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 @@ -{"cells":[{"cell_type":"code","execution_count":26,"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":27,"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":28,"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":29,"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":29,"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":30,"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":31,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":32,"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":33,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 30 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","dtypes: object(30)\n","memory usage: 703.3+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":34,"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']"]},"execution_count":34,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":35,"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-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":35,"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":36,"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":37,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 30 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-preview/shots-00 3000 non-null object\n"," 24 o1-preview/shots-05 3000 non-null object\n"," 25 o1-preview/shots-10 3000 non-null object\n"," 26 o1-preview/shots-20 3000 non-null object\n"," 27 o1-preview/shots-30 3000 non-null object\n"," 28 o1-preview/shots-40 3000 non-null object\n"," 29 o1-preview/shots-50 3000 non-null object\n","dtypes: object(30)\n","memory usage: 703.3+ KB\n"]}],"source":["df = df2\n","df.info()"]},{"cell_type":"code","execution_count":38,"metadata":{},"outputs":[{"data":{"text/plain":["label\n","不是 1535\n","是 1245\n","不重要 138\n","问法错误 47\n","回答正确 35\n","Name: count, dtype: int64"]},"execution_count":38,"metadata":{},"output_type":"execute_result"}],"source":["df[\"label\"].value_counts()"]},{"cell_type":"code","execution_count":39,"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":40,"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":41,"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":42,"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-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":43,"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-preview/shots-30', 'gpt-4o-mini/shots-40', 'gpt-4o/shots-40', 'o1-preview/shots-40', 'gpt-4o-mini/shots-50', 'gpt-4o/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:474: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat(\n"]},{"data":{"text/html":["
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shotsmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00gpt-4o-minigpt-4o-mini/shots-000.7176670.7857070.7176670.7296060.991667
10gpt-4ogpt-4o/shots-000.7820000.8204050.7820000.7953020.066000
20o1-minio1-mini/shots-000.7083330.7848100.7083330.7377070.999000
30o1-previewo1-preview/shots-000.7210000.7849370.7210000.7451210.998000
45gpt-4o-minigpt-4o-mini/shots-050.7176670.7767290.7176670.7181070.999667
55gpt-4ogpt-4o/shots-050.7873330.8230970.7873330.8000290.998000
65o1-minio1-mini/shots-050.7240000.7905050.7240000.7482960.996667
75o1-previewo1-preview/shots-050.7313330.7878280.7313330.7535490.979000
810gpt-4o-minigpt-4o-mini/shots-100.6793330.7728090.6793330.6916750.998333
910gpt-4ogpt-4o/shots-100.7916670.8227710.7916670.8036150.999667
1010o1-minio1-mini/shots-100.7250000.7892490.7250000.7485620.994333
1110o1-previewo1-preview/shots-100.7490000.7964480.7490000.7677320.987333
1220gpt-4o-minigpt-4o-mini/shots-200.6623330.7686710.6623330.6798020.998000
1320gpt-4ogpt-4o/shots-200.7816670.8204540.7816670.7967020.999333
1420o1-minio1-mini/shots-200.7343330.7861010.7343330.7535300.994667
1520o1-previewo1-preview/shots-200.7443330.7911440.7443330.7625140.985333
1630gpt-4o-minigpt-4o-mini/shots-300.6873330.7684210.6873330.6913020.999000
1730gpt-4ogpt-4o/shots-300.7886670.8260850.7886670.8030950.999000
1830o1-previewo1-preview/shots-300.7473330.7920600.7473330.7643980.984000
1940gpt-4o-minigpt-4o-mini/shots-400.6923330.7639870.6923330.6924930.998667
2040gpt-4ogpt-4o/shots-400.7840000.8233510.7840000.7993340.997333
2140o1-previewo1-preview/shots-400.7506670.7964680.7506670.7674110.984000
2250gpt-4o-minigpt-4o-mini/shots-500.7170000.7692640.7170000.7105230.999333
2350gpt-4ogpt-4o/shots-500.7870000.8234800.7870000.8013530.999333
2450o1-previewo1-preview/shots-500.7546670.7979980.7546670.7708180.981667
\n","
"],"text/plain":[" shots model run accuracy precision recall \\\n","0 0 gpt-4o-mini gpt-4o-mini/shots-00 0.717667 0.785707 0.717667 \n","1 0 gpt-4o gpt-4o/shots-00 0.782000 0.820405 0.782000 \n","2 0 o1-mini o1-mini/shots-00 0.708333 0.784810 0.708333 \n","3 0 o1-preview o1-preview/shots-00 0.721000 0.784937 0.721000 \n","4 5 gpt-4o-mini gpt-4o-mini/shots-05 0.717667 0.776729 0.717667 \n","5 5 gpt-4o gpt-4o/shots-05 0.787333 0.823097 0.787333 \n","6 5 o1-mini o1-mini/shots-05 0.724000 0.790505 0.724000 \n","7 5 o1-preview o1-preview/shots-05 0.731333 0.787828 0.731333 \n","8 10 gpt-4o-mini gpt-4o-mini/shots-10 0.679333 0.772809 0.679333 \n","9 10 gpt-4o gpt-4o/shots-10 0.791667 0.822771 0.791667 \n","10 10 o1-mini o1-mini/shots-10 0.725000 0.789249 0.725000 \n","11 10 o1-preview o1-preview/shots-10 0.749000 0.796448 0.749000 \n","12 20 gpt-4o-mini gpt-4o-mini/shots-20 0.662333 0.768671 0.662333 \n","13 20 gpt-4o gpt-4o/shots-20 0.781667 0.820454 0.781667 \n","14 20 o1-mini o1-mini/shots-20 0.734333 0.786101 0.734333 \n","15 20 o1-preview o1-preview/shots-20 0.744333 0.791144 0.744333 \n","16 30 gpt-4o-mini gpt-4o-mini/shots-30 0.687333 0.768421 0.687333 \n","17 30 gpt-4o gpt-4o/shots-30 0.788667 0.826085 0.788667 \n","18 30 o1-preview o1-preview/shots-30 0.747333 0.792060 0.747333 \n","19 40 gpt-4o-mini gpt-4o-mini/shots-40 0.692333 0.763987 0.692333 \n","20 40 gpt-4o gpt-4o/shots-40 0.784000 0.823351 0.784000 \n","21 40 o1-preview o1-preview/shots-40 0.750667 0.796468 0.750667 \n","22 50 gpt-4o-mini gpt-4o-mini/shots-50 0.717000 0.769264 0.717000 \n","23 50 gpt-4o gpt-4o/shots-50 0.787000 0.823480 0.787000 \n","24 50 o1-preview o1-preview/shots-50 0.754667 0.797998 0.754667 \n","\n"," f1 ratio_valid_classifications \n","0 0.729606 0.991667 \n","1 0.795302 0.066000 \n","2 0.737707 0.999000 \n","3 0.745121 0.998000 \n","4 0.718107 0.999667 \n","5 0.800029 0.998000 \n","6 0.748296 0.996667 \n","7 0.753549 0.979000 \n","8 0.691675 0.998333 \n","9 0.803615 0.999667 \n","10 0.748562 0.994333 \n","11 0.767732 0.987333 \n","12 0.679802 0.998000 \n","13 0.796702 0.999333 \n","14 0.753530 0.994667 \n","15 0.762514 0.985333 \n","16 0.691302 0.999000 \n","17 0.803095 0.999000 \n","18 0.764398 0.984000 \n","19 0.692493 0.998667 \n","20 0.799334 0.997333 \n","21 0.767411 0.984000 \n","22 0.710523 0.999333 \n","23 0.801353 0.999333 \n","24 0.770818 0.981667 "]},"execution_count":43,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df, variant=\"shots\")\n","perf_df"]},{"cell_type":"code","execution_count":44,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":45,"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"]},{"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":46,"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":47,"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":"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","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":48,"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":49,"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 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":["
"]},"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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","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":["
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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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w8fFBYmIi7t69W+r75ObmIisrS+NBRERERFVfpQbWhw8fYsqUKXj33Xel1JySkgILCwuNcbq6ujA3N0dKSoo0xtLSUmNM8fPiMU+aN28eTExMpIetra22T4eIiIiIZFBpgTU/Px/vvPMOhBBYsWJFZb2NZNq0acjMzJQe165dq/T3JCIiIqLKp1sZBy0Oq1evXsWePXs01iRYWVkhLS1NY3xBQQHS09NhZWUljUlNTdUYU/y8eMyTDAwMYGBgoM3TICIiIiIF0PoMa3FYvXDhAnbt2oU6depo9Lu7uyMjIwNxcXFS2549e1BUVIT27dtLY6Kjo5Gfny+NiYyMhLOzM8zMzLRdMhEREREp2HMH1uzsbMTHxyM+Ph4AkJSUhPj4eCQnJyM/Px9vvfUWjh49inXr1qGwsBApKSlISUlBXl4eAMDFxQW+vr4YMWIEDh8+jIMHD2LMmDEYOHAgbGxsAACDBg2Cvr4+AgMDkZCQgN9++w1Lly5FcHCw9s6ciIiIiKqE597WKioqCp6eniXahwwZglmzZsHBwaHU1+3duxddu3YF8OjGAWPGjMG2bdugo6OD/v37IywsDLVq1ZLGnzx5EkFBQThy5Ajq1q2LsWPHYsqUKeWuk9ta/X/c1oqIiIiUqLx5rUL7sCoZA+v/x8BKRERESqSYfViJiIiIiCqCgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlaqU6Oho9OzZEzY2NlCpVNiyZYtGvxACISEhsLa2hpGREby8vHDhwgWpPyoqCiqVqtTHkSNHAACJiYnw9PSEpaUlDA0N4ejoiOnTpyM/P/9lnioRERH9HwZWqlJycnLg5uaG5cuXl9q/YMEChIWFYeXKlYiNjYWxsTF8fHzw8OFDAEDHjh1x69Ytjcfw4cPh4OCAtm3bAgD09PTw/vvvY+fOnUhMTERoaCi+++47zJw586WdJxEREf1/unIXQPQ8/Pz84OfnV2qfEAKhoaGYPn06evfuDQAIDw+HpaUltmzZgoEDB0JfXx9WVlbSa/Lz8/HHH39g7NixUKlUAABHR0c4OjpKY+zs7BAVFYX9+/dX4pkRERFRWTjDStVGUlISUlJS4OXlJbWZmJigffv2iImJKfU1W7duxZ07dzB06NAyj3vx4kVERETAw8ND6zUTERHRszGwUrWRkpICALC0tNRot7S0lPqetHr1avj4+KBBgwYl+jp27AhDQ0M0btwYnTt3xpw5c7RfNBERET0TAyu9sq5fv44dO3YgMDCw1P7ffvsNx44dw88//4w///wTixYteskVEhEREcA1rFSNFK9NTU1NhbW1tdSempqKVq1alRi/Zs0a1KlTB7169Sr1eLa2tgAAV1dXFBYWYuTIkZg0aRJq1Kih/eKJiIioTJxhpWrDwcEBVlZW2L17t9SWlZWF2NhYuLu7a4wVQmDNmjV4//33oaen98xjFxUVIT8/H0VFRVqvm4iIiJ6OM6xUpWRnZ+PixYvS86SkJMTHx8Pc3BwNGzbEhAkTMHfuXDRu3BgODg6YMWMGbGxs0KdPH43j7NmzB0lJSRg+fHiJ91i3bh309PTQokULGBgY4OjRo5g2bRoGDBhQrnBLRERE2qUSQgi5i6gMWVlZMDExQWZmJtRqtVaPbT/1T60er7Jd+dJf7hKeW1mf8cPkk0j95dMS7cbNu6Ou/0QIIZB5YB3unYhA0cMcGDZwhbn3R9Azr68x/vbWhSjMSoPVewtLHCvnbDSyYn9H/t2bgBDQVVvAuFlXqF/vA5Wufql1VcXPmIiISG7lzWucYaUqxbBhS9hN2V5mv0qlgmnn92Da+b2nHqder8ll9hm7dIGxS5cXrpGIiIi0i2tYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNGeO7BGR0ejZ8+esLGxgUqlwpYtWzT6hRAICQmBtbU1jIyM4OXlhQsXLmiMSU9PR0BAANRqNUxNTREYGIjs7GyNMSdPnkTnzp1haGgIW1tbLFiw4PnPjoiIiIiqvOcOrDk5OXBzc8Py5ctL7V+wYAHCwsKwcuVKxMbGwtjYGD4+Pnj48KE0JiAgAAkJCYiMjMT27dsRHR2NkSNHSv1ZWVnw9vaGnZ0d4uLisHDhQsyaNQurVq16gVMkIiIioqrsuW/N6ufnBz8/v1L7hBAIDQ3F9OnT0bt3bwBAeHg4LC0tsWXLFgwcOBBnz55FREQEjhw5grZt2wIAli1bhh49emDRokWwsbHBunXrkJeXhx9++AH6+vpo1qwZ4uPjsWTJEo1gS0RERETVn1bXsCYlJSElJQVeXl5Sm4mJCdq3b4+YmBgAQExMDExNTaWwCgBeXl7Q0dFBbGysNKZLly7Q19eXxvj4+CAxMRF3794t9b1zc3ORlZWl8SAiIiKiqk+rgTUlJQUAYGlpqdFuaWkp9aWkpMDCwkKjX1dXF+bm5hpjSjvG4+/xpHnz5sHExER62NraVvyEiIiIiEh21WaXgGnTpiEzM1N6XLt2Te6SiIiIiEgLtBpYraysAACpqaka7ampqVKflZUV0tLSNPoLCgqQnp6uMaa0Yzz+Hk8yMDCAWq3WeBARERFR1afVwOrg4AArKyvs3r1basvKykJsbCzc3d0BAO7u7sjIyEBcXJw0Zs+ePSgqKkL79u2lMdHR0cjPz5fGREZGwtnZGWZmZtosmYiIiIgU7rkDa3Z2NuLj4xEfHw/g0YVW8fHxSE5OhkqlwoQJEzB37lxs3boVp06dwvvvvw8bGxv06dMHAODi4gJfX1+MGDEChw8fxsGDBzFmzBgMHDgQNjY2AIBBgwZBX18fgYGBSEhIwG+//YalS5ciODhYaydORERERFXDc29rdfToUXh6ekrPi0PkkCFDsHbtWnzyySfIycnByJEjkZGRgTfeeAMREREwNDSUXrNu3TqMGTMG3bt3h46ODvr374+wsDCp38TEBDt37kRQUBDatGmDunXrIiQkhFtaEREREb2CVEIIIXcRlSErKwsmJibIzMzU+npW+6l/avV4le3Kl/5yl/Dc+BkTERFVf+XNa9VmlwAiIiIiqp4YWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNG0HlgLCwsxY8YMODg4wMjICI0aNcJnn30GIYQ0RgiBkJAQWFtbw8jICF5eXrhw4YLGcdLT0xEQEAC1Wg1TU1MEBgYiOztb2+USERERkcJpPbDOnz8fK1aswNdff42zZ89i/vz5WLBgAZYtWyaNWbBgAcLCwrBy5UrExsbC2NgYPj4+ePjwoTQmICAACQkJiIyMxPbt2xEdHY2RI0dqu1wiIiIiUjhdbR/w0KFD6N27N/z9/QEA9vb2+OWXX3D48GEAj2ZXQ0NDMX36dPTu3RsAEB4eDktLS2zZsgUDBw7E2bNnERERgSNHjqBt27YAgGXLlqFHjx5YtGgRbGxsSrxvbm4ucnNzpedZWVnaPjUiIiIikoHWZ1g7duyI3bt34/z58wCAEydO4MCBA/Dz8wMAJCUlISUlBV5eXtJrTExM0L59e8TExAAAYmJiYGpqKoVVAPDy8oKOjg5iY2NLfd958+bBxMREetja2mr71IiIiIhIBlqfYZ06dSqysrLQtGlT1KhRA4WFhfj8888REBAAAEhJSQEAWFpaarzO0tJS6ktJSYGFhYVmobq6MDc3l8Y8adq0aQgODpaeZ2VlMbQSERERVQNaD6zr16/HunXr8PPPP6NZs2aIj4/HhAkTYGNjgyFDhmj77SQGBgYwMDCotOMTERERkTy0HlgnT56MqVOnYuDAgQCAFi1a4OrVq5g3bx6GDBkCKysrAEBqaiqsra2l16WmpqJVq1YAACsrK6SlpWkct6CgAOnp6dLriYiIiOjVoPU1rPfv34eOjuZha9SogaKiIgCAg4MDrKyssHv3bqk/KysLsbGxcHd3BwC4u7sjIyMDcXFx0pg9e/agqKgI7du313bJRERERKRgWp9h7dmzJz7//HM0bNgQzZo1w/Hjx7FkyRIMGzYMAKBSqTBhwgTMnTsXjRs3hoODA2bMmAEbGxv06dMHAODi4gJfX1+MGDECK1euRH5+PsaMGYOBAweWukMAEREREVVfWg+sy5Ytw4wZM/DRRx8hLS0NNjY2+PDDDxESEiKN+eSTT5CTk4ORI0ciIyMDb7zxBiIiImBoaCiNWbduHcaMGYPu3btDR0cH/fv3R1hYmLbLJSIiIiKFU4nHb0FVjWRlZcHExASZmZlQq9VaPbb91D+1erzKduVLf7lLeG78jImIiKq/8uY1ra9hJSIiIiLSJgZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUrRKCaw3btzAe++9hzp16sDIyAgtWrTA0aNHpX4hBEJCQmBtbQ0jIyN4eXnhwoULGsdIT09HQEAA1Go1TE1NERgYiOzs7Mool4iIiIgUTOuB9e7du+jUqRP09PTw999/48yZM1i8eDHMzMykMQsWLEBYWBhWrlyJ2NhYGBsbw8fHBw8fPpTGBAQEICEhAZGRkdi+fTuio6MxcuRIbZdLRERERAqnq+0Dzp8/H7a2tlizZo3U5uDgIP1ZCIHQ0FBMnz4dvXv3BgCEh4fD0tISW7ZswcCBA3H27FlERETgyJEjaNu2LQBg2bJl6NGjBxYtWgQbGxttl01ERERECqX1GdatW7eibdu2ePvtt2FhYYHWrVvju+++k/qTkpKQkpICLy8vqc3ExATt27dHTEwMACAmJgampqZSWAUALy8v6OjoIDY2ttT3zc3NRVZWlsaDiIiIiKo+rQfWy5cvY8WKFWjcuDF27NiB0aNHY9y4cfjxxx8BACkpKQAAS0tLjddZWlpKfSkpKbCwsNDo19XVhbm5uTTmSfPmzYOJiYn0sLW11fapEREREZEMtB5Yi4qK8Nprr+GLL75A69atMXLkSIwYMQIrV67U9ltpmDZtGjIzM6XHtWvXKvX9iIiIiOjl0Hpgtba2hqurq0abi4sLkpOTAQBWVlYAgNTUVI0xqampUp+VlRXS0tI0+gsKCpCeni6NeZKBgQHUarXGg4iIiIiqPq0H1k6dOiExMVGj7fz587CzswPw6AIsKysr7N69W+rPyspCbGws3N3dAQDu7u7IyMhAXFycNGbPnj0oKipC+/bttV0yERERESmY1ncJmDhxIjp27IgvvvgC77zzDg4fPoxVq1Zh1apVAACVSoUJEyZg7ty5aNy4MRwcHDBjxgzY2NigT58+AB7NyPr6+kpLCfLz8zFmzBgMHDiQOwQQERERvWK0Hlhff/11bN68GdOmTcOcOXPg4OCA0NBQBAQESGM++eQT5OTkYOTIkcjIyMAbb7yBiIgIGBoaSmPWrVuHMWPGoHv37tDR0UH//v0RFham7XKJiIiISOFUQgghdxGVISsrCyYmJsjMzNT6elb7qX9q9XiV7cqX/nKX8Nz4GRMREVV/5c1rlXJrViIiIiIibWFgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRav0wPrll19CpVJhwoQJUtvDhw8RFBSEOnXqoFatWujfvz9SU1M1XpecnAx/f3/UrFkTFhYWmDx5MgoKCiq7XCIiIiJSmEoNrEeOHMG3336Lli1barRPnDgR27Ztw4YNG7Bv3z7cvHkT/fr1k/oLCwvh7++PvLw8HDp0CD/++CPWrl2LkJCQyiyXiIiIiBSo0gJrdnY2AgIC8N1338HMzExqz8zMxOrVq7FkyRJ069YNbdq0wZo1a3Do0CH8888/AICdO3fizJkz+N///odWrVrBz88Pn332GZYvX468vLxS3y83NxdZWVkaDyIiIiKq+iotsAYFBcHf3x9eXl4a7XFxccjPz9dob9q0KRo2bIiYmBgAQExMDFq0aAFLS0tpjI+PD7KyspCQkFDq+82bNw8mJibSw9bWthLOioiIiIhetkoJrL/++iuOHTuGefPmlehLSUmBvr4+TE1NNdotLS2RkpIijXk8rBb3F/eVZtq0acjMzJQe165d08KZEBEREZHcdLV9wGvXrmH8+PGIjIyEoaGhtg9fJgMDAxgYGLy09yMiIiKil0PrM6xxcXFIS0vDa6+9Bl1dXejq6mLfvn0ICwuDrq4uLC0tkZeXh4yMDI3XpaamwsrKCgBgZWVVYteA4ufFY4iIiIjo1aD1wNq9e3ecOnUK8fHx0qNt27YICAiQ/qynp4fdu3dLr0lMTERycjLc3d0BAO7u7jh16hTS0tKkMZGRkVCr1XB1ddV2yURERESkYFpfElC7dm00b95co83Y2Bh16tSR2gMDAxEcHAxzc3Oo1WqMHTsW7u7u6NChAwDA29sbrq6uGDx4MBYsWICUlBRMnz4dQUFB/LU/ERER0StG64G1PL766ivo6Oigf//+yM3NhY+PD7755hupv0aNGti+fTtGjx4Nd3d3GBsbY8iQIZgzZ44c5RIRERGRjF5KYI2KitJ4bmhoiOXLl2P58uVlvsbOzg5//fVXJVdGREREREpX6bdmJSIiIiKqCAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIq07x58/D666+jdu3asLCwQJ8+fZCYmKgx5uHDhwgKCkKdOnVQq1Yt9O/fH6mpqaUe786dO2jQoAFUKhUyMjJewhkQEVF1wMBKRGXat28fgoKC8M8//yAyMhL5+fnw9vZGTk6ONGbixInYtm0bNmzYgH379uHmzZvo169fqccLDAxEy5YtX1b5RERUTejKXQARKVdERITG87Vr18LCwgJxcXHo0qULMjMzsXr1avz888/o1q0bAGDNmjVwcXHBP//8gw4dOkivXbFiBTIyMhASEoK///77pZ4HERFVbZxhJaJyy8zMBACYm5sDAOLi4pCfnw8vLy9pTNOmTdGwYUPExMRIbWfOnMGcOXMQHh4OHR3+b4eIiJ4Pv3MQUbkUFRVhwoQJ6NSpE5o3bw4ASElJgb6+PkxNTTXGWlpaIiUlBQCQm5uLd999FwsXLkTDhg1fdtlERFQNcEkAEZVLUFAQTp8+jQMHDjzX66ZNmwYXFxe89957lVQZERFVd1qfYdXWVcXJycnw9/dHzZo1YWFhgcmTJ6OgoEDb5RJROYwZMwbbt2/H3r170aBBA6ndysoKeXl5Ja74T01NhZWVFQBgz5492LBhA3R1daGrq4vu3bsDAOrWrYuZM2e+tHMgIqKqS+uBVRtXFRcWFsLf3x95eXk4dOgQfvzxR6xduxYhISHaLpeInkIIgTFjxmDz5s3Ys2cPHBwcNPrbtGkDPT097N69W2pLTExEcnIy3N3dAQC///47Tpw4gfj4eMTHx+P7778HAOzfvx9BQUEv72SIiKjK0vqSAG1cVbxz506cOXMGu3btgqWlJVq1aoXPPvsMU6ZMwaxZs6Cvr6/tsomoFEFBQfj555/xxx9/oHbt2tK6VBMTExgZGcHExASBgYEIDg6Gubk51Go1xo4dC3d3d2mHgEaNGmkc899//wUAuLi4lFj7SkREVJpKX8P6vFcVd+jQATExMWjRogUsLS2lMT4+Phg9ejQSEhLQunXrEu+Tm5uL3Nxc6XlWVlZlnRJRlWc/9c9yjbu6YgUAoGvXrhrtdXpMQK0Wj/4NC2NvpNe5Bq8evSAK82Ho8BrqvPlRme/xMPkkAKDlrB3QMaxV7pqvfOlf7rFERFS9VGpgfdGrilNSUjTCanF/cV9p5s2bh9mzZ2v5DIhebXZTtj9zjEpXH3W8R6OO9+hyHdOwYctyHZeIiKhYpW5rVXxV8a+//lqZbwPg0ZXImZmZ0uPatWuV/p5EREREVPkqLbBW5KpiKyurErsGFD8vHvMkAwMDqNVqjQcRkdJFR0ejZ8+esLGxgUqlwpYtW8ocO2rUKKhUKoSGhkptV65cQWBgIBwcHGBkZIRGjRph5syZyMvLq/ziiYheEq0HVm1cVezu7o5Tp04hLS1NGhMZGQm1Wg1XV1dtl0xEJJucnBy4ublh+fLlTx23efNm/PPPP7CxsdFoP3fuHIqKivDtt98iISEBX331FVauXIlPP/20MssmInqptL6GVRtXFXt7e8PV1RWDBw/GggULkJKSgunTpyMoKAgGBgbaLpmISDZ+fn7w8/N76pgbN25g7Nix2LFjB/z9NS8+8/X1ha+vr/Tc0dERiYmJWLFiBRYtWlQpNRMRvWxaD6wryriqeM2aNfjggw8AAF999RV0dHTQv39/5ObmwsfHB9988400tkaNGti+fTtGjx4Nd3d3GBsbY8iQIZgzZ462yyUiUrSioiIMHjwYkydPRrNmzcr1mszMTGlnFiKi6kDrgVUI8cwxhoaGWL58+VN/BWZnZ4e//vpLm6UREVU58+fPh66uLsaNG1eu8RcvXsSyZcs4u0pE1Uql78NKREQvJi4uDkuXLsWxY8egUqmeOf7GjRvw9fXF22+/jREjRryEComIXo5K3daKiIhe3P79+5GWloaGDRtCV1cXurq6uHr1KiZNmgR7e3uNsTdv3oSnpyc6duyIVatWyVMwEVEl4QwrEZFCDR48WOOugMCju/4NHjwYQ4cOldpu3LgBT09PtGnTBmvWrIGODuciiKh6YWAlIpJRdnY2Ll68KD1PSkpCfHw8zM3N0bBhQ9SpU0djvJ6eHqysrODs7AzgUVjt2rUr7OzssGjRIty+fVsaW9a+1UREVQ0DKxFRJbCf+me5xj1MPonUX/7/nqnBwcEAAOPm3VHXf2KJ8dfvPsCcbWcQmvLo+NmnduHOxYu4ePGixk1agPLdWrfYlS/9nz2IiEgmDKxERDIybNjyuYJlg9E/aDyv1cILtVp4lTGaiKh64EInIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiJ6pcyaNQsqlUrj0bRpUwBAeno6xo4dC2dnZxgZGaFhw4YYN24cMjMzZa6a6NXGfViJiOiV06xZM+zatUt6rqv76NvhzZs3cfPmTSxatAiurq64evUqRo0ahZs3b2Ljxo1ylUv0ymNgJSKiV46urm6pt65t3rw5fv/9d+l5o0aN8Pnnn+O9995DQUGBFGyJ6OXikgAiInrlXLhwATY2NnB0dERAQACSk5PLHJuZmQm1Ws2wSiQjBlYiInqltG/fHmvXrkVERARWrFiBpKQkdO7cGffu3Ssx9t9//8Vnn32GkSNHylApERXjj4tERPRK8fPzk/7csmVLtG/fHnZ2dli/fj0CAwOlvqysLPj7+8PV1RWzZs2SoVIiKsYZViIieqWZmpqiSZMmuHjxotR27949+Pr6onbt2ti8eTP09PRkrJCIGFiJiOiVlp2djUuXLsHa2hrAo5lVb29v6OvrY+vWrTA0NJS5QiJiYCUiolfKxx9/jH379uHKlSs4dOgQ+vbtixo1auDdd9+VwmpOTg5Wr16NrKwspKSkICUlBYWFhXKXTvTK4hpWIiKqcuyn/vnCr73952GEfrsGhQ+yUMPIBAYNXGHabx5eX3wYD5NPIjU2FgDg5OSk8br6o1ZD18Tyhd/3ypf+L/xaolcdAysREb1S6vWeUmafYcOWsJuy/SVW82qYN28eNm3ahHPnzsHIyAgdO3bE/Pnz4ezsLHdp1UZ0dDQWLlyIuLg43Lp1C5s3b0afPn3kLktruCSAiIiIKtW+ffsQFBSEf/75B5GRkcjPz5eWXpB25OTkwM3NDcuXL5e7lErBGVYiIiKqVBERERrP165dCwsLC8TFxaFLly4yVVW9+Pn5aWzZVt1whpWIiIheqszMTACAubm5zJVQVcHASkRERC9NUVERJkyYgE6dOqF58+Zyl0NVBJcEEBER0UsTFBSE06dP48CBA3KXQlWIomdYly9fDnt7exgaGqJ9+/Y4fPiw3CURERHRCxozZgy2b9+OvXv3okGDBnKXQ1WIYgPrb7/9huDgYMycORPHjh2Dm5sbfHx8kJaWJndpRERE9ByEEBgzZgw2b96MPXv2wMHBQe6SqIpR7JKAJUuWYMSIERg6dCgAYOXKlfjzzz/xww8/YOrUqSXG5+bmIjc3V3pevKA7KytL67UV5d7X+jErU2V8BpWNn3HlqmqfL8DPuLLx8618Ve0z1qbg4GBs3LgRP//8MwDgwoULAAC1Wg0jIyM5S6s2srOzcfnyZen52bNnUbduXZiZmcHW1lbGyp6u+N+FEOKp41TiWSNkkJeXh5o1a2Ljxo0am94OGTIEGRkZ+OOPP0q8ZtasWZg9e/ZLrJKIiIiItOHatWtPXSaiyBnWf//9F4WFhbC01LwFnqWlJc6dO1fqa6ZNm4bg4GDpeVFREdLT01GnTh2oVKpKrVcbsrKyYGtri2vXrkGtVstdTrXEz7hy8fOtfPyMKx8/48rFz7fyVbXPWAiBe/fuwcbG5qnjFBlYX4SBgQEMDAw02kxNTeUppgLUanWV+AtWlfEzrlz8fCsfP+PKx8+4cvHzrXxV6TM2MTF55hhFXnRVt25d1KhRA6mpqRrtqampsLKykqkqIiIiIpKDIgOrvr4+2rRpg927d0ttRUVF2L17N9zd3WWsjIiIiIheNsUuCQgODsaQIUPQtm1btGvXDqGhocjJyZF2DahuDAwMMHPmzBLLGkh7+BlXLn6+lY+fceXjZ1y5+PlWvur6GStyl4BiX3/9NRYuXIiUlBS0atUKYWFhaN++vdxlEREREdFLpOjASkRERESkyDWsRERERETFGFiJiIiISNEYWImIiIhI0RhYiYjolVRQUIDw8PASe34TkfLwoiuqth48eAAhBGrWrAkAuHr1KjZv3gxXV1d4e3vLXB0RKUHNmjVx9uxZ2NnZyV0KET2FYvdhJaqo3r17o1+/fhg1ahQyMjLQvn176Onp4d9//8WSJUswevRouUskeqqcnBx8+eWX2L17N9LS0lBUVKTRf/nyZZkqqz7atWuH+Ph4BtYn5Ofn43nms3R0dKCry0jxMr1qX6OqW3k1VPwXT6VSyVxJ9XDs2DF89dVXAICNGzfC0tISx48fx++//46QkBAGVi0JDw/HgAEDSmxSnZeXh19//RXvv/++TJVVfcOHD8e+ffswePBgWFtb8/8NleCjjz5CcHAwrl27hjZt2sDY2Fijv2XLljJVJq9mzZqhQYMGzwxEKpUKQgjk5OTg8OHDL6k6Al69rxGXBChAeHg4Fi5ciAsXLgAAmjRpgsmTJ2Pw4MEyV1a11axZE+fOnUPDhg3xzjvvoFmzZpg5cyauXbsGZ2dn3L9/X+4Sq4UaNWrg1q1bsLCw0Gi/c+cOLCwsUFhYKFNlVZ+pqSn+/PNPdOrUSe5Sqi0dnZKXchR/g1epVK/s39/WrVvj+PHj5R7/+uuv48iRI5VYET3pVfsacYZVZkuWLMGMGTMwZswY6ZvSgQMHMGrUKPz777+YOHGizBVWXU5OTtiyZQv69u2LHTt2SJ9lWloa1Gq1zNVVH8Xf2J90/fp1mJiYyFBR9WFmZgZzc3O5y6jWkpKS5C5BkZ53Np+z/y/fq/Y1YmCV2bJly7BixQqNX5v26tULzZo1w6xZsxhYKyAkJASDBg3CxIkT0a1bN7i7uwMAdu7cidatW8tcXdXXunVrqFQqqFQqdO/eXWNtVGFhIZKSkuDr6ytjhVXfZ599hpCQEPz444/SxYOkXVy7SlQ1MLDK7NatW+jYsWOJ9o4dO+LWrVsyVFR9vPXWW3jjjTdw69YtuLm5Se3du3dH3759ZayseujTpw8AID4+Hj4+PqhVq5bUp6+vD3t7e/Tv31+m6qqHxYsX49KlS7C0tIS9vT309PQ0+o8dOyZTZdXLTz/9hJUrVyIpKQkxMTGws7NDaGgoHBwc0Lt3b7nLIyIwsMrOyckJ69evx6effqrR/ttvv6Fx48YyVVV9WFlZITs7G5GRkejSpQuMjIzw+uuvV/lfjSjBzJkzAQD29vYYMGAADA0NZa6o+in+oYAqz4oVKxASEoIJEybg888/l9asmpqaIjQ0lIGVSCF40ZXMfv/9dwwYMABeXl7SGtaDBw9i9+7dWL9+PWcCK+DOnTt45513sHfvXqhUKly4cAGOjo4YNmwYzMzMsHjxYrlLrFby8vJK3XqpYcOGMlVE9Gyurq744osv0KdPH9SuXRsnTpyAo6MjTp8+ja5du+Lff/+Vu0RZdOjQodQL0spiamqKv/76qxIroie9al8jzrDKrH///oiNjcWSJUuwZcsWAICLiwsOHz7MdZYVNHHiROjp6SE5ORkuLi5S+4ABAxAcHMzAqiUXLlzAsGHDcOjQIY32V/0qa22Ki4vD2bNnATzayob/b9CepKSkUj9PAwMD5OTkyFCRMrRr1w63b98u93gnJ6dKrIZK86p9jRhYFaBNmzZYt26d3GVUOzt37sSOHTvQoEEDjfbGjRvj6tWrMlVV/XzwwQfQ1dXF9u3buVeolqWlpWHgwIGIioqCqakpACAjIwOenp749ddfUa9ePXkLrAYcHBxKvXFARESExg+6r5ro6Ghs3bq13BvTv/322/jss88quSp63Kv2NWJglYmOjs4zv7GrVCoUFBS8pIqqn5ycnFKvrE5PTy+xyT29uPj4eMTFxaFp06Zyl1LtjB07Fvfu3UNCQoIUns6cOYMhQ4Zg3Lhx+OWXX2SusOoLDg5GUFAQHj58CCEEDh8+jF9++QXz5s3D999/L3d5slGpVM+1nIerC1++V+1rxMAqk82bN5fZFxMTg7CwsBJrAal8bt68CRsbG3Tu3Bnh4eHST5QqlQpFRUVYsGABPD09Za6y+nB1dX1l1/lVtoiICOzatUtjps/V1RXLly+Ht7e3jJVVH8OHD4eRkRGmT5+O+/fvY9CgQbCxscHSpUsxcOBAucuTzau2x2dV9Kp9jRhYZVLalaeJiYmYOnUqtm3bhoCAAMyZM0eGyqq+Zs2aYfny5Vi4cCG6deuGo0ePIi8vD5988gkSEhKQnp6OgwcPyl1mtTF//nx88skn+OKLL9CiRYsSWy/xJg0vrqioqMTnCQB6enr8gVaLAgICEBAQgPv37yM7O7vEXduISH7lv7yMKs3NmzcxYsQItGjRAgUFBYiPj8ePP/7IDa1f0Oeff44PP/wQs2bNwpkzZ/DGG2+gd+/eyMnJQb9+/XD8+HE0atRI7jKrDS8vL/zzzz/o3r07LCwsYGZmBjMzM5iamsLMzEzu8qq0bt26Yfz48bh586bUduPGDUycOBHdu3eXsbLq44cffpDudlWzZk2GVSKF4rZWMsrMzMQXX3yBZcuWoVWrVpg/fz46d+4sd1nVQlJSEgIDA3HmzBmsWrUKvXr1krukamvfvn1P7ffw8HhJlVQ/165dQ69evZCQkABbW1uprXnz5ti6dWuJCwrp+TVu3BiXL19G/fr14eHhAQ8PD3Tt2rXKX1FdUS4uLnj33XfLNVYIgT///BOHDx+u5Kroca/a14iBVSYLFizA/PnzYWVlhS+++IKbU1eSr7/+GhMnToSLi4vGrUMB3iWIqgYhBHbt2oVz584BePRNysvLS+aqqpcbN24gKioK0dHR2LdvHy5cuABra2t07doV//vf/+QuTxbR0dF48OBBucebmJigQ4cOlVgRPelV+xoxsMpER0cHRkZG8PLyQo0aNcoct2nTppdYVfVy9epVDB06FKdPn8aHH35YIrAW36mJtOP+/ftITk5GXl6eRnvLli1lqojo+dy/fx/79+/HL7/8gnXr1kEIwZ1aiBSCF13J5P3336/yV+wp2XfffYdJkybBy8sLCQkJ3K+yEt2+fRtDhw7F33//XWo/bxzwfMLCwjBy5EgYGhoiLCzsqWPHjRv3kqqqvnbu3ImoqChERUXh+PHjcHFxgYeHBzZu3IguXbrIXR4R/R/OsFK14+vri8OHDyM0NBTvv/++3OVUewEBAbh69SpCQ0PRtWtXbN68GampqZg7dy4WL14Mf39/uUusUhwcHHD06FHUqVMHDg4OZY5TqVS4fPnyS6ysetLR0UG9evUwadIkjBw5UrpBAxEpCwMrVTtvvvkm1qxZwwtSXhJra2v88ccfaNeuHdRqNY4ePYomTZpg69atWLBgAQ4cOCB3iURlCg0NRXR0NKKjo2FgYCBddNW1a1c0adJE7vKI6P9wWyuqdiIjIxlWX6KcnBxpKyAzMzPp3tYtWrTghW0VNGfOHNy/f79E+4MHD7hPs5ZMmDABmzZtwr///ouIiAh07NgRERERaN68Of8/QqQgDKxEVCHOzs5ITEwEALi5ueHbb7/FjRs3sHLlSlhbW8tcXdU2e/ZsZGdnl2i/f/8+Zs+eLUNF1ZMQAseOHUNkZCR27NiBvXv3oqioiGvfiRSEF10RUYWMHz8et27dAvBo5wVfX1+sW7cO+vr6WLt2rbzFVXFCiFIvzjxx4gTMzc1lqKj66dmzJw4ePIisrCy4ubmha9euGDFiBLp06cL1rEQKwjWsRKRV9+/fx7lz59CwYUPUrVtX7nKqJDMzM6hUKmRmZkKtVmuE1sLCQmRnZ2PUqFFYvny5jFVWD5MnT4aHhwc6d+4MExMTucshojIwsBJRhcyZMwcff/wxatasqdH+4MEDLFy4ECEhITJVVnX9+OOPEEJg2LBhCA0N1QhS+vr6sLe3h7u7u4wVVm8ZGRmcXSVSGAZWIqqQGjVq4NatWyXuwX7nzh1YWFhwH9YK2LdvHzp16lTiphekPfPnz4e9vT0GDBgAAHjnnXewceNGWFtb46+//oKbm5vMFRIRwIuuiKiCuM6y8tSuXRtnz56Vnv/xxx/o06cPPv300xJ3FKMXs3LlStja2gJ4tMNIZGQkIiIi4Ofnh8mTJ8tcHREV44/tRPRCitdZqlQqNGnSpMx1lvTiPvzwQ0ydOhUtWrTA5cuXMWDAAPTr1w8bNmzA/fv3ERoaKneJVV5KSooUWLdv34533nkH3t7esLe3R/v27WWujoiKMbAS0QsJDQ2V1lnOnj2b6ywrwfnz59GqVSsAwIYNG+Dh4YGff/4ZBw8exMCBAxlYtcDMzAzXrl2Dra0tIiIiMHfuXACPfnPA5SxEysHASkQvZMiQISgoKIBKpUK3bt2kWSrSHiEEioqKAAC7du3Cf/7zHwCAra0t/v33XzlLqzb69euHQYMGoXHjxrhz5w78/PwAAMePH4eTk5PM1RFRMa5hJaIXpquri9GjR0uhirSrbdu2mDt3Ln766Sfs27cP/v7+AICkpCRYWlrKXF318NVXX2HMmDFwdXVFZGQkatWqBQC4desWPvroI5mrI6Ji3CWAiCqka9eumDBhAvr06SN3KdXOyZMnERAQgOTkZAQHB2PmzJkAgLFjx+LOnTv4+eefZa6QiOjlYGAlogpZv349pk2bhokTJ6JNmzYwNjbW6G/ZsqVMlVVfDx8+RI0aNaCnpyd3KdXChQsXsHfvXqSlpZX4bQH3ESZSBgZWIqoQHZ2SK4tUKpW03RUvXKmYjIwMbNy4EZcuXcLkyZNhbm6OY8eOwdLSEvXr15e7vCrvu+++w+jRo1G3bl1YWVlp7HahUqlw7NgxGasjomIMrERUIVevXn1qv52d3UuqpPo5efIkunfvDlNTU1y5cgWJiYlwdHTE9OnTkZycjPDwcLlLrPLs7Ozw0UcfYcqUKXKXQkRPwcBKRKRQXl5eeO2117BgwQLUrl0bJ06cgKOjIw4dOoRBgwbhypUrcpdY5anVasTHx8PR0VHuUojoKbhLABFV2KVLlzB27Fh4eXnBy8sL48aNw6VLl+Quq8o7cuQIPvzwwxLt9evXR0pKigwVVT9vv/02du7cKXcZRPQM3IeViCpkx44d6NWrF1q1aoVOnToBAA4ePIhmzZph27ZtePPNN2WusOoyMDBAVlZWifbz58+jXr16MlRU/Tg5OWHGjBn4559/0KJFixIXso0bN06myojocVwSQEQV0rp1a/j4+ODLL7/UaJ86dSp27tzJi1YqYPjw4bhz5w7Wr18Pc3NznDx5EjVq1ECfPn3QpUsX3ulKCxwcHMrsU6lUuHz58kushojKwsBKRBViaGiIU6dOoXHjxhrt58+fR8uWLfHw4UOZKqv6MjMz8dZbb+Ho0aO4d+8ebGxskJKSAnd3d/z1118lthAjIqquuCSAiCqkXr16iI+PLxFY4+PjYWFhIVNV1YOJiQkiIyNx4MABnDx5EtnZ2Xjttdfg5eUld2lERC8VAysRVciIESMwcuRIXL58GR07dgTwaA3r/PnzERwcLHN11cMbb7yBN954Q+4yqq3r169j69atSE5ORl5enkbfkiVLZKqKiB7HJQFEVCFCCISGhmLx4sW4efMmAMDGxgaTJ0/GuHHjNDZip+czZ86cp/bzLkwVt3v3bvTq1QuOjo44d+4cmjdvjitXrkAIgddeew179uyRu0QiAgMrEWnRvXv3AAC1a9eWuZLqoXXr1hrP8/PzkZSUBF1dXTRq1IgXtGlBu3bt4Ofnh9mzZ0t73VpYWCAgIAC+vr4YPXq03CUSERhYiUhL0tLSkJiYCABo2rQpt12qJFlZWfjggw/Qt29fDB48WO5yqrzatWsjPj4ejRo1gpmZGQ4cOIBmzZrhxIkT6N27N2/OQKQQvHEAEVXIvXv3MHjwYNjY2MDDwwMeHh6wsbHBe++9h8zMTLnLq3bUajVmz56NGTNmyF1KtWBsbCytW7W2tta44cW///4rV1lE9AQGViKqkOHDhyM2NhZ//vknMjIykJGRge3bt+Po0aOl3qWJKi4zM5M/DGhJhw4dcODAAQBAjx49MGnSJHz++ecYNmwYOnToIHN1RFSMSwKIqEKMjY2xY8eOElex79+/H76+vsjJyZGpsqovLCxM47kQArdu3cJPP/0EDw8P/PzzzzJVVn1cvnwZ2dnZaNmyJXJycjBp0iQcOnQIjRs3xpIlS2BnZyd3iUQEBlYiqqCGDRvizz//RIsWLTTaT548iR49euD69esyVVb1PXkXJh0dHdSrVw/dunXDtGnTeHEbEb0yGFiJqEJWrVqFDRs24KeffoKVlRUAICUlBUOGDEG/fv24LICIiCqMgZWIKqR169a4ePEicnNz0bBhQwBAcnIyDAwMStz9itswERHRi+CdroioQvr06SN3CdVW3759y33jhU2bNlVyNURE8mFgJaIKmTlzptwlVFsmJibYvHkzTExM0LZtWwBAXFwcMjMz0adPH95FjIheGQysRKQ12dnZKCoq0mhTq9UyVVP1WVpa4p133sHKlStRo0YNAEBhYSE++ugjqNVqLFy4UOYKq745c+bg448/Rs2aNTXaHzx4gIULF/L2t0QKwTWsRFQhSUlJGDNmDKKiovDw4UOpXQgBlUqFwsJCGaur2urVq4cDBw7A2dlZoz0xMREdO3bEnTt3ZKqs+qhRowZu3boFCwsLjfY7d+7AwsKCf3+JFIIzrERUIe+99x6EEPjhhx9gaWnJX1NrUUFBAc6dO1cisJ47d67ETDa9mOIfrJ504sQJmJuby1AREZWGgZWIKuTEiROIi4srEaqo4oYOHYrAwEBcunQJ7dq1AwDExsbiyy+/xNChQ2WurmozMzODSqWCSqVCkyZNNEJrYWEhsrOzMWrUKBkrJKLHMbASUYW8/vrruHbtGgNrJVi0aBGsrKywePFi3Lp1C8Cj+91PnjwZkyZNkrm6qi00NBRCCAwbNgyzZ8+GiYmJ1Kevrw97e3u4u7vLWCERPY5rWImoQi5duoRRo0bhvffeQ/PmzaGnp6fR37JlS5kqq16ysrIA8CI2bdu3bx86deoEXV3O3xApGf+FElGF3L59G5cuXdL4FbVKpeJFV1rGoFo5cnJysHv3bvj4+Gi079ixA0VFRfDz85OpMiJ6nI7cBRBR1TZs2DC0bt0aMTExuHz5MpKSkjT+S6RkU6dOLfWHKiEEpk6dKkNFRFQaLgkgogoxNjbGiRMn4OTkJHcpRM/NyMgIZ8+ehb29vUb7lStX0KxZM+Tk5MhTGBFp4AwrEVVIt27dcOLECbnLIHohJiYmpf4m4OLFizA2NpahIiIqDdewElGF9OzZExMnTsSpU6fQokWLEhdd9erVS6bKiJ6td+/emDBhAjZv3oxGjRoBeBRWJ02axL+7RArCJQFEVCE6OmX/ooYXXVVMWFhYqe0qlQqGhoZwcnJCly5dpNu20vPLzMyEr68vjh49igYNGgAArl+/js6dO2PTpk0wNTWVt0AiAsDASkSkWA4ODrh9+zbu378PMzMzAMDdu3dRs2ZN1KpVC2lpaXB0dMTevXtha2src7VVlxACkZGROHHiBIyMjNCyZUt06dJF7rKI6DEMrERECvXLL79g1apV+P777zV+Xf3hhx9i5MiR6NSpEwYOHAgrKyts3LhR5mqrvocPH8LAwIC3FyZSIAZWInpuYWFhGDlyJAwNDcv8tXWxcePGvaSqqp9GjRrh999/R6tWrTTajx8/jv79++Py5cs4dOgQ+vfvL90Ji55PUVERPv/8c6xcuRKpqak4f/48HB0dMWPGDNjb2yMwMFDuEokIvOiKiF7AV199hYCAABgaGuKrr74qc5xKpWJgrYBbt26hoKCgRHtBQQFSUlIAADY2Nrh3797LLq3amDt3Ln788UcsWLAAI0aMkNqbN2+O0NBQBlYihWBgJaLnlpSUVOqfSbs8PT3x4Ycf4vvvv0fr1q0BPJpdHT16NLp16wYAOHXqFBwcHOQss0oLDw/HqlWr0L17d4waNUpqd3Nzw7lz52SsjIgex31YiYgUavXq1TA3N0ebNm1gYGAAAwMDtG3bFubm5li9ejUAoFatWli8eLHMlVZdN27cKPWmF0VFRcjPz5ehIiIqDWdYiahCCgsLsXbtWuzevRtpaWkoKirS6N+zZ49MlVV9VlZWiIyMxLlz53D+/HkAgLOzM5ydnaUxnp6ecpVXLbi6umL//v2ws7PTaN+4caM0q01E8mNgJaIKGT9+PNauXQt/f380b96cV1hXgqZNm6Jp06Zyl1EthYSEYMiQIbhx4waKioqwadMmJCYmIjw8HNu3b5e7PCL6P9wlgIgqpG7duggPD0ePHj3kLqXa4ez1y7F//37MmTMHJ06cQHZ2Nl577TWEhITA29tb7tKI6P9whpWIKkRfX7/UNYBUcZy9rlwFBQX44osvMGzYMERGRspdDhE9BWdYiahCFi9ejMuXL+Prr79moNIyzl5Xvlq1auH06dOwt7eXuxQiegrOsBJRhRw4cAB79+7F33//jWbNmkFPT0+jf9OmTTJVVvVx9rryde/eHfv27WNgJVI4BlYiqhBTU1P07dtX7jKqpUmTJmHp0qWcva5Efn5+mDp1Kk6dOoU2bdrA2NhYo79Xr14yVUZEj+OSACIiherbty/27t0Lc3Nzzl5XEh2dsrcjV6lUKCwsfInVEFFZOMNKRC/EzMys1Fk/ExMTNGnSBB9//DHefPNNGSqrPjh7Xfme3HmBiJSJM6xE9EJ+/PHHUtszMjIQFxeH3377DRs3bkTPnj1fcmVE5ZOfnw8jIyPEx8ejefPmcpdDRE/BGVYieiFDhgx5an+rVq0wb948BlYtuH37NhITEwE8utNVvXr1ZK6oetDT00PDhg35a3+iKqDsxTtERBXwn//8B+fOnZO7jCotJycHw4YNg7W1Nbp06YIuXbrAxsYGgYGBuH//vtzlVQv//e9/8emnnyI9PV3uUojoKTjDSkSVIjc3F/r6+nKXUaUFBwdj37592LZtGzp16gTg0TZi48aNw6RJk7BixQqZK6z6vv76a1y8eBE2Njaws7MrsUvAsWPHZKqMiB7HwEpElWL16tVo1aqV3GVUab///js2btyIrl27Sm09evSAkZER3nnnHQZWLejTp4/cJRBROTCwEtELCQ4OLrU9MzMTx44dw/nz5xEdHf2Sq6pe7t+/D0tLyxLtFhYWXBKgJTNnzpS7BCIqB+4SQEQvxNPTs9R2tVoNZ2dnjB49Gg4ODi+5quqle/fuqFOnDsLDw2FoaAgAePDgAYYMGYL09HTs2rVL5gqrj7i4OJw9exYA0KxZM7Ru3VrmiojocQysREQKderUKfj6+iI3Nxdubm4AgBMnTsDQ0BA7duxAs2bNZK6w6ktLS8PAgQMRFRUFU1NTAI+2ZvP09MSvv/7KHRmIFIKBlYhIwe7fv49169ZJOy64uLggICAARkZGMldWPQwYMACXL19GeHg4XFxcAABnzpzBkCFD4OTkhF9++UXmCokIYGAlIlKk/Px8NG3aFNu3b5eCFGmfiYkJdu3ahddff12j/fDhw/D29kZGRoY8hRGRBu7DSkSkQHp6enj48KHcZVR7RUVF0NPTK9Gup6fH27YSKQgDKxGRQgUFBWH+/PkoKCiQu5Rqq1u3bhg/fjxu3rwptd24cQMTJ05E9+7dZayMiB7HJQFERArVt29f7N69G7Vq1UKLFi1KbGq/adMmmSqrPq5du4ZevXohISEBtra2Ulvz5s2xdetWNGjQQOYKiQjgPqxERIplamqK/v37y11GtWZra4tjx45h165dGhe2eXl5yVwZET2OM6xERAqTlJTEPWyJiB7DNaxERArTqFEjODg4YNiwYfjf//6H69evy11StbNnzx64uroiKyurRF9mZiaaNWuG/fv3y1AZEZWGM6xERAoTFRUlPWJjY5GXlwdHR0d069YNnp6e8PT0LPWWrVR+vXr1gqenJyZOnFhqf1hYGPbu3YvNmze/5MqIqDQMrERECvbw4UMcOnRICrCHDx+W9mhNSEiQu7wqy87ODhEREWXucXvu3Dl4e3sjOTn5JVdGRKVhYCUiqgLy8vJw8OBB/P333/j222+RnZ2NwsJCucuqsgwNDXH69Gk4OTmV2n/x4kW0aNECDx48eMmVEVFpuIaViEiB8vLyEB0djdmzZ8PT0xOmpqYYNWoU7t69i6+//hpJSUlyl1il1a9fH6dPny6z/+TJk7C2tn6JFRHR03CGlYhIYbp164bY2Fg4ODjAw8MDnTt3hoeHBwOUFo0dOxZRUVE4cuQIDA0NNfoePHiAdu3awdPTE2FhYTJVSESPY2AlIlIYPT09WFtbo0+fPujatSs8PDxQp04ducuqVlJTU/Haa6+hRo0aGDNmDJydnQE8Wru6fPlyFBYW4tixY7y4jUghGFiJiBQmJycH+/fvR1RUFPbu3Yv4+Hg0adIEHh4eUoCtV6+e3GVWeVevXsXo0aOxY8cOFH8rVKlU8PHxwfLly7kXLpGCMLASESncvXv3cODAAezduxdRUVE4ceIEGjdu/NQ1mFR+d+/excWLFyGEQOPGjWFmZiZ3SUT0BN6alYhI4YyNjWFubg5zc3OYmZlBV1cXZ8+elbusasPMzAyvv/663GUQ0VNwhpWISGGKiopw9OhRaUnAwYMHkZOTg/r160s3DvD09ISdnZ3cpRIRvRQMrERECqNWq5GTkwMrKyspnHbt2hWNGjWSuzQiIlkwsBIRKcy3334LT09PNGnSRO5SiIgUgYGViIiIiBSNd7oiIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCWil+aDDz5Anz595C6j0u3evRsuLi4oLCyU2latWgVbW1vo6OggNDRUvuIUqGvXrli7dq3cZVRpHTp0wO+//y53GUSVhoGVqJpRqVTYsmXLc73m119/hUqleuEwuW/fPtja2r7Qa5/X2rVrYWpqWuHjzJo1C02bNoWxsTHMzMzg5eWF2NhYjTHp6ekICAiAWq2GqakpAgMDkZ2d/cxjf/LJJ5g+fTpq1KgBAMjKysKYMWMwZcoU3LhxAyNHjsStW7cwaNAgNGnSBDo6OpgwYUKFz6lYcnIy/P39UbNmTVhYWGDy5MkoKCgoc3xUVBRUKlWpjyNHjkjjhBBYtGgRmjRpAgMDA9SvXx+ff/65xrHWrVsHNzc31KxZE9bW1hg2bBju3LmjtXOT08mTJ9G5c2cYGhrC1tYWCxYseOr4tWvXlvm5pqWllRh/8OBB6OrqolWrVhrt9+7dw4QJE2BnZwcjIyN07NhR4+sCANOnT8fUqVNRVFRU4fMkUiIGVqJX3JUrV/Dxxx+jc+fOL3yMP/74Az179tRiVZWvSZMm+Prrr3Hq1CkcOHAA9vb28Pb2xu3bt6UxAQEBSEhIQGRkJLZv347o6GiMHDnyqcc9cOAALl26hP79+0ttycnJyM/Ph7+/P6ytrVGzZk3k5uaiXr16mD59Otzc3LR2XoWFhfD390deXh4OHTqEH3/8EWvXrkVISEiZr+nYsSNu3bql8Rg+fDgcHBzQtm1badz48ePx/fffY9GiRTh37hy2bt2Kdu3aSf0HDx7E+++/j8DAQCQkJGDDhg04fPgwRowYobXzk0tWVha8vb1hZ2eHuLg4LFy4ELNmzcKqVavKfM2AAQNKfK4+Pj7w8PCAhYWFxtiMjAy8//776N69e4njDB8+HJGRkfjpp59w6tQpeHt7w8vLCzdu3JDG+Pn54d69e/j777+1d9JESiKISBGysrLEoEGDRM2aNYWVlZVYsmSJ8PDwEOPHj5fG2NnZiTlz5oiBAweKmjVrChsbG/H1119r9AOQHnZ2dk99z4KCAtGxY0fx/fffiyFDhojevXtr9Kenp4vBgwcLU1NTYWRkJHx9fcX58+dLHKdRo0bi77//FkIIsWHDBtG8eXNhaGgozM3NRffu3UV2drYQQkjvsXDhQmFlZSXMzc3FRx99JPLy8sr1nnv37tU4PwBi5syZQgghli9fLpycnISBgYGwsLAQ/fv3L+9HL4QQIjMzUwAQu3btEkIIcebMGQFAHDlyRBrz999/C5VKJW7cuFHmcYKCgsRbb70lPV+zZk2JmpOSkjRe8+TXuSL++usvoaOjI1JSUqS2FStWCLVaLXJzc8t1jLy8PFGvXj0xZ84cqe3MmTNCV1dXnDt3rszXLVy4UDg6Omq0hYWFifr16z/1/Tw8PMSaNWvK7C8oKBDDhg0T9vb2wtDQUDRp0kSEhoaWGLd69Wrh6uoq9PX1hZWVlQgKCpL67t69K0aOHCksLCyEgYGBaNasmdi2bdtT63rcN998I8zMzDQ+wylTpghnZ+dyHyMtLU3o6emJ8PDwEn0DBgwQ06dPFzNnzhRubm5S+/3790WNGjXE9u3bNca/9tpr4r///a9G29ChQ8V7771X7nqIqhLOsBIpRHBwMA4ePIitW7ciMjIS+/fvx7Fjx0qMW7hwIdzc3HD8+HFMnToV48ePR2RkJABIvyZcs2YNbt26VeLXhk+aM2cOLCwsEBgYWGr/Bx98gKNHj2Lr1q2IiYmBEAI9evRAfn6+NCYhIQFpaWno1q0bbt26hXfffRfDhg3D2bNnERUVhX79+kE8dn+SvXv34tKlS9i7d680+/f4+sWnvWfHjh0RGhoKtVotzVh9/PHHOHr0KMaNG4c5c+YgMTERERER6NKlS7k/+7y8PKxatQomJibSbGdMTAxMTU01Zhi9vLygo6NTYunA4/bv36/xmgEDBmDXrl0AgMOHD+PWrVvlXj5R/Kv6K1eulPtcYmJi0KJFC1haWkptPj4+yMrKQkJCQrmOsXXrVty5cwdDhw6V2rZt2wZHR0ds374dDg4OsLe3x/Dhw5Geni6NcXd3x7Vr1/DXX39BCIHU1FRs3LgRPXr0KHf9pSkqKkKDBg2wYcMGnDlzBiEhIfj000+xfv16acyKFSsQFBSEkSNH4tSpU9i6dSucnJyk1/v5+eHgwYP43//+hzNnzuDLL7+UlmwAj5bSPG0dbUxMDLp06QJ9fX2pzcfHB4mJibh79265ziM8PBw1a9bEW2+9pdG+Zs0aXL58GTNnzizxmoKCAhQWFsLQ0FCj3cjICAcOHNBoa9euHfbv31+uWoiqHHnzMhEJ8Wh2VU9PT2zYsEFqy8jIEDVr1iwxw+rr66vx2gEDBgg/Pz/pOQCxefPmZ77n/v37Rf369cXt27eFEKLEDOv58+cFAHHw4EGp7d9//xVGRkZi/fr1Utvnn38uzSjGxcUJAOLKlSulvueQIUOEnZ2dKCgokNrefvttMWDAgHK/55o1a4SJiYnGcX///XehVqtFVlbWM8/7cdu2bRPGxsZCpVIJGxsbcfjwYY3zatKkSYnX1KtXT3zzzTdlHtPExKTEDNrx48dLnVktVtYMa2xsrHB2dhbXr18v3wkJIUaMGCG8vb012nJycgQA8ddff5XrGH5+fhp/p4QQ4sMPPxQGBgaiffv2Ijo6Wuzdu1e0atVKeHp6aoxbv369qFWrltDV1RUARM+ePTVm0EvzrBnW0gQFBWnMotvY2JSYcSy2Y8cOoaOjIxITE8s8nrOzs9i0aVOZ/W+++aYYOXKkRltCQoIAIM6cOVOuml1cXMTo0aM12s6fPy8sLCyk2p6cYRVCCHd3d+Hh4SFu3LghCgoKxE8//SR0dHRK/P38448/hI6OjigsLCxXPURVCWdYiRTg8uXLyM/P11gPaGJiAmdn5xJj3d3dSzw/e/ZsmcdOTk5GrVq1pMcXX3yBe/fuYfDgwfjuu+9Qt27dUl939uxZ6Orqon379lJbnTp14OzsrPF+f/zxB3r16gUAcHNzQ/fu3dGiRQu8/fbb+O6770rMPjVr1kxjZsva2lq6AKW87/mkN998E3Z2dnB0dMTgwYOxbt063L9/H8Cji4AeP//HZ6A8PT0RHx+PQ4cOwdfXF++8806pF8M8jwcPHpSYDXtR7dq1w7lz51C/fn2tHK88rl+/jh07dpSYdS8qKkJubi7Cw8PRuXNndO3aFatXr8bevXuRmJgIADhz5gzGjx+PkJAQxMXFISIiAleuXMGoUaMqXNfy5cvRpk0b1KtXD7Vq1cKqVauQnJwMAEhLS8PNmzdLXf8JAPHx8WjQoAGaNGlS5vHPnTuHvn37VrjOssTExODs2bMan2thYSEGDRqE2bNnP7W2n376CUII1K9fHwYGBggLC8O7774LHR3Nb+FGRkbS14moutGVuwAiqlw2NjaIj4+Xnpubm+PSpUu4cuWKxoVSxVcX6+rqSgHkWW7duoXjx4/D398fAFCjRg1ERkbi0KFD2LlzJ5YtW4b//ve/iI2NhYODAwBAT09P4xgqlarCVzbXrl0bx44dQ1RUFHbu3ImQkBDMmjULR44cQa9evTQC8OPhz9jYGE5OTnByckKHDh3QuHFjrF69GtOmTYOVlVWJ8FpQUID09HRYWVmVWUvdunXL/SviymBlZYXDhw9rtKWmpkp9z7JmzRrUqVNH+iGkmLW1NXR1dTWClYuLC4BHPxQ5Oztj3rx56NSpEyZPngwAaNmyJYyNjdG5c2fMnTsX1tbWL3ROv/76Kz7++GMsXrwY7u7uqF27NhYuXCgtzTAyMnrq65/VXx5WVlbS51jseT7X77//Hq1atUKbNm2ktnv37uHo0aM4fvw4xowZA+DRv0MhBHR1dbFz505069YNjRo1wr59+5CTk4OsrCxYW1tjwIABcHR01HiP9PR0GBsba+V8iZSGM6xECuDo6Ag9PT2NNaeZmZk4f/58ibH//PNPiefFwQF4FAgf3/9TV1dXCmVOTk4wNzdH06ZNcerUKcTHx0uPXr16STOOtra2cHFxQUFBgcZ6zTt37iAxMRGurq4AHq1r7NixI8zNzaUxKpUKnTp1wuzZs3H8+HHo6+tj8+bN5focyvOe+vr6Guf3+Hl6eXlhwYIFOHnyJK5cuYI9e/agdu3aGuf/tG/mj89Oubu7IyMjA3FxcVL/nj17UFRUpBGAn9S6dWucOXOmXOdbGdzd3XHq1CmNsB0ZGQm1Wi19hmURQmDNmjV4//33S/xg0alTJxQUFODSpUtSW/HfTzs7OwDA/fv3S8z6Fc+mi8fWMT+vgwcPomPHjvjoo4/QunVrODk5adRRu3Zt2NvbY/fu3aW+vmXLlrh+/Xqp/57Ky93dHdHR0RrrtyMjI+Hs7AwzM7OnvjY7Oxvr168vMWutVqtL/DscNWoUnJ2dER8fX+LvmbGxMaytrXH37l3s2LEDvXv31ug/ffo0Wrdu/cLnSKRo8q5IIKJiw4cPFw4ODmLPnj3i9OnTon///qJ27dpiwoQJ0hg7OzuhVqvF/PnzRWJiovj6669FjRo1REREhDSmcePGYvTo0eLWrVsiPT293O9f2i4BvXv3Fq6urmL//v0iPj5e+Pr6CicnJ2lNor+/v1i8eLE0/p9//hGff/65OHLkiLh69apYv3690NfXl9ZOlvYe48ePFx4eHuV+z4MHD0pX89++fVvk5OSIbdu2iaVLl4rjx4+LK1euiG+++Ubo6OiI06dPl3qu2dnZYtq0aSImJkZcuXJFHD16VAwdOlQYGBhovMbX11e0bt1axMbGigMHDojGjRuLd99996mfY1hYmGjTpo1GW1lrWI8fPy6OHz8u2rRpIwYNGiSOHz8uEhISpP4XWcNaUFAgmjdvLry9vUV8fLyIiIgQ9erVE9OmTXvmcXft2iUAiLNnz5Y4bmFhoXjttddEly5dxLFjx8TRo0dF+/btxZtvvimNWbNmjdDV1RXffPONuHTpkjhw4IBo27ataNeu3VNrftYa1qVLlwq1Wi0iIiJEYmKimD59ulCr1RprPdeuXSsMDQ3F0qVLxfnz50VcXJwICwuT+rt27SqaN28udu7cKS5fviz++usvaWcLIZ69hjUjI0NYWlqKwYMHi9OnT4tff/1V1KxZU3z77bfSmE2bNpW6a8D3338vDA0Nxd27d5/6OQhR+hrWiIgI8ffff4vLly+LnTt3Cjc3N9G+ffsSa4M9PDw0dnYgqk4YWIkUorRtrdq1ayemTp0qjbGzsxOzZ88Wb7/9tjRu6dKlGsfZunWrcHJyErq6us/c1upxT9vWysTERBgZGQkfHx9pi6ns7GxhaGgoLly4II0/c+aM8PHxEfXq1RMGBgaiSZMmYtmyZU99jycD69Pes9ioUaNEnTp1pG2t9u/fLzw8PISZmZkwMjISLVu2FL/99luZ5/rgwQPRt29fYWNjI/T19YW1tbXo1auXxkVXQghx584d8e6774patWoJtVothg4dKu7du/fUz/HOnTvC0NBQY/unsgIrntjuCk9sRVa8jVdZF2uV5cqVK8LPz08YGRmJunXrikmTJon8/PxnHvfdd98VHTt2LPO4N27cEP369RO1atUSlpaW4oMPPhB37tzRGBMWFiZcXV2FkZGRsLa2FgEBAc8M3M8KrA8fPhQffPCBMDExEaampmL06NFi6tSpJYLdypUrhbOzs9DT0xPW1tZi7NixUt+dO3fE0KFDRZ06dYShoaFo3ry5xlZRAJ554deJEyfEG2+8IQwMDET9+vXFl19+qdFfvIXZk9zd3cWgQYOeeuxipQXW3377TTg6Omps15WRkaEx5vr160JPT09cu3atXO9DVNWohKjA72mIqNLk5OSgfv36WLx4sfSrRHt7e0yYMEGrd0V6UZs2bcL06dNl/fW3Uk2ePBlZWVn49ttv5S6lSujatSs++OADfPDBB3KXUmVNmTIFd+/efeqNDIiqMq5hJVKI48eP45dffsGlS5dw7NgxBAQEAECJdWpKUatWLcyfP1/uMhTpv//9L+zs7HibTHppLCws8Nlnn8ldBlGl4S4BRAqyaNEiJCYmQl9fH23atMH+/fvL3HZKbt7e3nKXoFimpqb49NNP5S6DXiGTJk2SuwSiSsUlAUREJKu1a9eiVatWaNWqldylEJFCMbASERERkaJxDSsRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKdr/A/HQZuCWlf2SAAAAAElFTkSuQmCC","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���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"]},{"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 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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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","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 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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 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-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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","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"]},{"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":50,"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 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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EREZFSrDASERERcdKLUjw6RERERKQUE0YiIiIiUopD0kRERESc9KIUK4xEREREpBQrjERERESc9KIUjw4RERERKcUKIxERERErjErx6BARERGRUkwYiYiIiEgpDkkTERERiflYHWVYYSQiIiIipVhhJCIiIuKkF6V4dIiIiIhIKSaMRERERKQUh6SJiIiI+C5ppVhhJCIiIiKlWGEkIiIi4qQXpXh0iIiIiEgpVhiJiIiIeA+jUqwwEhEREZFSTBiJiIiISCkOSRMRERFx0otSPDpEREREpBQrjERERESc9KIUK4xEREREpBQTRiIiIiJSikPSRERERJz0ohSPDhEREREppXYVRqlUCgAQ8eZTIiIi+lmYdyilNgnj+vXrMXPmTDx8+BAAULp0aYwcORKdO3cWOLKc6du4HIa1coeliT5uPY2C77KzuPogItv+g5q5oncjZxQ3L4johGTsPvcYE9ddQEpaBgCggJ4W/Dt5oJmnHcyN9BHyJBIjlv+Law8/rzN5/yCF6x63+hzm7LqB6uWK4mhgS4V9qg3bLreuX8n2rZuwfu0qREdFoVTpMhg1dgKcy7lk2//Y0cNYsnAe3rwOQ3FrGwwZNgLVqtcEAKSlpWHJwnn4798zCHv1CgUKFoCHhxcGD/WFuYUlAOB12CusXL4EVy5dRHR0FMzMLdCocVP07NMPWlraAICUlBRMm+KP0Lt38OzpE1Sr8RuC5i368QdDYFs3b8K6NasQFRWJ0g5lMGbcRJRzyf5cHD1yCIsWzMPrsDBY29hiqO8IVK9RU/a9VCrF4oXzsWvH33j3LgFu7uUx3m8SbGxsZX3i4+Lw17QpOHP6FMRiMerUrYfRY8ZD38AAALBk0QIsXbwwy7Z19fRw6Wpwru27utm+dRM2rF0tuy5Gjh2v9Lo4fvQwliycL7suBg8bLrsu0tPSsHjhPJz796zsuqjs4YnBQ4fD3MIiy7pSU1PRrWM7PLh/D5u274JDGUcAmddF4JRJctfF7HlZz82vZue2zdi0fg1ioqNgX9oBvqPGwck5+3Nx8tgRLF+yAG9fh6GYtQ0GDPGFV7Uasu//9B+Hg/v2yi3j4VkVcxYtl/3cqnFdvH3zWq5Pv8FD0aV77yzbe/XiObp1aAOxWANHz1783t2kX4xaDEkHBQWhf//+aNSoEbZv347t27ejQYMG6NevH+bMmSN0eN/Upro9pveqhqlbrsDTZxtuPo3GP5ObwdxIT2H/djVLY0o3T0zbcgVu/Teh3/yTaFO9FCZ39ZT1WTK4Nmq7FUeP2cdRcdAWHL/xEgf+bA4rUwNZH9tOq+U+feaegEQixe5zjwEAF0PfZOmz+sgdPH0b/8smi0cPH0TQzL/Qp99AbNq2C6UdHDCoXy/EREcr7B8SfB3jRw9Hi5ZtsHn7bvxW2xvDfQbh0cMHAIAPHz7gXuhd9Oo7AJu27cSsoAV49uwphg0ZIFvHs6dPIZFIMM4vANt378fwkWOx8+9tWDjv83+7kowM6Ojoon2Hzqjs4Zkljl/R4UMHMWtGIPoOGIitf++Gg0MZ9O/bE9HZnIvgG9cxZuRwtGzVBtt27EGt2nUwdPBAPPx4LgBgzaoV2LJpAyb4T8LGLduhp6eH/n16IiUlRdZn7OgRePzoEZauXIP5i5bi+tWrmDzJT/Z91249cOL0f3Ifu5L2qFevwY87GAI7evgg5sycjt79BmLjtp0o7eCAwf16K7kubmD86BFo3rI1Nm3fhd9q18EIn8EKrov+2LhtJ2YGzcfzZ8/g+8V18aX5QbNgZm6epT3zutBB+w6d8s11cfzIIcwPmoEefQZgzea/YV/KAcMG9kVMjOJzcSvkBvzHjUTT5q2wdvMO1PitNsb4DsbjRw/l+lXxqoZ9R0/LPgGBM7Osq3f/QXJ9fm/fMUuf9LQ0+I0bCVf3Crmzw3mJSCzcJw9QiygXLFiAJUuWYPr06WjWrBmaNWuGGTNmYPHixZg/f77Q4X3TkBZuWHPkDjYcD8W9l7EYvOgUklPS0bWuo8L+VRwL40LoG2w78wAvIt7hxI2X2H72ASqWyvzLXFdbAy2qlsT4Nedx7s5rPHkTj6mbL+Pxm3j0bugsW094XJLcp6lHCZy59QrPwhMAAGnpErnvo999QBOPElh/PPTHHxSBbFy/Fi1b/45mLVrDrqQ9xk0MgK6eLvbu2amw/5ZNG+BZtRq6dO+JEnYlMWCQD8o4OmH71k0AgIIFC2Lx8tWoV78hbEvYoZyrG0aPm4jQu3fw5uNf617VqmPSlEB4elVDsWLFUbNWbXTu2gOnThyTbUdPXx/jJk5CqzZtYWpm9uMPhBrYsG4NWrVpixYtW6OkvT0m+AdAV1cXe3YpPhebNq6HV7Xq6NajF+xKlsSgIUPh6OSErZs3AsisLm7asB69+/ZHrdreKO1QBn8GzkBkRAROnjgOAHjy+DHO/fcv/Cf/CRcXV5SvUBFjxk3A4UMHEBERDgDQNzCAmbm57BMdHY0njx+hZes2P+fACGDT+nVo0fp3NGvRCnYl7TF24iTo6uninz27FPbfumm93HXRf5APyjg6YvvWzQCAAh+vi7r1G8K2RAmUc3XDqHETEHr3TpYq1rl/z+LihXMYOnxUlu3o6etj7MRJaJmProutm9ahWcs2aNK8JUrY2WPUeH/o6Opi/17F52L75o3w8KyGjl17wNauJPoMGAKHMk7YuW2zXD8tbW2YmpnLPoaGRlnWpa9vINdHT08/S59li+fDxtYOtevWz50dpl+GWiSMb968gZeXV5Z2Ly8vvHnzRoCIck5LUwx3ewucDH4pa5NKgZPBr1C5TGGFy1wMfQv3khaoWDozQbS1NET9ijY4fPU5AEBTQwxNDTE+fBye/uRDSjq8ylopXKeFsR4aVLLBuqPZJ4NNPErAtKAuNhz7NRPGtLRU3Au9g8pVPv+3JBaLUdnDE7dCghUuczMkGB4e8v/teXpVxc1s+gPA+/fvIBKJULCgodI+hkZZf2HnF2mpqQi9ewdVPOXPRZUqXrgZckPhMjeDg1GlinyVyatqNdwMDgYAhL16haioSHh8cX4LFiyIci6usnWGhNxAQUNDlHUuJ+vj4ekFsViMWzdvKtzurp1/w8bWFuUrVPyufVV3n64Ljy+O7afrIrv/zm+GhGSp+Hl6Vcv2OgI+XxcFvrguoqOjMDXAD5OnTYeuruIRl/wkLS0V90PvoqKH/Lmo5FEFt2+GKFzm9q1gVPKoItfm4VkVt28Gy7XduHoFjepUR/uWjTFz2mTEx8VlWdeGtSvRoJYXuv7RGpvWrUZ6errc91cvX8Sp40cxYsyE79tB+qWpxT2M9vb22L59O8aNGyfXvm3bNpQqVUrpsikpKXLDUQAgzUiDSEMr1+NUxMxQD5oaYkTEJcu1R8QlwaGYscJltp15AFNDXZyY3hoiEaClqYHlB29h5t/XAADvk9NwMfQNxravhPsvYxEel4S2NUrBo0xhPH4Tr3CdneqUwbvkNOw5/zjbWLvWc8SxGy8QFp34fTur5uJiY5GRkQFTU1O5dlNTMzx7+lThMtFRUSj0Vf9CpmaIjopS2D8lJQXz58xC/YaNUaBAAYV9Xr54jq1bNmKob9aKSn4RG5fduTDF06dPFC4TFRUFU1OzLP2joqM+fh+Z2WaWdZ1RH89XdFQUChUqJPe9pqYmDI2MEP1x+S+lpKTg4P596NEr631cv4q42DhkZGQo+O/c9BvXhVmW/squiwVzZstdF1KpFAETxqFV23ZwKuuM12FhubA3eVtc3MdzUeirc1HIFM+fZX8uTL46dyampnK3dnh4VUPN2t6wsiqGV69eYtnCufAd3BfL126GhoYGAOD3PzrCoYwTDA2NcOtmMJYumIuoqEj4DB8NIPPe36mTxsNvynQYZPO77ZfHSS9KqUXCGBAQgHbt2uHs2bOoWrUqAODcuXM4ceIEtm/frnTZwMBABAQEyLVplGoIrdKNfli8/6/q5YpiZNsK8FlyBlfuh6OklRFm9a6ON+0T8dfWqwCAHrOPYZlPHTxZ3x3pGRIEP47E9rMP4W6f9T4gAOji7YRtpx/IJs18raipAeq6W6PT9CM/bL9+dWlpaRgzYiikUmDshEkK+0SEh2NQ/97wrtsArdq0/bkBkspOHj+GpKRENGuueHIYfVt6WhrGjBgGqVSKMRP8Ze3bNm9EYlIiuvfsI2B0+UPd+p//vStZqjTsS5XG780a4MbVK6j4sTr5R6dusj72pR2gpamF6dMC0H/wMGhra+OvKf6o26Ax3H/RSjv9/9QiYWzdujUuXbqEoKAg7NmzBwDg6OiIy5cvw93dXemyY8eOha+vr1ybRbtVPyrULKISkpGeIYGFsfxwi4WxPt7GJilcxr+TB7acvI+1R+8CAO48j4a+jiYWDaqF6duuQioFnr5NQL2xu6GvowlDfW28jU3ChlH18fRtQpb1VS1bBA7FTdB5xuFs4+xc1xHR7z5g/yXFf8X+CoxNTKChoZFlUkV0dBTMsrk/ytTMLMuN/zHRUVnup0pLS8OYkcPw5s1rLF25VmF1MTIiHH17dYGrqzsm+E/+P/cmbzMxzu5cRGd7LszMzBAdHZW1/8dKl5lZ5h9L0VHRMDe3kOvjUKYMgI/nMyZGbh3p6elIiI+HqVnWP7Z27fwb1Wv+9kvfP2dsYgwNDQ0F/51HZ7vfmddF1Df7p3+8Lt6+eY0lK9fIXRdXLl/CrZBgeFV0lVumyx+/o0GjJgiY+tf/s1t5krHxx3Px1QSXmJjoLBXdT0zNzBD71bmLjY7OUr3/UtFixWFsbIJXL1/IEsavOZVzQUZ6Ot68DoONbQlcu3IJ/509hS0b1gLIrBBLJBJUr+SC0eMnoUmLVirsaR6VRyafCEVtjk6FChWwadMmXLt2DdeuXcPGjRu/mSwCgI6ODgwNDeU+P2s4GsicWHLjUQRquRaXtYlEQC3XYrh8763CZfR0NCH5+LzJTyQSxc+fTEpJx9vYJBgb6MC7vDX2X8ya8HWt64RrDyNw66niWXYA0MXbEZtP3kd6hiTH+5bXaGlpo4xjWVy5dEHWJpFIcOXSRZRzdVO4jIurGy5/0R8ALl08D5cv+n9KFl8+f44ly9fA2Ngky3oiwsPRp2cXODqWhf+UaRCL1ebSEoSWtjYcncri0kX5c3Hp0gW4uCq+rl3c3HDpovwjPC5eOA8XNzcAQNFixWBmZo5LX5yv9+/f49bNENk6XV3d8S4hAXfv3Jb1uXzpIiQSSZbH+bx69RJXLl9Cy1a/7mQX4PN1cfnS52P76bpwyfa6cMWVS/Ln4tLF83LX0adk8cXz51i8fHWW62LkmHHY/PdubNq+C5u278K8RcsAANNmBGHA4KG5sm95jZaWNhwcnXDtsvy5uHr5EpxdXBUu41zODVcvy5+Ly5cuwNnFLdvtRIS/RXx8HEzNs/9D6OH9exCLxTD5eAvH8rWbsHbLTtmnV79B0DcwwNotO1Gjdh0V9pJ+VYJWGMVi8Tcf0C0SibLcmKtu5u8Jxoph3rj2MAJXH4RjUHNX6OtqymYjr/T1xuvoRPity/yH7uDlZxjSwg0hT6Jw+f5blCxiDL9OHjh4+ZkscfQubw0RgAdhsShZxBjTenjhwavYLDOcC+ppoVU1e4xZ9V+28f3mWgwlChthzdE7P+YAqJFOXbrBf8IYODo5w7mcCzZvXIfk5GQ0+/jXsd+40TC3tMBgn+EAgD86dkbvHl2wYd1qVKvxG44eOoC7d+5gvF9mhTAtLQ2jh/vgXuhdzF24FBmSDNm9dEZGRtDS0pYli0WKWGHo8NGIjf1c4TL7oqr15PEjpKWlISE+HolJibh/L/Ncfnom3a+mc9fumDhuNMqWzTwXGzdknosWLTPPxfixo2BhYQmfYZnnomOnLujZrTPWrV2NGjVq4vChg7hz+zYmTso8FyKRCB07d8GKZUtgY22DosWKYdGCeTC3sEDtOt4AALuSJVG1WnUE+E/EBL8ApKenIXDqFDRo2BgWH5+b+cmeXTthZm6OatVr4FfXsUtXTJowFk5Ozihbrhw2b1yP5ORkNG2RORTvN240LCwtMcgnc7Smfccu6NOjCzauW4NqNWriyKGDuHvnDsb5Zd7+k56WhlHDh+J+6F3MWbhE4XVRuIj8BD19/cxHghUrXhyWhT9PCPx0XcTHxyMpH1wX7Tt2xZ/+41DGqSycypbDts0b8CE5GU2aZZ6LyRPHwtzCAv0HDwMAtO3QCQN6d8PmDWvhVa0Gjh85hHt3b2P0x9tikpISsXrZEvxWpy5MzcwQ9vIlFs2bjWLFreHhWQ0AcCskGHdv30T5SpWhr2+A2zdDMG/2dNRv1EQ2m9rWrqRcnPfu3oZYJEZJe+XzCCj/EDRh3L17d7bfXbhwAfPnz4dEov4VsR3/PoKZkR78OlWGpYkBbj6JRHO/fbKJMMXNC8oSQQD4a+sVSKVS+HfygJVpAUTFJ+PA5aeYtOHzX5FG+tqY3NUTRc0KIObdB+w9/xj+6y9mqRD+XqM0RAC2n5F/JteXutV1woW7b/DgVVyu7rc6qtegEWJjY7B08QJER0WitIMjFixZIZtM8fbta4jEn/9IcXUrj6l/zcKSBXOxaP4cWFvbYva8hbAvVRpA5jDzmdMnAQB//N5CblvLVq1DxUoeuHjxHF6+eI6XL56jYd2acn2u3bwn+/9DBvbBm9efHznSoW3LLH1+JQ0aNkJsTAwWL5yPqKhIOJRxxOJlK2XDmm/fvIH4iyEgN/fyCJwxCwvnz8WCuUGwtrHF3AWLUOrjuQCA7j17Izk5GZMn+eHduwS4l6+AxctWQkdHR9YncPosBE6dgj49u8oe3D1mrPysT4lEgn/27kbzFq1kkwJ+ZZnXRSyWLp6P6Kioj9fF8i+uizdyVXFXN3dM/WsmFi+Yh0Xz56C4tQ1mzVsguy4iIiJw9uN10eF3+fs/l65ah4qVKuc4Np+BfeWui45tM/+guHrz13yag3f9hoiLjcGKJQsREx2FUg5lELRwmWxIOvztG4i/+B1VztUdAVNnYPni+Vi2cC6KWdvgr6AFskROQ6yBRw/v4+D+vXj/LgFm5haoXMULfQYMhrZ25osDtLW1cfzIIaxathipaamwsiqK9h27oH2nrj//AKgzDkkrJZJKvxobFdj9+/cxZswY7Nu3Dx07dsTkyZNhY2Oj0jr0mvz6bwrIKyJ3DhQ6BPqCpgZnAaqLtF/49pC8JjWd50JdmBoIV8fSa7pYsG0n71P80Ht1ojbp9OvXr9G7d2+UK1cO6enpCA4Oxrp161ROFomIiIhUJhIJ98kDBE8Y4+PjMXr0aNjb2+POnTs4ceIE9u3bB2dn528vTEREREQ/nKD3MM6YMQPTp09H4cKFsWXLFjRv3lzIcIiIiIhIAUETxjFjxkBPTw/29vZYt24d1q1bp7Dfrl2K37FJRERElCs46UUpQRPGLl26fPOxOkREREQkLEETxrVr1wq5eSIiIqJMLGApxforERERESmlFu+SJiIiIhIU72FUikeHiIiIiJRiwkhERERESnFImoiIiIiTXpRihZGIiIiIlGKFkYiIiPI9PhdaOVYYiYiIiEgpJoxEREREpBSHpImIiCjf45C0cqwwEhEREZFSrDASERERscCoFCuMRERERKQUK4xERESU7/EeRuVYYSQiIiIipZgwEhEREZFSHJImIiKifI9D0sqxwkhERERESrHCSERERPkeK4zKscJIREREREoxYSQiIiIipTgkTURERPkeh6SVY4WRiIiIiJRihZGIiIiIBUalWGEkIiIiIqVYYSQiIqJ8j/cwKscKIxEREREpxYSRiIiIiJTikDQRERHlexySVo4VRiIiIiJSihVGIiIiyvdYYVSOFUYiIiIiUooJIxEREREpxSFpIiIiyvc4JK0cK4xEREREpBQrjEREREQsMCrFCiMRERERKcUKIxEREeV7vIdROVYYiYiIiEgpJoxEREREpBSHpImIiCjf45C0cqwwEhEREZFSrDASERFRvscKo3KsMBIRERGRUkwYiYiIiEgpDkkTERERcURaKVYYiYiIiPKYRYsWwdbWFrq6uvDw8MDly5eV9p87dy4cHBygp6eH4sWLY9iwYfjw4UOOt8cKIxEREeV7eWnSy7Zt2+Dr64ulS5fCw8MDc+fORf369XH//n1YWFhk6b9582aMGTMGq1evhpeXFx48eIBu3bpBJBIhKCgoR9tkhZGIiIgoDwkKCkLv3r3RvXt3ODk5YenSpdDX18fq1asV9j9//jyqVq2KDh06wNbWFvXq1cMff/zxzarkl5gwEhERUb4nEokE+6SkpCAhIUHuk5KSojDO1NRUXLt2Dd7e3rI2sVgMb29vXLhwQeEyXl5euHbtmixBfPLkCQ4ePIhGjRrl+Pj8kkPSVeqWFzoE+ig0LEHoEOgLzsWNhA6BPtLIQ8Nfv7r3HzKEDoE+MjX4JdOSbwoMDERAQIBcm7+/PyZNmpSlb1RUFDIyMmBpaSnXbmlpiXv37ilcf4cOHRAVFYVq1apBKpUiPT0d/fr1w7hx43IcIyuMRERERAIaO3Ys4uPj5T5jx47NtfWfPn0a06ZNw+LFi3H9+nXs2rULBw4cwJQpU3K8jvyZyhMRERF9QchJLzo6OtDR0clRXzMzM2hoaCA8PFyuPTw8HIULF1a4zMSJE9G5c2f06tULAFCuXDkkJiaiT58+GD9+PMTib9cPWWEkIiIiyiO0tbVRoUIFnDhxQtYmkUhw4sQJeHp6KlwmKSkpS1KooaEBAJBKpTnaLiuMRERElO/lpcfq+Pr6omvXrqhYsSIqV66MuXPnIjExEd27dwcAdOnSBUWLFkVgYCAAoGnTpggKCoK7uzs8PDzw6NEjTJw4EU2bNpUljt/ChJGIiIgoD2nXrh0iIyPh5+eHt2/fws3NDYcPH5ZNhHnx4oVcRXHChAkQiUSYMGECwsLCYG5ujqZNm2Lq1Kk53qZImtNaZB5Sa955oUOgj2Y0LSt0CPQFzpJWH7/gr948K/JdqtAh0Ec2pjm7j+9HsOq7S7Btv17WSrBt5xQrjERERER5Z0RaEJz0QkRERERKscJIRERE+V5emvQiBFYYiYiIiEgpVhiJiIgo32OFUTlWGImIiIhIKSaMRERERKQUh6SJiIgo3+OQtHKsMBIRERGRUqwwEhEREbHAqBQrjERERESkFBNGIiIiIlKKQ9JERESU73HSi3KsMBIRERGRUmqRMK5fvx4pKSlZ2lNTU7F+/XoBIiIiIqL8RCQSCfbJC9QiYezevTvi4+OztL979w7du3cXICIiIiIi+kQtEkapVKoww3716hWMjIwEiIiIiIiIPhF00ou7u7usHFunTh1oan4OJyMjA0+fPkWDBg0EjJCIiIjyg7wyNCwUQRPGFi1aAACCg4NRv359FChQQPadtrY2bG1t0bp1a4GiIyIiIiJA4ITR398fAGBra4t27dpBV1dXyHCIiIgon2KFUTm1eA5j165dAWTOio6IiIBEIpH73traWoiwiIiIiAhqkjA+fPgQPXr0wPnz5+XaP02GycjIECgyIiIiyhdYYFRKLRLGbt26QVNTE/v370eRIkVYFiYiIiJSI2qRMAYHB+PatWsoU6aM0KEQERER0VfUImF0cnJCVFSU0GEQERFRPsXRTeXU4sHd06dPx6hRo3D69GlER0cjISFB7kNEREREwlGLCqO3tzcAoE6dOnLtnPRCREREPwMrjMqpRcJ46tQpoUMgIiIiomyoRcJYs2ZNoUMgIiIiomyoRcL4SVJSEl68eIHU1FS5dhcXF4EiIiIiovyAI9LKqUXCGBkZie7du+PQoUMKv+c9jERERETCUYtZ0kOHDkVcXBwuXboEPT09HD58GOvWrUOpUqXwzz//CB0eERER/eJEIpFgn7xALSqMJ0+exN69e1GxYkWIxWLY2Nigbt26MDQ0RGBgIBo3bix0iERERET5llpUGBMTE2FhYQEAMDExQWRkJACgXLlyuH79upChERERUT4gEgn3yQvUImF0cHDA/fv3AQCurq5YtmwZwsLCsHTpUhQpUkTg6IiIiIjyN7UYkvbx8cGbN28AAP7+/mjQoAE2bdoEbW1trF27VtjgiIiIiPI5tUgYO3XqJPv/FSpUwPPnz3Hv3j1YW1vDzMxMwMiIiIgoP8grk0+EohZD0pMnT0ZSUpLsZ319fZQvXx4GBgaYPHmygJERERERkVokjAEBAXj//n2W9qSkJAQEBAgQEREREeUnnPSinFokjFKpVGEpOCQkBIUKFRIgIiIiIiL6RNB7GE1MTGQPrSxdurRc0piRkYH379+jX79+AkZIRERERIImjHPnzoVUKkWPHj0QEBAAIyMj2Xfa2tqwtbWFp6engBESERFRfiAW55GxYYEImjB27doV6enpEIlEqF27NooXLy5kOERERESkgOD3MGpqaqJ///6QSCRCh0JERET5FCe9KCd4wggAlStXxo0bN4QOg4iIiIgUUIsHdw8YMADDhw/Hq1evUKFCBRgYGMh97+LiIlBkRERElB/wwd3KqUXC2L59ewDAkCFDZG0ikUj2uJ2MjAyhQiMiIiLK99QiYXz69KnQIRARERFRNtQiYbSxsRE6BCIiIsrHOCKtnFokjADw+PFjzJ07F6GhoQAAJycn+Pj4oGTJkgJHljMtXAqjXQUrFNLXxuOoRMw//RT3wrO+7vATA20N9PKyRnV7UxTU0UT4uxQsOvsUl57FAQCalbNEM5fCKFxQBwDwLCYZ6y+9xOXncbJ1aGmIMKC6LWqVNoO2hhhXXsRh7qkniE1Ky7I9Q11NrOzgCvOCOmiy5BISU3/dYf5j+/7GgR0bER8bDWu7UujSfwRKOpRV2PfUoT3498QBvHr+BABQwr4M2nYbINd/58bluHjmGGIiw6GhpYUS9mXwe9f+sC/jLOuzd8tqBF85h+dPHkBTUwvLd5zMsq3bNy5j54ZlePnsMXR0dVG9TmP83q0/NDTU5jLMdVu3bMK6NasQHRWJ0g5lMHrcRJQrl/09yUePHMLihfPwOiwM1ja28Bk2AtVr1JR9L5VKsWTRfOza8TfevUuAm3t5jJs4CTY2tgCAK5cvoXePLgrXvXHL33Au54Irly9h04a1uH3rFt4nvoe1tQ26du+Jxk2a5eq+q5ttWzZh3dpViI6KyjwXYyfAWcm5OHbkcOa5eB0Ga2sbDPnqXJw4fhQ7tm9F6N07iI+Px9a/d8OhjKPCdUmlUgzq3wfnz/2LoLkLUauOt+w793JlsvQPnDEbDRo2/j/