xmb98OvXMGHsaLRp2x7bd+1FvfpeGDlsCB48+FdSZ92aVdi6eSMmT52GTVt3QEdHB4P690F6erqkjv/4MXgYGYnQ1euweFkorl25gqBpn969/fbtWwzs1wdFixXD1p27MWr0OIQuX4pdO7b/uIOhZMeOHETI/NnoO2AIwrb+jtKOThg+uB8SEmSfi5vh1zHFfwxatm6Hjdt2o049L4wdNQwPIz+di5I2thg7YTK27tqHles2oWgxawwb1BeJCQmSOgETx+HRw0gsCV2DBUtWIPzqFcwKmir5XF1dHU2bt8LiFauxc+9B+I31x77du7ByxdIfdzCUrH3Dipg9ug1m/nYI1brOxs1/X2L/8iEwNy4is36nxpUxfXgrzPrtENzbzsDAwM1o36gSgoa1zFW3kktJ9GlXAzf/fZHrs9XTe8LR1gIdRv6Gyh1mYd+JcGya3RvlnaTfQhW4/A/YevtLluVb/87V1q+C1yjVcfr4EaxaOh9dew3A4tVbUcrBEVNGD0ZSYoLM+unv38OqqDV6DRgBYxMzmXVuhV9FszadMP+3MMxYGIqsrCxM9huE92lpUu1U9KyBjj36yGzj+bMnEItEGDpmMpZv/B39ho3BoX27sGHlkv++0wWEQKC8pSBQOGE8cOAAli9fjnbt2kFdXR21atXC5MmTMWvWLGzevFnhAKpWrYozZ84AAJo2bYrRo0dj5syZ6N27N6pWrapwe8qwccM6tG3fEa3btIO9gwMmTw2EtrY29u7+XWb9zZvCUL1mLfTq3Rd29vYYOnwknF1csG1Lzl+OYrEYmzeGod+AQahX3xuOTmUwI3gOYmNicOL4XwCARw8f4uyZfzA1aAbc3MqjYqXKmDBxMg4f+hMxMdEAgIN/7EdmZiaCps+Cg0NpNGnaDF269cDGsHU/58AowZaNG9C6bQe0aN0WdvYOmDB5GrS1tXFg726Z9bdtCUPV6jXRo1cflLKzx8AhI1DG2Rk7tm2R1GnctDk8qlaHdfESsHcojZGjJyD17Vs8eBABAHj86CHOn/0Hk6ZOh2u58nCvUAljJkzGsSMHERsTAwCwLl4CLVq3haNTGRQtZo3adeujUdPmuH796o8/KEoyvHt9rNt9Dhv3X8D9R1EYNnMb0t5nwKd1NZn1q5YvhfPhj7D98BU8e52A4xfuY8fhK7l6JfV0NLFuVi8Mnr4VSSlpMtqxw/Jtf+PKnad48jIes1cfQdKbNFRwKSFV723qe0THv5Es795n5GrrV8FrlOrYs30jGrdoiwbNWqNkKXsMHTMZ2traOPrnXpn1HZ1d0WeIH+p4N4aGpobMOtPnL0eDpq1gU8oBdg5O8JsYhNjo14iMuCup07pjd3Ts3htlypaT2UZlzxoYNTEIFT2qo2ix4qhasy7adu6Jc38f/8/7TL8GhRPGhIQE2NnZAQAMDAyQ8KGXpWbNmjh9+rTCASxYsACenp4AgMDAQHh5eWH79u2wtbXFmjVrFG7vZ8vMyMC9u3dQtVp1SZlQKETVqtVx88Z1mevcDA9H1arSvzSr16iJm+HhAICXL14gLi4WnlU/tamvr49ybuUlbd64cR36BgYo6/rpy+9ZrTqEQqFkqOnGjXBUqlwZGpqaUtt58vgxUpKT/9uOq6DMzAzcv3cHVTw/HVuhUIgqntVw62a4zHVu3bwBD0/pc1G1Ws0862dmZmDv7ztQpIg+HB3LfGgjHPr6BnAp6yqpV8WzGoRCIW7fviGznefPnuLCuTOoWKmyAntYcGioq6GCcwmcuBghKROLxThxMQIebqVkrnPhxmNUcCkhSRBtrU3RqEZZHD5zR6peiH8nHP7nNk5+1rZ0O4/QvmElGBvoQiAQoEOjStDWUsfpKw+k6o32bYgXJ2fj/NbxGNXTC2pq/+mWbpXFa5TqyMzMROS/9+BeyVNSJhQK4V7ZE/fvyL9FQBGpqW8BAEUMDP9zO/r/sY2CRCAQKG0pCBR+cLednR0eP36MkiVLokyZMtixYwc8PDxw4MABGBkZKRzAx+QTyBmeDg0NVbgNZUpMSkR2djZMTU2lyk1NTfH48SOZ68TFxcHU1CxX/bj4uA+fx+aUmeVu8+MwfXxcHExMTKQ+V1dXh4GhIeI/rB8XFwdr6+JftGEm+czA8Ne6ECQlJiE7OxsmX5wLE1NTPH0i+wHx8XFxMPniXJiYmiLhi9sh/jl9EpPHj8H792kwMzPH0tA1MPpwz258XByMZZ0LA0PEf9FOn55dEHH/LjIyMtCmXUcMGPxrvsnIzLgI1NXVEJPwRqo8Jj4FTraWMtfZfvgKTI31cHzdKAgggIaGGlbu/Adz135613yHRpXgXqYEanafk+e2u49bi42ze+PV33OQmZmNd+8z0MlvFR49/3Qulm/9G9fvPUdiSiqqlrdD0LCWsDI3xPj5snuiCzJeo1RHSnIiRNnZMDKRPm5GxqZ4/sX9n99KJBJh5eK5cCnnDls7h29u59WLZzjw+zb0GTzqu8RFBZ/CCaOvry9u3LiBOnXqYMKECWjRogWWLl2KzMxMpTwzMT09XeqeGQAQq2lBS0vrp8dCv67KVTyxaftuJCUlYu/unfAfNwrrNm2HyRcX/q+ZNWcBUlNT8eDfCCxZOBebNqxFT9++PyjqgqVWpdIY27sRRgRvx+VbT2FfwgzzxrbH636N8b9Vh1Hc0ghzx7ZD80FLkZ6RlWc7U4c0h5G+DpoMWIz4pFS0qOuGTXN6w7t3CO5EvgIALN50QlL/9oNXyMjMwtJJXTBl8X5kZObdNpGqW7EgGE8fR2LusvXf3EZcbDQCxgxBzboN0Lhlu6+vQIWCwgnjqFGf/trw9vbG/fv3cfXqVTg4OMDNze27BpcfwcHBCAwMlCqbNGUqJgdM+ynbNzYyhpqaWq6bx+Pj42FmJvsGZTMzM8THx+Wu/+EvazMz85yyuHiYm1tI1XEqkzMMampmJrkd4KOsrCykJCfD9MP6ZmZmSMi1nTjJZ78aI2MjqKmpIeGLc5EQHw/TPPbXVMYxSoiPh8kX9XV0dFGipA1KlLRBOTd3tGvRCPv3/I5effrD1MxMagIM8OFcpCTn2q6lVVEAgJ29A0SibMyaPhXdevpCTU3tm/ZZVcUlvkVWVjYsTPSlyi1MDRAVL/vxW1MHN8PWPy9h/Z7zAIA7ka+gq6OFZZO7YPbqI6jgXBKWpgY4v2W8ZB11dTXUrGiPgZ1qw9BzJGyKmWJQ5zqo2G4G7j2KAgDc+vclalS0x4BOtTF85jaZ27586wk0NNRgU8wED57GfI9DoDJ4jVIdBobGEKqpIemLSXhJifEwNv3v+7tiYTAunT+N2UvWwsxCdk/+18THxcB/eD84u5bHsHFT/nNMBcmveVPK9/Ofj4+NjQ3atm2rlGQRyHmOY3JystQydrz/T9u+hqYmnF3K4uKF85IykUiEixfPw618BZnruLm74+KFC1JlF86fg5u7OwDAunhxmJmZ4+LFT22+ffsWt27ekLRZvnwFvElJwd07tyV1Ll28AJFIhHIfzkX58u64euWK1GMRLpw/B9tSpX65oR4A0NDQRBnnsrh86dOxFYlEuHLpAsq5uctcp5xbean6AHDxwrk860vaFYsls/vLubnjzZsU3Lv76V67K5cuQiQSwdW1fN5tiETIysqCWCT6yp4VPJlZ2bh+7znqeTpJygQCAep5OOLSTdm3B+hoa0IkEkuViT4cG4EAOHkpApXaz4Rn5/9Jlqt3nmLbwSvw7Pw/iERi6Grn3AsnEku3k50tlvuss/JOxZGdLULsF0PovwJeo1SHhoYGHBydEX71kqRMJBIh/OollCn77b9DxWIxViwMxvnTJzArZCWsill/UztxsdGYMKwvHJxcMNI/EEIhUyj6JF89jIsXL853g8OH/9x7srS0cg8/v//JI0o9fHwxZeJ4lC3rCtdybti0cQPS0tLQuk1bAMAk/3GwsLDEiFGjAQDduvdEn149sGH9WtSuXQeHDx3Endu3MWVaEICcX6zdevTEqt9WwKakDayLF8eyJYtgbmGB+l7eAAA7e3vUqFkLgVOnYHJAILKyMhE8czoaN2kGiw9/WTZp1gKhy5dhWsAk+Pbph8gHD7B5UxjGjvt5CfXP1rWHDwKn+MPZxRVlXcth2+YwpKWloXmrNgCAqZPHw8LCEkOG+wEAOnftiQF9e2Jz2DrUqFUHRw8fxL27dzAxIKfXOi3tHdat+g216taDmZk5kpKSsGv7FsTGRMOrQSMAQCk7e1SrUQuzgqZgwqRpyMrKwtz/TUeDRk1hbpHT+3L4zwNQU1eHQ2lHaGpq4u6d21i+eCEaNGwCdQ3ZMx8LusWbTmBVUA9cvfsMV24/wdCu9aCro4WwfTmJyOrpPfAqJhkBS/YDAA6evo3h3evhRsQLXLr1BPYlzBEwqDkOnr4FkUiMt+/Scffha6ltpKZlICE5VVIe8SQKkc9isHRyF/gv2IP45FS0rOcGr6pOaDsi5/5oT7dSqOJqg7+vPMCb1Peo6lYKs8e0w9aDl5H0Jves618Br1Gqo02nHlgwawpKl3GBo7Mr9u3cjPdpaWjQtBUAYP6MyTA1s0CvgTm/SzMzM/HsSc7j5rIysxAfG4OHD+5DR0cXxYqXBAAsXzALf/91CFNmhUBHV0/Sa6tXpAi0tLQBAAnxcUhMiMPrF88BAE8eRUJHVxcWlkWhb2CIuNho+A/vC3PLYugzZBSSkxIlMX95n/evqqBMPlGWfCWMCxcuzFdjAoFA4YQxKCgIY8aMga6urlR5Wloa5s6di4CAgDzWVB2NmzRFYkICli9djLi4WDiVccby31ZLhiOjXr+GUPDpLzX3ChURPGceli4OwZKQBShpY4uQJctQurSjpI5vn35IS0tD0LQAvHmTggoVK2H5b6ulkuPg2fMQPHM6+vfxgVAohFeDhpjgP1nyub6+PkJXrcGsGUHo0qEtjIyNMWDgYLTv2OknHBXlaNCoKRITE7FyxWLEx8XB0ckZi5avlNxIH/3FuXBzr4Dps+YidNkiLF+yECVK2mDuwiWwd8g5F0KhGp48eYQ/R+9FUlIiDI2M4FK2HFau3QR7h9KSdoJmzcHc4BkYMsAXAqEQ9b0aYvT4iZLP1dTVsHH9ajx7+gRiMWBVtCg6dO6GLt1/3Gs3lW3X0WswMy6CgEHNYGmqj5sRL9FqyDLJRJgSViZSPYr/W30YYrEYUwc3RzELQ8QlvsWfp29j2tID+d5mVpYIrYetwIzhrbBr0QAU0dXCw+ex6BuwEUfO5DxiJD0jEx0aVcKkgU2hpaGOJ6/isWTzSSzeeOIrrRdcvEapjtpejZCclIhNa1YgMSEOdg5OCJq3HMYf7oeOjX4tlbgkxMVgeO/Okp93bwvD7m1hKOdeCf9bkvMkkYN7dwIAJgyXvh96pH+gJBE9tG8ntqz7TfLZ+KG9pepcv3wBr148x6sXz+HTtpFUO3/+E/6d9p4KMoFY/MXYzU+mpqaG169fw8LCQqo8Pj4eFhYWyM7OVrjNn93DSHlLz/z1hlsLMqvqv+as7IIo8fKv+9D2guZFwq/Zs1wQOVjoKG3bw/feV9q2F7cuo7Rt55fCk16+N7FYLLMb+MaNG7keyUBERET0Iwg5Ii2X0hJGY2NjyQMrHR0dpZLG7OzsnFdGDRyorPCIiIiI6AOlJYwhISEQi8Xo3bs3AgMDYfjZjDhNTU3Y2tqiWjXZrxAjIiIi+p7Ywyif0hJGH5+cm/1LlSqFGjVqQF1d6aPjRERERCSD0h+ylJqaiuPHc7/c/MiRIzh06JASIiIiIqLChu+Slu+bEsZ//vkH3bt3R7Vq1fDy5UsAwMaNG3HmzBmF25owYYLMmdBisRgTJkz4lvCIiIiI6DtSOGH8/fff0ahRI+jo6OD69euS9zgnJydj1qxZCgfw4MEDuLi45CovU6YMIiMjFW6PiIiIiL4vhRPGGTNmIDQ0FKtWrYLGZ2+oqFGjBq5du6ZwAIaGhnj06FGu8sjISOjp6SncHhEREZGihALlLQWBwgljREQEateunavc0NAQSUlJCgfQqlUrjBw5Eg8fPpSURUZGYvTo0WjZsqXC7RERERH96pYtWwZbW1toa2vD09MTly5d+vpKALZt2waBQIDWrVsrtD2FE0YrKyuZQ8VnzpyBnZ2dos1hzpw50NPTQ5kyZVCqVCmUKlUKzs7OMDU1xbx58xRuj4iIiEhRAoHyFkVt374dfn5+mDp1Kq5du4by5cujUaNGiImJkbvekydPMGbMGNSqVUvhbSqcMPbr1w8jRozAxYsXIRAI8OrVK2zevBljxozBoEGDFA7A0NAQ586dw59//onBgwdj9OjROH78OE6cOAEjIyOF2yMiIiL6lS1YsAD9+vWDr68vXFxcEBoaCl1dXaxduzbPdbKzs9GtWzcEBgZ+Uwefwg8/nDBhAkQiEby8vPDu3TvUrl0bWlpaGDNmDIYNG6ZwAEDOVPaGDRtK2iooU8yJiIiI/qv09HTJJOKPtLS0oKWllatuRkYGrl69Cn9/f0mZUCiEt7c3zp8/n+c2goKCYGFhgT59+uCff/5ROEaFexgFAgEmTZqEhIQE3L59GxcuXEBsbCymT5+u8MYBQCQSYfr06bC2tkaRIkXw+PFjAMCUKVOwZs2ab2qTiIiISBFCgUBpS3BwMAwNDaWW4OBgmXHGxcUhOzsblpaWUuWWlpaIioqSuc6ZM2ewZs0arFq16tuPz7euqKmpCRcXF3h4eKBIkSLfHMCMGTOwfv16zJkzB5qampJyV1dXrF69+pvbJSIiIioI/P39kZycLLV83oP4X7x58wY9evTAqlWrYGZm9s3tKDwkXa9ePblDxidOnFCovbCwMKxcuRJeXl4YOHCgpLx8+fK4f/++ouERERERKUyZr77La/hZFjMzM6ipqSE6OlqqPDo6GlZWVrnqP3z4EE+ePEGLFi0kZSKRCACgrq6OiIgI2Nvbf3W7CieM7u7uUj9nZmYiPDwct2/flrwfWhEvX76Eg4NDrnKRSITMzEyF2yMiIiL6VWlqaqJSpUo4fvy45NE4IpEIx48fx9ChQ3PVL1OmDG7duiVVNnnyZLx58waLFi1CiRIl8rVdhRPGhQsXyiyfNm0a3r59q2hzcHFxwT///AMbGxup8l27dqFChQoKt0dERESkqII039bPzw8+Pj6oXLkyPDw8EBISgtTUVPj6+gIAevbsCWtrawQHB0NbWxuurq5S6398Cs2X5fIonDDmpXv37vDw8FD42YkBAQHw8fHBy5cvIRKJsHv3bkRERCAsLAx//PHH9wqPiIiI6JfQqVMnxMbGIiAgAFFRUXB3d8fhw4clE2GePXsGofD7DrJ/t4Tx/Pnz0NbWVni9Vq1a4cCBAwgKCoKenh4CAgJQsWJFHDhwAA0aNPhe4RERERH9MoYOHSpzCBoATp06JXfd9evXK7w9hRPGtm3bSv0sFovx+vVrXLlyBVOmTFGoraysLMyaNQu9e/fGsWPHFA2FiIiI6LsQFqQxaSVQOGE0NDSU+lkoFMLJyQlBQUFo2LChYhtXV8ecOXPQs2dPRcMgIiIiop9EoYQxOzsbvr6+KFeuHIyNjb9LAF5eXvj7779ha2v7XdojIiIiUhQ7GOVTKGFUU1NDw4YNce/eve+WMDZp0gQTJkzArVu3UKlSJejp6Ul93rJly++yHSIiIiL6NgoPSbu6uuLRo0coVarUdwlg8ODBAHJepP0lgUCA7Ozs77IdIiIiIvo2CieMM2bMwJgxYzB9+nSZPYIGBgYKtffxaeNEREREyiLkkLRc+X5IT1BQEFJTU9G0aVPcuHEDLVu2RPHixWFsbAxjY2MYGRkpPEydmZkJdXV13L59W+HAiYiIiOjnyHcPY2BgIAYOHIiTJ09+t41raGigZMmSHHYmIiIipeJjdeTLd8IoFosBAHXq1PmuAUyaNAkTJ07Exo0bYWJi8l3bJiIiIqL/TqF7GAU/IPteunQpIiMjUaxYMdjY2OS6J/LatWvffZtEREREn2MHo3wKJYyOjo5fTRoTEhIUCqB169YK1SciIiKin0uhhDEwMDDXm17+q6lTp37X9oiIiIjo+1IoYezcuTMsLCx+SCBXr17FvXv3AABly5ZFhQoVfsh2iIiIiL7Ex+rIl++E8UfcvwgAMTEx6Ny5M06dOgUjIyMAQFJSEurVq4dt27bB3Nz8h2yXiIiIiPIn389h/DhL+nsbNmwY3rx5gzt37iAhIQEJCQm4ffs2UlJSMHz48B+yTSIiIqLPCZT4v4Ig3z2MP+qNLIcPH8Zff/0FZ2dnSZmLiwuWLVuGhg0b/pBtEhEREVH+5buH8UcRiUTQ0NDIVa6hocHXBhIRERGpAKUnjPXr18eIESPw6tUrSdnLly8xatQoeHl5KTEyIiIiKiyEAuUtBYHSE8alS5ciJSUFtra2sLe3h729PUqVKoWUlBQsWbJE2eERERERFXoKPVbnRyhRogSuXbuGv/76C/fv3wcAODs7w9vbW8mRERERUWFRUHr6lEXpCSOQ88ieBg0aoEGDBsoOhYiIiIi+oLQh6RMnTsDFxQUpKSm5PktOTkbZsmXxzz//KCEyIiIiKmwEAoHSloJAaQljSEgI+vXrBwMDg1yfGRoaYsCAAViwYIESIiMiIiKizyktYbxx4wYaN26c5+cNGzbE1atXf2JERERERCSL0u5hjI6Olvn8xY/U1dURGxv7EyMiIiKiwoqTXuRTWg+jtbU1bt++nefnN2/eRNGiRX9iREREREQki9ISxqZNm2LKlCl4//59rs/S0tIwdepUNG/eXAmRERERUWEjEChvKQiUNiQ9efJk7N69G46Ojhg6dCicnJwAAPfv38eyZcuQnZ2NSZMmKSs8IiIiIvpAaQmjpaUlzp07h0GDBsHf3x9isRhAzrT2Ro0aYdmyZbC0tFRWeERERET0gVIf3G1jY4ODBw8iMTERkZGREIvFKF26NIyNjZUZFhERERUywoIyNqwkKvGmF2NjY1SpUkXZYRARERGRDCqRMBIREREpEx+rI5/SZkkTERERUcHAHkYiIiIq9HgLo3zsYSQiIiIiuZgwEhEREZFcHJImIiKiQk8IjknL80smjHdfpCg7BPrAzlJP2SHQZ16dXaTsEOiDor02KzsE+uDJqi7KDoFI5f2SCSMRERGRIjjpRT7ew0hEREREcjFhJCIiIiK5OCRNREREhR7f9CIfexiJiIiISC72MBIREVGhJ+SsF7nYw0hEREREcjFhJCIiIiK5OCRNREREhR5HpOVjDyMRERERycUeRiIiIir0OOlFPvYwEhEREZFc7GEkIiKiQo8djPKxh5GIiIiI5GLCSERERERycUiaiIiICj32oMnH40NEREREcrGHkYiIiAo9AWe9yMUeRiIiIiKSiwkjEREREcnFIWkiIiIq9DggLR97GImIiIhILvYwEhERUaHHd0nLxx5GIiIiIpKLCSMREREVegIlLt9i2bJlsLW1hba2Njw9PXHp0qU86+7evRuVK1eGkZER9PT04O7ujo0bNyq0PSaMRERERAXI9u3b4efnh6lTp+LatWsoX748GjVqhJiYGJn1TUxMMGnSJJw/fx43b96Er68vfH19ceTIkXxvkwkjERERUQGyYMEC9OvXD76+vnBxcUFoaCh0dXWxdu1amfXr1q2LNm3awNnZGfb29hgxYgTc3Nxw5syZfG+TCSMREREVegKB8pb09HSkpKRILenp6TLjzMjIwNWrV+Ht7S0pEwqF8Pb2xvnz57+6n2KxGMePH0dERARq166d7+PDhJGIiIhIiYKDg2FoaCi1BAcHy6wbFxeH7OxsWFpaSpVbWloiKioqz20kJyejSJEi0NTURLNmzbBkyRI0aNAg3zHysTpERERU6CnzXdL+/v7w8/OTKtPS0vqu29DX10d4eDjevn2L48ePw8/PD3Z2dqhbt26+1mfCSERERKREWlpa+U4QzczMoKamhujoaKny6OhoWFlZ5bmeUCiEg4MDAMDd3R337t1DcHBwvhNGDkkTERERFRCampqoVKkSjh8/LikTiUQ4fvw4qlWrlu92RCJRnvdJysIeRiIiIir0ClIPmp+fH3x8fFC5cmV4eHggJCQEqamp8PX1BQD07NkT1tbWkvsgg4ODUblyZdjb2yM9PR0HDx7Exo0bsWLFinxvkwkjERERUQHSqVMnxMbGIiAgAFFRUXB3d8fhw4clE2GePXsGofBTCpyamorBgwfjxYsX0NHRQZkyZbBp0yZ06tQp39sUiMVi8XffEyW79iRF2SHQB3aWesoOgT7z633bCy67/tuUHQJ98GRVF2WHQB8Y6iivn29H+CulbbujezGlbTu/ClIPLBEREREpAYekiYiIqNBT3kN1Cgb2MBIRERGRXEwYiYiIiEguDkkTERFRoafMN70UBOxhJCIiIiK52MNIREREhR570OTj8SEiIiIiuZgwEhEREZFcHJImIiKiQo+TXuRjDyMRERERycUeRiIiIir02L8oH3sYiYiIiEgu9jASERFRocdbGOVjDyMRERERycWEkYiIiIjk4pA0ERERFXpCTnuRS6k9jGlpaXj37p3k56dPnyIkJARHjx5VYlRERERE9DmlJoytWrVCWFgYACApKQmenp6YP38+WrVqhRUrVigzNCIiIipEBALlLQWBUhPGa9euoVatWgCAXbt2wdLSEk+fPkVYWBgWL16szNCIiIiI6AOlJozv3r2Dvr4+AODo0aNo27YthEIhqlatiqdPnyozNCIiIiL6QKkJo4ODA/bu3Yvnz5/jyJEjaNiwIQAgJiYGBgYGygxNYUf378Cwni3Rs3kNTB7eC5H37+RZ9/mTh1gYNA7DerZEl0ZVcHD3llx1RNnZ2LFhBYb3bIWeLWpiRK/W2L15NcRiscw2Vy8KzrMtAMjMyMCEQV3RpVEVPHkY8W07WUDs3LYFrZt4o5aHO3p374Q7t27KrX/86GF0bN0MtTzc0bV9K5z952+pz1etWIqOrZuhTtVK8K5VFUMH9MbtWzdktpWRkYHuHdvA090F/96/J/XZX0cOoXvHNqhdtSJaNfHCxvVr/tuOFgC7tm9B66beqO3pjt49OuHO7a+ci2OH0alNM9T2dEe3Dq1w7otz8bnZM6ahagUXbNscJlW+bnUo+vl0RZ1qFeFdy1Pu9pKTktCiUT1UreCCN29S8r9jBVBfb0fcWNgKr9d2xrFpjVDRzjTPugcmeSNxU7dcy/YxdaXq+bdzw72lbfFqbSfsmVAfdpb6Up/bW+lj86jaiFzRDk9XdcShKQ1Q09lS5jaNi2ji9uI2SNzUDQa6Gv95f1XZzm2b0aqJF2p6lIdvPq5Rfx09jA6tm6KmR3l0ad8y1zVq5Yql6NC6KWpXrQivWp4YMsA31zUqOTkJU/zHol6Nyqhf0wPTp03Cu3epUnWOHTmEbh3boFbVCmjZpH6huEZ9TqDE/xUESk0YAwICMGbMGNja2sLDwwPVqlUDkNPbWKFCBWWGppDzp45i48oQtOvWF7OWbYSNXWn8b9IwJCclyKyfkf4eFkWt0aX3UBiZyL5o798RhmN//I5eQ8Zi/qod6NpnGA7s3Igj+7bnqnv57ElE3r8FY1PzPGPcsmax3M9/FceOHMKi+bPRZ8BgbNi6Cw6OZTBicH8kJMTLrH8z/Dqm+I9Fi9ZtEbbtd9Su54Vxo4bhYeQDSZ2SNrYYM2EStuzai5XrNqJoMWsMH9QPiQm5z++ShfNgZm6Rq/zcmdMImDQebTt0wtZd+zDWPwDbNodh57bN32/nVczHc9F3wGBs2LILpR3LYORXzkXAh3OxYevvqF3XC+P8pM/FR6dO/IXbt27AXMaxzsrMRP0GjdC2faevxjgzcDIcSjsqvnMFTBtPG8zoVhGz99xC3ckHcftZIn4fXw9mBloy6/cIOQ2nIb9Llmrj/0BWtgh7Lz6T1BnR3AUDGjrBb+0lNJh6BO/Ss/D7+HrQ0vj0a2Xb6LpQVxOi1azjqDf5EG4/S8K20XVhYaida5tL+lbF3WeJ33/nVcyxIwcRMn82+g4YgrCtv6O0oxOGD+73lWvUGLRs3Q4bt+1GnXpeGDtqGB5G/iupU9LGFmMnTMbWXfuwct0mFC1mjWGD+kpdowImjsOjh5FYEroGC5asQPjVK5gVNFXyec41ahzaduiEbbv2Y5x/ALZu3oAdv/A1ihSj1ISxffv2ePbsGa5cuYIjR45Iyr28vLBw4UIlRqaYP3dvQf3GrVG3UUsUt7FDn+H+0NTSxqkj+2XWt3cqi279RqB63YZQ19CUWeffuzdRuVodVPSsCXOrYvCs5QW3ip6IjJDuuUyIi8H65fMwZPx0qKnLfkpS+OWzuHn1Irr1G/HfdrQA2LpxPVq17YAWrdvCzt4BEyZPhba2Ng7s3S2z/vYtG1G1ek306NUHpezsMXDIcDg5u0glco2aNodH1eqwLl4Cdg6lMWL0eKS+fYvIB9I9tefOnMalC+cw3G9sru0c+uMA6tStj7YdOsO6eAnUrF0HPr37IWzdmjx7jQu6rZtyzkXzVm1Ryt4B4yflnIs/8joXW3PORXefnHMx4MO52PXFL6yYmGjMnz0TgbPmyPw332/QMHTp7gP7rySCv+/Yhjdv3qBbT99v38kCYnCTMgg7GYktpx8h4lUK/NZdwrv0bHSvYy+zflJqBmKS30uWuq5WeJeRjX2XPt0qNLBxGczbdxuHrr3AnedJGBR6HlZGumhWqQQAwKSIFhyKGiDkwB3ceZ6ER9FvELj9OvS01eFc3Ehqe729SsNQTxNLDkr3yv+KtmzcgNZS16hpcq9R27aEfXGNGoEyzs7Yse3TaFLjz65R9g6lMXL0BKS+fYsHH65Rjx89xPmz/2DS1OlwLVce7hUqYcyEyTh25CBiY2IAAAf/2I86db3QTnKNqguf3v0Rti7vka1fDSe9yKf0B3dbWVlBX18fx44dQ1paGgCgSpUqKFOmjJIjy5+szEw8fnAfrhU9JGVCoRCuFTzw4O6tb27X0cUNt8Mv4/WLnAv004f/4v6dG3CvUl1SRyQSYdmcqWjevjtK2OZx4U+Mx6qQWRg8LhBaWrn/qv+VZGZm4P69u/DwrCopEwqFqOJZDbduhstc59bNcFTxrCZVVrVaDdy6KXvIOTMzA3t/34EiRfRR2vHTv9H4+DjMCpqKaTP+B21tnVzrZWRmQFNLujdHS0sbMdFReP3qVX53scDIzMxAxL27qKLAubidj3MhEokQOHkCuvv0hp196W+O7/HDSKxdtRxTpwdDIFT6ZfCH0lATwr2UCU7diZKUicXA33eiUMXBLF9t9KjrgN3nn+BdejYAwMa8CKyMdHDq9qc2U9IycfVhHKqUzmkz4W06/n2VjE417aCrpQY1oQC96pdGTHIawh9/6vlyKmaAsW3KYVDoOYh+8cQk5xp1R+rf+devUTfgket7UTPP+p9foxw/XKNu3QyHvr4BXMq6SupV8awGoVCI27dvSNbT0pLuwNDS0vplr1GkOKVeKePj4+Hl5QVHR0c0bdoUr1+/BgD06dMHo0ePzlcb6enpSElJkVoy0tN/ZNhSUlKSIBJlw9DIRKrc0NgESYmyhxjyo2UnH1Sv0wCj+3ZA96ZV4T+kO5q06Yya9ZtI6uzfsQFqampo3LqzzDbEYjFC5wXCq1lb2Du6fHMsBUVSYhKys7NhYir9S9DE1BQJcXEy14mPi4OJqekX9c0Q/0X9M6dPoW61SqjlUQHbNoVhSehqGBkbA8g5ztMDJqJth05w/uyC/Lmq1Wrg1PG/cPnieYhEIjx7+gRbNq7/EEPst+yuSpOcCxPpc2Fsaor4eDnn4otbNIxNzaTqb1y3GmpqaujYpfs3x5aRkYEp/mMxdOQYWBUt9s3tFBSm+lpQVxMiNvm9VHls8ntYGOb+4+ZLFe1M4VLCCBtPPZSUWRrl/PEZm5ImVTcmRbrNNv87DjcbYzxf1QlR6zpjcJMyaD/nJJLfZQAANNWFWD2kJqZuvYYX8e/wq/t0jfrymmOa65rzUc416uvXtH9On0SdapVQ08MdWzdtwNLQNZJrVHxcHIxNpH9Hqaurw8DAULLdqtVq4uTxv3DpwzXq6dPHkmtUXFzMN+9zQSKEQGlLQaDUhHHUqFHQ0NDAs2fPoKurKynv1KkTDh8+nK82goODYWhoKLWsW7HgR4X801w4/RfOnDiMoRNmYNayTRg0Zhr+3LUZfx/7AwDw6ME9HN67DQPHTIUgj/7sI/u2433aO7Tu1OsnRv5rqlTFAxu378aqDVtQtUZNTBznJ7nnaMfWTUhNfQef3v3yXL91uw7o0LkrRg8fjJpVyqNPj85o0Cgn+RcIC8bFQtnu372D7Vs3YkrgrDz/zefH8sULYVvKDk2atfyO0f26etS1x51nibj2SPE/gOf6VEFcyns0nX4MXlMP4+DVF9g6uq4k4Qzo5I5/XyVjx9kn3znqwqdyFU9s2r4bqz9co/zHjcrzvkhZPl2jBqFGFTf06dEFDRo1BZDTC0qk1FcDHj16FEeOHEHx4sWlykuXLp3vx+r4+/vDz89Pquzu65/Xw2hgYAShUC3XBJfkxAQYGec9C/FrNq9ahFadfFC9bs7M8ZKlHBAb8xr7t61HnQbNcf/WdaQkJWJY9xaSdUSibGxatQiH9m7DkrD9uBN+Bf/eu4UezWtItT1pqA9q1G+MwWOnfXN8qsjI2AhqampI+KIHKyE+HiZmsofeTM3MkBAf/0X9OJh+UV9HRxclStqgREkblHMrj3YtGmP/nt/Rq09/XLl0EbdvhqOWh7vUOr26dUSjJs0xdUYwBAIBho4cjUHDRn74a98Yly9eAABYW5f4j3uueiTnIkH6XCTGx8PUVM65+OIXXGJ8nKR++PWrSExIQOumXpLPs7OzsXjBHGzbHIa9B//KV2xXL1/Aw8gHqFE5541SH+/PalyvBnr16Y9+g4blbycLiPg36cjKFsH8i4km5obaiElOy2OtHLpaamhb1QazfpeexRudlNNbaW6gI/lvALAw0MatDxNXape1RKMK1ig1YCfepGUBAMasv4y6rlboUssOIQfuoraLJVxKGKGlR0kAn+7leriiPebvu43/7f7223pU0adr1JfXnPhc15yPcq5RX7+mSV+j3NGuRSPJNcrUzCzXJL2srCykpCRLtisQCDBs5BgMHjaqUFyjSHFKTRhTU1OlehY/SkhIgJaW7Nl7X9LS0spVVzPh5z0eQ11DA6VKl8Ht65dRpXpdADn3Wd0Jv4yGLTt8c7sZ6ekQCKT/qhMKhZJ7fGp5N0W5z+6bBIDgicNRy6sJ6jTMSSJ9Bo9Bx14DJZ8nxscheOIwDJ84Cw5lyn5zbKpKQ0MTZZxdcPnSBdSp7w0g51xcvnQBHTp3lblOOTd3XLl0AV2695SUXbpwHuXcysvdllgsRmZGzrDa6PETMXDopwlFsTExGDG4H2bMno+y5dyk1lNTU4OFZc5jRY4ePohybu65hop+BRoamnBydsHlixdQp94X56KT7HPh6uaOy5cuoHM32eeiSbOWue5xHDm4Hxo3a4nmrdrkO7bgeYuQ/tltK/fu3MKMaZMRumYjrEv8er8YM7NFCH+cgDplrXDw6gsAOYlZ7bJWWH1M/iO2WnnYQFNdDTvOPpYqfxr7FlFJaahT1hK3PySI+jrq+H97dx5XU/rHAfxzb3tpLy1EJSUkOzFKJsIsthkGM2JsYxlmsg2DxNj3fR37vhv7EmHsRLYWUmKUaJGKtvv8/ojLVe7Ezzilz3tevcZ57nPO+Z57uqfvfZ7zPKdWBQssD8ob1a6vnffnRaFQ3aZCAPIXmWGX2Sehp62hfK2Goznm9/JAy3GHEZ3w9P0PuojKu0ZVwYXzZ9H4tWvUxfNn8e13nQtcx62aOy6cP4uO3/spy86dPQ23atXV7kshBLJeXKPcqlXH06epCLt5A66V8679F8+fg0KhQNWqqte6169RBw/s/WSvUQUpLoNPpCJJwvjgwQPY2tqiUaNGWL16NcaNGwcg7xuOQqHAlClT4O3tLUVo7+WLtp2wcFogHJ1d4eRSBft3bEDm82fKxG3BlACYWlii44/9AeQNlLkfe0f57+TER4iJioCurj6sX3yTq1n/M+zcuALmpa1hV94RMVER2Ld9PRo3y+tGMzQygaGRiUocGpqaMDY1h62dPQDAorS1yuu6unnJuZVtGZhbFjwXWnHX8YeuGDtqOFwrV0Xlqm7YuG41nj97pkwoxoz8DZalS6PfgLxW6Q6dfsBPPfywbvUKNGzkhcMH9iHs5nUMHx0IAHj2LAMrli5Go8ZNYGFhgZSUFGzdtB6PEh7i86a+AJDvPjg9vbz3uWxZO1hZ5Z2DlORkHD1yEDVr10VWZiZ279qBo4cPYuGyVR/lfZFCx++7YtzoV+di0/q8c/HFi3MR+OJc9H15Ljr+gD49XzsXB/POxW+j8s6FsYkJjE1MVPahoakJcwsLlLd3UJbFxz1AauoTPIyLg0KRi8iIvJG3Ze3KQV/fAGXtyqlsIyUlL+Gxd3SEoWHxmv+1sBbsD8eC3h64HJ2IkKhE9GleCQY6Glh3PO86tLC3B+KSn2Hs5isq6/3QuAL2XbqH5LSsfNtcdCAcg1tXxZ2HT3E3IR0jvqmG+JQM7L10DwBw/tZjpKRnYUFvD0zdeQ3PsnLh5+2E8pYGOHTlHwBATEKayjbNDPO+/Ec8eILUjOwP/TYUCZ1+8EPgi2tUlRfXqGevXaMCRg5D6dJWymvUd526oHePLsrPxaED+xB28wZG5LtGecPCwrLAa5SDYwV4NGyECWNH4bffxyAnJwdTJ41DU9+WsCydNzVVSnIygo4cRK03rlGLlq0u4CioJJIkYaxSpQrmz5+PqVOnokmTJrh48SKysrIwdOhQ3LhxA0lJSTh16pQUob0Xj8bNkPokBVtXL0ZKciLKOzrjt/FzlF3Sjx/Fq9ynlpz4CMP7vrppf8/WtdizdS1cq9XE6KmLAQBd+w7B5lWLsGLeZDxJSYapuQU+b9kW7Tr3+LgHV8w09W2BlOQkLFk4F4mPH8PZpRJmLVis7NZ8GBcH+Wstt9Wq18C4CVOwaP4cLJw7C3blymPKzLmo4JQ3Alcu18DdmGjsGzQQKSnJMDYxgWuVqli8fA0cnd5tlO7e3bswZ8ZUCAG4ubtjwbKV+VogPyUvz8XShXORmPgYFV0qYeb8V+ciPj5OZYRyteo1MHbCFCyePweL5r04FzNenYvCWrJwHvbt3qlc7vJdOwDA/KUrUat23bes9Wnbce4uLIx0MKKdO0ob6+La3WR8M+UYHqXmdSeXtTDIN0LZycYQHi6l0WZSUIHbnL3nJvR1NDHzx3ow1tfG2cgEfDPlGDKz85oUk9Iy8c2UYxj5rTt2DfeBpqYc4fdT0HnGCVyPTflPj7coa+rbEsnJyViycM6La5QrZi9Y8i/XqKlYNH82FsydCbty5TF15lxUcMqbNkou10BMzB3sHbRTeY2qXMUNS5avVfnsjJ0wBVMn/oF+vbtBJpejyefNMGjYCJXY9u7e+eIaJeDm7o6Fy1Z90teoN7GFUT2ZkGCCpQULFmDYsGFo3rw5Fi1ahEWLFiE0NBRpaWmoWbMm+vXrBxsbm/fefkjMp/3EhuLE0cpA6hDoNZ/4rCXFimOvjVKHQC/ELO0odQj0grGedANsDoVJN2NFM9ei/2ANSVoY+/btixYtWqB79+6oUqUKlixZgt9//12KUIiIiIjoX0g26MXBwQFHjx7FvHnz0K5dO7i6ukLzjac2hISESBQdERERlSTF5ZnOUpF0lPTdu3exfft2mJqaolWrVvkSRiIiIiKSnmQZ2tKlSzFo0CD4+Pjgxo0bsLQs+v33RERE9GniMxTUkyRhbN68Oc6fP4958+ahS5cu/74CEREREUlGkoQxNzcXV69ezfeEFyIiIiIp8B5G9SRJGA8fPizFbomIiIjoPfCJ4kRERESkFoclExERUYnHJ72oxxZGIiIiIlKLLYxERERU4nHQi3psYSQiIiIitZgwEhEREZFa7JImIiKiEo9PelGPLYxEREREpBZbGImIiKjE46AX9djCSERERERqMWEkIiIiIrXYJU1EREQlHp/0oh5bGImIiIhILbYwEhERUYnHBkb12MJIRERERGqxhZGIiIhKPDlvYlSLLYxEREREpBYTRiIiIiJSi13SREREVOKxQ1o9tjASERERkVpsYSQiIiJiE6NabGEkIiIiIrWYMBIRERGRWkwYiYiIqMSTSfjf+5g/fz7s7e2hq6uLevXq4fz582+tu3TpUjRq1AimpqYwNTWFj4+P2voFYcJIREREVIxs2rQJ/v7+CAgIQEhICNzd3eHr64uEhIQC6wcHB6Njx444duwYzpw5Azs7OzRr1gz//PNPofcpE0KID3UARUVITKrUIdALjlYGUodAr/n0Pu3Fl2OvjVKHQC/ELO0odQj0grGedO1Y5+88kWzfdR2N36l+vXr1UKdOHcybNw8AoFAoYGdnh59//hm//fbbv66fm5sLU1NTzJs3D126dCnUPtnCSERERCShzMxMpKamqvxkZmYWWDcrKwuXLl2Cj4+Pskwul8PHxwdnzpwp1P4yMjKQnZ0NMzOzQsfIhJGIiIhKPJmEPxMnToSxsbHKz8SJEwuM8/Hjx8jNzYWVlZVKuZWVFeLj4wt1rMOGDYOtra1K0vlvOA8jERERkYSGDx8Of39/lTIdHZ3/ZF+TJk3Cxo0bERwcDF1d3UKvx4SRiIiISEI6OjqFThAtLCygoaGBhw8fqpQ/fPgQ1tbWatedNm0aJk2ahCNHjqBatWrvFCO7pImIiIik7JN+B9ra2qhVqxaCgoKUZQqFAkFBQfDw8HjrelOmTMG4ceNw4MAB1K5d+912CrYwEhERERUr/v7+8PPzQ+3atVG3bl3MmjUL6enp6NatGwCgS5cuKFOmjPI+yMmTJ2P06NFYv3497O3tlfc6lipVCqVKlSrUPpkwEhERUYn3vhNoS6FDhw549OgRRo8ejfj4eFSvXh0HDhxQDoSJjY2FXP6qE3nhwoXIysrCN998o7KdgIAAjBkzplD75DyM9J/iPIxFy6f3aS++OA9j0cF5GIsOKedhvBgtXe5Q28FIsn0XFu9hJCIiIiK12CVNREREJZ6s+PRIS4ItjERERESkFlsYiYiIqMRjA6N6bGEkIiIiIrXYwkhERETEJka12MJIRERERGoxYSQiIiIitdglTURERCVecXrSixTYwkhEREREarGFkYiIiEo8TtytHlsYiYiIiEgtJoxEREREpBa7pImIiKjEY4+0emxhJCIiIiK1ZEIIIXUQH1pkfIbUIdALSWlZUodArylnoS91CPSCtia/rxcVHVdelDoEeuFw//qS7Tv03lPJ9u1uZyjZvguLVywiIiIiUov3MBIREVGJx4m71WMLIxERERGpxYSRiIiIiNRilzQRERGVeHzSi3psYSQiIiIitdjCSERERCUeGxjVYwsjEREREakleQtjeno6Jk2ahKCgICQkJEChUKi8fufOHYkiIyIiIiKgCCSMPXr0wPHjx/HDDz/AxsYGMt51SkRERB8b0w+1JE8Y9+/fj71796Jhw4ZSh0JEREREBZA8YTQ1NYWZmZnUYRAREVEJxie9qCf5oJdx48Zh9OjRyMjIkDoUIiIiIiqA5C2M06dPR1RUFKysrGBvbw8tLS2V10NCQiSKjIiIiEoKDqFQT/KEsXXr1lKHQERERERqSJ4wBgQESB0CEREREakhecL40qVLlxAWFgYAqFKlCmrUqCFxRERERFRSsEdaPckTxoSEBHz33XcIDg6GiYkJACAlJQXe3t7YuHEjLC0tpQ2QiIiIqISTfJT0zz//jKdPn+LGjRtISkpCUlISrl+/jtTUVAwYMEDq8IiIiKgkkEn4UwxI3sJ44MABHDlyBK6ursqyypUrY/78+WjWrJmEkRERERERUARaGBUKRb6pdABAS0sr33OliYiIiOjjkzxhbNKkCQYOHIgHDx4oy/755x/8+uuv+PzzzyWMjIiIiEoKmYT/FQeSJ4zz5s1Damoq7O3tUaFCBVSoUAEODg5ITU3F3LlzpQ6PiIiIqMST/B5GOzs7hISE4MiRIwgPDwcAuLq6wsfHR+LIiIiIqKTgk17UkzxhBACZTIamTZuiadOmUodCRERERG+QJGGcM2cOevXqBV1dXcyZM0dtXU6tQ0RERP81NjCqJ0nCOHPmTHTu3Bm6urqYOXPmW+vJZDImjEREREQSkyRhjI6OLvDfRERERFT0SD5KeuzYscjIyMhX/uzZM4wdO1aCiIiIiKjE4ZNe1JI8YQwMDERaWlq+8oyMDAQGBkoQERERERG9TvJR0kIIyAoYyx4aGgozMzMJIiIiIqKSprhMoC0VyRJGU1NTyGQyyGQyODs7qySNubm5SEtLw08//SRVeERERET0gmQJ46xZsyCEwI8//ojAwEAYGxsrX9PW1oa9vT08PDykCo+IiIiIXpAsYfTz8wMAODg4oGHDhtDUlLx3nIiIiEooPulFPckHvRgaGiIsLEy5vGvXLrRu3RojRoxAVlaWhJEREREREVAEEsbevXsjMjISAHDnzh106NAB+vr62LJlC4YOHSpxdERERFQScFYd9SRPGCMjI1G9enUAwJYtW+Dl5YX169dj5cqV2LZtm7TBEREREZH0CaMQAgqFAgBw5MgRtGzZEgBgZ2eHx48fSxkaEREREaEIzMNYu3Zt/PHHH/Dx8cHx48excOFCAHmPDLSyspI4OiIiIioRikvfsEQkb2GcNWsWQkJC0L9/f/z+++9wcnICAGzduhUNGjSQODoiIiIikryFsVq1arh27Vq+8qlTp0JDQ0OCiIiIiKik4ZNe1JO8hREAUlJSsGzZMgwfPhxJSUkAgJs3byIhIUHiyIiIiIhI8hbGq1ev4vPPP4eJiQliYmLQs2dPmJmZYfv27YiNjcXq1aulDpGIiIg+cZy4Wz3JWxj9/f3RrVs33Lp1C7q6usryli1b4sSJExJGRkRERERAEUgYL1y4gN69e+crL1OmDOLj4yWIiIiIiIheJ3nCqKOjg9TU1HzlkZGRsLS0lCAiIiIiKmmK25Ne5s+fD3t7e+jq6qJevXo4f/78W+veuHED7dq1g729PWQyGWbNmvXO+5M8Yfz6668xduxYZGdnAwBkMhliY2MxbNgwtGvXTuLoiIiIiIqWTZs2wd/fHwEBAQgJCYG7uzt8fX3fOlg4IyMDjo6OmDRpEqytrd9rn5InjNOnT0daWhpKly6NZ8+ewcvLC05OTjA0NMT48eOlDo+IiIhKgmLUxDhjxgz07NkT3bp1Q+XKlbFo0SLo6+tj+fLlBdavU6cOpk6diu+++w46OjrvvkMUgVHSxsbGOHz4MP7++29cvXoVaWlpqFmzJnx8fKQOjYiIiOg/l5mZiczMTJUyHR2dApO7rKwsXLp0CcOHD1eWyeVy+Pj44MyZM/9ZjJInjC999tln+Oyzz6QOg4iIiOijmjhxIgIDA1XKAgICMGbMmHx1Hz9+jNzc3HyPT7ayskJ4ePh/FqPkCePYsWPVvj569OiPFAkRERGVVFI+6WX48OHw9/dXKXvfruP/iuQJ444dO1SWs7OzER0dDU1NTVSoUIEJIxEREX3S3tb9XBALCwtoaGjg4cOHKuUPHz587wEthSF5wnj58uV8ZampqejatSvatGkjQURERERU0hSXJ71oa2ujVq1aCAoKQuvWrQEACoUCQUFB6N+//3+2X8lHSRfEyMgIgYGBGDVqlNShEBERERUp/v7+WLp0KVatWoWwsDD06dMH6enp6NatGwCgS5cuKoNisrKycOXKFVy5cgVZWVn4559/cOXKFdy+fbvQ+5S8hfFtnjx5gidPnkgdBhEREZUAxaSBEQDQoUMHPHr0CKNHj0Z8fDyqV6+OAwcOKAfCxMbGQi5/1Sb44MED1KhRQ7k8bdo0TJs2DV5eXggODi7UPiVPGOfMmaOyLIRAXFwc1qxZgxYtWkgU1bvbu2MTtm9cheSkRDhUcEbvgcPg7Fq1wLp3o6OwbvkCREWGISE+Dj36D0arbzur1Nm3czP279qKh/EPAADl7B3xnV8v1K7/aiT5gb+24XjQfkRFhuNZRjo27DmBUoaG+fZ34cxJbFy1BDFRt6ClrY2q1Wth5PiZH/Doi5Yje7Zg/7Z1eJKcCDuHivj+p0Go4FKlwLrBB3bi1NF9uB9zBwBg71QJ3/j1Ual/8dQxHN2/HTG3w5H+NBVj56xB+QrOKtvJysrExmWzcfbEYeRkZ8OtZj106TsUxqbmyjp+X9TLt/8+Q8ehvlezD3HYRdKOLRuwad1KJCU+RoWKLhgwaDhcq7i9tX5w0EEsXzwP8XEPUNauHHr1+xX1G3oqX/euV/C6vfv747sf8r5Z34uNwaI503H96hXkZGfD0ckZP/bujxq16yrrX7pwFisWz8OdqFvQ1dWD7xdfo8dPA6ChKfkl8T+zbfN6rF+9AkmJj+FU0QW/Dh2BylWrvbX+0cMHsXThXMTH/YOyduXRZ4A/Gnz26lz8ETAC+/fsUlmnnkdDzJi3BAAQ9+AfrFy2CJcunENi4mNYWJSGb8sv4de9F7S0tJXrCCGwYc1K/LVjC+LjHsDYxBRtv/0Oft3zPzL2U/G1mxW+rWELM30tRD3OwPwT0YhISC+wbrNKlhjiU0GlLCtHgS8W5T3VQ0MuQ7d6dqhrbwJrIx1kZOUi5N4T/HkmFonp2Srr1S1vgu/rlIWjhT6ychS4+iAVY/ZFAgAMdTUxvKkTHC30YairiZSMbJyJTsbyM/eQkZ37H7wL9P/q37//W7ug30wC7e3tIYT4v/Yn+dVx5kzVxEUul8PS0hJ+fn4qzalF2cmjB7Fs/nT08/8dzpWr4q8t6zF6cF8sWrsTJqZm+epnPn8Oa9uy+KxxUyybN73AbVpYWsGv98+wLVsOQgBBB3Zj/O+/YtayjSjvkHfxyMx8jpp1G6Bm3QZYvWRugds5dfwI5k0dhy49+6NazbrIzc3B3TtRH+7gi5hzJw5jw9LZ8Os/DBVcquDgzo2YNmogJi/ZDCOT/Oci/FoI6ns2g1PvatDS1sberasxbdQAjF