2Vr39s3Mr/t60FjExUbCzL42BvmNRxqmcwr7PnjzC+pWL8PBeKMLfvkY/n5Fo1a6zXJ+bN67i781r8fB+KGKiIuEfOBdVa9aW6zPzzwk4dvAfubaKHl6YNmep7OeH9+9i5eK5eBB6B2KxGNV+80a/ISOhp6+fS3tOeZlazJI+cuQInJyccPnyZbi4uMDFxQWXLl1C2bJlcezYMaHD+6ZapUzRv7ot1l16hT5bQvA4MhEzWjjBWE9LYX9NsQizWpVFYUNdTDpwH13W38DsE48R9T5V1ifyfSpWnHuOvltvot/Wm7jxMh5/Ni0D20J6sj4Da5SAp10hBBy8j6E7b8PUQBuTGzso3OZI75J4HJ2Uuzuuhi6eOYZNy+eiZcde+HPBeliXKIXpE4YgPi5GYf/Qm9fg+Vt9jP9rCSYFrUIhc0tMHz8YMVERsj5Filqj64CRCFyyBX6zlsPMsgimjx+MhLhYWZ/09HRUrl4HdRq3Vrid508eYJbfMLhU8MSfCzdg0JhpuH7pX2xbvSh3D4AaOXLoIGbPCETf/gOx5e/dKO1QBgP69kRMdLTC/sE3rmPsqOFo0bINtv69B7Vq18GwIQPx6OEDWZ+1q1dg86YNGO83CRs2b4eenh4G9O2JlJQUAICbuzuOn/5P7tOy9e8oWqwYyjpn/oMcEnwDpUo7YNac+fh75z9o3qIVJo4bjbOnT/34gyKQI4cPYvbMv9C330Bs3r4LpUs7YEDfXtmfi+DrGDt6OFq0aoMtf+/Gb7W94eszSO5cJCcnw829AoYMG/HN7W/asE7phIKAKdNw7NS/sk+t2t7Z9s3rTh8/jGXzZ6JTj35YvGYb7OwdMG5YP8TGKD4XKR8+oLBVMfTo74NCpmYK+3z4kAw7ewcMGj5O6bYrVqmKrftOyj5jA2bIvouOjMCYIX1QtFhxzF+xEdOCluD508eY+eeE79/ZPObTm+eE+OQFapEwjhkzBsOGDcOlS5cQFBSEoKAgXLp0CUOHDsXo0aOFDu+bfi9vhQN3wnH4bgSexyQj6OQTfEjPQMOyFgr7NyxrgYI6mpiw/x5uv3mH8HcpCAlLwOOozwndhaexuPQsDmFxH/Aq7gNWXXiB5LQMOBUpCCCzQtmorAUWn32GG68S8CAiEdOPPYKzlSEcCxeQ216zcpYooKOJ7dfCftxBUBOHdm9GrYYtULNeUxS1sUP3wWOgo6OLM0f3Kew/YPQU1G3SBjYlS8OquC16+4yHRCLFneArsj5etRrA2b0yLIoURTGbkujYeyiSkxLx4ulDWZ/WnfugYcsOKG5rr3A7F88eR/ES9mjZsRcKWxWHo0t5tO8xGMf270ByUmLuHgQ1sWH9GrRq0xYtWrZGyZL2mOAXAF1dXezZvVNh/80b18OranV069ELdiVLYuDgoXB0csLWzRsBZFapNm1Yj959+qNWbW+UdiiDKdNmIDIiAqdOHAcAaGlpw8zMXPYxMjLG6VMn0LxFK9kv5V59+mHg4KFwcy+P4tbW6Ni5K7yqVseJ40d/zoERwMb1a9Gq9e9o/vFcjPcLgK5e9udiy8YN8KpaDV2794SdXUkMHOyTeS62bJL1adK0Ofr2H4gqVZS/jev+vVBsWLcGk6ZMzbZPwYKGcudNR0fn+3Y0D9i5dT0aNmuN+k1awKZESfiMmggdHT0c2b9HYX8HJ2f0GTQcteo2hJaWtsI+lT2ro3vfwahWs47SbWtpaaOQqZnsU9DQUPbdxXNnoaGpiUHDx6O4TQk4ODnDZ9QE/Hf6OMJevfju/aVfh1okjKGhoejZs2eW9h49euDu3bsCRJRzmmIRSlsUwLUX8bI2KYDrL+JRtnBBhct42RXC3bfvMPS3EtjZuyJWd3RDx0pFkd1bicQioFZpU+hqauDOm3cAgNIWBtDSEOPaizhZv5exyXibkIKyRT5v16aQHrp4FEfg0YeQSP/v3VVr6WlpePrwHsq6VZK1icVilHWrhEeht3K0jpSUD8jISEeBgoYKv09PS8OpQ3ugb1AANnalVYgtFVra8r/stXV0kJaagqeP7uV4PXlFWloqQu/egUcVL1mbWCyGRxUv3AxR/MzVmyHB8PjqVaCeXtVwMyQYABD26hWioiLh4fl5nQULFkQ5F1eEZLPOM6dPIj4uDs1bKK78fvL+/TsYGRnnYM/ynuzPhafs2H7tZkiwXH8A8PSqmm3/7CQnJ2Ps6BEYM94PZmbm2fYLnDYZtapXQac/fsee3Tshlf6av6zS0tLw8H4o3CtWkbWJxWK4V/JA6O2QH779mzeu4vdGNdGjfVPMnzkFCfFxX8SWCk0tLYjFn9MCbR1dAMCdbK4vyl/U4uYpc3NzBAcHo1SpUnLtwcHBsLBQXKVTF0Z6mtAQixCblCrXHpuUBusvho+/ZGWog8LFjHD8fiTG7g1FUSNd+NSyg4ZYhPWXXsn6lTDVx6K25aCtKUZyWgb8DtzD85hkAEAhA22kpkuy3IsYm5SKQvqZiYmWhggTG5TG0n+fIeJdKooY6ubmrquddwlxkEgyYGRSSK7dyKQQ3rx6nqN1bF29ECaFzFDWvbJc+41L/2LhXxOQmvIBxoXMMHrqQhRUIcFwKV8Fh/dsxfnTR1ClujfiYqOxe/NKAEBcTFSO15NXxMbGIiMjA6ampnLtpqamePb0icJloqKiYPrVkJupmSmioqI+fh8pW8eXCpmaIjpK8THcvWsHPKtWg2XhwtnGeuTwQdy5fQsT/Ccr36k86tO5KJTlXJjhWTZPqIiKilLYP7vjnJ3ZMwLh6uaOWrWzr3z1HzgElT2qQFdXFxfOn0PgnwFISkpEh46K70XNyxLiYiHJyIBJIflja1LIFC+f/9inhVT0qIpqNeugsFVRvH71CmuWzcd43wGYu3wDNDQ04FahMpbNn4Xtm9agZdtO+JCcjFWL5wIAoqMjf2hs6iKvDA0LRS0Sxt69e6NPnz548uQJvLwy/6o9d+4cpk+fDl9fX6XLpqSkyO5f+kSSngqxpuLSvToQiUSITU7D7BOPIZECDyISYVZAG+0qFJVLGF/GJqPX5hAU0NFADXtTjKlbCkN33pYljd/S28sGz2OScfz+r5eQ/Aj/bF+Hi2eOYfyMJdDWlh8Sc3StiKmLNuJ9fBxOHd6DhYFjMWnuGhgZF8pmbfLKVaiCP3oOxpoFf2HpzEnQ0tJC8w49cf92MMQitSj0/3LC377FhXP/Ycbsudn2uXL5IvwnjoPfpD9hb18q236kutOnTuLy5UvY+vcupf369Bsg+/9lHJ2QnJyM9WtW/5IJo5Bq1W0o+/8lSpaGnX1pdP29EW7euAL3ilVga2ePkROnYNn8WVi9dD40xGI0/70DTAqZ8ncUAVCThHHixIkoWLAgZs+ejbFjxwIArKysMGnSJLmHeSsSGBiIgIAAuTab+j1QomHWIe4fIT45HRkSKUz05RNUE30txCRmna0MADGJqUiXSOWGiJ/HJMPUQBuaYhHSP36RLpHidfwHAJlJZRnLAmjtVgRBJ58gJjEV2ppiGGhryFUZTfS1EfOx2ule3AglTPVRs5T8MN/evpWx8corrL348v/ef3VS0NAYYrEG4mPlJ7jEx8bAyMQ0m6UyHdixEfu3r8OYaQthXSJr4qCrq4fCVsUBq+KwdyyH4T1b48yRf9CsXbccx9eoVUc0bNkBcTFRMChQEJHhb7B9zSKYFy6a43XkFSYmJtDQ0ED0V5MqoqOjYWam+MZ9MzMzREfL/3ETHfW5/6chzejoaJibfx55iImORmmHrDNt9+7ZCSNjY9T8rXaW7wDg6pXLGDKwP0aMGoumzVvkeN/ymk/n4usJLtHRWSu6n5iZmSnun825U+TK5Yt49fIFanjJV+tH+A6Be/kKWLlmg8Llyrm4YMWyxUhNTYW2tvr+4f89DI1NINbQyDLBJTYmGoUK5fzY5oYiRYvByNgEYa9eyobIa9drjNr1GiM2Jhq6unqACNi1dQOKFC32U2MTCguMyqnFnw0ikQjDhg3Dq1evEB8fj/j4eLx69Qo+Pj7fLBGPHTtWtsynj03dzkqXyU3pEikeRLxH+eJGsjYRgPLFjXDn7TuFy9x+8w5FjXXx5Z4VN9FD1PtUWbKoiEgkgpZG5il7EJGItAwJKlh/3m5xY10UNtSR3efof+Aeem0OkX1mnXgMABjy9y3sCXn7nXusvjS1tFCiVBm5CSsSiQR3gq/C3lHxIysAYP/f67FnyyqMmjIPdqWdcrQtqUSCtLTUb3f8ikgkgompObR1dHHh9FGYmluihL3ime15mZaWNhydyuLypQuyNolEgsuXLsDF1V3hMi6ubrh88aJc28UL5+Hi6gYAKFqsGMzMzHH54ud1vn//HrduhsD1q3VKpVLs3bMLTZu2gJZW1qcVXLl8CYMH9IWP7wi0+b3d9+5mnvDpXFz6+lxcvCg7tl9zcXWTO3eA/LnIie49e2P7zr3Y+vdu2QcAho8ag4Apgdkud//ePRgaGv1yySIAaGlpoZSDI4KvXZK1SSQSBF+9BEdn158aS2TEWyTExyn8o8GkkCn09PVx5sQRaGlro3ylKgrWQPmNWlQYP4mIiMD9+/cBAGXKlIG5efY3SX+io6OTZUbdzx6O/vv6a4ypVwoPIt4j9O17tHEvAl0tDRy+m/lolrH17BH5PhUrz2fONNt78y1auBTGoJolsDvkDYoZ66FDpaLYFfxGts5eXta4/CwO4e9SoK+tgToOZnArZohRezInASWmZuDgnQj0r14CCR/SkZSagcE1S+D26wSEvs18/uPrePmheiPdzNP9PCb5l30OY8OWHbBsdgBKlHJESYeyOLxnK1JSklGzbhMAwNJZ/jAxtUC77gMBAPu2r8PODcsxYPQUmFkWkd1PqKunD109fXz4kIy9W9eggkd1GBcyw7uEOBzbtwOx0ZHwqP75vqyoiLdIfJeA6Ii3kEgkeP448/EjllbFoKuX+Qyz/Ts2wLWCJ0RiEa6cO419f6/D4LHTINbQ+JmH6Kfp3KU7Jo4fDaeyznB2dsGmjeuQnJyM5i1aAQAmjB0FCwtLDBk2HADQoVMX9OreGevXrkb1GjVx+NBB3L1zG36TMu8tFIlE6Ni5C1YsXwJrGxsULVoMixbOg7mFhdxz/QDg8qWLCHv1Ci1bt8kS15XLFzF4YD906NgF3nXrye6N1NLS+mUnvnTq0g1+48dknotyLti84atzMW40LCwsMGRo5rn4o1Nn9O7eBevXrUb16r/hyOEDuHvnDiZ+cZ9nfHwc3r55g4iIzN9zz55l3oNnamYmN+P5a0UKW6FoscyK1ZnTJxEdHQ0XF1do6+jg4oXzWLVyGbp07f5Dj4eQWrfvgpl/TkCpMk4o41QOu7ZtxIcPyajfpAUAYMbkcTA1t0TP/j4AMifKvHia+cd+WnoaoiIj8PjBPejq66NoMWsAQHJSEl5/MZP57ZswPH5wDwUNjWBRuAiSk5KwYfUSVP/NGyamZngT9hIrFs2BVTFrVPCoKltu744tcCrnCj09fVy/chErFgahR3+fbCcB/mp4D6NyapEwvnv3DgMGDMCWLVsgkUgAABoaGmjXrh0WLVoEIyOjb6xBWKceRsNITwvdqlijkL4WHkclYvSeu7IHaFsU1JEbfo58n4pRe+5iYI0SWNXRDZHvU7Er+A22XP382BsTfS2MrW+PQvraSEzNwJOoRIzac1duNvais08hlUoR0NgBWhpiXHme+eDu/KxKzbpIiI/Fzo3LER8TDZuSpTFqyjzZkHRURDhEX9yPc+LALqSnp2H+1DFy62nZsRdad+oDsViMNy+fYd7xA3gXH4cChkawK+2ECTOXo5jN54fK79ywDP8ePyD7efygTgCAcdOXwMmlAgDg5tXz+GfrGqSlpcG6RCn4+s2CayX5mai/kvoNGyE2NgZLFs5HVFQkHMo4YvHSlbJhzTdv3kD0xYxMN/fymDZ9FhYtmIsF84JgbWOLOfMXwb7U59no3Xr0RnJyMqZM8sO7dwlwL18Bi5euzPJH4+5dO+Dq5o4Sdlkf/P/P3j34kJyM1SuXYfXKZbL2ChUrY9VaxcOkeV39Bo0QGxODJYsWIPrjuVi0dIXsXLx98xriL/6xdHMrj2l/zcKihXOxcN4cWNvYImjeQrlzcebUSfhP/PzcvzEjM+8379t/IPoNGJyjuDQ1tbB962bMnhEIqRQobm2N4SNGo1Wbtrmx22rpN+8GiI+LxfoVixEbEwW7Ug6YGrRENhEmIvyt3HURHRWB/t0+H48dm9dhx+Z1cHGviFmLVgMAHty7g5GDPt+GtWz+TABA3UbNMHLCnxBriPH00UMcO/gPEt+/g6mZBcpX9kS3PoPkKrn3797C+pWL8SE5CcVtSsBn1ER4N2z6Q48H5R0iqRo8v6Bdu3a4ceMGFixYAM+Pj9W4cOECfHx84Obmhq1bt6q0vlrzzv+IMOk7zGiq+A0rJAzn4ur9x1d+oga/eumjyHeq315CP4aNqXDP4HQPyPqGrp/lhr/ie63ViVpUGPfv348jR46gWrVqsrb69etjxYoVaNCggYCRERERUX7AEWnl1GLSi6mpqcJhZyMjI5iYmAgQERERERF9ohYJ44QJE+Dr64u3bz/P3H379i1GjhyJiRMnChgZERER5Qd8l7RyajEkvWTJEjx69AjW1tawts6c9fXixQvo6OggMjISy5Z9vjH9+vXrQoVJRERElC+pRcLYokULoUMgIiIiomyoRcLo7+8vdAhERESUj+WRkWHBqEXC+KX379/LnsX4iaFh/nhoKBEREZE6UouE8enTpxg0aBBOnz6NDx8+yNqlUilEIhEyMn7Nt5IQERGResgrk0+EohYJY6dOnSCVSrF69WpYWlrypBERERGpEbVIGENCQnDt2jU4ODgIHQoRERHlQ6xVKacWz2GsVKkSXr58KXQYRERERKSAWlQYV65ciX79+iEsLAzOzs7Q0tKS+97FxUWgyIiIiIhILRLGyMhIPH78GN27d5e1iUQiTnohIiKin4LzJ5RTi4SxR48ecHd3x5YtWzjphYiIiEjNqEXC+Pz5c/zzzz+wt7cXOhQiIiLKh1irUk4tJr3Url0bISEhQodBRERERAqoRYWxadOmGDZsGG7duoVy5cplmfTSrFkzgSIjIiIiIrVIGPv16wcAmDx5cpbvOOmFiIiIfjTOn1BOLRLGr98dTURERETqQy0SRiIiIiIhscConGAJ4/z589GnTx/o6upi/vz5SvsOGTLkJ0VFRERERF8TLGGcM2cOOnbsCF1dXcyZMyfbfiKRiAkjERER/VC8h1E5wRLGp0+fKvz/RERERKRe1OI5jERERESkvtRi0ktGRgbWrl2LEydOICIiIsus6ZMnTwoUGREREeUHHJFWTi0SRh8fH6xduxaNGzeGs7Mz7yMgIiIiUiNqkTBu3boV27dvR6NGjYQOhYiIiPIhFquUU4t7GLW1tWFvby90GERERESkgFokjMOHD8e8efMglUqFDoWIiIiIvqIWQ9L//fcfTp06hUOHDqFs2bLQ0tKS+37Xrl0CRUZERET5AYeklVOLhNHY2BgtW7YUOgwiIiIiUkAtEsY1a9YIHQIRERHlYywwKidowmhiYqKwBGxkZITSpUtjxIgRqFu3rgCREREREdEngiaMc+fOVdgeFxeHa9euoUmTJtixYweaNm36cwMjIiIiIhlBE8auXbsq/d7NzQ2BgYFMGImIiOiH4qQX5dTisTrZadKkCe7duyd0GERERET5mlpMeslOSkoKtLW1hQ6DiIiIfnEsMCqn1hXGVatWwc3NTegwiIiIiPI1QSuMvr6+Ctvj4+Nx/fp1PHjwAGfPnv3JUREREVF+w3sYlRM0Ybxx44bCdkNDQ9StWxe7du1CiRIlfnJURERERPQlQRPGU6dOCbl5IiIiIsoBtZ70QkRERPQzcERaObWe9EJEREREwmOFkYiIiPI9MUuMSrHCSERERERKMWEkIiIiIqU4JE1ERET5HkeklWOFkYiIiIiUYoWRiIiI8j2+6UU5VhiJiIiISClWGImIiCjfE7PAqBQrjERERESkFBNGIiIiojxm0aJFsLW1ha6uLjw8PHD58mWl/ePi4jBw4EAUKVIEOjo6KF26NA4ePJjj7XFImoiIiPK9vDTpZdu2bfD19cXSpUvh4eGBuXPnon79+rh//z4sLCyy9E9NTUXdunVhYWGBHTt2oGjRonj+/DmMjY1zvE0mjERERER5SFBQEHr37o3u3bsDAJYuXYoDBw5g9erVGDNmTJb+q1evRkxMDM6fPw8tLS0AgK2trUrb5JA0ERER5XsikXCflJQUJCQkyH1SUlIUxpmamopr167B29tb1iYWi+Ht7Y0LFy4oXOaff/6Bp6cnBg4cCEtLSzg7O2PatGnIyMjI8fH5JSuMhwZ6CR0CkVoyqTRI6BDoo9grC4UOgT6yNNIROgTK5wIDAxEQECDX5u/vj0mTJmXpGxUVhYyMDFhaWsq1W1pa4t69ewrX/+TJE5w8eRIdO3bEwYMH8ejRIwwYMABpaWnw9/fPUYy/ZMJIRERElFeMHTsWvr6+cm06Orn3h4xEIoGFhQWWL18ODQ0NVKhQAWFhYZg5cyYTRiIiIqKcEkG4SS86Ojo5ThDNzMygoaGB8PBwufbw8HAULlxY4TJFihSBlpYWNDQ0ZG2Ojo54+/YtUlNToa2t/c3t8h5GIiIiojxCW1sbFSpUwIkTJ2RtEokEJ06cgKenp8JlqlatikePHkEikcjaHjx4gCJFiuQoWQSYMBIRERFBLBLuoypfX1+sWLEC69atQ2hoKPr374/ExETZrOkuXbpg7Nixsv79+/dHTEwMfHx88ODBAxw4cADTpk3DwIEDc7xNDkkTERER5SHt2rVDZGQk/Pz88PbtW7i5ueHw4cOyiTAvXryAWPy5Jli8eHEcOXIEw4YNg4uLC4oWLQofHx+MHj06x9sUSaVSaa7vicA+pAsdAZF64ixp9cFZ0kRZ6QpYxmq+4qpg297bu6Jg284pDkkTERERkVJMGImIiIhIKd7DSERERPleHnqVtCAErTCmp6dj/fr1WZ4lRERERETqQ9AKo6amJvr164fQ0FAhwyAiIqJ8TswSo1KC38NYuXJlBAcHCx0GEREREWVD8HsYBwwYAF9fX7x8+RIVKlSAgYGB3PcuLi4CRUZEREREgBokjO3btwcADBkyRNYmEokglUohEomQkZEhVGhERESUT3BEWjnBE8anT58KHQIRERERKSF4wmhjYyN0CERERJTPiVhiVErwSS8AsGHDBlStWhVWVlZ4/vw5AGDu3LnYu3evwJERERERkeAJ45IlS+Dr64tGjRohLi5Ods+isbEx5s6dK2xwRERElC+IRMJ98gLBE8YFCxZgxYoVGD9+PDQ0NGTtFStWxK1btwSMjIiIiIgANUgYnz59Cnd39yztOjo6SExMFCAiIiIiIvqS4JNeSpQogeDg4CyTXw4fPgxHR0eBoiIiIqL8hG96UU7whNHX1xcDBw7Ehw8fIJVKcfnyZWzZsgWBgYFYuXKl0OERERER5XuCJ4y9evWCnp4eJkyYgKSkJHTo0AFWVlaYN2+e7KHeRERERD8S64vKCZ4wAkDHjh3RsWNHJCUl4f3797CwsBA6JCIiIiL6SPBJL6tXr5a97UVfX5/JIhEREZGayZWEMS4u7ruXDQwMhL29PaytrdG5c2esXLkSjx49yo2wiIiIiHJEJBIJ9skLVE4Yp0+fjm3btsl+btu2LUxNTVG0aFGEhISoHMDDhw/x4sULBAYGQl9fH7NmzYKDgwOKFSuGTp06qbw+IiIiIspdKieMS5cuRfHixQEAx44dw7Fjx3Do0CE0bNgQI0eO/K4gihYtio4dO2LOnDmYN28eOnfujPDwcGzduvW71kdERESkCrFIuE9eoPKkl7dv38oSxv3796Nt27aoV68ebG1t4eHhoXIAR48exenTp3H69GncuHEDjo6OqFmzJnbs2IEaNWqovD4iIiIiyl0qJ4wmJiZ4+fIlihcvjsOHD+PPP/8EAEilUtl7oFXRoEEDmJubY/jw4Th48CCMjY1VXgcRERHR/yOv3EsoFJWHpFu1aoUOHTqgbt26iI6ORsOGDQEAN27cgL29vcoBBAUFoWrVqpgxYwbKli2LDh06YPny5Xjw4IHK6yIiIiKi3KdywjhnzhwMGjQITk5OOHbsGAoUKAAAePPmDQYMGKByAEOHDsWuXbsQFRWFw4cPw8vLC4cPH4azszOKFSum8vqIiIiIKHepPCStpaWFESNGZGkfNmzYdwchlUpx48YNnD59GqdOncJ///0HiUQCc3Pz714nERERUU5xRFq5HCWM//zzT45X2KxZM5UCaNq0Kc6dO4eEhAS4urrit99+Q+/evVGjRg3ez0hERESkBnKUMLZo0SJHKxOJRCpPfClTpgz69u2L6tWrw8jISKVliYiIiHIDJ70ol6OEUSKR/LAAZs6cmaUtLi6O1UUiIiIiNfF/vRrww4cP/3cAit4cU6hQoe9+cwwRERER5S6VE8aMjAxMmTIFRYsWRYECBfDkyRMAwMSJE7Fq1SqVA1D05pjDhw//X2+OISIiIlIF3/SinMoJ49SpU7F27VrMmDED2trasnZnZ2esXLlS5QCye3PMqFGjcOXKFZXXR0RERES5S+WEcf369Vi+fDk6duwIDQ0NWburqyvu3buncgCf3hwDAIcPH4a3tzeA739zDBEREZGqRCKRYJ+8QOXnMIaFhSl8o4tEIkFaWprKAXx6c0ypUqVy5c0xRERERJS7VE4YnZyc8O+//8LGxkaufceOHXB3d1c5gDlz5sDW1hYvX77EjBkz/u83xxARERGpKm/U+YSjcsLo5+eHrl27IiwsDBKJBLt27cL9+/exfv167N+/X+UAfsSbY4iIiIgo96icMDZv3hz79u3D5MmTYWBgAD8/P5QvXx779u1D3bp1vyuIhw8f4tSpU4iIiMjyzEc/P7/vWicRERER5Q6VE0YAqF69Oo4dO5YrAaxYsQL9+/eHmZkZChcuLHfzp0gkYsJIREREP5w4j0w+Ecp3JYwAcPXqVYSGhgLIvK+xQoUK37WeP//8E1OnTsXo0aO/NxQiIiIi+oFUThhfvXqFP/74A+fOnZO9vi8uLg5eXl7YunUrihUrptL6YmNj8fvvv6saBhEREVGuYYFROZWfw9irVy+kpaUhNDQUMTExiImJQWhoKCQSCXr16qVyAL///juOHj2q8nJERERE9HOoXGE8c+YMzp8/DwcHB1mbg4MDFixYgOrVq6scgL29PSZOnIiLFy+iXLly0NLSkvt+yJAhKq+TiIiIiHKPyglj8eLFFT6gOyMjA1ZWVioHsHz5chQoUABnzpzBmTNn5L4TiURMGImIiOiHyytvXBGKygnjzJkzMXjwYCxatAgVK1YEkDkBxsfHB7NmzVI5gKdPn6q8DBERERH9PDlKGE1MTOQy78TERHh4eEBTM3Px9PR0aGpqokePHmjRosUPCZSIiIjoR2GBUbkcJYxz5879oUG8evUK//zzD168eIHU1FS574KCgn7otomIiIhIuRwljF27dv1hAZw4cQLNmjWDnZ0d7t27B2dnZzx79gxSqRTly5f/YdslIiIiopxR+bE6X/rw4QMSEhLkPqoaO3YsRowYgVu3bkFXVxc7d+7Ey5cvUbNmTT6fkYiIiH4KsUgk2CcvUDlhTExMxKBBg2BhYQEDAwOYmJjIfVQVGhqKLl26AAA0NTWRnJyMAgUKYPLkyZg+fbrK6xPK1s2b0LBubVRyL4eO7X/HrZs3lfY/euQQmjdpgEru5dC6RVP8e1Z+hrhUKsWiBfNQp2Y1VC7vgj49u+H582dyfeLj4jB21HB4VS6PalUqwn/iOCQlJsr1eXD/Hrp17oBK7uVQr05NrFm1Ilf2V53xXKiHquVLYsfcvnhydCqSbyxE099cvrlM9QqlcH7zaMRdmoPbe/3RqalHlj5929bAvQMBiL04B2fXj0DFsjZy3+toa2LOmLZ4dWo6Is/NxpZZvWBRqKBcn+KFTbBrfj9Enw/C8xOBmDa0BTQ0/q+/n9Uerwv1wXNBeZHKvyFHjRqFkydPYsmSJdDR0cHKlSsREBAAKysrrF+/XuUADAwMZPctFilSBI8fP5Z9FxUVpfL6hHD40EHMmhGIvgMGYuvfu+HgUAb9+/ZEdHS0wv7BN65jzMjhaNmqDbbt2INatetg6OCBePjwgazPmlUrsGXTBkzwn4SNW7ZDT08P/fv0REpKiqzP2NEj8PjRIyxduQbzFy3F9atXMXnS53dvv3//Hv1690QRKyts+XsXhg0fhaWLF2LH9m0/7mAIjOdCfRjo6eDWgzAMDczZPtpYmWL3gn44e/UBPNr/hYWbT2GJXwd4ezrK+rSpVx7Th7fE1GWH4NlhOm4+CMM/iwfC3KSArM+MEa3RuIYzOo5ahXq95qKIuRG2zv78UgGxWIRd8/tDW0sTtbrNRm+/DejUzAN+/Rvn3s6rGV4X6oPnQn2JRMJ98gKVE8Z9+/Zh8eLFaN26NTQ1NVG9enVMmDAB06ZNw6ZNm1QOoEqVKvjvv/8AAI0aNcLw4cMxdepU9OjRA1WqVFF5fULYsG4NWrVpixYtW6OkvT0m+AdAV1cXe3btVNh/08b18KpWHd169IJdyZIYNGQoHJ2csHXzRgCZfy1u2rAevfv2R63a3ijtUAZ/Bs5AZEQETp44DgB48vgxzv33L/wn/wkXF1eUr1ARY8ZNwOFDBxAREQ4AOLj/H6SlpWHylGmwty+Fho0a44+OnbFh/Zqfc2AEwHOhPo6eu4uAxfvxzynl1ZNPerephmdh0RgTtBv3n4Zj6baz2H0iGIM71pL1GdKpNtbsOo8N/1zEvSdvMXjqViR/SEXXFp4AAMMCuujWwhOjg3bhzJUHuBH6En38N8LTrSQql7MFAHh7OsLRrjB6jF+Hmw/CcPTcXUxefAB929aAlqZGrh8HdcDrQn3wXFBepXLCGBMTAzs7OwCAoaEhYmJiAADVqlXD2bNnVQ4gKCgIHh6Zw04BAQGoU6cOtm3bBltbW6xatUrl9f1saampCL17B1U8vWRtYrEYVap44WbIDYXL3AwORpUqnnJtXlWr4WZwMAAg7NUrREVFwqPK53UWLFgQ5VxcZesMCbmBgoaGKOtcTtbHw9MLYrFYNrwREhKMChUrQktbW247z54+RUJ8/P+342qI5yJv83AtgVOX7su1HTsfCg+XEgAALU0NuDsWx8kv+kilUpy8dB+VP/Zxd7SGtpYmTl783OfBs3C8eBMjW4+HSwncfvQaETHv5LZjVFAPTiWL/LD9EwqvC/XBc6HeRCKRYJ+8QOWE0c7OTvaw7TJlymD79u0AMiuPxsbGKgdgZ2cHF5fMe5sMDAywdOlS3Lx5Ezt37oSNjc03lhZebFwsMjIyYGpqKtduamqa7ZB6VFQUTE3NsvaPjvr4fWRmm1n264yOikKhQoXkvtfU1IShkRGiPy4fFRWFQlm2Yyb77lfDc5G3WZoaIvyLJA4AImISYFRQD7o6WjAzKQBNTQ25RA8AIqITUNjUEABQ2NQQKalpiH+fnKWP5cc+lqaGiIjOuh0AsDQzzNV9Uge8LtQHzwXlZSq/6aV79+4ICQlBzZo1MWbMGDRt2hQLFy5EWlqaIM9MTElJkbtPAwCkGjrQ0dH56bEQERER/YpUrjAOGzZM9n5nb29v3Lt3D5s3b8aNGzfg4+OT6wF+S2BgIIyMjOQ+M6cH/rTtmxibQENDI8sNy9HR0TAzM1O4jJmZGaKjo7L2//jXnJmZeWZbVPbrNDUzk90O8El6ejoS4uNh+nF5MzMzxGTZTpTsu18Nz0XeFh6dAMuvZjNbFDJE/LtkfEhJQ1Tse6SnZ2SZ8Wxhaoi30ZkVwrfRCdDR1oJRAb0sfcI/9gmPToCFadbtAEB4lOqPBlN3vC7UB8+FehML+MkL/u84bWxs0KpVK9mw8s82duxYxMfHy31Gjh7707avpa0NR6eyuHTxgqxNIpHg0qULcHF1V7iMi5sbLl28KNd28cJ5uLi5AQCKFisGMzNzXLr0eZ3v37/HrZshsnW6urrjXUIC7t65Letz+dJFSCQSlPt4Llxd3XDt6lWkpaXJbce2RAkYGhn9fzuuhngu8rZLIU/xW2UHubY6Vcrg0s3MW2DS0jNwI/Qlanl87iMSiVCrcmlc/tjnRugLpKaly/UpZWMB6yKFZOu5dPMpnO2t5GZW16lSBvHvkhH65O0P2z+h8LpQHzwXlJflaEh6/vz5OV7hp+rjz6Kjk3X4+UP6Tw0Bnbt2x8Rxo1G2rDOcy7lg44Z1SE5ORouWrQAA48eOgoWFJXyGDQcAdOzUBT27dca6tatRo0ZNHD50EHdu38bESZMBZP4j2LFzF6xYtgQ21jYoWqwYFi2YB3MLC9Su4w0AsCtZElWrVUeA/0RM8AtAenoaAqdOQYOGjWFhYQkAaNi4KZYuXoRJfuPRvWdvPHr4EJs2rsfIUT8vof7ZeC7Uh4GeNkoWN5f9bFvUFC6liyI2IQkv38Zi8uBmsLIwQq+JGwAAK3b8h37ta2CqT3Os23sRv1UqjdZ13dFyyFLZOuZvPIkVkzvj2t0XuHr7GQZ1qAV9PR2s35v5D2rC+w9Yu+cCpg9vhZj4RLxL/ICg0b/jYsgTXL71DABw/EIoQp+8xao/u2L8vD2wNDWE/8AmWLb9LFLTfvIvj5+E14X64LlQX3ll8olQRFKpVPqtTiVKlMjZykQiPHnyRKUAJk+ejBEjRkBfX1+uPTk5GTNnzoSfn182S2bvZyeMALBl00asW7MKUVGRcCjjiNHjJsDFxRUA0LNbZ1hZFcWUaX/J+h89cggL58/F67AwWNvYYtjwkaheo6bse6lUisUL52Pn39vx7l0C3MtXwLiJ/rC1/Xwu4uPiEDh1Cs6cPgmxWIw6dethzNgJ0DcwkPV5cP8epv05GXdu34KxiQn+6NAJPXr1+QlHRDg8F9kzqTTop22reoVSOLoy620qG/65iD7+G7E8oBNsrExRv/c8uWVmjGgFR7vCCAuPQ+CKw9i475Lc8v3a1cCwrt6wNC2Im/fDMHzG37hy+7nsex1tTfzl2wptG1SAjrYmjp8PhU/gNoR/MdHFuogJ5o1rjxoVSiHxQwo27buMCfP3IiND8gOOhGKxVxb+tG0BvC7UCc9F9nRVnlmRe4bsuSfYtue3KCPYtnMqRwnjj6ShoYE3b97AwsJCrj06OhoWFhbIyMhQeZ1CJIxEecHPTBhJuZ+dMBLlBUwY1ZeApyaTVCpVWAYOCQnJ8hgAIiIioh9BzBFppQRLGE1MTGQPrCxdurRc0piRkZH5mqJ+/YQKj4iIiIg+EixhnDt3LqRSKXr06IGAgAAYfTELS1tbG7a2tvD09FSyBiIiIqLcwQqjcoIljF27dgWQOaGmatWq0NQUfHSciIiIiBQQ/HmRiYmJOHHiRJb2I0eO4NChQwJERERERPkN3yWt3HcljP/++y86deoET09PhIWFAQA2bNiA//77T+V1jRkzRuFMaKlUijFjxnxPeERERESUi1ROGHfu3In69etDT08PN27ckL3HOT4+HtOmTVM5gIcPH8LJySlLe5kyZfDo0SOV10dEREREuUvlhPHPP//E0qVLsWLFCmhpacnaq1atiuvXr6scgJGRkcKHfT969AgGXzxQlIiIiOhHEYuE++QFKieM9+/fR40aNbK0GxkZIS4uTuUAmjdvjqFDh+Lx48eytkePHmH48OFo1qyZyusjIiIiotylcsJYuHBhhUPF//33H+zs7FQOYMaMGTAwMECZMmVQokQJlChRAo6OjjA1NcWsWbNUXh8RERGRqkQi4T55gcrPsunduzd8fHywevVqiEQivH79GhcuXMCIESMwceJElQMwMjLC+fPncezYMYSEhEBPTw8uLi4Kq5hERERE9POpnDCOGTMGEokEderUQVJSEmrUqAEdHR2MGDECgwcP/q4gRCIR6tWrJ1tXXpliTkRERJQfqDwkLRKJMH78eMTExOD27du4ePEiIiMjMWXKlO8KQCKRYMqUKShatCgKFCiAp0+fAgAmTpyIVatWfdc6iYiIiFQhFokE++QF3/3gbm1tbTg5OaFy5cooUKDAdwfw559/Yu3atZgxYwa0tbVl7c7Ozli5cuV3r5eIiIiIcofKQ9K1atVSOmR88uRJlda3fv16LF++HHXq1EG/fv1k7a6urrh3756q4RERERGpTPBX36k5lRNGNzc3uZ/T0tIQHByM27dvy94PrYqwsDDY29tnaZdIJEhLS1N5fURERESUu1ROGOfMmaOwfdKkSXj//r3KATg5OeHff/+FjY2NXPuOHTvg7u6u8vqIiIiIVJVHbiUUjMoJY3Y6deqEypUrq/zsRD8/P3Tt2hVhYWGQSCTYtWsX7t+/j/Xr12P//v25FR4RERERfadcG7K/cOECdHV1VV6uefPm2LdvH44fPw4DAwP4+fkhNDQU+/btQ926dXMrPCIiIiL6TipXGFu1aiX3s1QqxZs3b3D16lWVH9ydnp6OadOmoUePHjh27JiqoRARERHlirzyeBuhqJwwGhkZyf0sFovh4OCAyZMno169eqptXFMTM2bMQJcuXVQNg4iIiIh+EpUSxoyMDHTv3h3lypWDiYlJrgRQp04dnDlzBra2trmyPiIiIiJVscConEoJo4aGBurVq4fQ0NBcSxgbNmyIMWPG4NatW6hQoQIMDAzkvm/WrFmubIeIiIiIvo/KQ9LOzs548uQJSpQokSsBDBgwAAAQFBSU5TuRSISMjIxc2Q4RERERfR+VE8Y///wTI0aMwJQpUxRWBA0NDVVan0QiUTUEIiIiolwl5pC0Ujl+rM7kyZORmJiIRo0aISQkBM2aNUOxYsVgYmICExMTGBsbqzxMnZaWBk1NTdy+fVvlwImIiIjo58hxhTEgIAD9+vXDqVOncm3jWlpasLa25rAzERERCYqP1VEuxwmjVCoFANSsWTNXAxg/fjzGjRuHDRs2oFChQrm6biIiIiL6/6l0D6PoB2TfCxcuxKNHj2BlZQUbG5ss90Rev34917dJRERE9CUWGJVTKWEsXbr0N5PGmJgYlQJo0aKFSv2JiIiI6OdSKWEMCAjI8qaX/5e/v3+uro+IiIiIcpdKCWP79u1hYWHxQwK5du0aQkNDAQBly5aFu7v7D9kOERER0df4WB3lcpww/oj7FwEgIiIC7du3x+nTp2FsbAwAiIuLQ61atbB161aYm5v/kO0SERERUc7k+DmMn2ZJ57bBgwfj3bt3uHPnDmJiYhATE4Pbt28jISEBQ4YM+SHbJCIiIvqSSMD/5QU5rjD+qDeyHD58GMePH4ejo6OszcnJCYsWLUK9evV+yDaJiIiIKOdyXGH8USQSCbS0tLK0a2lp8bWBRERERGpA8ISxdu3a8PHxwevXr2VtYWFhGDZsGOrUqSNgZERERJRfiEXCffICwRPGhQsXIiEhAba2tihZsiRKliyJEiVKICEhAQsWLBA6PCIiIqJ8T6XH6vwIxYsXx/Xr13H8+HHcu3cPAODo6Ahvb2+BIyMiIqL8Iq9U+oQieMIIZD6yp27duqhbt67QoRARERHRVwQbkj558iScnJyQkJCQ5bv4+HiULVsW//77rwCRERERUX4jEokE++QFgiWMc+fORe/evWFoaJjlOyMjI/Tt2xdBQUECREZEREREXxIsYQwJCUGDBg2y/b5evXq4du3aT4yIiIiIiBQR7B7G8PBwhc9f/ERTUxORkZE/MSIiIiLKrzjpRTnBKoxFixbF7du3s/3+5s2bKFKkyE+MiIiIiIgUESxhbNSoESZOnIgPHz5k+S45ORn+/v5o0qSJAJERERFRfiMSCffJCwQbkp4wYQJ27dqF0qVLY9CgQXBwcAAA3Lt3D4sWLUJGRgbGjx8vVHhERERE9JFgCaOlpSXOnz+P/v37Y+zYsZBKpQAyp7XXr18fixYtgqWlpVDhEREREdFHgj6428bGBgcPHkRsbCwePXoEqVSKUqVKwcTERMiwiIiIKJ8R55WxYYGoxZteTExMUKlSJaHDICIiIiIF1CJhJCIiIhISH6ujnGCzpImIiIgob2DCSERERPleXnuszqJFi2BrawtdXV14eHjg8uXLOVpu69atEIlEaNGihUrbY8JIRERElIds27YNvr6+8Pf3x/Xr1+Hq6or69esjIiJC6XLPnj3DiBEjUL16dZW3yYSRiIiIKA8JCgpC79690b17dzg5OWHp0qXQ19fH6tWrs10mIyMDHTt2REBAAOzs7FTeJhNGIiIiyvfEEAn2SUlJQUJCgtwnJSVFYZypqam4du0avL29P8cuFsPb2xsXLlzIdv8mT54MCwsL9OzZ87uOzy85S3pb8EuhQ6CPmjpaCR0CfSH68gKhQ6CPem0NEToE+mhZWxehQyCZ/DlVOTAwEAEBAXJt/v7+mDRpUpa+UVFRyMjIyPJyE0tLS9y7d0/h+v/77z+sWrUKwcHB3x3jL5kwEhEREalCyOd2jx07Fr6+vnJtOjo6ubLud+/eoXPnzlixYgXMzMy+ez1MGImIiIgEpKOjk+ME0czMDBoaGggPD5drDw8PR+HChbP0f/z4MZ49e4amTZvK2iQSCQBAU1MT9+/fR8mSJb+5Xd7DSERERJRHaGtro0KFCjhx4oSsTSKR4MSJE/D09MzSv0yZMrh16xaCg4Nln2bNmqFWrVoIDg5G8eLFc7RdVhiJiIgo38tLb3rx9fVF165dUbFiRVSuXBlz585FYmIiunfvDgDo0qULihYtisDAQOjq6sLZ2VlueWNjYwDI0q4ME0YiIiKiPKRdu3aIjIyEn58f3r59Czc3Nxw+fFg2EebFixcQi3N3EJkJIxEREeV7YiFnvXyHQYMGYdCgQQq/O336tNJl165dq/L2eA8jERERESnFhJGIiIiIlOKQNBEREeV7eWxE+qdjhZGIiIiIlGKFkYiIiPK9vDbp5WdjhZGIiIiIlGKFkYiIiPI9FhiVY4WRiIiIiJRiwkhERERESnFImoiIiPI9VtCU4/EhIiIiIqVYYSQiIqJ8T8RZL0qxwkhERERESjFhJCIiIiKlOCRNRERE+R4HpJVjhZGIiIiIlGKFkYiIiPI9vktaOVYYiYiIiEgpVhiJiIgo32N9UTlWGImIiIhIKSaMRERERKQUh6SJiIgo3+OcF+VYYSQiIiIipVhhJCIionyP75JWjhVGIiIiIlKKCSMRERERKcUhaSIiIsr3WEFTjseHiIiIiJRihZGIiIjyPU56UY4VRiIiIiJSihVGIiIiyvdYX1SOFUYiIiIiUooJIxEREREpxSFpIiIiyvc46UU5VhiJiIiISClWGImIiCjfYwVNOR4fIiIiIlKKCSMRERERKcUhaSIiIsr3OOlFOVYYiYiIiEgpVhiJiIgo32N9UTlWGImIiIhIKVYYiYiIKN/jLYzKscJIREREREoxYSQiIiIipTgkTURERPmemNNelBK0wpicnIykpCTZz8+fP8fcuXNx9OhRAaMiIiIioi8JmjA2b94c69evBwDExcXBw8MDs2fPRvPmzbFkyRIhQyMiIqJ8RCQS7pMXCJowXr9+HdWrVwcA7NixA5aWlnj+/DnWr1+P+fPnCxkaEREREX0kaMKYlJSEggULAgCOHj2KVq1aQSwWo0qVKnj+/LmQoRERERHRR4JOerG3t8eePXvQsmVLHDlyBMOGDQMAREREwNDQUMjQVHb16F5cOrAd7+NjYGldEvW6DoJVyTIK+9678i/O792C2PAwSDIyYGJZFB6N2qBc9bpy/aLCnuPU1pV4ERoCiUQCs6LWaOXjDyMzSwBAbPhrnNi8DC/v30ZGWhrsXCuiXtfBKGBkIlvHIp+OiI8Kl1vvb+16wqvZH7l8BNTHjm2bsWn9asRER8G+tAN8R41HWWeXbPufOHYYy5cswNvXYShmbYOBQ3zhVa2m7Psp/uNwcN8euWU8PKth7qLlsp9HDh2Ihw9CERsTg4KGhqhU2RMDfIbD3NxC1ufRg/uY9dcUhN69DWOTQvi9XUd06tYz93ZcDW3bsgnr1qxCdFQUSjuUwehxE+BcLvtzcezIYSxeOA+vw8JgbWODIcNGoHqNz+fixLGj2LF9K0Lv3kF8fDy27tgNhzKOcutISUlB0MzpOHLoAFJT0+BZtSrGTfCHqZlZlu3FxcWiXesWiAgPx9nzl1Ewj/3eUYV3aVM0drKAkZ4mXsQmY/2VMDyJTlbYt7qdCfp6Wcu1pWZI0GPLLYX9u1cuijqlzbDhahiO3IuStdsW0kM79yKwM9WHRCrFlRfx2HTtNVLSJVnWUUBbA9Mal0YhA2302XYLSWlZ+/wqtm3ZhPVrP18Xo8Z++7pYsnAeXr8Og7V15nVR7cvr4vhR7Pziutjyt/x18TrsFZo08Fa47umz5qJu/Qb4Z88uTJo4TmGf46fPoZCp6Xfubd4h4qQXpQRNGP38/NChQwcMGzYMtWvXhqenJ4DMaqO7u7uQoank7oVTOLFpKRr08IFVSUdcObwTW/8ag76z1sDgi+TtEz2DgqjavANMrYpDQ1MLD29cxP7lM2FgZAw7l0oAMpPBDZOHwrVmQ1Rv3QU6egaIfPUMmlraAIDUD8nY8tdoWFiXRMdxMwEAZ3esxd+zJqBbwAKIxJ+LxzXadINbrUayn7V19X7k4RDU8SOHMD9oOkaN80fZci7YtmkDhg3sg627D6BQoay/8G6G3ID/uJHoN2goqlX/DUcOH8Bo38FYu3knStqXkvWr4lUNEyZNlf2spa0tt57yFSuja48+MDUzQ2RkBBbMmYlxI4dixdrNAIDE9+/hM7AXKlX2xKjx/nj86CGmBkxAgYIF0aJ12x90NIR15NBBzJ7xF8b7TYKziys2b1iHAX17Yc++Qwr/8Qm+cR1jRw3HYB9fVK/5Gw4d3A/fIYOw5e+dsC9VGkDmRDm38hVQt35DTJk0UeF2Z00PxH9nz2BG0DwUKFAAf02bguFDB2Ptxi1Z+gb4TUCp0g6ICA9XsKZfh4eNMTpWsMKaS6/wKDoJDcqYY3RtO4z85z4SUtIVLpOUmoGR/9yT/SzNZt0VixvC3swAMUlpcu3GepoYU8cOF5/HYf2VMOhpidGpQlH09SyO+f9mHUHq5VkcL+I+oJCBdpbvfiVHDh9E0My/MG7iJJRzccWmDeswsG8v7M7muggJvo5xo4dj0Mfr4vCB/fD1GYTN27+6Ltyzvy4sCxfB0VP/yrXt+ns71q9dhaofbwur16ARvKpVl+vjP2EsUlNS8kWySN8m6JB0mzZt8OLFC1y9ehVHjhyRtdepUwdz5swRMDLVXD60E261GsG1ZgOYF7NBwx5Doamjg5AzhxX2t3Fyg0OlajAragMTSytUbtAKFtZ2eHn/tqzP6e2rUdLVA7U79EFh21IwsbRC6QpesgT01YM7iI8MR9O+I2FhbQcLazs06TcKb54+wLO7N+S2p62rhwLGhWSfXzlh3LJpLZq1/B1NmrdCCTt7jBrvDx1dXezfu0th/+2bN8DDsxo6de0JW7uS6DtgCBzKOGHHtk1y/bS1tWFqZi77GBoayX3/R6eucHZxRRGronBxdUeX7r1w51YI0tMy/xE9cmg/0tLSMH7Sn7ArWQp16zdC2/adsGXTuh9zINTAxvVr0arN72jesjVKlrTHeL8A6OrqYs/unQr7b9m4AV5Vq6Frj56wK1kSAwf7wNHJCVs3fz4XTZo1R9/+A1Hl4x+XX3v37h327NoJ31GjUdmjCpzKOiNgSiBCgm/gZkiwXN/tW7fgXUICunTrkWv7rK4aOprh1KMYnH0Si9fxKVhz6RVSMqSoaV8o22WkAOI/pMs+CR+yJpYmeproUrEoFp97jgyJfErpXtQQGRIp1l0Ow5uEFDyJTsbqy69Q2cYYlgXkk8I6pUxhoK2Bg3cjc2V/1dmm9WvRsnXmdWH36brQ08XebK6LzRs3wLNqNXTt3hN2diUxYLAPyjg5YduWL66Lps3Rp/9AeFRRfF1oaGjAzMxc7nPq5HHUrd8Q+voGAABdXV257zXEGrhy6RKat2qT+wdBTXHSi3KCP7i7cOHCKFiwII4dO4bk5MzhkUqVKqFMGcXDueomIz0Nb54+gK1zeVmbSCxGCefyCHt495vLS6VSPL19HTFvXsG6TOaQhFQiwePgSyhUpBi2/DUac/u3wVq/Qbh/9ZzcdiECNLS0ZG2aWtoQiURyiScAXNi3FXP6tsSqcX1xcf82SDIy/t/dVktpaam4H3oXlTyqyNrEYjEqeXji9s1ghcvcvhWMSh7yv2Q9PKvi9s0QubbrV6+gUZ1qaNeyEWZMC0B8XFy2ccTHx+HIwf0o5+oOzY/n59bNYLiXrwgtrc//UHp4VsWLZ0+RkBCv4p6qv7S0VITevQOPKl6yNrFYDI8qnlkSt09uhgTDw9NLrs3Tq2q2/RUJvXsH6elpqPLFdkvY2aFwESu59Tx+/Agrli7GlMDpEOeV39bfSUMsQolC+rjz5p2sTQrgzpt3sDfTz3Y5XU0x5rZwxLyWjhhW0xZFjXTkvhcB6FfVGgfuRiIsPiXL8poaYqRLpHKVybSPQ9GlLQxkbVZGOmjpYoml515Amm0d89fwPdfFrZBguf6A6tfF1+7euY3790LRolXrbPvs37cHunq68K5b/7u3Q78WQYeko6Oj0bZtW5w6dQoikQgPHz6EnZ0devbsCRMTE8yePfub60hJSUFKivwvq7TUFGhp62SzRO5KehcPqUSSZejZwNAE0a9fZrvch6T3WDCoPTLS0yASi9Gg2xCUKFcBAJCYEIfUD8m4sG8rav7eDbXb98bjm1ewc+4kdBw/CzaOrrCyd4S2ji5ObV2J39r2gFQqxaltKyGVSPA+Lka2nYr1W6KwrT30Chji1YM7OL1tFd7HxcC7U/8fc0AEFBcXh4yMDBQqJH+vWqFCpnj+7InCZaKjorIMtxQyNUN09Of7sKp4VcNvtb1RxKoYwl69wNKFczFscF+sWLsZGhoasn6L5s3Gjm2b8eFDMpzLuWLWvM+PhoqJjkIRq6JfbSdzuzFRUVkqlnldbGxs5rn46tiamprh2dOnCpeJUnAuTM3MEB0VpbC/ItFRkdDS0spyL6KpqalsPampqRg7cjiGDh+JIkWsEPYy++v0V1BQRwMaYhHiv6oQxn9IRxEjxb8n3ySkYMWFl3gRlwx9LQ00cjKHf/1SGLP/vmzouUlZC0gkwJH7is/P3bfv0LGCFRo7mePwvSjoaIrRzr0IAMBYL/MPKU2xCAOr2WDL9deITkqDRcFfezg6LpvrotA3rgtTBdeRKtfF1/bu3okSdiXh6lY+2z57du1Ew0ZNoKur+93byWv44G7lBK0wDhs2DFpaWnjx4gX09T//pduuXTscPqx4OPdrgYGBMDIykvvsX7voR4Wca3R09dFz2jJ0n7wIv/3eA8c3LcXzu8EAAKk086/wUuU9UblhG1ja2sOr2R8o5V4FN07sBwAYGBqj5RA/PLx+ATN7NsXs3s2RkpiIwralIPqiYuLRqA1snNxgYW2H8t5NUadjX1w9ugfpaak/fZ/zqrr1G6F6zdqwL1UaNWt5Y9a8JQi9cwvXr16W69exSw+s27IT8xavhFhDA5P9xkAq/bUrJnnR/LmzUcKuJBo3bSZ0KGrrUVQS/nsaixexH3AvIhHzzjzDu5R01C6VmbjYFtJD/TJmWHbhRbbrCItPwbLzL9DQ0Ryr25fDotZOiExMRVxymuy6aOdeBK/jP+Dc07ifsVsE4MOHDzh0cL/S6mJI8A08ffIYzVtm34fyH0ErjEePHsWRI0dQrFgxufZSpUrl+LE6Y8eOha+vr1zb9tsRuRbjt+gXNIJILEZifKxce2JCrMIJL5+IxGIUKpxZcbK0tUfU6xc4/88W2Di5Qb+gEcQaGjAraiO3jKmVNV59Mdxs51IRA+ZsQNK7eIjFGtA1KIB5A36Hk8Vv2W7Xyt4RkowMxEeGw9Sq+HfssfoyNjaGhoYGYmLk//KOiYmGqWnWGbJAZgUrJjpavn90VLb9AaBoseIwNjbBq5cv5IazjU1MYGxiAmsbW9iWsEPzhrVx+2YIyrm6oZCpGWJjvt5O5s+FFMzezetMTEwyz8VXxzY6OkrhbGUAMFNwLqKjsu+viKmZOdLS0vAuIUGuyhgdHS1bz5VLl/Do4QNUdM28b/pT8lKruid69u6L/oOG5Hh7ecG7lAxkSKQw0pX/dW+kq4n4ZMUTXr6WIQWexSTD8mMF0MHCAIa6mpjX0knWR0MsQsfyVmhQxhzD9oQCAC48i8OFZ3Ew1NXMnBktBRqWMUfE+8w/WJ0sC6C4sS4qdzAGAFl9Z8nvzth7Oxy7bv5ak5GMs7kulP3OMTMzQ7QK19G3HD92BB+SP6BJ0xbZ9tmzawccyjjCqazzd22Dfk2CVhgTExPlKoufxMTEQEcnZ0PKOjo6MDQ0lPv8rOFoANDQ1EKREqXx7M51WZtUIsGz2zdQtJSTkiXlSaWSzPsSP63TzgExb17J9Yl5+wqGZhZZltUvaARdgwJ4ducGEhPiUKq8V5Y+n4Q/fwyRSAx9I+Mcx5ZXaGlpw8HRCVcvX5S1SSQSXL18Ec4ubgqXcS7nJtcfAC5fugBnF9dstxMR/hbx8XEwMzfPto9EklklTvtYyS3n4oYb16/KJsEAwOWL52FtW+KXG44GMs+Fo1NZXLp0QdYmkUhw+dJFuLi6KVzGxdUNly9ekGu7eOF8tv0VcXQqC01NLbntPnv6BG/fvJatZ9ac+di2cw+27tiNrTt2wy9gCgBg1bqNaPdHxxxvK6/IkEjxNCYJZQsXlLWJAJQtXACPopKyX/ALIhFQ3FgXcR8TzHNPYjFu/wOMP/D5E5OUhgN3IzHjZNbbPxI+pCMlXQIPW2OkSiS4/fF+ynlnn2HcF+tYeTHz9oApRx/h+P3oLOvJ6z5dF5e/vi4uZn9dlHN1k+sPAJdUvC6+tHfXDtSsVQsmhRRPeEpKSsSxI4fyZXWRk16UE6TC+Pr1a1hZWaF69epYv349pkzJ/IUtEokgkUgwY8YM1KpVS4jQvkvlhq2xb9kMFCnhAKuSDrh8eBfSUj7ApWYDAMA/S/5CQRMz1GrfCwBwfu9mFLFzgLFlEWSkpeFx8GXc/u84GnT3ka2zSuO22L3gTxQvUw42Tm54cvMKHl6/gE4TPt/XGXLmMMysrKFvaIywh3dxbMMiVG7QWlY5fPXwLl4/CoWNkxu09fQQ9jAUxzcugXO1OtAzKIhf0R8du2GK/1iUcXJG2bLlsHXzenxITkaTZi0BAAETx8DcwgIDBmdWpdt26IwBvbti84Y18KpWE8ePHMS9u7cxZkIAgMxfnquWLUatOvVgamaGVy9fYNG82ShW3BoentUAAHduheDundtwdS+PggUNEfbqJZYvWYCixYrLEtV6DRpj1fJFmDp5Ijp364knjx5h+5aN8Bk++ucfpJ+kU5du8Bs/Bk5lneHs7ILNG9chOTkZzVu0AgBMGDsaFhYWGDJsOADgj06d0bt7F6xfuxrVa/yGI4cO4O6dO5g4abJsnfHxcXj75g0iIjJHET7d92VqZgYzM3MULFgQLVq1xuwZ02FkZAQDgwKYPu1PuLi6yf6BLW4t/3zBuNjM0QE7u5K/7HMYD4VGoa9XcTyNScLjqCQ0cDSHjqYYZx5n3u/c16s4YpPSsD34LQCgRTlLPIpKRPi7VBhoa6CxkznMDLRx6lFmEvc+NQPvU+Unz2VIpIj7kIY3CZ/vKa9b2hQPo5LwIS0DzkUK4o/yVth2443sGYufKo2fFNTNvCf4dfyHX/Y5jB27dIP/x+uibDkXbN6QeV00+3hdTByXeV0MHpp5XXT4eF1sWLda9uivu3fuYIJ/1usi8tN18Uz+uvjkxYvnuH7tKuYv/vwM2a8dPXwIGRkZaNyEt2yQPEESxrJly2LRokWYOXMmateujatXryI1NRWjRo3CnTt3EBMTg3Pnzn17RWrCybMWkt7F4+yOtUiMj4WlTUm0Gx0oe4B2QnQERKLPxdzUlA84vGY+3sVEQlNbB6ZWxdGs/xg4eX5Okh0qVUPDHj44/89WHFu/CIWKFEdrH38Udygn6xPz5iVOb1uF5PfvYGxuCa/mHVG54ee/CjU1tXD3win8u2s9MtLSYGReGJUbtELlRr/uYxK86zdEbGwMVi5ZgOjoKJRyKIM5C5eh0MfhnvC3byD+4hmVLq7uCJg6A8sXz8fShXNR3NoG04MWyJ7BKBZr4PHDBzi0fy/evUuAmbkFPKpURZ8Bg6H98VmMOrp6OHPyOFYuW4gPyckwNTNHFa9q6DY9SNanQMGCmLdoJWb9NQXdO/4OI2MT9OjT/5d9BiMA1G/YCLGxMViycAGioyLhUMYRi5aukA2lvX3zGmLx5z+t3dzLY9r0WVi0YC4WzpsDaxtbBM1fKHvWHACcOXUS/hM+P1x4zMjMxL9v/4HoN3AwAGDE6LEQi8UYMdQHqWmp8PKqhrET/X7GLqutS8/jYKijgdYuhWGkp4nnscmYcfKp7FE5Zgba+PJ2WwNtDfTyKA4jPU0kpmbgWUwyAo48wmsFs6GVsTPTRyvXwtDVFON1QgpWX3qFc09jv73gL6x+g0aIjYnBkkWfr4uFX18XX5ScXN3KY+pfs7B44RfXxbys18WXD90e+/G66NN/IPoNGCxr37t7JywtC8PTq2q28e3ZtQO169T9Zf94UiavVPqEIpIKcFf+4sWLMXr0aDRo0ABLly7F0qVLERISgvfv36N8+fIYOHAgihQp8t3rX3f11571mJc0dbQSOgT6gq624E/Soo/6bLspdAj00bK22b9lhX4uA23hsrajocI9B7SeY/a3OKkLQSqMAwYMQMOGDdGzZ0+ULVsWy5cvx/jx44UIhYiIiIi+QbBZ0iVKlMDJkyexcOFCtG7dGo6OjtDUlA/n+vXr2SxNRERElHv4LmnlBH2szvPnz7Fr1y6YmJigefPmWRJGIiIiIhKeYBnaihUrMHz4cHh7e+POnTswV/KIEiIiIqIfScwCo1KCJIwNGjTA5cuXsXDhQnTp0kWIEIiIiIgohwRJGDMyMnDz5s0sb3ghIiIiEgLvYVROkITx2LFjQmyWiIiIiL4DH8pGREREREpxWjIRERHle3zTi3KsMBIRERGRUqwwEhERUb7HSS/KscJIREREREoxYSQiIiIipTgkTURERPke3/SiHCuMRERERKQUK4xERESU73HSi3KsMBIRERGRUkwYiYiIiEgpDkkTERFRvsc3vSjHCiMRERERKcUKIxEREeV7LDAqxwojERERESnFCiMRERHle2LexKgUK4xEREREpBQTRiIiIiJSikPSRERElO9xQFo5VhiJiIiISClWGImIiIhYYlSKFUYiIiIiUooJIxEREREpxSFpIiIiyvdEHJNWihVGIiIiIlKKFUYiIiLK9/iiF+VYYSQiIiIipVhhJCIionyPBUblWGEkIiIiIqWYMBIRERGRUhySJiIiIuKYtFKsMBIRERGRUqwwEhERUb7HB3crxwojERERESnFhJGIiIiIlOKQNBEREeV7fNOLcqwwEhEREZFSrDASERFRvscCo3KsMBIRERGRUqwwEhEREbHEqBQrjERERESkFBNGIiIiIlKKQ9JERESU7/FNL8qxwkhERERESrHCSERERPkeH9ytHCuMRERERHnMokWLYGtrC11dXXh4eODy5cvZ9l2xYgWqV68OExMTmJiYwNvbW2l/RZgwEhEREeUh27Ztg6+vL/z9/XH9+nW4urqifv36iIiIUNj/9OnT+OOPP3Dq1ClcuHABxYsXR7169RAWFpbjbTJhJCIionxPJOBHVUFBQejduze6d+8OJycnLF26FPr6+li9erXC/ps2bcKAAQPg5uaGMmXKYOXKlZBIJDhx4kSOt8mEkYiIiEhAKSkpSEhIkPukpKQo7Juamopr167B29tb1iYWi+Ht7Y0LFy7kaHtJSUlIS0tDoUKFchzjLznpRU9TQ+gQ6KPUdInQIdAXtDX5N6K6WPq7i9Ah0EeDdt0WOgT6aE37csJtXMBJL4GBgQgICJBr8/f3x6RJk7L0jYqKQkZGBiwtLeXaLS0tce/evRxtb/To0bCyspJLOr/ll0wYiYiIiPKKsWPHwtfXV65NR0fnh2zrr7/+wtatW3H69Gno6urmeDkmjERERJTvCfngbh0dnRwniGZmZtDQ0EB4eLhce3h4OAoXLqx02VmzZuGvv/7C8ePH4eKi2igHx6eIiIiI8ghtbW1UqFBBbsLKpwksnp6e2S43Y8YMTJkyBYcPH0bFihVV3i4rjERERER5iK+vL7p27YqKFSuicuXKmDt3LhITE9G9e3cAQJcuXVC0aFEEBgYCAKZPnw4/Pz9s3rwZtra2ePv2LQCgQIECKFCgQI62yYSRiIiI8r289KaXdu3aITIyEn5+fnj79i3c3Nxw+PBh2USYFy9eQCz+PIi8ZMkSpKamok2bNnLryW5ijSJMGImIiIjymEGDBmHQoEEKvzt9+rTcz8+ePfu/t8eEkYiIiPK9PFRgFAQnvRARERGRUoJXGBMTE/HXX3/hxIkTiIiIgEQi/6DnJ0+eCBQZEREREQFqkDD26tULZ86cQefOnVGkSBGI8tJdp0RERPRrYPqhlOAJ46FDh3DgwAFUrVpV6FCIiIiISAHBE0YTExOVXn5NRERElNuEfNNLXiD4pJcpU6bAz88PSUlJQodCRERERAoIXmGcPXs2Hj9+DEtLS9ja2kJLS0vu++vXrwsUGREREeUXnEKhnOAJY4sWLYQOgYiIiIiUEDxh9Pf3FzoEIiIiIlJC8ITxk2vXriE0NBQAULZsWbi7uwscEREREeUXHJFWTvCEMSIiAu3bt8f/2rvvsCiurw/g313aUpaONGmCFBEhlihqaKJYoqImGjURu8ZGBEuwo7F37BWMsYsl9oJgF1EEESmKIBoxCgi4dNj7/sHPiSsl6GsclPPx2edx7t65c2Zmd/Zw75SIiAhoamoCAHJycuDu7o69e/dCT0+P3wAJIYQQQuo53q+SHj9+PF6/fo34+HhkZ2cjOzsb9+7dQ15eHiZMmMB3eIQQQgipDwQ8vj4DvPcwnj59GufPn4ednR1X1qRJE6xbtw6dOnXiMTJCCCGEEALUgR5GqVRa6VY6AKCgoFDpudKEEEIIIeTT4z1h9PDwgK+vL549e8aV/fXXX5g4cSI6dOjAY2SEEEIIqS8EPP77HPCeMK5duxZ5eXkwNzeHpaUlLC0tYWFhgby8PKxZs4bv8AghhBBC6j3ez2E0MTFBdHQ0zp8/j8TERACAnZ0dPD09eY6MEEIIIfUFPemlZrwnjAAgEAjQsWNHdOzYke9QCCGEEELIO3hJGIOCgjBy5EiIRCIEBQXVWJdurUMIIYSQ/xp1MNaMl4Rx5cqVGDhwIEQiEVauXFltPYFAQAkjIYQQQgjPeEkYU1NTq/w/IYQQQgipe3i/Snru3LkoKCioVF5YWIi5c+fyEBEhhBBC6h160kuNeE8YAwMDIZFIKpUXFBQgMDCQh4gIIYQQQsjbeL9KmjEGQRXXssfGxkJbW5uHiAghhBBS33wuN9DmC28Jo5aWFgQCAQQCAaytrWWSxvLyckgkEowePZqv8AghhBBCyP/wljCuWrUKjDEMHToUgYGB0NDQ4N5TVFSEubk5nJ2d+QqPEEIIIYT8D28Jo4+PDwDAwsIC7dq1g7w876PjhBBCCKmn6EkvNeP9ohexWIyEhARu+ujRo/D29sa0adNQUlLCY2SEEEIIIQSoAwnjqFGjkJycDAB49OgR+vXrBxUVFRw4cABTpkzhOTpCCCGE1Ad0V52a8Z4wJicnw8nJCQBw4MABuLq6Yvfu3QgJCUFoaCi/wRFCCCGEEP4TRsYYpFIpAOD8+fPo2rUrAMDExASZmZl8hkYIIYQQQlAH7sPYsmVL/Pbbb/D09MTFixexYcMGABWPDNTX1+c5OkIIIYTUC5/L2DBPeO9hXLVqFaKjozFu3DhMnz4dVlZWAICDBw+ibdu2PEdHCCGEEEJ472Fs1qwZ4uLiKpUvXboUcnJyPERECCGEkPqGnvRSM957GAEgJycHW7duRUBAALKzswEA9+/fx4sXL3iOjBBCCCGE8N7DePfuXXTo0AGamppIS0vDiBEjoK2tjUOHDiE9PR2///473yESQggh5AtHN+6uGe89jH5+fhgyZAgePHgAkUjElXft2hWXLl3iMTJCCCGEEALUgYQxKioKo0aNqlRubGyM58+f8xARIYQQQgh5G+9D0kpKSsjLy6tUnpycDD09PR4iIoQQQkh9QyPSNeO9h7FHjx6YO3cuSktLAQACgQDp6emYOnUq+vTpw3N0hBBCCCGE94Rx+fLlkEgkaNCgAQoLC+Hq6gorKyuIxWLMnz+f7/AIIYQQUh/Qw6RrxPuQtIaGBs6dO4crV67g7t27kEgkaN68OTw9PfkOjRBCCCGEoA4kjG+0b98e7du35zsMQgghhBDyDt4Txrlz59b4/qxZsz5RJIQQQgipr+hJLzXjPWE8fPiwzHRpaSlSU1MhLy8PS0tLShgJIYQQQnjGe8J4586dSmV5eXkYPHgwevXqxUNEhBBCCKlv6EkvNeP9KumqqKurIzAwEDNnzuQ7FEIIIYSQeo/3Hsbq5ObmIjc3l+8wCCGEEFIPUAdjzXhPGIOCgmSmGWPIyMjAzp070aVLF56ien+RZw7jyrF9kORkw8DMEt2GTEBDK7sq68ZHXsKlI7uQ/fwvlJeXQ8fAGO2+7Qsnl05V1v9zywpEnT+GLoPGom2377jyAkkeTmwPQlL0dQgEAjRp7YKug8dDSaRcqY2s539h/dQREAqFmB58/OOsdB11+MAe7P0jGNlZmbBsbAPfSdNgZ+9Qbf3w82ewfdNaPM/4C8YmZhg9biLatHPh3i8oKMDmdStx5eIF5ObmwNDIGH36DkTPPv24Or6jByMm+pZMuz16fQ//gNnc9OplC3DvbgxSUx7AzLwRtu0K/YhrXTft37sLv4dsQ1ZmJhpb22JKwAw0dWhWbf1zZ09jw9rVyHj2F0xMzTBh4iS0/8YVQMX5zRvWrsaVyxfx19OnUBOroXXrthj/ix/0GuhzbWzbvBFXLkcgKSkRCgoKuHg1SmYZOTmvMOPXyXjwIAm5OTnQ1taBq7sHxk7wg5qa2n+yHeoC2hd1h4eVNrrY6UFDJI/0nCLsuv0MqdmFVdZtZ6GJ4a1NZMpKy6UYeSCem+7ZtAFam2pAW0URZVKGtOxCHLr7HI/eavPbJnpwNBLDRFMZ5VKGsYfuV1qWnb4qejvow1hDhJIyKa6m5SD07nNI2UdacfJZ4z1hXLlypcy0UCiEnp4efHx8EBAQwFNU7yfu2gWc+n0DegyfiIaN7XD95EHsWDAFvit/h5qGVqX6KmrqcO31I3SNTCEvL4+k6Os4vGExVNU10djpa5m6929expMH9yHW0q3UzsE18/H6VRZ8pi+FtLwchzYsxtHNy9B3guxQfnlZGQ6sngcz22Z4knzv4658HXPh3CmsW7UEfr/OQhP7ZjiwdycmTRiFPw4cg5a2TqX69+7ewbyZUzBijC+c27si7MxJTJ88AVt2HkAjy8YAgHWrluDOrUhMD1wIA0NjREVew6olv0FXrwHaubhzbX3r/R2GjhzHTYtEokrL69q9F+7fu4tHD5P/g7WvW86ePokVSxdh2sw5aOrgiN1/7MC40cNx6M9T0NapvC9iY6Ixfao/xk3wwzeubjh18jj8fcdh175QWDW2RlFRERIT7mP4qDGwtrbB67w8LF28ABMnjMEfe/9JvktLS+DZqTMcHJ1w9HDlpFwoFMLVvQPGjPeFlpY2nqSnY9GCucjNnY0Fi5f/p9uEL7Qv6o6vTTTww1eG+P3WMzzKKkBHG134u1kg4EQSXheXVzlPQUk5Ak6+dcx4J4H7+3Ux/rj9DC8lJVCQE8Lrf23++lab8kIBotJz8TCzAC6NtCstw0