+wAWYWpQEAmZnP4FzZHXUb+WDFnAkF7nf90lkIvXAK/YdPhJ6+AdYsmoY543/DqGlLVer1+GUU3Gp5KJf1S5X6gEdftBw9fAALZ0/Fr8NGwbVKNWzduAZDB/bG6s27YWpmnq/+9atXMG7UMPTsMxAen3kh6OBejBo6EEtWb4ZDhYoAgG37jqmsc+70SUwdHwDPJq/mbR3h3x9l7Mphxvxl0NHRxdaNazBiUH+s274PZuYWuB0ZgeG/9kXnrj0xPGACHj16iJmTx0GRq0CfgYP/2zdFIkcO7cfcGVMwZEQAKld1w+b1a+Dfvzc2bN9T4Lm4FnoZY34fgt79f0HDRl44tH8vhg/6GSvWbYWjU0VlvfoNPsOIgD+Uy1rarxLBuzF3oFAoMGREAMralcOdqFuY/McYPH/2DP1/HaKsN2vqRJw/exr9fhmMCk7OSE19gtRPuHfJy8kcvT8rjznB0QiLT0Pb6taY+LUrflx3BSnPcgpcJz0zB93WhSqXX/+7r6Mph5OlPtZeuI87jzNgqKOJPo3sMfYLF/TbfF1Z77MKZvjV2xErzsTi8j+p0JDJYG+u99o2BU5HJ2PluXtIeZaNMsa66O/lgIG6mph4qPDdlvTpkjxhjI6OljqE/9vOzWvh+2Vb+LRsBQDoO+h3XDh7Eof37cS3nX/MV9/ZtQqcXfNasFYtmZPvdQCo29BLZblLz/7Yv2sLIm5eVSaML1slr12+WOA2cnNysHTuVHTr8wuaffFqAFE5+woF1v8UHNixAV7NW8Gz6VcAgK79f0PoxdM4cWg3vmzvl6/+T0NUp3XqPuB3XDx1DDdDL+Kzz1sCABo2yfv/o4cPCtxnRnoaThz6C32GjEVl99oA8hLD4T91wO3wa3Cq9KpVTL+UIUwK+AP9KdqyYTW+aNUOLb7K+93z/200zp0+if27d6CTX4989bdtWou69RsqWwp//OlnXDx/Fju2bID/b3mzJZiZW6isc+rEMVSvVRe2ZewAAE9SknH/3l0M+T0QFSq6AAB69fsVu7ZtQnTULZiZW+DYkQNwdHKGX48+AIAyduXQu78/An8fDL8efaBvYPDfvCES2rR2Fb5q8w2++DrvXAwZEYDTf5/Anl3b8UO3nvnqb96wFvU8PkPnLnnXr159B+DCuTPYunk9ho4IUNbT0tKGuYVlgfus36AR6jdopFwuU9YOsXdjsHPrJmXCGBMdhR1bN2HN5p0ob+8AALAtU/bDHHQR1a66DfbfSMDBsEcAgNnHolGvvCl8XUtjU0jB1xgBIDkju8DXMrJy8dtfqnPvzTsRjfnt3WBZShuP0rIglwF9G5XH0lN3ceDFfgEgNvmZ8t9pmbnYc/3VqNuEp1nYfe0hvq1h876HWuwUl0EvUimSg16Kk+zsbNyODIN7rVfdjXK5HNVr1UPEjasfZB+5ubk4EXQAz58/Q6Uqb+9CelPUrXAkPkqAXCbHwO7foUubpggY0g9373ya3xZzsrMRczscVaq/6nqUy+WoUr0ObodfK9Q2MjOfIzc3F6UMjQq935jb4cjNyUHl1/Zra2cPc0tr3A67rlJ39cKp6NexGcb82g0nDv31f3cRFFXZ2dmIDL+JWnXrK8vkcjlq1qmPG9dCC1zn5rVQ1KpTX6WsTv0Gb62flPgYZ0+dRMuvX30ZMjI2gV15exzavxvPnmUgNycHu3dsgampGZwrVX4RWxa0tVWnr9DR0UFWZiYiw2++1/EWZdnZWYgIv4k6dV+1bMvlctSuWx/X3/Le3rh6BbXrqZ6Leh4NcePqFZWyy5cu4AufRviu7ReYOmEsnqSkqI0lPe0pDI2MlcunTgTDtmxZnD55HN981QztvmyKiWNHI/WJ+u0UV5pyGZxLGyDk3qsWVAEg5P4TVLZ+e2+DnpYG1napgXV+NRDY0hnlzfTeWhcADLQ1oBAC6Zl5XckVLQ1gWUoHAsDCDm7Y2K0mxn9VCfZqtmNuoIXPKpjh6oPUdzpG+nRJ3sLYpk0byAqZ1m/fvj1fWUGP08nKzIX2R5rwMvVJMhS5uTB9o+vZxNQc92Nj/q9tx0TdwpB+fsjKyoKenh5+/2P6O7UOxj+4DwBYv3IRuvcbBCtrW+zYtAbDf+mJxWt3qly4PwVPU1OgUOTC+I2uZ2MTM8Tdu1uobWxeMR8mZhaoXL1Ooff7JDkRmppaMCilev+okakZniQnKpfbft8Lru61oaOji+sh57B6wVQ8f/4Mzb7uUOh9FRdPUl58Lt5oTTU1M0fs3YJ7FZISHxdYPznxcYH1D+77C/oG+vBs/Ko7WiaTYfrcpRg5dCC+8K4PmVwOU1MzTJ69SPn7XqdeQ2zbuBZBB/ehsY8vkhIfY/WfiwAAiY8fFbiv4iwlJQW5ubkwM1d9b83MzREbU/C5SEx8DLM3zoWZmTkSE1/9Ptdv8Bm8mvjA1rYs/rl/D4vnz8KgAb2xeMV6aGho5Nvm/Xt3sXXjevT/5VW3/z//3MfDuAc4euQgRo6dCEVuLubMmIzfh/6KuYtX/D+HXSQZ62lCQy5D8jPV1sLkjGzYmRScvN1LeYZpQVGITsyAgbYGvqlhi9ntqqDH+qt4nJ6Vr76Whgw9GpTDschE5b2HNsa6AIAf6pTFolN38TA1E9/UsMG0NpXRbe0VPM18dY/iiGZO8HAwha6WBs5EJ2HG0Tsf6vCLATYxqiN5C6OxsTGCgoJw8eKrbtVLly7h6NGjMDIygrGxsfKnIBMnTlSpY2xsjMVzp32s8P9TZcrZY/ayjZi+cDVatPoWMyeMRmxM4e8/VCjyWq/af98DDb184ORSGb/8FggZgL+DD/9HURdfezavwrkThzFg5OR8LVAfQquO3eFc2R3lK7jgi2+7oGW777F/29oPvp+SYv/uHfDx/ULly6EQArOmjoepqRlmL16FhcvXo6FXE4wY1F+ZDNap3wC9f/bHzMnj0KxRLXT59ivUe9F1KpNLfkksNnx8W6KRVxNUqOgMT+/PMWXWAoTduI7Lly7kq/so4SH8+/eGt48vvm77rbJcKBTIysrCqLETUb1GLdSsXRfDR41DyMXzuPuWZLakCYtPw5GIx4h6nIGrD54icH8kUp7l4IuqpfPV1ZDLMKp5Rcggw5zgV+/fyzaZ9Zf+wd9RSbj1KB3TjkRBAPB0Uv1isPDvu+i76RpG74mAjZEufvqs/H95eFSMSN7CaGVlhfbt22PRokXKb6W5ubno27cvjIyMMHXqVLXrF/Q4ndjkjzeiy8jYFHINDSQnJ6mUpyQnFngz+bvQ0tKCbdlyAAAnl8q4FX4Df23dgP6DRxZq/Zf3e9nZO77aprY2rG3L4tHD+P8rtqLI0MgEcrkGnqSonosnKUkwLmDw0ev2bVuLvVtXY+j4eSjnUFFt3TcZm5ojJycb6WlPVVoZU5OTVEZJv8nRpQp2bVyO7OwslVGjnwJjkxefi6RElfLkpMR8LVcvmZlbFFjf9I37FgHg6uVLuHc3BqP/UP1yGHLxHM6eOoG/Dp+CwYsBRc6VKuPSuTM4uHeX8t7J9p388G3HLkh8/AiGhkaIj3uApQtmf5L3z5mYmEBDQwNJiarvbVJiIsws8r+3AGBuboGkN85FUlIizM3f/vtcpqwdTExMcf9eLGq/divCo0cJ+Ll3N7i518CwkWNU92NhCQ0NTZQrb68ss3fIu149jI9T3tf4qXjyLAe5CgFTPS2VclN9LSRn5G8tLEiuQiDqcTrKvGg1fElDLsNI34oobaiDITvDVEY2J70YLX036dU9i9kKgbgnmShtqPrlODkjG8kZ2biX8hypmTmY1a4K1l34B0lvuYeSSg7Jv04vX74cgwcPVunC0NDQgL+/P5YvX/6v6+vo6MDIyEjl52N1RwN5SZ2TsyuuXjqnLFMoFAgNOQ+Xd7jfsDCEQiA7u3AXFQBwcnGFlrY2/rkXoyzLyclGQvwDlLb69G5k1tTSgr1TJdy88qqFQ6FQ4OaVCyoDT960d+sa/LVxOQaNnQWHiq7vvF97p0rQ0NTEzdBX+427fxeJj+Lh9JaplQAg9s4tGJQy+uSSRSDvc+FcqTJCLqh+LkIunEUVN/cC16ns5o6Qi+dUyi6dP1Ng/X27t8O5UmU4ObuolGc+fw4AKvOPvVxWvHG/qEwmg4Vlaejo6iLo0D6UtrJGRZd3P/9FnZaWNlwqVcbFC2eVZQqFApcunEPVt5yLKtWq49L5syplF86dQZVq1d+6n4SH8XjyJAXmryWhjxIe4udeXeHiWhkjAv7Id17c3GsgNzcH9+/FKstiX9zKY21jW9hDLDZyFAKRCemoYfeqx0wGoEZZI9yMTyvUNuQywN5cH4mvJXAvk8UyJroYtjMMT5+rjra+lZCOrBwF7Ex0VdaxNtLGw6eqt3S9uS8A0NKQPFX4KGQy6X6KA8lbGHNychAeHg4XF9ULf3h4OBQKhURRvZvW7b/HzImj4VSpMpwrVcWurevx/Nkz+LTIGzU9Y/xImFuWhl+vAQDyBgTcezHvX052NhIfJ+DOrQjo6ukpWxRXLZmDWvUawrK0DZ5lpON40H5cu3IRgVMXKPebnPgYyUmJePBP3sX27p1b0NM3gKWVNQyNjKFvUAotvv4G61csgkVpa5S2ssH2jasAAJ95N/1o78/H1LxNRyydMRYOFV3h6FwZB3dtRObz52jU9EsAwOLpY2Bqbon2XfsBAPZuWY3ta5fgp6FjYVHaFikvWlV09fSgq6cPAEh7+gSJCQ+RkpTXpRn/T979kMam5jAxM4e+QSl4NvsaG5bORqlSRtDVN8DaRdPhVMlNmahePncST1KS4ORSFVra2rh++Tx2b16JFm1V59/8lHzbsQsmjf0dzq5V4FrZDVs3rsHz58/Q/MvWAIAJY0bA0rI0evb7BQDQrsP3+OWnbti8bhXqN2yEo4cPICLsBgYND1DZbnpaGo4HHS5wCpwqbu4oZWiEiYG/o0v3n6Cjq4O9O7ch7sF91G/wag7BjWtWoK5HQ8jkcpw8dgQbVv+JgAnTCrz37lPQ4Xs/jA8YgUquVZTT6jx/9kw5anrc6OGwsCyNPj//CgBo3/F79OvZFRvWrESDzzxx5NB+hN+8jmG/jwEAZGSkY/mShWj8eVOYm1vgn/v3sGD2dJS1K4d6HnlzxT5KeIj+vbrC2sYW/X8ZgpTXemFejqyuU88DLpUqY+LYURg46DcohALTJ/2BOvUaqLQ6fkq2XYnDUJ8KiExIQ8TDNLRxt4GupoZy1PRQnwp4nJ6F5WfuAQC+r1MGYfFp+OfJc5TS0UD7GrawMtTB/hsJAPISv9HNK8LJ0gCj9kRALpfBVD+vBfPp8xzkKAQysvNGQHepVxaP0rLw8Gkm2tfIS8hP3M675tUtbwJTfS1EPEzDs2wFypvpoVfDcrj+IFVtUkklh+QJY7du3dC9e3dERUWhbt28Uabnzp3DpEmTlI+4KeoaNfHFk5RkrFu+EMlJiXB0ckHg1PnKLulHCfEq90YlPX6EgT2+Uy7v2LgaOzauRtXqtTBx9jIAwJPkJMycMApJiY9hYFAK9hUqInDqAtR4bRTp/r+2YsPKxcrl3wZ0BwAM/C0QPi2+BgB06/ML5BoamDl+JDIzM+HiWhV/zFzyTqOAi5N6nk2R+iQF29cuwZPkRJRzdMbgsbOUXcNJjx5CLnt1Lo7u246cnGzMm6A652frTj3QpnPedCOXz57EslnjlK8tmDwyX51OPX+BXCbD3AnDkZ2dBbea9dGl71DlOhoamgjasxUbls6CEAJWNmXRqedAePm2/k/eh6KgSdPmeJKShJVL5udN3O1cCZNnLVLeKpHwMA5y+auv1lWrVcfIcZOwfNE8LFs4G2XsymPclNnKORhfOnp4P4QQaNIs/8T+xiammDJ7EZYtnINB/bojJycH9o4V8MfUOSqtkefP/I21K5ciOzsLFZxc8MfUOcr7GD9FPs1aICU5CcsWzUNS4mNUdK6E6XMXK8/Fw/g4lcGHbu41MGb8FCxZOAeL589C2XLlMXH6XOUcjBpyDUTdisD+PbuQ9jQVFpalUbd+A/Ts8zO0X8zFeP7sady/F4v792LRukUTlXhOXboBIK/ld/Ks+Zg5ZTz69uwCPT091G/QCD+/Nk/jp+b47USY6GnCr64dTA20EPUoAyN2hyPlxUCY0oY6KvMsltLRxK/ejjA10ELa8xzcepSOgVuvK6fEsTDQRgPHvFtuFndU7dUatOMmrv6TN8p5yelY5AqBYU0rQFtTjvD4NAzZGYa0FwNeMnMUaFG5NH76rDy0NOR4lJaJv6OSsPFSwVP9fIqKSUOfZGRC4nk9FAoFpk2bhtmzZyMuLg4AYGNjg4EDB2LQoEHv9Y0/Mj7jQ4dJ7ykprfBd6PTfK2ehL3UI9IK2Zsno5isOOq4seC5b+vgO96//75X+Iw9SpPt7ZWtS9G9NkryFUS6XY+jQoRg6dChSU/O+CRkZfZqtX0RERFQ0FZd7CaUiecL4OiaKREREREUP+0SIiIiISK0i1cJIREREJAUZh72oxRZGIiIiIlKLLYxEREREbGBUS/KEcc6cOQWWy2Qy6OrqwsnJCZ6enp/shLpERERERZ3kCePMmTPx6NEjZGRkwNTUFACQnJwMfX19lCpVCgkJCXB0dMSxY8dgZ2cncbREREREJY/k9zBOmDABderUwa1bt5CYmIjExERERkaiXr16mD17NmJjY2FtbY1ff/1V6lCJiIjoEyWT8Kc4kLyFceTIkdi2bRsqVKigLHNycsK0adPQrl073LlzB1OmTEG7du0kjJKIiIio5JI8YYyLi0NOTk6+8pycHMTHxwMAbG1t8fTp048dGhEREZUQfNKLepJ3SXt7e6N37964fPmysuzy5cvo06cPmjTJe2D9tWvX4ODgIFWIRERERCWa5Anjn3/+CTMzM9SqVQs6OjrQ0dFB7dq1YWZmhj///BMAUKpUKUyfPl3iSImIiOhTJZPwv+JA8i5pa2trHD58GOHh4YiMjAQAuLi4wMXFRVnH29tbqvCIiIiISjzJE8aXKlWqhEqVKkkdBhERERG9QfKEMTc3FytXrkRQUBASEhKgUChUXj969KhEkREREVGJUTx6hiUjecI4cOBArFy5El988QWqVq0KGYcpERERERUpkieMGzduxObNm9GyZUupQyEiIqISis1V6kk+SlpbWxtOTk5Sh0FEREREbyF5wjho0CDMnj0bQgipQyEiIiKiAkjeJf3333/j2LFj2L9/P6pUqQItLS2V17dv3y5RZERERFRScAiFepInjCYmJmjTpo3UYRARERHRW0ieMK5YsULqEIiIiKiEKy5PXJGK5AnjS48ePUJERASAvCe9WFpaShwREREREQFFYNBLeno6fvzxR9jY2MDT0xOenp6wtbVF9+7dkZGRIXV4REREVALIZNL9FAeSJ4z+/v44fvw4du/ejZSUFKSkpGDXrl04fvw4Bg0aJHV4RERERCWe5F3S27Ztw9atW9G4cWNlWcuWLaGnp4f27dtj4cKF0gVHRERERNK3MGZkZMDKyipfeenSpdklTURERFQESJ4wenh4ICAgAM+fP1eWPXv2DIGBgfDw8JAwMiIiIiICikCX9KxZs9C8eXOULVsW7u7uAIDQ0FDo6uri4MGDEkdHREREJUFxGXwiFckTRjc3N9y6dQvr1q1DeHg4AKBjx47o3Lkz9PT0JI6OiIiIiCRNGLOzs1GpUiXs2bMHPXv2lDIUIiIiInoLSRNGLS0tlXsXiYiIiKTAJ72oJ/mgl379+mHy5MnIycmROhQiIiIiKoDk9zBeuHABQUFBOHToENzc3GBgYKDy+vbt2yWKjIiIiEoKDnpRT/KE0cTEBO3atZM6DCIiIiJ6C8kSxujoaDg4OGDFihVShUBEREQEALyD8V9Idg9jhQoV4ODggB9//BFr167F/fv3pQqFiIiIiNSQrIXx6NGjCA4ORnBwMDZs2ICsrCw4OjqiSZMm8Pb2hre3d4GPDCQiIiKij0uyhLFx48Zo3LgxAOD58+c4ffq0MoFctWqVco7GGzduSBUiERERlRTsk1ZL8kEvAKCrq4smTZrgs88+g7e3N/bv34/Fixcrn/xCRERERNKRNGHMysrC2bNncezYMQQHB+PcuXOws7ODp6cn5s2bBy8vLynDIyIiohKCE3erJ1nC2KRJE5w7dw4ODg7w8vJC7969sX79etjY2EgVEhEREREVQLKE8eTJk7CxsUGTJk3QuHFjeHl5wdzcXKpwiIiIiOgtJJtWJyUlBUuWLIG+vj4mT54MW1tbuLm5oX///ti6dSsePXokVWhERERUwshk0v0UBzIhhJA6CAB4+vQp/v77b+X9jKGhoahYsSKuX7/+ztuKjM/4DyKk95GUliV1CPSachb6UodAL2hrSvZ9nd7QceVFqUOgFw73ry/ZvtOzpEuHDLSLftZYJEZJA4CBgQHMzMxgZmYGU1NTaGpqIiwsTOqwiIiIqAQo+imbtCRLGBUKBS5evIjg4GAcO3YMp06dQnp6OsqUKQNvb2/Mnz8f3t7eUoVHRERERC9IljCamJggPT0d1tbW8Pb2xsyZM9G4cWNUqFBBqpCIiIiIqACSJYxTp06Ft7c3nJ2dpQqBiIiIKA/7pNWSLGHs3bu3VLsmIiIiondQZAa9EBEREUmFT3pRj/M6EBERERUz8+fPh729PXR1dVGvXj2cP39ebf0tW7agUqVK0NXVhZubG/bt2/dO+2PCSERERCVecZq4e9OmTfD390dAQABCQkLg7u4OX19fJCQkFFj/9OnT6NixI7p3747Lly+jdevWaN269TvNdV1kJu7+kDhxd9HBibuLFk7cXXRw4u6igxN3Fx1STtz9PEeyXUP3HW8QrFevHurUqYN58+YByJuq0M7ODj///DN+++23fPU7dOiA9PR07NmzR1lWv359VK9eHYsWLSrUPnnFIiIiIpJQZmYmUlNTVX4yMzMLrJuVlYVLly7Bx8dHWSaXy+Hj44MzZ84UuM6ZM2dU6gOAr6/vW+sX5JMc9OJsXfxbUTIzMzFx4kQMHz4cOjo6Uofzf+C5oA+H56Lo+JTOhZStWh/Kp3Q+pPKurXwf0pg/JiIwMFClLCAgAGPGjMlX9/Hjx8jNzYWVlZVKuZWVFcLDwwvcfnx8fIH14+PjCx0jWxiLqMzMTAQGBr71GwZ9PDwXRQfPRdHBc1G08HwUb8OHD8eTJ09UfoYPHy51WCo+yRZGIiIiouJCR0en0C3DFhYW0NDQwMOHD1XKHz58CGtr6wLXsba2fqf6BWELIxEREVExoa2tjVq1aiEoKEhZplAoEBQUBA8PjwLX8fDwUKkPAIcPH35r/YKwhZGIiIioGPH394efnx9q166NunXrYtasWUhPT0e3bt0AAF26dEGZMmUwceJEAMDAgQPh5eWF6dOn44svvsDGjRtx8eJFLFmypND7ZMJYROno6CAgIIA3LxcBPBdFB89F0cFzUbTwfJQsHTp0wKNHjzB69GjEx8ejevXqOHDggHJgS2xsLOTyV53IDRo0wPr16zFy5EiMGDECFStWxM6dO1G1atVC7/OTnIeRiIiIiD4c3sNIRERERGoxYSQiIiIitZgwEhEREZFaTBip2LO3t8esWbOkDoOIiMBr8qeKCaOEunbtCplMhkmTJqmU79y5EzKZTKKoPp7GjRvjl19+yVe+cuVKmJiYFHo7Fy5cQK9evT5cYB/Yux7PuxgzZgyqV69eqLrx8fH4+eef4ejoCB0dHdjZ2eGrr77KNzdXUfFfvm/0dkII+Pj4wNfXN99rCxYsgImJCe7fvy9BZB/GokWLYGhoiJycHGVZWloatLS00LhxY5W6wcHBkMlkiIqK+shRFg9v+4wW9WsyvR8mjBLT1dXF5MmTkZycLHUoxZalpSX09YvmM6uzs7OlDgEAEBMTg1q1auHo0aOYOnUqrl27hgMHDsDb2xv9+vV77+1mZWUVWF5Ujru4KErvl0wmw4oVK3Du3DksXrxYWR4dHY2hQ4di7ty5KFu2rIQR/n+8vb2RlpaGixcvKstOnjwJa2trnDt3Ds+fP1eWHzt2DOXKlUOFChXybedtv/tUtK/J9P6YMErMx8cH1tbWysk1C7Jt2zZUqVIFOjo6sLe3x/Tp0z9ihNLq2rUrWrdujWnTpsHGxgbm5ubo16+fyh/YN7s/ZDIZFi9ejC+//BL6+vpwdXXFmTNncPv2bTRu3BgGBgZo0KCBSqvBy5a6xYsXw87ODvr6+mjfvj2ePHmirKNQKDB27FiULVsWOjo6ynmvXoqJiYFMJsOmTZvg5eUFXV1drFu3Dt26dcOTJ08gk8kgk8mUD5Nfs2YNateuDUNDQ1hbW6NTp05ISEhQbu9l60ZQUBBq164NfX19NGjQABEREQDyvt0HBgYiNDRUue2VK1cW+D727dsXMpkM58+fR7t27eDs7IwqVarA398fZ8+eVdaLjY1Fq1atUKpUKRgZGaF9+/Yqj5N6+T4tW7YMDg4O0NXVVb7nCxcuxNdffw0DAwOMHz8eALBr1y7UrFkTurq6cHR0RGBgoErLTkpKCnr37g0rKyvo6uqiatWq2LNnD4KDg9/6vr0pKioKrVq1gpWVFUqVKoU6dergyJEjKnXs7e0xYcIE/PjjjzA0NES5cuVUJqzNyspC//79YWNjA11dXZQvX175mRw8eDC+/PJLZd1Zs2ZBJpOpnHsnJycsW7ZMubxs2TK4urpCV1cXlSpVwoIFC5Svve33pCixs7PD7NmzMXjwYERHR0MIge7du6NZs2aoUaMGWrRogVKlSsHKygo//PADHj9+rFx369atcHNzg56eHszNzeHj44P09HQJj0aVi4sLbGxsEBwcrCwLDg5Gq1at4ODgoPJ5CA4Ohre3N4BX16Lx48fD1tYWLi4uAIBr166hSZMmyuPt1asX0tLSlNsozDUsLi4OX3zxBfT09ODg4ID169f/a7dubm4u/P39YWJiAnNzcwwdOhR+fn5o3bq1sk5B26hevbrKZyklJQU9evSApaUljIyM0KRJE4SGhipfDw0Nhbe3NwwNDWFkZIRatWrh4sWLaj+jb+63sNeVNWvWwN7eHsbGxvjuu+/w9OnTtx4/SUCQZPz8/ESrVq3E9u3bha6urrh3754QQogdO3aIl6fm4sWLQi6Xi7Fjx4qIiAixYsUKoaenJ1asWCFh5B+Gl5eXGDhwYL7yFStWCGNjYyFE3ntkZGQkfvrpJxEWFiZ2794t9PX1xZIlS5T1y5cvL2bOnKlcBiDKlCkjNm3aJCIiIkTr1q2Fvb29aNKkiThw4IC4efOmqF+/vmjevLlynYCAAGFgYCCaNGkiLl++LI4fPy6cnJxEp06dlHVmzJghjIyMxIYNG0R4eLgYOnSo0NLSEpGRkUIIIaKjowUAYW9vL7Zt2ybu3LkjYmJixKxZs4SRkZGIi4sTcXFx4unTp0IIIf7880+xb98+ERUVJc6cOSM8PDxEixYtlPs7duyYACDq1asngoODxY0bN0SjRo1EgwYNhBBCZGRkiEGDBokqVaoot52RkZHv/UxMTBQymUxMmDBB7fnIzc0V1atXF5999pm4ePGiOHv2rKhVq5bw8vLK9z41b95chISEiNDQUOV7Xrp0abF8+XIRFRUl7t69K06cOCGMjIzEypUrRVRUlDh06JCwt7cXY8aMUe6vfv36okqVKuLQoUMiKipK7N69W+zbt09kZma+9X1705UrV8SiRYvEtWvXRGRkpBg5cqTQ1dUVd+/eVfkdMTMzE/Pnzxe3bt0SEydOFHK5XISHhwshhJg6daqws7MTJ06cEDExMeLkyZNi/fr1Qggh/vrrL2FsbCxycnKEEEK0bt1aWFhYiGHDhgkhhLh//74AIG7duiWEEGLt2rXCxsZG+Tuwbds2YWZmJlauXPnW35MHDx6oPTdSadWqlWjcuLGYM2eOsLS0FAkJCcLS0lIMHz5chIWFiZCQENG0aVPh7e0thBDiwYMHQlNTU8yYMUNER0eLq1evivnz57/13EmlU6dOolmzZsrlOnXqiC1btoiffvpJjB49WgiR9/nS0dFRnjc/Pz9RqlQp8cMPP4jr16+L69evi7S0NGFjYyPatm0rrl27JoKCgoSDg4Pw8/NTbrsw1zAfHx9RvXp1cfbsWXHp0iXh5eUl9PT0VK5rb5o8ebIwNTUV27ZtEzdv3hTdu3cXhoaGolWrVso6b14bhRDC3d1dBAQEqOz7q6++EhcuXBCRkZFi0KBBwtzcXCQmJgohhKhSpYr4/vvvRVhYmIiMjBSbN28WV65cUfsZfX2/hb2ulCpVSvk+njhxQlhbW4sRI0b826mkj4gJo4ReJoxCCFG/fn3x448/CiFUE8ZOnTqJpk2bqqw3ZMgQUbly5Y8a63+hsAlj+fLllX+shRDi22+/FR06dFAuF5Qwjhw5Url85swZAUD8+eefyrINGzYIXV1d5XJAQIDQ0NAQ9+/fV5bt379fyOVyERcXJ4QQwtbWVowfP14l1jp16oi+ffsKIV4lArNmzXrr8ahz4cIFAUB50X2ZMB45ckRZZ+/evQKAePbsmTJud3d3tds9d+6cACC2b9+utt6hQ4eEhoaGiI2NVZbduHFDABDnz59X7k9LS0skJCSorAtA/PLLLypln3/+eb4kdc2aNcLGxkYIIcTBgweFXC4XERERBcZT2PetIFWqVBFz585VLpcvX158//33ymWFQiFKly4tFi5cKIQQ4ueffxZNmjQRCoUi37aSk5OFXC4XFy5cEAqFQpiZmYmJEyeKevXqCSHyEsQyZcoo61eoUEGZbL40btw44eHhIYR4++9JUfTw4UNhYWEh5HK52LFjhxg3bpxKoiWEEPfu3RMAREREhLh06ZIAIGJiYiSKuHCWLl0qDAwMRHZ2tkhNTRWampoiISFBrF+/Xnh6egohhAgKChIAlF88/Pz8hJWVlcjMzFRuZ8mSJcLU1FSkpaUpy/bu3SvkcrmIj49XrqfuGhYWFiYAiAsXLihfv3XrlgCgNmG0sbERU6ZMUS5nZ2eLsmXLvlPCePLkSWFkZCSeP3+uUqdChQpi8eLFQgghDA0NlUnzm972GX19v4W9rujr64vU1FRlnSFDhig/Y1Q0sEu6iJg8eTJWrVqFsLAwlfKwsDA0bNhQpaxhw4a4desWcnNzP2aIkqlSpQo0NDSUyzY2NipdtwWpVq2a8t8vH5Xk5uamUvb8+XOkpqYqy8qVK4cyZcoolz08PKBQKBAREYHU1FQ8ePCgwHPx5jmrXbt2oY7r0qVL+Oqrr1CuXDkYGhrCy8sLQF73zduOxcbGBgD+9fhfJwr5MKewsDDY2dnBzs5OWVa5cmWYmJioHGP58uVhaWmZb/03jzs0NBRjx45FqVKllD89e/ZEXFwcMjIycOXKFZQtWxbOzs6FPpaCpKWlYfDgwXB1dYWJiQlKlSqFsLAwte+jTCaDtbW18n3s2rUrrly5AhcXFwwYMACHDh1S1jUxMYG7uzuCg4Nx7do1aGtro1evXrh8+TLS0tJw/Phx5blLT09HVFQUunfvrnLcf/zxR76BE4X9PZFS6dKl0bt3b7i6uqJ169YIDQ3FsWPHVI6tUqVKAPJuDXB3d8fnn38ONzc3fPvtt1i6dGmRvD+7cePGSE9Px4ULF3Dy5Ek4OzvD0tISXl5eyvsYg4OD4ejoiHLlyinXc3Nzg7a2tnI5LCwM7u7uMDAwUJY1bNhQed14Sd01LCIiApqamqhZs6bydScnJ5iamr41/idPniAuLg716tVTlmlqar7z71RoaCjS0tJgbm6uck6jo6OVv6/+/v7o0aMHfHx8MGnSpHceAFTY64q9vT0MDQ2Vy4W5ztPHxWdJFxGenp7w9fXF8OHD0bVrV6nD+SiMjIxU7hF8KSUlBcbGxsplLS0tlddlMhkUCoXabb++zssR5wWV/dt23sfrfzzeJj09Hb6+vvD19cW6detgaWmJ2NhY+Pr65ruZ/v+Nu2LFipDJZAgPDy/0Ouq87fjeLE9LS0NgYCDatm2br66uri709PQ+SDyDBw/G4cOHMW3aNDg5OUFPTw/ffPON2vcRUP09qlmzJqKjo7F//34cOXIE7du3h4+PD7Zu3QogL8EIDg6Gjo4OvLy8YGZmBldXV/z99984fvw4Bg0apDxmAFi6dKnKH3MAKgkDULjfk6JAU1MTmpp5fyrS0tLw1VdfYfLkyfnq2djYQENDA4cPH8bp06dx6NAhzJ07F7///jvOnTsHBweHjx36Wzk5OaFs2bI4duwYkpOTlQm/ra0t7OzscPr0aRw7dgxNmjRRWe99z9n7XMM+BLlcnu8L4+v3TqalpeW7n/Oll6Ofx4wZg06dOmHv3r3Yv38/AgICsHHjRrRp0+aDxirVe0SFxxbGImTSpEnYvXs3zpw5oyxzdXXFqVOnVOqdOnUKzs7O+f4AFTcuLi4ICQnJVx4SEvJ/tzq9j9jYWDx48EC5fPbsWcjlcri4uMDIyAi2trYFnovKlSur3a62tna+1uDw8HAkJiZi0qRJaNSoESpVqvRe36YL2vabzMzM4Ovri/nz5xc4+CAlJQVA3u/avXv3cO/ePeVrN2/eREpKyr8eY0Fq1qyJiIgIODk55fuRy+WoVq0a7t+/j8jIyPc+NiDvHHTt2hVt2rSBm5sbrK2tERMT887xGhkZoUOHDli6dCk2bdqEbdu2ISkpCQDg5eWFv//+G0FBQcqpVxo3bowNGzYgMjJSWWZlZQVbW1vcuXMn3zEXpYTpfdWsWRM3btyAvb19vuN7mUzJZDI0bNgQgYGBuHz5MrS1tbFjxw6JI8/P29sbwcHBCA4OVplOx9PTE/v378f58+eVA17extXVFaGhoSqfq1OnTimvG4Xh4uKCnJwcXL58WVl2+/ZttS2zxsbGsLGxwblz55RlOTk5uHTpkko9S0tLxMXFKZdTU1MRHR2tXK5Zsybi4+OhqamZ73xaWFgo6zk7O+PXX3/FoUOH0LZtW6xYsQJA4T6jH/q6QtJhwliEuLm5oXPnzpgzZ46ybNCgQQgKCsK4ceMQGRmJVatWYd68eRg8eLCEkX4Yffr0QWRkJAYMGICrV68iIiICM2bMwIYNG5QtNh+Trq4u/Pz8EBoaipMnT2LAgAFo3749rK2tAQBDhgzB5MmTsWnTJkREROC3337DlStXMHDgQLXbtbe3R1paGoKCgvD48WNkZGSgXLly0NbWxty5c3Hnzh389ddfGDdu3DvHbG9vj+joaFy5cgWPHz9GZmZmgfXmz5+P3Nxc1K1bF9u2bcOtW7cQFhaGOXPmwMPDA0DeiP2Xv4MhISE4f/48unTpAi8vr/fqPh09ejRWr16NwMBA3LhxA2FhYdi4cSNGjhwJIC8J8/T0RLt27XD48GFlC9/L0ccFvW8FqVixIrZv344rV64gNDQUnTp1eueWiZe/d+Hh4YiMjMSWLVtgbW2tbGXx9PTE06dPsWfPHpWEcd26dbCxsVH5ghMYGIiJEydizpw5iIyMxLVr17BixQrMmDHjHd/Boqdfv35ISkpCx44dceHCBURFReHgwYPo1q0bcnNzce7cOUyYMAEXL15EbGwstm/fjkePHsHV1VXq0PPx9vbG33//jStXrihbGIG838vFixcjKyvrXxPGzp07K68b169fx7Fjx/Dzzz/jhx9+UN4K828qVaoEHx8f9OrVC+fPn8fly5fRq1cv6OnpqZ2Pd+DAgZg0aRJ27tyJ8PBw9O3bV/nl76UmTZpgzZo1OHnyJK5duwY/Pz+VhgYfHx94eHigdevWOHToEGJiYnD69Gn8/vvvuHjxIp49e4b+/fsjODgYd+/exalTp3DhwgXl+SzMZ/RDX1dIOkwYi5ixY8eq/LGrWbMmNm/ejI0bN6Jq1aoYPXo0xo4d+0l0Wzs6OuLEiRMIDw+Hj48P6tWrh82bN2PLli1o3rz5R4/HyckJbdu2RcuWLdGsWTNUq1ZNZTqUAQMGwN/fH4MGDYKbmxsOHDiAv/76CxUrVlS73QYNGuCnn35Chw4dYGlpiSlTpsDS0hIrV67Eli1bULlyZUyaNAnTpk1755jbtWuH5s2bw9vbG5aWltiwYUOB9RwdHRESEgJvb28MGjQIVatWRdOmTREUFISFCxcCyGsZ2rVrF0xNTeHp6QkfHx84Ojpi06ZN7xwXAPj6+mLPnj04dOgQ6tSpg/r162PmzJkoX768ss62bdtQp04ddOzYEZUrV8bQoUOVLRYFvW8FmTFjBkxNTdGgQQN89dVX8PX1VbkfrDAMDQ0xZcoU1K5dG3Xq1EFMTAz27dsHuTzvEmlqago3NzdYWloq79nz9PSEQqFQSTYAoEePHli2bBlWrFgBNzc3eHl5YeXKlZ9EC+PLVvbc3Fw0a9YMbm5u+OWXX2BiYgK5XA4jIyOcOHECLVu2hLOzM0aOHInp06ejRYsWUoeej7e3N549ewYnJyeV5M7LywtPnz5VTr+jjr6+Pg4ePIikpCTUqVMH33zzDT7//HPMmzfvnWJZvXo1rKys4OnpiTZt2qBnz54wNDRUTltVkEGDBuGHH36An58fPDw8YGhomK+bePjw4fDy8sKXX36JL774Aq1bt1aZU1Imk2Hfvn3w9PREt27d4OzsjO+++w53796FlZUVNDQ0kJiYiC5dusDZ2Rnt27dHixYtEBgYCKBwn9EPfV0h6chEYe+IJ/qEjRkzBjt37sSVK1ekDoWISrj79+/Dzs4OR44cweeff17o9bp27YqUlBTs3LnzvwuOSiwOeiEiIpLQ0aNHkZaWBjc3N8TFxWHo0KGwt7eHp6en1KERKTFhJCIiklB2djZGjBiBO3fuwNDQEA0aNMC6devyjRwmkhK7pImIiIhILQ56ISIiIiK1mDASERERkVpMGImIiIhILSaMRERERKQWE0YiIiIiUosJIxH937p27YrWrVsrlxs3boxffvnlo8cRHBwMmUyW7xFpr5PJZO80sfGYMWNQvXr1/yuumJgYyGQyTgxPRMUWE0aiT1TXrl0hk8kgk8mgra0NJycnjB07Fjk5Of/5vrdv317oZ2MXJskjIiJpceJuok9Y8+bNsWLFCmRmZmLfvn3o168ftLS0MHz48Hx1s7KyoK2t/UH2a2Zm9kG2Q0RERQNbGIk+YTo6OrC2tkb58uXRp08f+Pj44K+//gLwqht5/PjxsLW1hYuLCwDg3r17aN++PUxMTGBmZoZWrVohJiZGuc3c3Fz4+/vDxMQE5ubmGDp0KN6c///NLunMzEwMGzYMdnZ20NHRgZOTE/7880/ExMTA29sbAGBqagqZTIauXbsCABQKBSZOnAgHBwfo6enB3d0dW7duVdnPvn374OzsDD09PXh7e6vEWVjDhg2Ds7Mz9PX14ejoiFGjRiE7OztfvcWLF8POzg76+vpo3749njx5ovL6smXL4OrqCl1dXVSqVAkLFix46z6Tk5PRuXNnWFpaQk9PDxUrVsSKFSveOXYioo+FLYxEJYienh4SExOVy0FBQTAyMsLhw4cB5D2izNfXFx4eHjh58iQ0NTXxxx9/oHnz5rh69Sq0tbUxffp0rFy5EsuXL4erqyumT5+OHTt2oEmTJm/db5cuXXDmzBnMmTMH7u7uiI6OxuPHj2FnZ4dt27ahXbt2iIiIgJGREfT09AAAEydOxNq1a7Fo0SJUrFgRJ06cwPfffw9LS0t4eXnh3r17aNu2Lfr164devXrh4sWLGDRo0Du/J4aGhli5ciVsbW1x7do19OzZE4aGhhg6dKiyzu3bt7F582bs3r0bqamp6N69O/r27Yt169YBANatW4fRo0dj3rx5qFGjBi5fvoyePXvCwMAAfn5++fY5atQo3Lx5E/v374eFhQVu376NZ8+evXPsREQfjSCiT5Kfn59o1aqVEEIIhUIhDh8+LHR0dMTgwYOVr1tZWYnMzEzlOmvWrBEuLi5CoVAoyzIzM4Wenp44ePCgEEIIGxsbMWXKFOXr2dnZomzZssp9CSGEl5eXGDhwoBBCiIiICAFAHD58uMA4jx07JgCI5ORkZdnz58+Fvr6+OH36tErd7t27i44dOwohhBg+fLioXLmyyuvDhg3Lt603ARA7dux46+tTp04VtWrVUi4HBAQIDQ0Ncf/+fWXZ/v37hVwuF3FxcUIIISpUqCDWr1+vsp1x48YJDw8PIYQQ0dHRAoC4fPmyEEKIr776SnTr1u2tMRARFTVsYST6hO3ZswelSpVCdnY2FAoFOnXqhDFjxihfd3NzU7lvMTQ0FLdv34ahoaHKdp4/f46oqCg8efIEcXFxqFevnvI1TU1N1K5dO1+39EtXrlyBhoYGvLy8Ch337du3kZGRgaZNm6qUZ2VloUaNGgCAsLAwlTgAwMPDo9D7eGnTpk2YM2cOoqKikJaWhpycHBgZGanUKVeuHMqUKaOyH4VCgYiICBgaGiIqKgrdu3dHz549lXVycnJgbGxc4D779OmDdu3aISQkBM2aNUPr1q3RoEGDd46diOhjYcJI9Anz9vbGwoULoa2tDVtbW2hqqn7kDQwMVJbT0tJQq1YtZVfr6ywtLd8rhpddzO8iLS0NALB3716VRA3Iuy/zQzlz5gw6d+6MwMBA+Pr6wtjYGBs3bsT06dPfOdalS5fmS2A1NDQKXKdFixa4e/cu9u3bh8OHD+Pzzz9Hv379MG3atPc/GCKi/xATRqJPmIGBAZycnApdv2bNmti0aRNKly6dr5XtJRsbG5w7dw6enp4A8lrSLl26hJo1axZY383NDQqFAsePH4ePj0++11+2cObm5irLKleuDB0dHcTGxr61ZdLV1VU5gOels2fP/vtBvub06dMoX748fv/9d2XZ3bt389WLjY3FgwcPYGtrq9yPXC6Hi4sLrKysYGtrizt37qBz586F3relpSX8/Pzg5+eHRo0aYciQIUwYiajI4ihpIlLq3LkzLCws0KpVK5w8eRLR0dEIDg7GgAEDcP/+fQDAwIEDMWnSJOzcuRPh4eHo27ev2jkU7e3t4efnhx9//BE7d+5UbnPz5s0AgPLly0Mmk2HPnj149OgR0tLSYGhoiMGDB+PXX3/FqlWrEBUVhZCQEMydOxerVq0CAPz000+4desWhgwZgoiICKxfvx4rV658p+OtWLEiYmNjsXHjRkRFRWHOnDnYsWNHvnq6urrw8/NDaGgoTp48iQEDBqB9+/awtrYGAAQGBmLixImYM2cOIiMjce3aNaxYsQIzZswocL+jR4/Grl27cPv2bdy4cQN79uyBq6vrO8VORPQxMWEkIiV9fX2cOHEC5cqVQ9u2beHq6oru3bvj+fPnyhbHQYMG4YcffoCfnx88PDxgaGiINm3aqN3uwoUL8c0336Bv376oVKkSevbsifT0dABAmTJlEBgYiN9++w1WVlbo378/AGDcuHEYNWoUJk6cCFdXVzRv3hx79+6Fg4MDgLz7Crdt24adO3fC3d0dixYtwoQJE97peL/++mv8+uuv6N+/P6pXr47Tp09j1KhR+eo5OTmhbdu2aNmyJZo1a4Zq1aqpTJvTo0cPLFu2DCtWrICbmxu8vLywcuVKZaxv0tbWxvDhw1GtWjV4enpCQ0MDGzdufKfYiYg+Jpl4253qRERERERgCyMRERER/QsmjERERESkFhNGIiIiIlKLCSMRERERqcWEkYiIiIjUYsJIRERERGoxYSQiIiIitZgwEhEREZFaTBiJiIiISC0mjERERESkFhNGIiIiIlLrfyr8uNHXHaSeAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-30 **********\n","o1-mini/shots-30\n","不是 1570\n","是 1021\n","不重要 208\n","问法错误 119\n","回答正确 75\n","回答: 是 5\n","回答: 问法错误 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-40 **********\n","o1-mini/shots-40\n","不是 1591\n","是 1028\n","不重要 183\n","问法错误 111\n","回答正确 80\n","回答: 是 3\n","回答: 问法错误 2\n","```\\n不是\\n``` 1\n","回答: 不是 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-mini/shots-50 **********\n","o1-mini/shots-50\n","不是 1590\n","是 1049\n","不重要 171\n","问法错误 109\n","回答正确 74\n","回答: 是 4\n","回答: 回答正确 3\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-00 **********\n","o1-preview/shots-00\n","不是 1519\n","是 999\n","问法错误 322\n","不重要 97\n","回答正确 57\n","回答: 是 6\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-05 **********\n","o1-preview/shots-05\n","不是 1445\n","是 1041\n","问法错误 286\n","不重要 103\n","回答正确 62\n","回答: 是 36\n","回答: 不是 16\n","回答: 问法错误 9\n","回答: 回答正确 2\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-10 **********\n","o1-preview/shots-10\n","不是 1478\n","是 1061\n","问法错误 232\n","不重要 122\n","回答正确 69\n","回答: 是 25\n","回答: 不是 8\n","回答: 问法错误 5\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-20 **********\n","o1-preview/shots-20\n","不是 1503\n","是 1046\n","问法错误 238\n","不重要 111\n","回答正确 58\n","回答: 是 22\n","回答: 不是 10\n","回答: 问法错误 8\n","回答: 回答正确 4\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-30 **********\n","o1-preview/shots-30\n","不是 1496\n","是 1043\n","问法错误 239\n","不重要 107\n","回答正确 67\n","回答: 是 35\n","回答: 不是 10\n","回答: 问法错误 1\n","回答: 不重要 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-40 **********\n","o1-preview/shots-40\n","不是 1510\n","是 1028\n","问法错误 223\n","不重要 112\n","回答正确 79\n","回答: 是 29\n","回答: 不是 11\n","回答: 问法错误 6\n","回答: 回答正确 1\n","谜面: 在一个安静的夜晚，小村庄的湖边突然传来了阵阵哭泣声。第二天早晨，村长甄锐发现湖边的石头上放着一顶破旧的帽子，但没有人知道这顶帽子是从哪里来的，哭泣声又是为何。请还原故事真相。\\n\\n谜底: 原来，这顶破旧的帽子属于一个小男孩，他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳，还告诉他湖中的海龟是他们的朋友。后来，小男孩随父母去了城市生活，但每年夏天都会回到村子探望爷爷。然而，去年夏天，爷爷因病去世，小男孩伤心欲绝。今年夏天，他回到村子，来到湖边，想起和爷爷的美好回忆，忍不住哭泣。他将爷爷的帽子放在湖边的石头上，希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n\\n参与者提出的问题: 哭泣的人是美人鱼吗？\\n\\n回答: 不是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** o1-preview/shots-50 **********\n","o1-preview/shots-50\n","不是 1460\n","是 1080\n","问法错误 242\n","不重要 99\n","回答正确 64\n","回答: 是 29\n","回答: 不是 18\n","回答: 问法错误 4\n","回答: 不重要 2\n","谜面: 在一个安静的夜晚，小村庄的湖边突然传来了阵阵哭泣声。第二天早晨，村长甄锐发现湖边的石头上放着一顶破旧的帽子，但没有人知道这顶帽子是从哪里来的，哭泣声又是为何。请还原故事真相。\\n\\n谜底: 原来，这顶破旧的帽子属于一个小男孩，他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳，还告诉他湖中的海龟是他们的朋友。后来，小男孩随父母去了城市生活，但每年夏天都会回到村子探望爷爷。然而，去年夏天，爷爷因病去世，小男孩伤心欲绝。今年夏天，他回到村子，来到湖边，想起和爷爷的美好回忆，忍不住哭泣。他将爷爷的帽子放在湖边的石头上，希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n\\n参与者提出的问题: 曾经有人落水过\\n\\n回答: 不是 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, 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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, f1, accuracy in zip(\n"," df.columns[5:], perf_df[\"f1\"].to_list(), perf_df[\"accuracy\"].to_list()\n","):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col, title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\", preprocess_func=extract_answer)"]}],"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} +version https://git-lfs.github.com/spec/v1 +oid sha256:1e521c17eacedb18f9d479e87577c3870e7ab15155678967fd456fc0a79e96d6 +size 4856810