RThIku5jh+/yW23HgKLWUFDGppBKEA2Bfz/KOtP/l88X4OY2pqqswrJSUFN27cwIIFCyAWi/kOr1aunTiAlh26obl7FzRoaI7uw/2goChCdPipKutb2DuhydffoEFDM2gbGMO563fQN7XE4yTZZC4v+yVOBAfhu/HTIScvJ/Pei6eP8SDmJrxHTYZJ4yYws3XAt0Mm4N61cORlZ8rUPb9vG3SNTdHU2e2jrnddtH/37/jW+zt07d4L5o0s4f/rLIhEIpw8drjK+gf3/oGv27RD/5+GwtzCEsNGj4e1bRMc3r+bqxN/NwZe3XriqxZfw9DIGD16fQ/LxjZIiI+TaUskEkFHV5d7qb7TQ+I7aRp6fd8fRsYNP/6K10F//B6CXn2+Rw/vPmhkaYVpMwMhUhbh6JGqe1b37NoJ53btMWjIMFg0ssSYcb6wtWuC/Xt3AQDEYjHWb96OTl5dYG7RCA6OTpg6bSYS7scjI+MZ187osRMw8KfBsGpsXeVy1NU18H2//mhi7wBDI2N83cYZ3/frj5jo2x9/I9QRtC/qjk62uriU8gpXUl/hWV4xfo/6CyVlUnxTRRL3tryisn9exWUy7914nIv7f+fjZX4pnuUVY8+dDKgoyqGh5j9/tB659wJnk7PwNLeoyva/NtXA05wi/Bn/Ai8kJUh6mY/9sc/hYaUDkTzvqcInIRDw9/oc1I9PwX+orKwUzx4lo5FDC65MKBTC0qE5njyIr2HOCowxpMTdRmbGE5jb/TM8JJVKcXDtQrTv3g/6JhaV5nvyIB4iVTUYW9pwZY0cWkAgEODpwwSu7NG9aMTfuIhvh/p+6Cp+NkpLS5GceB8tWrXhyoRCIVq0aoP4uNgq54mPi0WLr51lylq1aStT376ZE65eCsfLF3+DMYboWzfxJD0NrVq3lZnv3OkT6NGxPQb/4I3N61aiqKjqIab6oLS0BIkJ8fi6zT/bSCgU4uvWzoiLjalynruxMWj9zjZ1btsOd6upDwASyWsIBAKIxeofHOvLF38jPOwcmrds9cFt1GW0L+oOOaEA5lrKiP9bwpUxAPf/lsBKR6Xa+ZTkhVja3QbLe9hgQnszGKkr1bgMN0ttFJSU48mrqpPDqsgLBSh9Z+y5tFwKRXkhzLQrn+ZE6h/eh6R79eoFQS3T60OHDlUqKy4uRnFxsUxZaUkxFBSr/0J9TAV5uZBKpZWGntU0tJD5LL3a+YoKJFg6+nuUlZVCKBTi22G/wKpZS+79y0f3QCgnhzZd+lQ5vyQnG6rqssuUk5ODspo6JDnZFbG9zsWh9Yvx3bhpEKmofugqfjZyc16hvLy80tCzlrYO0h+nVjlPdlZmFfV1kf1WL63vpGlYtmAOvvu2A+Tk5CEUCjBp2hw4Nv9nf3Xw6gYDAyPo6Onh0cNkbFq7EumP0/DbktUfcQ0/HzmvKvaFzjvDnTo6ukhLrXpfZGVmVhoe1dbRRVZmZpX1i4uLEbRyGby6dPug892mTfFDRMQFFBcVwcXVHTPn/PbebXwOaF/UHWJFOcgJBcgrku0hzC0qg0E1SeDzvBJsv/kUT3KKoKIgh862upjuaYkZp5LxqvCfdhyNxBjtbAJFeSFyC8uwLCIVkpKqh7ircu+5BJ2sddHaVAM3n+RCQySPHvYV56NqinhPFT6Rz6Srjye89zBqaGggLCwMt279c8HA7du3ceHCBairq0NDQ4N7VWXhwoUydTQ0NHBk+9pPFf4HUxSpYMySrRi9YCM8+w3H6d/XIzU+BgDw16Mk3DgVit4/T611Ml2VI5uWo1n7DjBv4viRoq6fDu3fhfv37mLB8rXY8vs+jPGdjFVL5+PWzetcnR69vsfXzu1gaWWNjp2/xbTZC3A5Igx/Pa3+jwby4UpLS/HrpF/AGBAwY84HteE3JQC79h3CitXr8fTpE6xYuujjBllP0L74b6VkFeBaWg6e5BQh6WU+1l55jNfFZXCzkk3oE/6WYPaZh5h/PgVxz1/j57amECvJVdNqZfHPJdgX+xyDWhpjy/dNsaibDe5mvAYAMLrohaAO9DDq6+ujb9++2LhxI+TkKj7c5eXlGDNmDNTV1bF06dIa5w8ICICfn59M2bHErP8s3nepqGtAKBRCkvtKplyS+wpqmtWfkyIUCqFjYAwAMDS3wsu/HuPSkV2wsHfC44Q45OflYPnYf67ClUqlOL1zA66fOgj/tXuhpqmN/DzZZZaXl6NQksctNzU+Gkm3r+LqsX0AKr70jEkxu38H9BjpjxbuXT/KNqgrNDS1ICcnh1fZsvv/VXYWtHUqXzQEVPSaVK6fCW3tivrFRUXYsn41fluyGs7tK64QtWxsg4fJidj3RwhavjOc/YZd04qrsv968gTGDU3/X+v1OdLUqtgXWVmy2zYrKxO6ulXvCx1dXWS/Uz87KxM679QvLS3Fr5MnIiPjGTZuDfngq2l1dfWgq6sHC4tGUNfQwPDBAzF81M/Q02vwQe3VVbQv6o7XJeUolzKov9NjpyGSR15hWTVzySpnQPqrIjRQU5QpLylneCEpwQsJ8CjrLyzqZg2XRto4kfCy1vGdTcrE2aRMaIrkkV9aDl1VRXzvaICX+SW1boN8uXjvYdy+fTsmTZrEJYtAxdCqn58ftm/f/q/zKykpQV1dXeb1qYajAUBeXgFGjazxKC6aK5NKpXh0Lxomje1r3Q5jUpSVlQIAnFw6YuySbRizeCv3Emvpon2Pfhg0bQkAwKSxPYryJfjrURLXRuq9aDDGuNv5jJi3TqYNj75DoKSsgjGLt6JJq28+xurXKQoKCrC2bYLbUZFcmVQqRfStSNg7VN3Lau/giNtRN2TKbkVe5+qXlZWhrKwMAqHsV0UoJwcpk1Yby8PkRACo9ANbXygoKMLWzh5Rkf/0wkqlUkRF3oCDo1OV8zRzdMLNt+oDQOSNa2j2Vv03CcqTx4+xYXMwNDUr34XgQzBpxb4sLfnyfhhpX9Qd5VKGtFeFaKL/zylCAgB2+mp4mFVQqzYEAqChphJy/yXBFAgAebkPG6HKKSpDaTlDa1MNZOWXIO1V/Tgfmy56qRnvPYxlZWVITEyEjY2NTHliYiKk0up/kOuStt2+x6H1i2BsaQ1jy4rb6pQUF6G5W2cAwMG1C6CurYdOA0YAAC4e3gVjSxto6xuhrLQUD+5EIubyOXQfNhEAoCLWgIpYdgheTl4Oahra0DOq6K1q0NAMjZ2+xtFNy9FjxESUl5XheHAQmrZ1h/r/escaNDSTaeOvR0kQCATQN618Ec2Xou+AQVgYOB22dvawtW+Kg3v/QGFhIbp86w0AmD87AHoNGmDk2Ipt/d0PP2LCqCHYtysEbdq54MLZU0hKiMekaXMAAKpqanBq3hIbg5ZDSUkJBgZGiLlzC2dO/omxvpMBAH89Tcf5MyfRpu03UNfQxKOHyVi7cjEcv2oJy8b/fK6fPklHYWEBsrMyUVxcjAf/SyrNLSyhoKDw6TbSJ/LjoMGYPeNX2DVpiqYOzbD7jx0oLCxED+/eAIBZ06ZCT78Bxvv6AwD6D/wJI4YOws4d29HexQ1nT53A/fh4TJ81F0BFgjLV3xeJCfexau1GlEvLkZlZ0XuioaEBBYWKHpeMjGfIy83F84wMSMvLkZRYcRGYiakpVFRUceXyRWRnZaKJvQNUVFSQkvIQq1csheNXzb/YK9hpX9QdZxMzMbxNQ6RlF+JRdiE6WetASV6IK48qRoyGt26InMJSHLz7NwCgh30DpGQV4MXrYqgoyqGzrR50VBRx6VHFueqKcgJ0t2+AO3/lIbewDGpKcujQWAdaygqISv/n4RfaKgpQVZSDjooiBIKK2+gAwAtJCYrLKn5rO9vq4l7Ga0gZ0MJEA93s9LD+2hMakiYA6kDCOGTIEAwbNgwpKSn4+uuKexBGRkZi0aJFGDJkCM/R1Y5DWw/k5+UibH8IJDnZMDS3xKCAxdzQcG7WCwjf6qEqLS7CsW2rkJf1EgqKStA1NsV346bBoa3Hey33u/HTcXz7agTP84dAIIR962/QdciEj7punxuPjl2Q8+oVtm9ei+ysTFhZ22Lp6o3ckPSLvzNk9kXTZl9h5rzF2LZxDbasX42GJmaYvzSIuwcjAMz6bRk2r1+F32b9iry8XBgYGGH46AncjbsVFBRw++YNHNyzE0VFhdDTN4CLe0cMGjpKJral82fJ3Nx7+I8VN2Hfe+QMDI2M/7NtwpdOnbvi1atsbFy/BlmZL2FtY4c1G7ZA53/74vnzZxAI//nT2tGpOeYvWoYNa1ZhXdBKmJqaY/nqtdwtWV6++BsXIy4AAPp/7y2zrE3bdqBlq9YAgI3rgnD8zyPcewP69pKpo6SkhMOhB7B86SKUlpRA38AA7h06YcjQEf/VpuAd7Yu64+aTXIhF8vB20Odu3L0iIpW7VY6OqoLMbRZVFOUwuJUxNETyKCgpR9qrQsw/n4JneRUXe0oZYChWQrt2ZlBTkoOkpBxpWYVYGPaIqwMAvRz00d7in17guZ0rjnGLLjxC0ot8AEAzQzG6N2kAeaEAT3KKEHTlMeIyJKgvPpOOPt4IGOP3bwepVIply5Zh9erVyMjIAAAYGhrC19cX/v7+MkPVtbU/5tm/VyKfhIuFHt8hkLeo1ZurHQmpvfGHv+wHGnxOgn+o/qlc/7VnOfydBmGkqfjvlXjG+6+HUCjElClTMGXKFOTl5QEA1NU//D5ehBBCCCHv63M5l5AvvCeMb6NEkRBCCCGk7uH9KmlCCCGEEFK31akeRkIIIYQQPgjospcaUQ8jIYQQQgipEfUwEkIIIYRQB2ONeE8Yg4KCqiwXCAQQiUSwsrKCi4vLB91ehxBCCCGE/P/xnjCuXLkSL1++REFBAbS0Km4q+urVK6ioqEBNTQ0vXrxAo0aNEB4eDhMTE56jJYQQQgipf3g/h3HBggVo1aoVHjx4gKysLGRlZSE5ORmtW7fG6tWrkZ6eDgMDA0ycOJHvUAkhhBDyhRLw+Poc8N7DOGPGDISGhsLS0pIrs7KywrJly9CnTx88evQIS5YsQZ8+fXiMkhBCCCGk/uI9YczIyEBZWVml8rKyMjx//hwAYGRkhNevX3/q0AghhBBST9CTXmrG+5C0u7s7Ro0ahTt37nBld+7cwc8//wwPDw8AQFxcHCwsLPgKkRBCCCGkXuM9Ydy2bRu0tbXRokULKCkpQUlJCS1btoS2tja2bdsGAFBTU8Py5ct5jpQQQgghXyoBj/8+B7wPSRsYGODcuXNITExEcnIyAMDGxgY2NjZcHXd3d77CI4QQQgip93hPGN+wtbWFra0t32EQQgghhJB38J4wlpeXIyQkBGFhYXjx4gWkUqnM+xcuXOApMkIIIYTUG5/HyDBveE8YfX19ERISgm7duqFp06YQ0GVKhBBCCCF1Cu8J4969e7F//3507dqV71AIIYQQUk9Rd1XNeL9KWlFREVZWVnyHQQghhBBCqsF7wujv74/Vq1eDMcZ3KIQQQgghpAq8D0lfuXIF4eHhOHXqFOzt7aGgoCDz/qFDh3iKjBBCCCH1BV1CUTPeE0ZNTU306tWL7zAIIYQQQkg1eE8Yg4OD+Q6BEEIIIfXc5/LEFb7wnjC+8fLlSyQlJQGoeNKLnp4ezxERQgghhBCgDlz0kp+fj6FDh8LQ0BAuLi5wcXGBkZERhg0bhoKCAr7DI4QQQkg9IBDw9/oc8J4w+vn54eLFizh27BhycnKQk5ODo0eP4uLFi/D39+c7PEIIIYSQeo/3IenQ0FAcPHgQbm5uXFnXrl2hrKyMvn37YsOGDfwFRwghhBBC+O9hLCgogL6+fqXyBg0a0JA0IYQQQkgdwHvC6OzsjNmzZ6OoqIgrKywsRGBgIJydnXmMjBBCCCGEAHVgSHrVqlXo3LkzGjZsCEdHRwBAbGwsRCIRzpw5w3N0hBBCCKkPPpeLT/jCe8Lo4OCABw8eYNeuXUhMTAQA9O/fHwMHDoSysjLP0RFCCCGEEF4TxtLSUtja2uL48eMYMWIEn6EQQgghhJBq8JowKigoyJy7SAghhBDCB3rSS814v+hl7NixWLx4McrKyvgOhRBCCCGEVIH3cxijoqIQFhaGs2fPwsHBAaqqqjLvHzp0iKfICCGEEFJf0EUvNeM9YdTU1ESfPn34DoMQQgghhFSDt4QxNTUVFhYWCA4O5isEQgghhBAAoDMY/wVv5zBaWlrCwsICQ4cOxR9//IGnT5/yFQohhBBCCKkBbz2MFy5cQEREBCIiIrBnzx6UlJSgUaNG8PDwgLu7O9zd3at8ZCAhhBBCCPm0eEsY3dzc4ObmBgAoKirCtWvXuARyx44d3D0a4+Pj+QqREEIIIfUFjUnXiPeLXgBAJBLBw8MD7du3h7u7O06dOoVNmzZxT34hhBBCCCH84TVhLCkpwY0bNxAeHo6IiAhERkbCxMQELi4uWLt2LVxdXfkMjxBCCCH1BN24u2a8JYweHh6IjIyEhYUFXF1dMWrUKOzevRuGhoZ8hUQIIYQQQqrAW8J4+fJlGBoawsPDA25ubnB1dYWOjg5f4RBCCCGEkGrwdludnJwcbN68GSoqKli8eDGMjIzg4OCAcePG4eDBg3j58iVfoRFCCCGknhEI+Ht9DnjrYVRVVUXnzp3RuXNnAMDr169x5coVhIeHY8mSJRg4cCAaN26Me/fu8RUiIYQQQghBHblKGqhIILW1taGtrQ0tLS3Iy8sjISGB77AIIYQQUg98Jh19vOEtYZRKpbh16xYiIiIQHh6Oq1evIj8/H8bGxnB3d8e6devg7u7OV3iEEEIIIeR/eEsYNTU1kZ+fDwMDA7i7u2PlypVwc3ODpaUlXyERQgghhJAq8JYwLl26FO7u7rC2tuYrBEIIIYSQCjQmXSPeEsZRo0bxtWhCCCGEEPIe6sxFL4QQQgghfKEnvdSMt/swEkIIIYSQD7Nu3TqYm5tDJBKhdevWuHnzZo31Dxw4AFtbW4hEIjg4OODkyZPvtTxKGAkhhBBS731ON+7et28f/Pz8MHv2bERHR8PR0RFeXl548eJFlfWvXbuG/v37Y9iwYbhz5w68vb3h7e39Xve6FjDG2PuHWrftj3nGdwjkf1ws9PgOgbxFTURnoRDyrvGH6QERdUXwDw68LbuojLdF430Pza1bt0arVq2wdu1aABW3KjQxMcH48ePx66+/Vqrfr18/5Ofn4/jx41xZmzZt4OTkhI0bN9ZqmdTDSAghhBDCo+LiYuTl5cm8iouLq6xbUlKC27dvw9PTkysTCoXw9PTE9evXq5zn+vXrMvUBwMvLq9r6Vfkiuxv6OhnxHcL/W3FxMRYuXIiAgAAoKSnxHU69Rvui7qB9UXd8SfuCz16tj+VL2h984XMAZs5vCxEYGChTNnv2bMyZM6dS3czMTJSXl0NfX1+mXF9fH4mJiVW2//z58yrrP3/+vNYxUg9jHVVcXIzAwMBq/8Ignw7ti7qD9kXdQfuibqH98XkLCAhAbm6uzCsgIIDvsGR8kT2MhBBCCCGfCyUlpVr3DOvq6kJOTg5///23TPnff/8NAwODKucxMDB4r/pVoR5GQgghhJDPhKKiIlq0aIGwsDCuTCqVIiwsDM7OzlXO4+zsLFMfAM6dO1dt/apQDyMhhBBCyGfEz88PPj4+aNmyJb7++musWrUK+fn5GDJkCABg0KBBMDY2xsKFCwEAvr6+cHV1xfLly9GtWzfs3bsXt27dwubNm2u9TEoY6yglJSXMnj2bTl6uA2hf1B20L+oO2hd1C+2P+qVfv354+fIlZs2ahefPn8PJyQmnT5/mLmxJT0+HUPjPIHLbtm2xe/duzJgxA9OmTUPjxo1x5MgRNG3atNbL/CLvw0gIIYQQQj4eOoeREEIIIYTUiBJGQgghhBBSI0oYCSGEEEJIjShhJJ89c3NzrFq1iu8wCCGEgI7JXypKGHk0ePBgCAQCLFq0SKb8yJEjEAgEPEX16bi5ueGXX36pVB4SEgJNTc1atxMVFYWRI0d+vMA+svddn/cxZ84cODk51aru8+fPMX78eDRq1AhKSkowMTFB9+7dK92bq674L7cbqR5jDJ6envDy8qr03vr166GpqYmnT5/yENnHsXHjRojFYpSVlXFlEokECgoKcHNzk6kbEREBgUCAlJSUTxzl56G672hdPyaTD0MJI89EIhEWL16MV69e8R3KZ0tPTw8qKip8h1Gl0tJSvkMAAKSlpaFFixa4cOECli5diri4OJw+fRru7u4YO3bsB7dbUlJSZXldWe/PRV3aXgKBAMHBwYiMjMSmTZu48tTUVEyZMgVr1qxBw4YNeYzw/8fd3R0SiQS3bt3iyi5fvgwDAwNERkaiqKiIKw8PD4epqSksLS0rtVPdZ5/U7WMy+XCUMPLM09MTBgYG3M01qxIaGgp7e3soKSnB3Nwcy5cv/4QR8mvw4MHw9vbGsmXLYGhoCB0dHYwdO1bmB/bd4Q+BQIBNmzbh22+/hYqKCuzs7HD9+nU8fPgQbm5uUFVVRdu2bWV6Dd701G3atAkmJiZQUVFB3759kZuby9WRSqWYO3cuGjZsCCUlJe6+V2+kpaVBIBBg3759cHV1hUgkwq5duzBkyBDk5uZCIBBAIBBwD5PfuXMnWrZsCbFYDAMDAwwYMAAvXrzg2nvTuxEWFoaWLVtCRUUFbdu2RVJSEoCKv+4DAwMRGxvLtR0SElLldhwzZgwEAgFu3ryJPn36wNraGvb29vDz88ONGze4eunp6ejZsyfU1NSgrq6Ovn37yjxO6s122rp1KywsLCASibhtvmHDBvTo0QOqqqqYP38+AODo0aNo3rw5RCIRGjVqhMDAQJmenZycHIwaNQr6+voQiURo2rQpjh8/joiIiGq327tSUlLQs2dP6OvrQ01NDa1atcL58+dl6pibm2PBggUYOnQoxGIxTE1NZW5YW1JSgnHjxsHQ0BAikQhmZmbcd3LSpEn49ttvubqrVq2CQCCQ2fdWVlbYunUrN71161bY2dlBJBLB1tYW69ev596r7nNSl5iYmGD16tWYNGkSUlNTwRjDsGHD0KlTJ3z11Vfo0qUL1NTUoK+vj59++gmZmZncvAcPHoSDgwOUlZWho6MDT09P5Ofn87g2smxsbGBoaIiIiAiuLCIiAj179oSFhYXM9yEiIgLu7u4A/jkWzZ8/H0ZGRrCxsQEAxMXFwcPDg1vfkSNHQiKRcG3U5hiWkZGBbt26QVlZGRYWFti9e/e/DuuWl5fDz88Pmpqa0NHRwZQpU+Dj4wNvb2+uTlVtODk5yXyXcnJyMHz4cOjp6UFdXR0eHh6IjY3l3o+NjYW7uzvEYjHU1dXRokUL3Lp1q8bv6LvLre1xZefOnTA3N4eGhgZ++OEHvH79utr1JzxghDc+Pj6sZ8+e7NChQ0wkErEnT54wxhg7fPgwe7Nrbt26xYRCIZs7dy5LSkpiwcHBTFlZmQUHB/MY+cfh6urKfH19K5UHBwczDQ0NxljFNlJXV2ejR49mCQkJ7NixY0xFRYVt3ryZq29mZsZWrlzJTQNgxsbGbN++fSwpKYl5e3szc3Nz5uHhwU6fPs3u37/P2rRpwzp37szNM3v2bKaqqso8PDzYnTt32MWLF5mVlRUbMGAAV2fFihVMXV2d7dmzhyUmJrIpU6YwBQUFlpyczBhjLDU1lQFg5ubmLDQ0lD169IilpaWxVatWMXV1dZaRkcEyMjLY69evGWOMbdu2jZ08eZKlpKSw69evM2dnZ9alSxdueeHh4QwAa926NYuIiGDx8fHsm2++YW3btmWMMVZQUMD8/f2Zvb0913ZBQUGl7ZmVlcUEAgFbsGBBjfujvLycOTk5sfbt27Nbt26xGzdusBYtWjBXV9dK26lz584sOjqaxcbGctu8QYMGbPv27SwlJYU9fvyYXbp0iamrq7OQkBCWkpLCzp49y8zNzdmcOXO45bVp04bZ29uzs2fPspSUFHbs2DF28uRJVlxcXO12e1dMTAzbuHEji4uLY8nJyWzGjBlMJBKxx48fy3xGtLW12bp169iDBw/YwoULmVAoZImJiYwxxpYuXcpMTEzYpUuXWFpaGrt8+TLbvXs3Y4yxP//8k2loaLCysjLGGGPe3t5MV1eXTZ06lTHG2NOnTxkA9uDBA8YYY3/88QczNDTkPgOhoaFMW1ubhYSEVPs5efbsWY37hi89e/Zkbm5uLCgoiOnp6bEXL14wPT09FhAQwBISElh0dDTr2LEjc3d3Z4wx9uzZMyYvL89WrFjBUlNT2d27d9m6deuq3Xd8GTBgAOvUqRM33apVK3bgwAE2evRoNmvWLMZYxfdLSUmJ228+Pj5MTU2N/fTTT+zevXvs3r17TCKRMENDQ9a7d28WFxfHwsLCmIWFBfPx8eHars0xzNPTkzk5ObEbN26w27dvM1dXV6asrCxzXHvX4sWLmZaWFgsNDWX3799nw4YNY2KxmPXs2ZOr8+6xkTHGHB0d2ezZs2WW3b17dxYVFcWSk5OZv78/09HRYVlZWYwxxuzt7dmPP/7IEhISWHJyMtu/fz+LiYmp8Tv69nJre1xRU1PjtuOlS5eYgYEBmzZt2r/tSvIJUcLIozcJI2OMtWnThg0dOpQxJpswDhgwgHXs2FFmvsmTJ7MmTZp80lj/C7VNGM3MzLgfa8YY+/7771m/fv246aoSxhkzZnDT169fZwDYtm3buLI9e/YwkUjETc+ePZvJycmxp0+fcmWnTp1iQqGQZWRkMMYYMzIyYvPnz5eJtVWrVmzMmDGMsX8SgVWrVlW7PjWJiopiALiD7puE8fz581ydEydOMACssLCQi9vR0bHGdiMjIxkAdujQoRrrnT17lsnJybH09HSuLD4+ngFgN2/e5JanoKDAXrx4ITMvAPbLL7/IlHXo0KFSkrpz505maGjIGGPszJkzTCgUsqSkpCrjqe12q4q9vT1bs2YNN21mZsZ+/PFHbloqlbIGDRqwDRs2MMYYGz9+PPPw8GBSqbRSW69evWJCoZBFRUUxqVTKtLW12cKFC1nr1q0ZYxUJorGxMVff0tKSSzbfmDdvHnN2dmaMVf85qYv+/vtvpqury4RCITt8+DCbN2+eTKLFGGNPnjxhAFhSUhK7ffs2A8DS0tJ4irh2tmzZwlRVVVlpaSnLy8tj8vLy7MWLF2z37t3MxcWFMcZYWFgYA8D94eHj48P09fVZcXEx187mzZuZlpYWk0gkXNmJEyeYUChkz58/5+ar6RiWkJDAALCoqCju/QcPHjAANSaMhoaGbMmSJdx0aWkpa9iw4XsljJcvX2bq6uqsqKhIpo6lpSXbtGkTY4wxsVjMJc3vqu47+vZya3tcUVFRYXl5eVydyZMnc98xUjfQkHQdsXjxYuzYsQMJCQky5QkJCWjXrp1MWbt27fDgwQOUl5d/yhB5Y29vDzk5OW7a0NBQZui2Ks2aNeP+/+ZRSQ4ODjJlRUVFyMvL48pMTU1hbGzMTTs7O0MqlSIpKQl5eXl49uxZlfvi3X3WsmXLWq3X7du30b17d5iamkIsFsPV1RVAxfBNdetiaGgIAP+6/m9jtXyYU0JCAkxMTGBiYsKVNWnSBJqamjLraGZmBj09vUrzv7vesbGxmDt3LtTU1LjXiBEjkJGRgYKCAsTExKBhw4awtrau9bpURSKRYNKkSbCzs4OmpibU1NSQkJBQ43YUCAQwMDDgtuPgwYMRExMDGxsbTJgwAWfPnuXqampqwtHREREREYiLi4OioiJGjhyJO3fuQCKR4OLFi9y+y8/PR0pKCoYNGyaz3r/99lulCydq+znhU4MGDTBq1CjY2dnB29sbsbGxCA8Pl1k3W1tbABWnBjg6OqJDhw5wcHDA999/jy1bttTJ87Pd3NyQn5+PqKgoXL58GdbW1tDT04Orqyt3HmNERAQaNWoEU1NTbj4HBwcoKipy0wkJCXB0dISqqipX1q5dO+648UZNx7CkpCTIy8ujefPm3PtWVlbQ0tKqNv7c3FxkZGSgdevWXJm8vPx7f6ZiY2MhkUigo6Mjs09TU1O5z6ufnx+GDx8OT09PLFq06L0vAKrtccXc3BxisZibrs1xnnxa9CzpOsLFxQVeXl4ICAjA4MGD+Q7nk1BXV5c5R/CNnJwcaGhocNMKCgoy7wsEAkil0hrbfnueN1ecV1X2b+18iLd/PKqTn58PLy8veHl5YdeuXdDT00N6ejq8vLwqnUz//427cePGEAgESExMrPU8Nalu/d4tl0gkCAwMRO/evSvVFYlEUFZW/ijxTJo0CefOncOyZctgZWUFZWVlfPfddzVuR0D2c9S8eXOkpqbi1KlTOH/+PPr27QtPT08cPHgQQEWCERERASUlJbi6ukJbWxt2dna4cuUKLl68CH9/f26dAWDLli0yP+YAZBIGoHafk7pAXl4e8vIVPxUSiQTdu3fH4sWLK9UzNDSEnJwczp07h2vXruHs2bNYs2YNpk+fjsjISFhYWHzq0KtlZWWFhg0bIjw8HK9eveISfiMjI5iYmODatWsIDw+Hh4eHzHwfus8+5Bj2MQiFwkp/ML597qREIql0Pucbb65+njNnDgYMGIATJ07g1KlTmD17Nvbu3YtevXp91Fj52kak9qiHsQ5ZtGgRjh07huvXr3NldnZ2uHr1qky9q1evwtrautIP0OfGxsYG0dHRlcqjo6P/371OHyI9PR3Pnj3jpm/cuAGhUAgbGxuoq6vDyMioyn3RpEmTGttVVFSs1BucmJiIrKwsLFq0CN988w1sbW0/6K/pqtp+l7a2Nry8vLBu3boqLz7IyckBUPFZe/LkCZ48ecK9d//+feTk5PzrOlalefPmSEpKgpWVVaWXUChEs2bN8PTpUyQnJ3/wugEV+2Dw4MHo1asXHBwcYGBggLS0tPeOV11dHf369cOWLVuwb98+hIaGIjs7GwDg6uqKK1euICwsjLv1ipubG/bs2YPk5GSuTF9fH0ZGRnj06FGlda5LCdOHat68OeLj42Fubl5p/d4kUwKBAO3atUNgYCDu3LkDRUVFHD58mOfIK3N3d0dERAQiIiJkbqfj4uKCU6dO4ebNm9wFL9Wxs7NDbGyszPfq6tWr3HGjNmxsbFBWVoY7d+5wZQ8fPqyxZ1ZDQwOGhoaIjIzkysrKynD79m2Zenp6esjIyOCm8/LykJqayk03b94cz58/h7y8fKX9qaury9WztrbGxIkTcfbsWfTu3RvBwcEAavcd/djHFcIfShjrEAcHBwwcOBBBQUFcmb+/P8LCwjBv3jwkJydjx44dWLt2LSZNmsRjpB/Hzz//jOTkZEyYMAF3795FUlISVqxYgT179nA9Np+SSCSCj48PYmNjcfnyZUyYMAF9+/aFgYEBAGDy5MlYvHgx9u3bh6SkJPz666+IiYmBr69vje2am5tDIpEgLCwMmZmZKCgogKmpKRQVFbFmzRo8evQIf/75J+bNm/feMZubmyM1NRUxMTHIzMxEcXFxlfXWrVuH8vJyfP311wgNDcWDBw+QkJCAoKAgODs7A6i4Yv/NZzA6Oho3b97EoEGD4Orq+kHDp7NmzcLvv/+OwMBAxMfHIyEhAXv37sWMGTMAVCRhLi4u6NOnD86dO8f18L25+riq7VaVxo0b49ChQ4iJiUFsbCwGDBjw3j0Tbz53iYmJSE5OxoEDB2BgYMD1sri4uOD169c4fvy4TMK4a9cuGBoayvyBExgYiIULFyIoKAjJycmIi4tDcHAwVqxY8Z5bsO4ZO3YssrOz0b9/f0RFRSElJQVnzpzBkCFDUF5ejsjISCxYsAC3bt1Ceno6Dh06hJcvX8LOzo7v0Ctxd3fHlStXEBMTw/UwAhWfy02bNqGkpORfE8aBAwdyx4179+4hPDwc48ePx08//cSdCvNvbG1t4enpiZEjR+LmzZu4c+cORo4cCWVl5Rrvx+vr64tFixbhyJEjSExMxJgxY7g//t7w8PDAzp07cfnyZcTFxcHHx0emo8HT0xPOzs7w9vbG2bNnkZaWhmvXrmH69Om4desWCgsLMW7cOERERODx48e4evUqoqKiuP1Zm+/oxz6uEP5QwljHzJ07V+bHrnnz5ti/fz/27t2Lpk2bYtasWZg7d+4XMWzdqFEjXLp0CYmJifD09ETr1q2xf/9+HDhwAJ07d/7k8VhZWaF3797o2rUrOnXqhGbNmsncDmXChAnw8/ODv78/HBwccPr0afz5559o3Lhxje22bdsWo0ePRr9+/aCnp4clS5ZAT08PISEhOHDgAJo0aYJFixZh2bJl7x1znz590LlzZ7i7u0NPTw979uypsl6jRo0QHR0Nd3d3+Pv7o2nTpujYsSPCwsKwYcMGABU9Q0ePHoWWlhZcXFzg6emJRo0aYd++fe8dFwB4eXnh+PHjOHv2LFq1aoU2bdpg5cqVMDMz4+qEhoaiVatW6N+/P5o0aYIpU6ZwPRZVbbeqrFixAlpaWmjbti26d+8OLy8vmfPBakMsFmPJkiVo2bIlWrVqhbS0NJw8eRJCYcUhUktLCw4ODtDT0+PO2XNxcYFUKpVJNgBg+PDh2Lp1K4KDg+Hg4ABXV1eEhIR8ET2Mb3rZy8vL0alTJzg4OOCXX36BpqYmhEIh1NXVcenSJXTt2hXW1taYMWMGli9fji5duvAdeiXu7u4oLCyElZWVTHLn6uqK169fc7ffqYmKigrOnDmD7OxstGrVCt999x06dOiAtWvXvlcsv//+O/T19eHi4oJevXphxIgREIvF3G2rquLv74+ffvoJPj4+cHZ2hlgsrjRMHBAQAFdXV3z77bfo1q0bvL29Ze4pKRAIcPLkSbi4uGDIkCGwtrbGDz/8gMePH0NfXx9ycnLIysrCoEGDYG1tjb59+6JLly4IDAwEULvv6Mc+rhD+CFhtz4gn5As2Z84cHDlyBDExMXyHQgip554+fQoTExOcP38eHTp0qPV8gwcPRk5ODo4cOfLfBUfqLbrohRBCCOHRhQsXIJFI4ODggIyMDEyZMgXm5uZwcXHhOzRCOJQwEkIIITwqLS3FtGnT8OjRI4jFYrRt2xa7du2qdOUwIXyiIWlCCCGEEFIjuuiFEEIIIYTUiBJGQgghhBBSI0oYCSGEEEJIjShhJIQQQgghNaKEkRBCCCGE1IgSRkLI/9vgwYPh7e3NTbu5ueGXX3755HFERERAIBBUekTa2wQCwXvd2HjOnDlwcnL6f8WVlpYGgUBAN4YnhHy2KGEk5As1ePBgCAQCCAQCKCoqwsrKCnPnzkVZWdl/vuxDhw7V+tnYtUnyCCGE8Itu3E3IF6xz584IDg5GcXExTp48ibFjx0JBQQEBAQGV6paUlEBRUfGjLFdbW/ujtEMIIaRuoB5GQr5gSkpKMDAwgJmZGX7++Wd4enrizz//BPDPMPL8+fNhZGQEGxsbAMCTJ0/Qt29faGpqQltbGz179kRaWhrXZnl5Ofz8/KCpqQkdHR1MmTIF797//90h6eLiYkydOhUmJiZQUlKClZUVtm3bhrS0NLi7uwMAtLS0IBAIMHjwYACAVCrFwoULYWFhAWVlZTg6OuLgwYMyyzl58iSsra2hrKwMd3d3mThra+rUqbC2toaKigoaNWqEmTNnorS0tFK9TZs2wcTEBCoqKujbty9yc3Nl3t+6dSvs7OwgEolga2uL9evXV7vMV69eYeDAgdDT04OysjIaN26M4ODg946dEEI+FephJKQeUVZWRlZWFjcdFhYGdXV1nDt3DkDFI8q8vLzg7OyMy5cvQ15eHr/99hs6d+6Mu3fvQlFREcuXL0dISAi2b98OOzs7LF++HIcPH4aHh0e1yx00aBCuX7+OoKAgODo6IjU1FZmZmTAxMUFoaCj69OmDpKQkqKurQ1lZGQCwcOFC/PHHH9i4cSMaN26MS5cu4ccff4Senh5cXV3x5MkT9O7dG2PHjsXIkSNx69Yt+Pv7v/c2EYvFCAkJgZGREeLi4jBixAiIxWJMmTKFq/Pw4UPs378fx44dQ15eHoYNG4YxY8Zg165dAIBdu3Zh1qxZWLt2Lb766ivcuXMHI0aMgKqqKnx8fCotc+bMmbh//z5OnToFXV1dPHz4EIWFhe8dOyGEfDKMEPJF8vHxYT179mSMMSaVStm5c+eYkpISmzRpEve+vr4+Ky4u5ubZuXMns7GxYVKplCsrLi5mysrK7MyZM4wxxgwNDdmSJUu490tLS1nDhg25ZTHGmKurK/P19WWMMZaUlMQAsHPnzlUZZ3h4OAPAXr16xZUVFRUxFRUVdu3aNZm6w4YNY/3792eMMRYQEMCaNGki8/7UqVMrtfUuAOzw4cPVvr906VLWokULbnr27NlMTk6OPX36lCs7deoUEwqFLCMjgzHGmKWlJdu9e7dMO/PmzWPOzs6MMcZSU1MZAHbnzh3GGGPdu3dnQ4YMqTYGQgipa6iHkZAv2PHjx6GmpobS0lJIpVIMGDAAc+bM4d53cHCQOW8xNjYWDx8+hFgslmmnqKgIKSkpyM3NRUZGBlq3bs29Jy8vj5YtW1Yaln4jJiYGcnJycHV1rXXcDx8+REFBATp27ChTXlJSgq+++goAkJCQIBMHADg7O9d6GW/s27cPQUFBSElJgUQiQVlZGdTV1WXqmJqawtjYWGY5UqkUSUlJEIvFSElJwbBhwzBixAiuTllZGTQ0NKpc5s8//4w+ffogOjoanTp1gre3N9q2bfvesRNCyKdCCSMhXzB3d3ds2LABioqKMDIygry87FdeVVVVZloikaBFixbcUOvb9PT0PiiGN0PM70MikQAATpw4IZOoARXnZX4s169fx8CBAxEYGAgvLy9oaGhg7969WL58+XvHumXLlkoJrJycXJXzdOnSBY8fP8bJkydx7tw5dOjQAWPHjsWyZcs+fGUIIeQ/RAkjIV8wVVVVWFlZ1bp+8+bNsW/fPjRo0KBSL9sbhoaGiIyMhIuLC4CKnrTbt2+jefPmVdZ3cHCAVCrFxYsX4enpWen9Nz2c5eXlXFmTJk2gpKSE9PT0ansm7ezsuAt43rhx48a/r+Rbrl27BjMzM0yfPp0re/z4caV66enpePbsGYyMjLjlCIVC2NjYQF9fH0ZGRnj06BEGDhxY62Xr6enBx8cHPj4++OabbzB58mRKGAkhdRZdJU0I4QwcOBC6urro2bMnLl++jNTUVERERGDChAl4+vQpAMDX1xeLFi3CkSNHkJiYiDFjxtR4D0Vzc3P4+Phg6NChOHLkCNfm/v37AQBmZmYQCAQ4fvw4Xr58CYlEArFYjEmTJmHixInYsWMHUlJSEB0djTVr1mDHjh0AgNGjR+PBgweYPHkykpKSsHv3boSEhLzX+jZu3Bjp6enYu3cvUlJSEBQUhMOHD1eqJxKJ4OPjg9jYWFy+fBkTJkxA3759YWBgAAAIDAzEwoULERQUhOTkZMTFxSE4OBgrVqyocrmzZs3C0aNH8fDhQ8THx+P48eOws7N7r9gJIeRTooSREMJRUVHBpUuXYGpqit69e8POzg7Dhg1DUVER1+Po7++Pn376CT4+PnB2doZYLEavXr1qbHfDhg347rvvMGbMGNja2mLEiBHIz88HABgbGyMwMBC//vor9PX1MW7cOADAvHnzMHPmTCxcuBB2dnbo3LkzTpw4AQsLCwAV5xWGhobiyJEjcHR0xMaNG7FgwYL3Wt8ePXpg4sSJGDduHJycnHDt2jXMnDmzUj0rKyv07t0bXbt2RadOndCsWTOZ2+YMHz4cW7duRXBwMBwcHODq6oqQkBAu1ncpKioiICAAzZo1g4uLC+Tk5LB37973ip0QQj4lAavuTHVCCCGEEEJAPYyEEEIIIeRfUMJICCGEEEJqRAkjIYQQQgipESWMhBBCCCGkRpQwEkIIIYSQGlHCSAghhBBCakQJIyGEEEIIqREljIQQQgghpEaUMBJCCCGEkBpRwkgIIYQQQmpECSMhhBBCCKnR/wEZQaSG9kdHWgAAAABJRU5ErkJggg==","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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","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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qFV69eiU+T01Nfd9TIyIiIiIZKvU5rCkpKVAoFDA1NdVonzdvHqpVqwY3NzcsXLgQOTk54raIiAi0bdsWSqVSbPPx8UFUVBSeP39e6OvMnTsXJiYm4sPGxqZUzoeIiIiIylapBtbMzExMnjwZ/fr1g7Gxsdg+duxYbNmyBUePHsXIkSMxZ84cTJo0SdyekJAAS0tLjWPlP09ISCj0tYKDg5GSkiI+7t+/XwpnRERERERl7b2nBBRXdnY2Pv30UwiCgOXLl2tsCwoKEv/cqFEjKJVKjBw5EnPnzoWent4HvZ6ent4H70tERERE8lUqI6z5YfXevXsIDQ3VGF0tTIsWLZCTk4PY2FgAgEqlQmJiokaf/OdFzXslIiIiooqpxANrfli9ffs2Dh06hGrVqr1zH7VaDS0tLVhYWAAAPDw8EB4ejuzsbLFPaGgo6tevDzMzs5IumYiIiIhk7L2nBKSlpeHOnTvi85iYGKjVapibm8PKygr//ve/ceHCBezbtw+5ubninFNzc3MolUpERETgzJkz8PT0hJGRESIiIhAYGIiBAweKYbR///6YOXMm/P39MXnyZFy9ehVLlizBjz/+WEKnTURERETlhUIQBOF9dggLC4Onp2eBdj8/P8yYMQP29vaF7nf06FG0b98eFy5cwBdffIGbN2/i1atXsLe3x6BBgxAUFKQxB/Xy5csICAjAuXPnUL16dYwZMwaTJ08udp2pqakwMTFBSkrKO6ck/FN2U/aX6vHLUuy8LlKXQERERJVEcfPaewfW8oKB9cMwsBIREVFZKW5eK/V1WImIiIiI/gkGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKStfcOrOHh4ejatSusra2hUCiwe/duje2CIGDatGmwsrKCgYEBvLy8cPv2bY0+z549w4ABA2BsbAxTU1P4+/sjLS1No8/ly5fRpk0b6Ovrw8bGBgsWLHj/syMiIiKicu+9A2t6ejpcXV2xbNmyQrcvWLAAS5cuxYoVK3DmzBlUqVIFPj4+yMzMFPsMGDAA165dQ2hoKPbt24fw8HCMGDFC3J6amgpvb2/Y2toiMjISCxcuxIwZM7By5coPOEUiIiIiKs8UgiAIH7yzQoFdu3ahR48eAF6PrlpbW+PLL7/EhAkTAAApKSmwtLTE+vXr0bdvX9y4cQNOTk44d+4cmjZtCgAICQlB586d8eDBA1hbW2P58uX4+uuvkZCQAKVSCQCYMmUKdu/ejZs3bxarttTUVJiYmCAlJQXGxsYfeorFYjdlf6kevyzFzusidQlERERUSRQ3r5XoHNaYmBgkJCTAy8tLbDMxMUGLFi0QEREBAIiIiICpqakYVgHAy8sLWlpaOHPmjNinbdu2YlgFAB8fH0RFReH58+eFvvarV6+Qmpqq8SAiIiKi8q9EA2tCQgIAwNLSUqPd0tJS3JaQkAALCwuN7To6OjA3N9foU9gx3nyNv5s7dy5MTEzEh42NzT8/ISIiIiKSXIVZJSA4OBgpKSni4/79+1KXREREREQloEQDq0qlAgAkJiZqtCcmJorbVCoVHj9+rLE9JycHz5490+hT2DHefI2/09PTg7GxscaDiIiIiMq/Eg2s9vb2UKlUOHz4sNiWmpqKM2fOwMPDAwDg4eGB5ORkREZGin2OHDmCvLw8tGjRQuwTHh6O7OxssU9oaCjq168PMzOzkiyZiIiIiGTuvQNrWloa1Go11Go1gNcXWqnVasTFxUGhUGD8+PH49ttvsXfvXly5cgWDBw+GtbW1uJKAo6MjOnXqhOHDh+Ps2bM4efIkRo8ejb59+8La2hoA0L9/fyiVSvj7++PatWvYunUrlixZgqCgoBI7cSIiIiIqH3Ted4fz58/D09NTfJ4fIv38/LB+/XpMmjQJ6enpGDFiBJKTk/Gvf/0LISEh0NfXF/fZtGkTRo8ejY4dO0JLSwu9evXC0qVLxe0mJiY4ePAgAgIC4O7ujurVq2PatGkaa7USERERUeXwj9ZhlTOuw/phuA4rERERlRVJ1mElIiIiIippDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkayUeWO3s7KBQKAo8AgICAADt27cvsO3zzz/XOEZcXBy6dOkCQ0NDWFhYYOLEicjJySnpUomIiIioHNAp6QOeO3cOubm54vOrV6/i448/Ru/evcW24cOHY9asWeJzQ0ND8c+5ubno0qULVCoVTp06hfj4eAwePBi6urqYM2dOSZdLRERERDJX4oG1Ro0aGs/nzZuHOnXqoF27dmKboaEhVCpVofsfPHgQ169fx6FDh2BpaYnGjRtj9uzZmDx5MmbMmAGlUlnofq9evcKrV6/E56mpqSVwNkREREQktVKdw5qVlYXffvsNw4YNg0KhENs3bdqE6tWro2HDhggODkZGRoa4LSIiAi4uLrC0tBTbfHx8kJqaimvXrhX5WnPnzoWJiYn4sLGxKZ2TIiIiIqIyVeIjrG/avXs3kpOTMWTIELGtf//+sLW1hbW1NS5fvozJkycjKioKO3fuBAAkJCRohFUA4vOEhIQiXys4OBhBQUHi89TUVIZWIiIiogqgVAPrmjVr4OvrC2tra7FtxIgR4p9dXFxgZWWFjh07Ijo6GnXq1Png19LT04Oent4/qpeIiIiI5KfUpgTcu3cPhw4dwmefffbWfi1atAAA3LlzBwCgUqmQmJio0Sf/eVHzXomIiIio4iq1wLpu3TpYWFigS5cub+2nVqsBAFZWVgAADw8PXLlyBY8fPxb7hIaGwtjYGE5OTqVVLhERERHJVKlMCcjLy8O6devg5+cHHZ3/vUR0dDQ2b96Mzp07o1q1arh8+TICAwPRtm1bNGrUCADg7e0NJycnDBo0CAsWLEBCQgKmTp2KgIAAfuVPREREVAmVSmA9dOgQ4uLiMGzYMI12pVKJQ4cOYfHixUhPT4eNjQ169eqFqVOnin20tbWxb98+jBo1Ch4eHqhSpQr8/Pw01m0lIiIiosqjVKYEeHt7QxAE1KtXT6PdxsYGx44dQ1JSEjIzM3H79m0sWLAAxsbGGv1sbW3x559/IiMjA0+ePMH333+vMVJLVBYePnyIgQMHolq1ajAwMICLiwvOnz8vbh8yZEiBu7Z16tRJ4xiF3flt3rx5ZX0qRERE5RpTIFEhnj9/jtatW8PT0xN//fUXatSogdu3b8PMzEyjX6dOnbBu3TrxeWHTVmbNmoXhw4eLz42MjEqvcCIiogqIgZWoEPPnz4eNjY1GGLW3ty/QT09P752rVxgZGXGFCyIion+gVO90RVRe7d27F02bNkXv3r1hYWEBNzc3rFq1qkC/sLAwWFhYoH79+hg1ahSSkpIK9Jk3bx6qVasGNzc3LFy4EDk5OWVxCkRERBUGR1iJCnH37l0sX74cQUFB+Oqrr3Du3DmMHTsWSqUSfn5+AF5PB+jZsyfs7e0RHR2Nr776Cr6+voiIiIC2tjYAYOzYsWjSpAnMzc1x6tQpBAcHIz4+HosWLZLy9IiIiMoVhSAIgtRFlIbU1FSYmJggJSWlwEVdJc1uyv5SPX5Zip339nVzKwulUommTZvi1KlTYtvYsWNx7tw5REREFLrP3bt3UadOHRw6dAgdO3YstM/atWsxcuRIpKWlcZk2IiKq9Iqb1zglgKgQVlZWBW5U4ejoiLi4uCL3qV27NqpXry7eta0wLVq0QE5ODmJjY0uqVCIiogqPgZWoEK1bt0ZUVJRG261bt2Bra1vkPg8ePEBSUpJ417bCqNVqaGlpwcLCosRqJSIiqug4h5WoEIGBgWjVqhXmzJmDTz/9FGfPnsXKlSuxcuVKAEBaWhpmzpyJXr16QaVSITo6GpMmTYKDgwN8fHwAABEREThz5gw8PT1hZGSEiIgIBAYGYuDAgQWWxyIiIqKicQ5rCeAcVvn6J59Nxp2zSD62AdnPH0HHxBLGzXrAqPHrGwPkZb/Ck53fIuvxXeRlpkO7qjkM7N1g2mYgtKu8DqOvEu7g2cHlyH72AMjNho6JJao4e8K42SdQ6Oh+UE0V7fMhIqLKrbh5jSOsREUwdGgOQ4fmhW7T0tWDZZ/Zb91fT+UAq8E/lEZpRERElQrnsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrJV4YJ0xYwYUCoXGo0GDBuL2zMxMBAQEoFq1aqhatSp69eqFxMREjWPExcWhS5cuMDQ0hIWFBSZOnIicnJySLpWIiIiIygGd0jios7MzDh069L8X0fnfywQGBmL//v3Yvn07TExMMHr0aPTs2RMnT54EAOTm5qJLly5QqVQ4deoU4uPjMXjwYOjq6mLOnDmlUS4RERERyVipBFYdHR2oVKoC7SkpKVizZg02b96MDh06AADWrVsHR0dHnD59Gi1btsTBgwdx/fp1HDp0CJaWlmjcuDFmz56NyZMnY8aMGVAqlaVRMhERERHJVKnMYb19+zasra1Ru3ZtDBgwAHFxcQCAyMhIZGdnw8vLS+zboEED1KpVCxEREQCAiIgIuLi4wNLSUuzj4+OD1NRUXLt2rcjXfPXqFVJTUzUeRERERFT+lXhgbdGiBdavX4+QkBAsX74cMTExaNOmDV68eIGEhAQolUqYmppq7GNpaYmEhAQAQEJCgkZYzd+ev60oc+fOhYmJifiwsbEp2RMjIiIiIkmU+JQAX19f8c+NGjVCixYtYGtri23btsHAwKCkX04UHByMoKAg8XlqaipDKxEREVEFUOrLWpmamqJevXq4c+cOVCoVsrKykJycrNEnMTFRnPOqUqkKrBqQ/7ywebH59PT0YGxsrPEgIiIiovKv1ANrWloaoqOjYWVlBXd3d+jq6uLw4cPi9qioKMTFxcHDwwMA4OHhgStXruDx48din9DQUBgbG8PJyam0yyUiIiIimSnxKQETJkxA165dYWtri0ePHmH69OnQ1tZGv379YGJiAn9/fwQFBcHc3BzGxsYYM2YMPDw80LJlSwCAt7c3nJycMGjQICxYsAAJCQmYOnUqAgICoKenV9LlEhEREZHMlXhgffDgAfr164ekpCTUqFED//rXv3D69GnUqFEDAPDjjz9CS0sLvXr1wqtXr+Dj44P//Oc/4v7a2trYt28fRo0aBQ8PD1SpUgV+fn6YNWtWSZdKREREROVAiQfWLVu2vHW7vr4+li1bhmXLlhXZx9bWFn/++WdJl0ZERERE5VCpz2ElIiIiIvonGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImoXJk7dy6aNWsGIyMjWFhYoEePHoiKitLoEx0djU8++QQ1atSAsbExPv30UyQmJorbw8LCoFAoCn2cO3eurE+JiIjegYGViMqVY8eOISAgAKdPn0ZoaCiys7Ph7e2N9PR0AEB6ejq8vb2hUChw5MgRnDx5EllZWejatSvy8vIAAK1atUJ8fLzG47PPPoO9vT2aNm0q5ekREVEhdKQugIjofYSEhGg8X79+PSwsLBAZGYm2bdvi5MmTiI2NxcWLF2FsbAwA2LBhA8zMzHDkyBF4eXlBqVRCpVKJx8jOzsaePXswZswYKBSKMj0fIiJ6N46wElG5lpKSAgAwNzcHALx69QoKhQJ6enpiH319fWhpaeHEiROFHmPv3r1ISkrC0KFDS79gIiJ6bwysRFRu5eXlYfz48WjdujUaNmwIAGjZsiWqVKmCyZMnIyMjA+np6ZgwYQJyc3MRHx9f6HHWrFkDHx8f1KxZsyzLJyKiYmJgJaJyKyAgAFevXsWWLVvEtho1amD79u3473//i6pVq8LExATJyclo0qQJtLQK/pP34MEDHDhwAP7+/mVZOhERvQfOYSWicmn06NHYt28fwsPDC4yMent7Izo6Gk+fPoWOjg5MTU2hUqlQu3btAsdZt24dqlWrhm7dupVV6URE9J4YWImoXBEEAWPGjMGuXbsQFhYGe3v7IvtWr14dAHDkyBE8fvy4QCgVBAHr1q3D4MGDoaurW6p1ExHRh2NgJaJyJSAgAJs3b8aePXtgZGSEhIQEAICJiQkMDAwAvB41dXR0RI0aNRAREYFx48YhMDAQ9evX1zjWkSNHEBMTg88++6zMz4OIiIqPgZWIJGE3Zf8H7Xdv+XIAQPv27TXaq3Uej6ouXgCA52F/Iu1qEPJepkHHxAJGjT/BDh1P/PG313yydyH0PnJEp/XRAKI/qJ58sfO6/KP9iYioaAysRFSu2E7e984+Zu2HwKz9kHf2q9FtYglUREREpY2rBBARERGRrDGwEhEREZGslXhgnTt3Lpo1awYjIyNYWFigR48eiIqK0ujTvn17KBQKjcfnn3+u0ScuLg5dunSBoaEhLCwsMHHiROTk5JR0uUREREQkcyU+h/XYsWMICAhAs2bNkJOTg6+++gre3t64fv06qlSpIvYbPnw4Zs2aJT43NDQU/5ybm4suXbpApVLh1KlTiI+PF5edmTNnTkmXTEREREQyVuKBNSQkROP5+vXrYWFhgcjISLRt21ZsNzQ0hEqlKvQYBw8exPXr13Ho0CFYWlqicePGmD17NiZPnowZM2ZAqVSWdNlEREREJFOlPoc1JSUFAGBubq7RvmnTJlSvXh0NGzZEcHAwMjIyxG0RERFwcXGBpaWl2Obj44PU1FRcu3at0Nd59eoVUlNTNR5EREREVP6V6rJWeXl5GD9+PFq3bo2GDRuK7f3794etrS2sra1x+fJlTJ48GVFRUdi5cycAICEhQSOsAhCf5y8S/ndz587FzJkzS+lMiIiIiEgqpRpYAwICcPXqVZw4cUKjfcSIEeKfXVxcYGVlhY4dOyI6Ohp16tT5oNcKDg5GUFCQ+Dw1NRU2NjYfVjgRERERyUapTQkYPXo09u3bh6NHj6JmzZpv7duiRQsAwJ07dwAAKpUKiYmJGn3ynxc171VPTw/GxsYaDyIiIiIq/0o8sAqCgNGjR2PXrl04cuQI7O3t37mPWq0GAFhZWQEAPDw8cOXKFTx+/FjsExoaCmNjYzg5OZV0yUREVELCw8PRtWtXWFtbQ6FQYPfu3Rrb/76kYf5j4cKFYp/vvvsOrVq1gqGhIUxNTcv2BIhIlko8sAYEBOC3337D5s2bYWRkhISEBCQkJODly5cAgOjoaMyePRuRkZGIjY3F3r17MXjwYLRt2xaNGjUCAHh7e8PJyQmDBg3CpUuXcODAAUydOhUBAQHQ09Mr6ZKJiKiEpKenw9XVFcuWLSt0e3x8vMZj7dq1UCgU6NWrl9gnKysLvXv3xqhRo8qqbCKSuRKfw7p8+XIAr28O8KZ169ZhyJAhUCqVOHToEBYvXoz09HTY2NigV69emDp1qthXW1sb+/btw6hRo+Dh4YEqVarAz89PY91WIiKSH19fX/j6+ha5/e/Tuvbs2QNPT0/Url1bbMu/gHb9+vWlUiMRlT8lHlgFQXjrdhsbGxw7duydx7G1tcWff/5ZUmUREZHMJCYmYv/+/diwYYPUpRCRzJX6OqxERESF2bBhA4yMjNCzZ0+pSyEimWNgJSIiSaxduxYDBgyAvr6+1KUQkcyV6jqsREREhTl+/DiioqKwdetWqUshonKAI6xERFTm1qxZA3d3d7i6ukpdChGVAxxhJSKiEpOWlibeBAYAYmJioFarYW5ujlq1agF4fSfC7du344cffij0GHFxcXj27Bni4uKQm5srrtXt4OCAqlWrlvo5EJH8MLASEVEBdlP2f9B+mXGXkfj7V+Lz/FtmV2nYEdW7BAIAXqhD8DIrF3OizDGvkNd5uv9HpF89LD53c3MDAFj2mwP9Wo3eu6bYeV3eex8ikhcGViIiKjH6tRrBdvK+t/YxatwJRo07Fbm9epdAMdwSEQGcw0pEREREMsfASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpERFRJPXz4EAMHDkS1atVgYGAAFxcXnD9/XtyuUCgKfSxcuFDCqqky4jqsREREldDz58/RunVreHp64q+//kKNGjVw+/ZtmJmZiX3i4+M19vnrr7/g7++PXr16lXW5VMkxsBIREVVC8+fPh42NDdatWye22dvba/RRqVQaz/fs2QNPT0/Url27TGokyscpAURERJXQ3r170bRpU/Tu3RsWFhZwc3PDqlWriuyfmJiI/fv3w9/fvwyrJHqNgZWIiKgSunv3LpYvX466deviwIEDGDVqFMaOHYsNGzYU2n/Dhg0wMjJCz549y7hSIk4JICIiqpTy8vLQtGlTzJkzBwDg5uaGq1evYsWKFfDz8yvQf+3atRgwYAD09fXLulQijrASERFVRlZWVnByctJoc3R0RFxcXIG+x48fR1RUFD777LOyKo9IAwMrERFRJdS6dWtERUVptN26dQu2trYF+q5Zswbu7u5wdXUtq/KINDCwEhERVUKBgYE4ffo05syZgzt37mDz5s1YuXIlAgICNPqlpqZi+/btHF0lSXEOKxERUTliN2V/iR3LrPtXmPHjSnw9bQZ0TCxh3GYYvr5iiq/feI0X6hC8zMrFnChzzCvB184XO69LiR+TKh4GViIiokrK0KE5DB2av7WPUeNOMGrcqYwqoqIsX74cy5cvR2xsLADA2dkZ06ZNg6+vr7SFlRFOCSAiIiKSuZo1a2LevHmIjIzE+fPn0aFDB3Tv3h3Xrl2TurQywRFWIiIiIpnr2rWrxvPvvvsOy5cvx+nTp+Hs7CxRVWWHgZWIiIioHMnNzcX27duRnp4ODw8PqcspEwysREREROXAlStX4OHhgczMTFStWhW7du0qsJZuRcU5rERERETlQP369aFWq3HmzBmMGjUKfn5+uH79utRllQmOsBIRERGVA0qlEg4ODgAAd3d3nDt3DkuWLMEvv/wicWWlT9YjrMuWLYOdnR309fXRokULnD17VuqSiIiIiGQhLy8Pr169krqMMiHbwLp161YEBQVh+vTpuHDhAlxdXeHj44PHjx9LXRoRERFRmQoODkZ4eDhiY2Nx5coVBAcHIywsDAMGDJC6tDIh2ykBixYtwvDhwzF06FAAwIoVK7B//36sXbsWU6ZMKdD/1atXGr9lpKSkAHh9S7nSlvcqo9Rfo6yUxftVlirSZwNUrM+Hn428VaTPh5+NvFW0z6e0PHjwAIMGDUJCQgKMjY3h7OyMnTt3okWLFuX6PcyvXRCEt/ZTCO/qIYGsrCwYGhpix44d6NGjh9ju5+eH5ORk7Nmzp8A+M2bMwMyZM8uwSiIiIiIqCffv30fNmjWL3C7LEdanT58iNzcXlpaWGu2Wlpa4efNmofsEBwcjKChIfJ6Xl4dnz56hWrVqUCgUpVpvWUhNTYWNjQ3u378PY2NjqcuhN/CzkS9+NvLGz0e++NnIV0X7bARBwIsXL2Btbf3WfrIMrB9CT08Penp6Gm2mpqbSFFOKjI2NK8QPaEXEz0a++NnIGz8f+eJnI18V6bMxMTF5Zx9ZXnRVvXp1aGtrIzExUaM9MTERKpVKoqqIiIiISAqyDKxKpRLu7u44fPiw2JaXl4fDhw9XmluQEREREdFrsp0SEBQUBD8/PzRt2hTNmzfH4sWLkZ6eLq4aUNno6elh+vTpBaY9kPT42cgXPxt54+cjX/xs5KuyfjayXCUg388//4yFCxciISEBjRs3xtKlS9GiRQupyyIiIiKiMiTrwEpEREREJMs5rERERERE+RhYiYiIiEjWGFiJiIiISNYYWImIiCqxnJwcbNy4scDa50RywouuiN7Ty5cvIQgCDA0NAQD37t3Drl274OTkBG9vb4mrIyJ6f4aGhrhx4wZsbW2lLoWoULJdh5VIrrp3746ePXvi888/R3JyMlq0aAFdXV08ffoUixYtwqhRo6QusdJKT0/HvHnzcPjwYTx+/Bh5eXka2+/evStRZZRv48aN6NOnT4E1JLOysrBlyxYMHjxYosoqt+bNm0OtVjOwykyvXr0QHx9f7P5OTk5YvXp1KVYkHY6wlhP5H5NCoZC4EqpevTqOHTsGZ2dnrF69Gj/99BMuXryIP/74A9OmTcONGzekLrHS6tevH44dO4ZBgwbBysqqwN+XcePGSVQZ5dPW1kZ8fDwsLCw02pOSkmBhYYHc3FyJKqvctm3bhuDgYAQGBsLd3R1VqlTR2N6oUSOJKqvc3NzccPHixWL3b968Oc6ePVuKFUmHI6wyt3HjRixcuBC3b98GANSrVw8TJ07EoEGDJK6s8srIyICRkREA4ODBg+jZsye0tLTQsmVL3Lt3T+LqKre//voL+/fvR+vWraUuhYogCEKhv3g/ePAAJiYmElREANC3b18AwNixY8U2hUIhfl78RUIaHKT6HwZWGVu0aBG++eYbjB49WvwP+MSJE/j888/x9OlTBAYGSlxh5eTg4IDdu3fjk08+wYEDB8TP4fHjxzA2Npa4usrNzMwM5ubmUpdBhXBzc4NCoYBCoUDHjh2ho/O//35yc3MRExODTp06SVhh5RYTEyN1CURvxcAqYz/99BOWL1+uMaerW7ducHZ2xowZMxhYJTJt2jT0798fgYGB6NChAzw8PAC8Hm11c3OTuLrKbfbs2Zg2bRo2bNggXhRH8tCjRw8AgFqtho+PD6pWrSpuUyqVsLOzQ69evSSqjjh3leSOc1hlTF9fH1evXoWDg4NG++3bt+Hi4oLMzEyJKqOEhATEx8fD1dUVWlqvV4c7e/YsjI2N0aBBA4mrq7zc3NwQHR0NQRBgZ2cHXV1dje0XLlyQqDLKt2HDBvTp0wf6+vpSl0J/8+uvv2LFihWIiYlBREQEbG1tsXjxYtjb26N79+5Sl1cpNWnS5L3+3eIcVpKEg4MDtm3bhq+++kqjfevWrahbt65EVREAqFQqpKWlITQ0FG3btoWBgQGaNWvG+UYSyx/FI/ny8/MD8HpVgMJWcqhVq5YUZVV6y5cvx7Rp0zB+/Hh899134pxVU1NTLF68mIFVIunp6Rg2bFix+gqCgIo8BskRVhn7448/0KdPH3h5eYlzWE+ePInDhw9j27Zt+OSTTySusHJKSkrCp59+iqNHj0KhUOD27duoXbs2hg0bBjMzM/zwww9Sl0gkW7dv38awYcNw6tQpjXZe3CMtJycnzJkzBz169ICRkREuXbqE2rVr4+rVq2jfvj2ePn0qdYmV0t27d5GdnV3s/gYGBhX2lz6OsMpYr169cObMGSxatAi7d+8GADg6OuLs2bOcKymhwMBA6OrqIi4uDo6OjmJ7nz59EBQUxMAqA5GRkeLyYs7Ozvz7IiNDhgyBjo4O9u3bV+jSYySNmJiYQv+e6OnpIT09XYKKCADOnDmDFy9eFLu/hYUFAytJw93dHZs2bZK6DHrDwYMHceDAAdSsWVOjvW7dulzWSmKPHz9G3759ERYWBlNTUwBAcnIyPD09sWXLFtSoUUPaAglqtRqRkZGc6y0z9vb2hd44ICQkROMXcypb3333HSZNmlTsr/rzR8krIgZWGdLS0nrnqINCoUBOTk4ZVURvSk9PL/QK9GfPnhW4ew+VrTFjxuDFixe4du2a+J/s9evX4efnh7Fjx+L333+XuEJycnLi18syFBQUhICAAGRmZkIQBJw9exa///475s6dW2HvnFQe6Orqvtfd337++edSrEZaDKwytGvXriK3RUREYOnSpQUuVKDS9+jRI1hbW6NNmzbYuHEjZs+eDeD1Lw95eXlYsGABPD09Ja6ycgsJCcGhQ4c0RoScnJywbNkyeHt7S1gZ5Zs/fz4mTZqEOXPmwMXFpcBKDlzLWBqfffYZDAwMMHXqVGRkZKB///6wtrbGkiVLxJsKUNl73ykzFXmKDQOrDBV2NWZUVBSmTJmC//73vxgwYABmzZolQWWVm7OzM5YtW4aFCxeiQ4cOOH/+PLKysjBp0iRcu3YNz549w8mTJ6Uus1LLy8srEICA16MU/CVPHry8vAAAHTt21GjnRVfSGzBgAAYMGICMjAykpaUVuH0ukZQYWGXu0aNHmD59OjZs2AAfHx+o1Wo0bNhQ6rIqpe+++w4jR45Ep06dcP36daxYsQJGRkZIS0tDz549ERAQACsrK6nLrNQ6dOiAcePG4ffff4e1tTUA4OHDhwgMDCwQkEgaR48elboEKsTatWvh6ekJe3t7GBoa8sYbJDtc1kqmUlJSMGfOHPz0009o3Lgx5s+fjzZt2khdVqUXExMDf39/XL9+HStXrkS3bt2kLonecP/+fXTr1g3Xrl2DjY2N2NawYUPs3bu3wIVyRPRa3bp1cffuXXz00Udo164d2rVrh/bt2xe4cQ2VLRcXFyxbtqxYfQVBwIQJE3Du3LlSrkoaDKwytGDBAsyfPx8qlQpz5szhgs0y9PPPPyMwMBCOjo4a90QHeDclqQmCgEOHDuHmzZsAXi8Fl/81NMlHRkYG4uLikJWVpdHeqFEjiSqihw8fIiwsDOHh4Th27Bhu374NKysrtG/fHr/99pvU5VVKCxYswPPnz4vdv2bNmggICCjFiqTDwCpDWlpaMDAwgJeXF7S1tYvst3PnzjKsivLdu3cPQ4cOxdWrVzFy5MgCgXX69OkSVUYkf0+ePMHQoUPx119/Fbqdc1ill5GRgePHj+P333/Hpk2bIAgCV6WRSHZ29nvdvUpLS6vA/0kVRcU8q3Ju8ODBFfpKv/Js1apV+PLLL+Hl5YVr165xXU8ZWLp0KUaMGAF9fX0sXbr0rX3Hjh1bRlVRUcaPH4/k5GScOXMG7du3x65du5CYmIhvv/2WN92Q0MGDBxEWFoawsDBcvHgRjo6OaNeuHXbs2IG2bdtKXV6l5ezsXOypTIIgICMjA2fOnCnlqqTBEVaiYurUqRPOnj2LxYsXv9e6eFS67O3tcf78eVSrVg329vZF9lMoFLh7924ZVkaFsbKywp49e9C8eXMYGxvj/PnzqFevHvbu3YsFCxbgxIkTUpdYKWlpaaFGjRr48ssvMWLECPHGGyQtNzc3XLx4sdj9mzVrVmHnsHKElaiYcnNzcfnyZV64IzMxMTGF/pnkKT09XVwuyczMDE+ePEG9evXg4uLC+d8SWrRoEcLDw7FgwQIsWbJEvOiqffv2qFevntTlVVpch/V/tKQugKi8CA0NZViVuVmzZiEjI6NA+8uXL7l2sUzUr18fUVFRAABXV1f88ssvePjwIVasWMFl4SQ0fvx47Ny5E0+fPkVISAhatWqFkJAQNGzYkP/ukSwwsBJRhTFz5kykpaUVaM/IyMDMmTMlqIj+bty4cYiPjwfw+gLFv/76C7Vq1cLSpUsxZ84ciaur3ARBwIULFxAaGooDBw7g6NGjyMvL41x9kgVOCSCiCiP/bkl/d+nSJZibm0tQEf3dwIEDxT+7u7vj3r17uHnzJmrVqoXq1atLWFnl1rVrV5w8eRKpqalwdXVF+/btMXz4cLRt25bzWUkWGFiJqNwzMzODQqGAQqFAvXr1NEJrbm4u0tLS8Pnnn0tYIeWbNWsWJkyYIN5JydDQEE2aNBGnbUybNk3iCiunBg0aYOTIkWjTpg1MTEykLof+P6VSiVatWhW7f0X+pY+rBBBRubdhwwYIgoBhw4Zh8eLFGv/hKpVK2NnZwcPDQ8IKKZ+2tjbi4+ML3Kc+KSkJFhYWXIdVRpKTkzm6KrGxY8fiyZMnxe7v4OCA2bNnl2JF0uEIKxGVe35+fgBeL3HVunXrCrtwdkXAaRvyNH/+fNjZ2aFPnz4AgE8//RQ7duyAlZUV/vzzT7i6ukpcYeUUHh6OvXv3FvvmAb1792ZgJSKSOyMjI9y4cQMuLi4AgD179mDdunVwcnLCjBkzoFQqJa6w8uK0DXlbsWIFNm3aBOD1iiihoaEICQnBtm3bMHHiRBw8eFDiCisnhUKBWrVqFbt/Rf7SnIGViCqMkSNHYsqUKXBxccHdu3fRp08f9OzZE9u3b0dGRgYWL14sdYmV1uLFi8VpGzNnzuS0DZlJSEiAjY0NAGDfvn349NNP4e3tDTs7O7Ro0ULi6iovrsP6PwysRFRh3Lp1C40bNwYAbN++He3atcPmzZtx8uRJ9O3bl4FVQn5+fsjJyYFCoUCHDh3EcETyYGZmhvv378PGxgYhISH49ttvAbweseO8YpIDrsNKRBWGIAjIy8sDABw6dAidO3cGANjY2ODp06dSlkYAdHR0MGrUKPEzIvno2bMn+vfvj48//hhJSUnw9fUFAFy8eBEODg4SV0fEEVYiqkCaNm2Kb7/9Fl5eXjh27BiWL18O4PUtWy0tLSWujgCgefPmuHjxImxtbaUuhd7w448/ws7ODvfv38eCBQtQtWpVAEB8fDy++OILiaurvN7nLn0Vef4qwGWtiKgCuXz5MgYMGIC4uDgEBQVh+vTpAIAxY8YgKSkJmzdvlrhC2rZtG4KDgxEYGAh3d3dUqVJFY3ujRo0kqoxIfsLDw/Hy5cti9zcxMUHLli1LsSLpMLASUYWXmZkJbW1t6OrqSl1KpaelVXAmmkKhEJe74nxJ6dy+fRtHjx7F48ePC0zb4A0dSGoMrERUoSQnJ2PHjh2Ijo7GxIkTYW5ujgsXLsDS0hIfffSR1OVVevfu3Xvrdk4VkMaqVaswatQoVK9eHSqVSuNqc4VCgQsXLkhYHREDKxFVIJcvX0bHjh1hamqK2NhYREVFoXbt2pg6dSri4uKwceNGqUskkiVbW1t88cUXmDx5stSlEBWKqwQQUYURFBSEoUOH4vbt29DX1xfbO3fujPDwcAkrozdFR0djzJgx8PLygpeXF8aOHYvo6Gipy6rUnj9/jt69e0tdBlGRGFiJqMI4d+4cRo4cWaD9o48+QkJCggQV0d8dOHAATk5OOHv2LBo1aoRGjRrhzJkzcHZ2RmhoqNTlVVq9e/fm3axI1risFRFVGHp6ekhNTS3QfuvWLdSoUUOCiujvpkyZgsDAQMybN69A++TJk/Hxxx9LVFnl5uDggG+++QanT5+Gi4tLgQsUx44dK1FlRK9xDisRVRifffYZkpKSsG3bNpibm+Py5cvQ1tZGjx490LZtW97pSgb09fVx5coV1K1bV6P91q1baNSoETIzMyWqrHKzt7cvcptCocDdu3fLsBqigjjCSkQVxg8//IB///vfsLCwwMuXL9GuXTskJCTAw8MD3333ndTlEYAaNWpArVYXCKxqtRoWFhYSVUUxMTFSl0D0VgysRFRhmJiYIDQ0FCdOnMDly5eRlpaGJk2awMvLS+rS6P8bPnw4RowYgbt376JVq1YAgJMnT2L+/PkICgqSuDoikitOCSAiojIjCAIWL16MH374AY8ePQIAWFtbY+LEiRg7dqzG+p9Uth48eIC9e/ciLi4OWVlZGtsWLVokUVVErzGwElGF8a57bvNuPfLy4sULAICRkZHEldDhw4fRrVs31K5dGzdv3kTDhg0RGxsLQRDQpEkTHDlyROoSqZJjYCWiCsPNzU3jeXZ2NmJiYqCjo4M6derwbj0y8vjxY0RFRQEAGjRowFUcJNa8eXP4+vpi5syZMDIywqVLl2BhYYEBAwagU6dOGDVqlNQlUiXHwEpEFVpqaiqGDBmCTz75BIMGDZK6nErvxYsX+OKLL/D777+L96vX1tZGnz59sGzZMpiYmEhcYeVkZGQEtVqNOnXqwMzMDCdOnICzszMuXbqE7t27IzY2VuoSqZLjjQOIqEIzNjbGzJkz8c0330hdCuH10mNnzpzB/v37kZycjOTkZOzbtw/nz58v9KYPVDaqVKkizlu1srLSuPPY06dPpSqLSMRVAoiowktJSUFKSorUZRCAffv24cCBA/jXv/4ltvn4+GDVqlXo1KmThJVVbi1btsSJEyfg6OiIzp0748svv8SVK1ewc+dOtGzZUuryiBhYiajiWLp0qcZzQRAQHx+PX3/9Fb6+vhJVRW+qVq1aoV/7m5iYwMzMTIKKCHi9CkBaWhoAYObMmUhLS8PWrVtRt25drhBAssA5rERUYfz9bj1aWlqoUaMGOnTogODgYF6NLgMrV67E9u3b8euvv0KlUgEAEhIS4Ofnh549e3JaABEVioGViIjKjJubG+7cuYNXr16hVq1aAIC4uDjo6ekVuPsVV3UgonycEkBERGWmR48eUpdAROUQR1iJqML45JNPin2npJ07d5ZyNUREVFI4wkpEFYaJiQl27doFExMTNG3aFAAQGRmJlJQU9OjRg7f9lJm0tDRxLdZ8xsbGElVDRHLGwEpEFYalpSU+/fRTrFixAtra2gCA3NxcfPHFFzA2NsbChQslrpBiYmIwevRohIWFITMzU2wXBAEKhQK5ubkSVld5zZo1CxMmTIChoaFG+8uXL7Fw4ULe1pgkxykBRFRh1KhRAydOnED9+vU12qOiotCqVSskJSVJVBnla926NQRBwLhx42BpaVlg1Ltdu3YSVVa5aWtrIz4+HhYWFhrtSUlJsLCw4C8SJDmOsBJRhZGTk4ObN28WCKw3b94s8NUzSePSpUuIjIws8BmRtPJHuP/u0qVLMDc3l6AiIk0MrERUYQwdOhT+/v6Ijo5G8+bNAQBnzpzBvHnzMHToUImrIwBo1qwZ7t+/z8AqE2ZmZlAoFFAoFKhXr55GaM3NzUVaWho+//xzCSskeo1TAoiowsjLy8P333+PJUuWID4+HsDr+6KPGzcOX375pTivlaQTHR2Nzz//HAMHDkTDhg2hq6ursb1Ro0YSVVY5bdiwAYIgYNiwYVi8eLHGXciUSiXs7Ozg4eEhYYVErzGwElGFlJqaCoBXncvN6dOn0b9/f8TGxoptCoWCF11J7NixY2jdujV0dPjFK8kTAysREZUZJycnODo6YtKkSYVedGVraytRZZXbn3/+CW1tbfj4+Gi0HzhwAHl5efD19ZWoMqLXGFiJiKjMVKlSBZcuXYKDg4PUpdAbGjVqhHnz5qFz584a7SEhIZg8eTIuXbokUWVEr2lJXQAREVUeHTp0YPiRodu3b8PJyalAe4MGDXDnzh0JKiLSxMkqRERUZrp27YrAwEBcuXIFLi4uBS666tatm0SVVW4mJia4e/cu7OzsNNrv3LmDKlWqSFMU0Rs4JYCIiMqMllbRX+zxoivpjBw5EhEREdi1axfq1KkD4HVY7dWrF5o1a4bVq1dLXCFVdgysRFRhLF26tNB2hUIBfX19ODg4oG3btlzeiuhvUlJS0KlTJ5w/fx41a9YEADx48ABt2rTBzp07YWpqKm2BVOkxsBJRhWFvb48nT54gIyMDZmZmAIDnz5/D0NAQVatWxePHj1G7dm0cPXoUNjY2EldLJC+CICA0NBSXLl2CgYEBGjVqhLZt20pdFhEABlYiqkB+//13rFy5EqtXr9b4WnPkyJEYMWIEWrdujb59+0KlUmHHjh0SV1t5LF26FCNGjIC+vn6Ro+D5xo4dW0ZVUVEyMzOhp6dX6K1aiaTCwEpEFUadOnXwxx9/oHHjxhrtFy9eRK9evXD37l2cOnUKvXr1Eu+ERaXP3t4e58+fR7Vq1WBvb19kP4VCgbt375ZhZZQvLy8P3333HVasWIHExETcunULtWvXxjfffAM7Ozv4+/tLXSJVclwlgIgqjPj4eOTk5BRoz8nJQUJCAgDA2toaL168KOvSKrWYmJhC/0zy8e2332LDhg1YsGABhg8fLrY3bNgQixcvZmAlyXEdViKqMDw9PTFy5EhcvHhRbLt48SJGjRqFDh06AACuXLny1lE+ospo48aNWLlyJQYMGKBxUaKrqytu3rwpYWVEr3GElYgqjDVr1mDQoEFwd3cX1/fMyclBx44dsWbNGgBA1apV8cMPP0hZZqWWm5uL9evX4/Dhw3j8+DHy8vI0th85ckSiyiq3hw8fFnr3sby8PGRnZ0tQEZEmBlYiqjBUKhVCQ0Nx8+ZN3Lp1CwBQv3591K9fX+zj6ekpVXkEYNy4cVi/fj26dOmChg0b8sIemXBycsLx48dha2ur0b5jxw64ublJVBXR/zCwElGF06BBAzRo0EDqMqgQW7ZswbZt2wrcs56kNW3aNPj5+eHhw4fIy8vDzp07ERUVhY0bN2Lfvn1Sl0fEVQKIqOLg183yZ21tjbCwMNSrV0/qUuhvjh8/jlmzZuHSpUtIS0tDkyZNMG3aNHh7e0tdGhEDKxFVHKNHjxa/braysirwdfOPP/4oUWWU74cffsDdu3fx888/czqATOTk5GDOnDkYNmyYeJcrIrlhYCWiCqN69erYuHEjv26WsU8++QRHjx6Fubk5nJ2dxYvj8u3cuVOiyiq3qlWr4urVq7Czs5O6FKJCcQ4rEVUYSqWy0CudST5MTU3xySefSF0G/U3Hjh1x7NgxBlaSLY6wElGFwa+biT7MihUrMHPmTAwYMADu7u6oUqWKxvZu3bpJVBnRawysRFRh8Otm+TIzMyv0lwgTExPUq1cPEyZMwMcffyxBZQQAWlpF30dIoVAgNze3DKshKohTAoiowuDXzfK1ePHiQtuTk5MRGRmJ//u//8OOHTvQtWvXsi2MAKDAihpEcsMRViIiktyiRYuwY8cOnDp1SupSKp3s7GwYGBhArVajYcOGUpdDVKiivwMgIiqnnjx5ghMnTuDEiRN48uSJ1OVQMfzf//0f71kvEV1dXdSqVYtf+5OsMbASUYWRnp6OYcOGwcrKCm3btkXbtm1hbW0Nf39/ZGRkSF0evcWrV6+gVCqlLqPS+vrrr/HVV1/h2bNnUpdCVChOCSCiCmPkyJE4dOgQfv75Z7Ru3RoAcOLECYwdOxYff/wxli9fLnGFVJTx48fj5s2bCAkJkbqUSsnNzQ137txBdnY2bG1tC6wScOHCBYkqI3qNF10RUYXxxx9/YMeOHWjfvr3Y1rlzZxgYGODTTz9lYJVQUFBQoe0pKSm4cOECbt26hfDw8DKuivL16NFD6hKI3oqBlYgqjIyMDFhaWhZot7Cw4JQAiV28eLHQdmNjY3z88cfYuXMn7O3ty7gqyjd9+nSpSyB6K04JIKIKo2PHjqhWrRo2btwIfX19AMDLly/h5+eHZ8+e4dChQxJXSCRvkZGRuHHjBgDA2dkZbm5uEldE9BoDKxFVGFeuXEGnTp3w6tUruLq6AgAuXboEfX19HDhwAM7OzhJXSCRPjx8/Rt++fREWFgZTU1MAr9fI9fT0xJYtW1CjRg1pC6RKj4GViCqUjIwMbNq0SVwiydHREQMGDICBgYHElRHJV58+fXD37l1s3LgRjo6OAIDr16/Dz88PDg4O+P333yWukCo7BlYiqhCys7PRoEED7Nu3T/wPl4iKx8TEBIcOHUKzZs002s+ePQtvb28kJydLUxjR/8d1WImoQtDV1UVmZqbUZRCVS3l5edDV1S3Qrqury9u2kiwwsBJRhREQEID58+cjJydH6lKIypUOHTpg3LhxePTokdj28OFDBAYGomPHjhJWRvQapwQQUYXxySef4PDhw6hatSpcXFwKLH6+c+dOiSojkrf79++jW7duuHbtGmxsbMS2hg0bYu/evahZs6bEFVJlx3VYiajCMDU1Ra9evaQug6jcsbGxwYULF3Do0CGNCxa9vLwkrozoNY6wElG5FxMTw0XniYgqMM5hJaJyr06dOrC3t8ewYcPw22+/4cGDB1KXRFQuHDlyBE5OTkhNTS2wLSUlBc7Ozjh+/LgElRFp4ggrEZV7YWFh4uPMmTPIyspC7dq10aFDB3h6esLT07PQW7YSVXbdunWDp6cnAgMDC92+dOlSHD16FLt27Srjyog0MbASUYWSmZmJU6dOiQH27Nmz4hqt165dk7o8IlmxtbVFSEhIkWsX37x5E97e3oiLiyvjyog0MbASUYWUlZWFkydP4q+//sIvv/yCtLQ05ObmSl0Wkazo6+vj6tWrcHBwKHT7nTt34OLigpcvX5ZxZUSaOIeViCqErKwshIeHY+bMmfD09ISpqSk+//xzPH/+HD///DNiYmKkLpFIdj766CNcvXq1yO2XL1+GlZVVGVZEVDiOsBJRudehQwecOXMG9vb2aNeuHdq0aYN27drxP1qidxgzZgzCwsJw7tw56Ovra2x7+fIlmjdvDk9PTyxdulSiColeY2AlonJPV1cXVlZW6NGjB9q3b4927dqhWrVqUpdFJHuJiYlo0qQJtLW1MXr0aNSvXx/A67mry5YtQ25uLi5cuMCLFklyDKxEVO6lp6fj+PHjCAsLw9GjR6FWq1GvXj20a9dODLA1atSQukwiWbp37x5GjRqFAwcOID8SKBQK+Pj4YNmyZVzjmGSBgZWIKpwXL17gxIkTOHr0KMLCwnDp0iXUrVv3rXP1iCq758+f486dOxAEAXXr1oWZmZnUJRGJeGtWIqpwqlSpAnNzc5ibm8PMzAw6Ojq4ceOG1GURyZqZmRmaNWsmdRlEheIIKxGVe3l5eTh//rw4JeDkyZNIT0/HRx99JN44wNPTE7a2tlKXSkREH4CBlYjKPWNjY6Snp0OlUonhtH379qhTp47UpRERUQlgYCWicu+XX36Bp6cn6tWrJ3UpRERUChhYiYiIiEjWeKcrIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYi+sfat2+P8ePHF7t/bGwsFAoF1Gr1B73ejBkz0Lhx4w/atzyJioqCSqXCixcvxLbdu3fDwcEB2tra7/WeVwZ2dnYICwuTuoxyKysrC3Z2djh//rzUpRAVwMBKJCMKhQK7d+9+r322bNkChUKBHj16lEpNxbFz507Mnj272P1tbGwQHx+Phg0barTfu3cPBgYGSEtLK+kSCwgLC4NCoUBycvI/Os7cuXPRrFkzGBkZwcLCAj169EBUVJRGn8zMTAQEBKBatWqoWrUqevXqhcTExHceOzg4GGPGjIGRkZHYNnLkSPz73//G/fv3MXv2bGRmZmLIkCFwcXGBjo5Oif4cPHv2DAMGDICxsTFMTU3h7+//1s8m/xeRwh7bt28v0D8pKQk1a9Ys8DnkfzZ/fyQkJJTYuUkpLCwMTZo0gZ6eHhwcHLB+/fq39p8xY0ah70eVKlXEPqtWrUKbNm1gZmYGMzMzeHl54ezZsxrH2blzJ7y9vVGtWrVCf2FUKpWYMGECJk+eXFKnSlRiGFiJyrHY2FhMmDABbdq0kbQOc3NzjVD1Ltra2lCpVNDR0bw79J49e+Dp6YmqVauWdIml5tixYwgICMDp06cRGhqK7OxseHt7Iz09XewTGBiI//73v9i+fTuOHTuGR48eoWfPnm89blxcHPbt24chQ4aIbWlpaXj8+DF8fHxgbW0NIyMj5ObmwsDAAGPHjoWXl1eJntuAAQNw7do1hIaGYt++fQgPD8eIESOK7J//i8ibj5kzZ6Jq1arw9fUt0N/f3x+NGjUq8nhRUVEax7KwsCiR85JSTEwMunTpAk9PT6jVaowfPx6fffYZDhw4UOQ+EyZMKPC+Ojk5oXfv3mKfsLAw9OvXD0ePHkVERARsbGzg7e2Nhw8fin3S09Pxr3/9C/Pnzy/ytQYMGIATJ07g2rVrJXPCRCVFIKJ/LDU1Vejfv79gaGgoqFQqYdGiRUK7du2EcePGiX1sbW2FWbNmCX379hUMDQ0Fa2tr4eeff9bYDkB82NravvU1c3JyhFatWgmrV68W/Pz8hO7du2tsf/bsmTBo0CDB1NRUMDAwEDp16iTcunXrrcc8evSoAEAICQkRGjduLOjr6wuenp5CYmKi8OeffwoNGjQQjIyMhH79+gnp6enifoWd63fffScMHTpUqFq1qmBjYyP88ssv4vaYmBgBgHDx4kWN1+/QoYOwfPlysZZmzZoJhoaGgomJidCqVSshNjZWEARBmD59uuDq6ips3LhRsLW1FYyNjYU+ffoIqamp4rEyMzOFMWPGCDVq1BD09PSE1q1bC2fPntV4/Tcffn5+giAIwvbt24WGDRsK+vr6grm5udCxY0chLS3tre/bmx4/fiwAEI4dOyYIgiAkJycLurq6wvbt28U+N27cEAAIERERRR5n4cKFQtOmTcXn+Z/Nm4+jR49q7FPYz8GHun79ugBAOHfunNj2119/CQqFQnj48GGxj9O4cWNh2LBhBdr/85//CO3atRMOHz4sABCeP38ubss/1zfbisPW1rbAe/Kmp0+fCn379hWsra0FAwMDoWHDhsLmzZs1+uTm5grz588X6tSpIyiVSsHGxkb49ttvxe33798X+vbtK5iZmQmGhoaCu7u7cPr06WLXOGnSJMHZ2VmjrU+fPoKPj0+xj6FWqwUAQnh4eJF9cnJyBCMjI2HDhg0FthX19y+fp6enMHXq1GLXQ1QWOMJKVAKCgoJw8uRJ7N27F6GhoTh+/DguXLhQoN/ChQvh6uqKixcvYsqUKRg3bhxCQ0MBAOfOnQMArFu3DvHx8eLzosyaNQsWFhbw9/cvdPuQIUNw/vx57N27FxERERAEAZ07d0Z2dvY7z2fGjBn4+eefcerUKdy/fx+ffvopFi9ejM2bN2P//v04ePAgfvrpp7ce44cffkDTpk1x8eJFfPHFFxg1alSBr8rflJycjBMnTqBbt27IyclBjx490K5dO1y+fBkREREYMWIEFAqF2D86Ohq7d+/Gvn37sG/fPhw7dgzz5s0Tt0+aNAl//PEHNmzYgAsXLsDBwQE+Pj549uwZbGxs8McffwD43yjekiVLEB8fj379+mHYsGG4ceMGwsLC0LNnTwjvcX+VlJQUAK9HnQEgMjIS2dnZGqOfDRo0QK1atRAREVHkcY4fP46mTZuKz1u1aiW+f3/88Qfi4+PRqlWrYtWU/1X9+8zvjIiIgKmpqUYNXl5e0NLSwpkzZ4p1jMjISKjV6gI/o9evX8esWbOwceNGaGkV/d9Q48aNYWVlhY8//hgnT54sdu1FyczMhLu7O/bv34+rV69ixIgRGDRokMZX58HBwZg3bx6++eYbXL9+HZs3b4alpSWA1yPc7dq1w8OHD7F3715cunQJkyZNQl5eHoDivc8REREFRsJ9fHze+rPwd6tXr0a9evXe+s1KRkYGsrOzxZ/D99G8eXMcP378vfcjKlVSJ2ai8i41NbXACFpycrJgaGhYYNSxU6dOGvv26dNH8PX1FZ8DEHbt2vXO1zx+/Ljw0UcfCU+ePBEEoeDI2q1btwQAwsmTJ8W2p0+fCgYGBsK2bduKPG7+yNahQ4fEtrlz5woAhOjoaLFt5MiRGiNChY2wDhw4UHyel5cnWFhYiKOnhY3wbNq0SRxRTEpKEgAIYWFhhdY5ffp0wdDQUGNEdeLEiUKLFi0EQRCEtLQ0QVdXV9i0aZO4PSsrS7C2thYWLFigca5vjuJFRkYKAMSR3PeVm5srdOnSRWjdurXGeSmVygJ9mzVrJkyaNKnIY7m6ugqzZs3SaHv+/HmhI6v5ihphffDggVC/fn3hzJkzxTsRQRC+++47oV69egXaa9SoIfznP/8p1jFGjRolODo6arRlZmYKjRo1En799VdBEAr/HG7evCmsWLFCOH/+vHDy5Elh6NChgo6OjhAZGfnW13vXCGthunTpInz55ZeCILz+u6ynpyesWrWq0L6//PKLYGRkJCQlJRW6vTjvc926dYU5c+ZotO3fv18AIGRkZLyz3pcvXwpmZmbC/Pnz39pv1KhRQu3atYWXL18W2PauEdYlS5YIdnZ276yFqCxxhJXoH7p79y6ys7PRvHlzsc3ExAT169cv0NfDw6PA8xs3bhR57Li4OFStWlV8zJkzBy9evMCgQYOwatUqVK9evdD9bty4AR0dHbRo0UJsq1atGurXry++nq+vr3hcZ2dnjf3fnFdoaWkJQ0ND1K5dW6Pt8ePHRdb992MoFAqoVKq37rNnzx5069YNwOvRySFDhsDHxwddu3YVRz/fZGdnpzFv1srKSjx+dHQ0srOz0bp1a3G7rq4umjdv/tb329XVFR07doSLiwt69+6NVatW4fnz5wBej3i++Vls2rSpwP4BAQG4evUqtmzZ8ra3plhevnwJfX39f3wcAPjoo49w8+ZNjZ/R0vby5Uts3ry5wOhqcHAwHB0dMXDgwCL3rV+/PkaOHAl3d3e0atUKa9euRatWrfDjjz/+o5pyc3Mxe/ZsuLi4wNzcHFWrVsWBAwcQFxcH4PXfm1evXqFjx46F7q9Wq+Hm5lbkqGVZvM+7du3Cixcv4OfnV2SfefPmYcuWLdi1a9cH/QwZGBggIyPjn5RJVOJ03t2FiKRibW2tcSWvubk5oqOjERsbi65du4rt+V9J6ujovPVr9zetXr0aL1++BPA6zL3pzecKhaLAdoVCIb5mUd5nn6ysLISEhOCrr74S29atW4exY8ciJCQEW7duxdSpUxEaGoqWLVu+9/GLS1tbG6GhoTh16pQ47eHrr7/GmTNn0LRpU43PIv9r4nyjR48WL0yqWbOm2K5SqZCVlYXk5GSYmpqK7YmJiVCpVEXWUr16dTEsS6GwXzBycnLw7Nmzt9adb8eOHcjIyMDgwYM12o8cOYIrV65gx44dACBOt6hevTq+/vprzJw5s9DjNW/eHCdOnPiQUxEtXLgQS5YsweLFi+Hi4oIqVapg/PjxyMrKAvA6qL3Nu7YXh0qlKrBCRGJiIoyNjYt1/NWrV+P//u//Cvz85fv+++8xb948HDp06K0XtL3Ns2fPUKNGjQ/al6i0cISV6B+qXbs2dHV1NeacpqSk4NatWwX6nj59usBzR0dH8bmuri5yc3PF5zo6OnBwcBAf5ubmaNCgAa5cuQK1Wi0+unXrJl51bGNjA0dHR+Tk5GjMNUxKSkJUVBScnJwAvB4Nyj+ura1tib0fHyIsLAxmZmZwdXXVaHdzc0NwcDBOnTqFhg0bYvPmzcU6Xp06daBUKjXmPWZnZ+PcuXPi+SuVSgDQeL+B18G3devWmDlzJi5evAilUoldu3bBwMBA47PIH90VBAGjR4/Grl27cOTIEdjb22scz93dHbq6ujh8+LDYFhUVhbi4uAIj7n8/9+vXrxfrfEuDh4cHkpOTERkZKbYdOXIEeXl5GiP3RVmzZg26detWIPj88ccfuHTpkvizu3r1agCvR7ADAgKKPJ5arYaVldUHns1rJ0+eRPfu3TFw4EC4urqidu3aGn9P69atCwMDA43P6k2NGjWCWq3Gs2fPPrgGDw+PAscPDQ19689CvpiYGBw9erTIeesLFizA7NmzERISojH3+H1dvXoVbm5uH7w/UWlgYCX6h4yMjODn54eJEyfi6NGjuHbtGvz9/aGlpaVxkRDw+j/MBQsW4NatW1i2bBm2b9+OcePGidvt7Oxw+PBhJCQkFDm6pq+vj4YNG2o8TE1NYWRkhIYNG0KpVKJu3bro3r07hg8fjhMnTuDSpUsYOHAgPvroI3Tv3r1U348PsXfvXnE6APD6P+bg4GBERETg3r17OHjwIG7fvq0R7t+mSpUqGDVqFCZOnIiQkBBcv34dw4cPR0ZGhvifva2tLRQKBfbt24cnT54gLS0NZ86cwZw5c3D+/HnExcVh586dePLkyVtfNyAgAL/99hs2b94MIyMjJCQkICEhQRy9NjExgb+/P4KCgnD06FFERkZi6NCh8PDwEEeLC5N/Ic7fA3Vhrl+/LgaplJQUMQzme/jwIRo0aFBgXc63cXR0RKdOnTB8+HCcPXsWJ0+exOjRo9G3b19YW1u/9bh37txBeHg4PvvsswLHrVOnjsbPbn7Ad3R0FJetWrx4Mfbs2YM7d+7g6tWrGD9+PI4cOfLWQFscdevWFUfQb9y4gZEjR2qMdurr62Py5MmYNGkSNm7ciOjoaJw+fRpr1qwBAPTr1w8qlQo9evTAyZMncffuXfzxxx/iBVPFeZ8///xz3L17F5MmTcLNmzfxn//8B9u2bUNgYKDY5+effy50WsLatWthZWVV6BJh8+fPxzfffIO1a9fCzs5O/Dl8c93cZ8+eQa1Wi78IRUVFQa1WF1jf9vjx4/D29i7OW0pUdqSeREtUERS2rFXz5s2FKVOmiH1sbW2FmTNnCr179xb7LVmyROM4e/fuFRwcHAQdHZ13Lmv1prcta2ViYiIYGBgIPj4+xV7W6s0LYNatWyeYmJho9MtfVipfYRdd/fjjjxr7uLq6CtOnTxcEoeBFHzY2NkJoaKjYNyEhQejRo4dgZWUlKJVKwdbWVpg2bZqQm5tb6OsLgiD8+OOPGu/Zy5cvhTFjxgjVq1cvsKxVvlmzZgkqlUpQKBSCn5+fcP36dcHHx0dcCqtevXrCTz/99Nb3DH9bair/sW7dOo1avvjiC3EppE8++USIj49/63Gzs7MFa2trISQkRGwr6qKrvy+Jlv/Il/9+v+8FSUlJSUK/fv2EqlWrCsbGxsLQoUOFFy9evPO4wcHBgo2Njfh5vU1hP3P5y0rlLy3Wvn174ciRI+881rsuukpKShK6d+8uVK1aVbCwsBCmTp0qDB48WOPvTm5urvDtt98Ktra2gq6urlCrVi2Ni6RiY2OFXr16CcbGxoKhoaHQtGlT8SKr4r7PR48eFRo3biwolUqhdu3aGj8rgvD65/vvf/9zc3OFmjVrCl999VWR517Yz0D+3zlBeP13+V19Tp06JZiamhbrAjCisqQQhPdYr4WIiiU9PR0fffQRfvjhB3FEz87ODuPHj+ftNP/mwoUL6NChA548eVJgXmplt2zZMuzdu/eti8rT/9jZ2WH9+vVo37691KWUW3369IGrq6vGfHIiOeBFV0Ql4OLFi+LVwSkpKZg1axYAyPLrd7nJycnBTz/9xLBaiJEjRyI5ORkvXrx4rzuJEX2IrKwsuLi4aExPIJILBlaiEvL9998jKioKSqUS7u7uOH78eJHLTtH/NG/evEyXWypPdHR08PXXX0tdBlUSSqUSU6dOlboMokJxSgAREVUIixcvRo8ePWBnZyd1KURUwhhYiYiIiEjWuKwVEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREcna/wOJgCFyzK4RDQAAAABJRU5ErkJggg==","text/plain":["
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"]},"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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WIiIiogqg1Le1qlmzJiwtLXH9+nUAgFqtxoMHD7TGZGdn48mTJ+K6V7VajaSkJK0xec8LWxtrYGAAU1NTrQcRERERlX+lHljv3r2Lx48fw9bWFgDg7u6O5ORkREdHi2MOHjyI3NxctGzZUhwTERGBrKwscUxYWBjq1asHc3Pz0i6ZiIiIiGTkjQNramoqYmJiEBMTAwCIi4tDTEwM4uPjkZqaigkTJuCff/7BrVu3cODAAfTo0QO1a9eGt7c3AKBBgwbo3Lkzhg0bhhMnTuDYsWMYPXo0+vXrBzs7OwBA//79oVQq4e/vj4sXL+L333/HkiVLtL7yJyIiIqLK4Y0D66lTp+Dm5gY3NzcAQFBQENzc3DB16lTo6uri3Llz6N69O+rWrQt/f380bdoUR44cgYGBgXiMDRs2oH79+ujUqRO6dOmCDz74QGuPVZVKhX379iEuLg5NmzbFF198galTp3JLKyIiIqJKSCEIgiB1EaVBo9FApVIhJSWl1NezOk7eXarHL0u35naVugQiIiKqJIqb10p9DSsRERER0btgYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZe+PAGhERgW7dusHOzg4KhQI7d+4U+7KysjBp0iS4uLigSpUqsLOzw6BBg3D//n2tYzg6OkKhUGg95s6dqzXm3LlzaNu2LQwNDWFvb4/58+e/3RkSERERUbn2xoE1LS0Nrq6uWL58eb6+9PR0nD59Gt988w1Onz6N7du3IzY2Ft27d883dubMmUhISBAfY8aMEfs0Gg28vLzg4OCA6OhoLFiwANOnT8eqVavetFwiIiIiKuf03vQFPj4+8PHxKbBPpVIhLCxMq23ZsmVo0aIF4uPjUaNGDbHdxMQEarW6wONs2LABmZmZWL16NZRKJRo2bIiYmBgsWrQIw4cPf9OSiYiIiKgcK/U1rCkpKVAoFDAzM9Nqnzt3LqpVqwY3NzcsWLAA2dnZYl9kZCTatWsHpVIptnl7eyM2NhZPnz4t8H0yMjKg0Wi0HkRERERU/r3xDOubePHiBSZNmoRPP/0UpqamYvvYsWPx/vvvw8LCAsePH0dwcDASEhKwaNEiAEBiYiKcnJy0jmVjYyP2mZub53uvOXPmYMaMGaV4NkREREQkhVILrFlZWfjkk08gCAJWrFih1RcUFCT+uXHjxlAqlRgxYgTmzJkDAwODt3q/4OBgreNqNBrY29u/XfFEREREJBulEljzwurt27dx8OBBrdnVgrRs2RLZ2dm4desW6tWrB7VajaSkJK0xec8LW/dqYGDw1mGXiIiIiOSrxNew5oXVa9euYf/+/ahWrdprXxMTEwMdHR1YW1sDANzd3REREYGsrCxxTFhYGOrVq1fgcgAiIiIiqrjeeIY1NTUV169fF5/HxcUhJiYGFhYWsLW1xUcffYTTp08jJCQEOTk5SExMBABYWFhAqVQiMjISUVFR8PDwgImJCSIjIxEYGIgBAwaIYbR///6YMWMG/P39MWnSJFy4cAFLlizB999/X0KnTURERETlhUIQBOFNXhAeHg4PD4987X5+fpg+fXq+i6XyHDp0CB06dMDp06cxatQoXLlyBRkZGXBycsLAgQMRFBSk9ZX+uXPnEBAQgJMnT8LS0hJjxozBpEmTil2nRqOBSqVCSkrKa5ckvCvHybtL9fhl6dbcrlKXQERERJVEcfPaGwfW8oKB9e0wsBIREVFZKW5eK/V9WImIiIiI3gUDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREcnaGwfWiIgIdOvWDXZ2dlAoFNi5c6dWvyAImDp1KmxtbWFkZARPT09cu3ZNa8yTJ0/g6+sLU1NTmJmZwd/fH6mpqVpjzp07h7Zt28LQ0BD29vaYP3/+m58dEREREZV7bxxY09LS4OrqiuXLlxfYP3/+fCxduhQrV65EVFQUqlSpAm9vb7x48UIc4+vri4sXLyIsLAwhISGIiIjA8OHDxX6NRgMvLy84ODggOjoaCxYswPTp07Fq1aq3OEUiIiIiKs8UgiAIb/1ihQI7duxAz549AbycXbWzs8MXX3yBL7/8EgCQkpICGxsbrF27Fv369cPly5fh7OyMkydPolmzZgCA0NBQdOnSBXfv3oWdnR1WrFiBr7/+GomJiVAqlQCAyZMnY+fOnbhy5UqBtWRkZCAjI0N8rtFoYG9vj5SUFJiamr7tKRaL4+TdpXr8snRrblepSyAiIqJKQqPRQKVSvTavlega1ri4OCQmJsLT01NsU6lUaNmyJSIjIwEAkZGRMDMzE8MqAHh6ekJHRwdRUVHimHbt2olhFQC8vb0RGxuLp0+fFvjec+bMgUqlEh/29vYleWpEREREJJESDayJiYkAABsbG612GxsbsS8xMRHW1tZa/Xp6erCwsNAaU9AxXn2PfwsODkZKSor4uHPnzrufEBERERFJTk/qAkqKgYEBDAwMpC6DiIiIiEpYic6wqtVqAEBSUpJWe1JSktinVqvx4MEDrf7s7Gw8efJEa0xBx3j1PYiIiIiocijRwOrk5AS1Wo0DBw6IbRqNBlFRUXB3dwcAuLu7Izk5GdHR0eKYgwcPIjc3Fy1bthTHREREICsrSxwTFhaGevXqwdzcvCRLJiIiIiKZe+PAmpqaipiYGMTExAB4eaFVTEwM4uPjoVAoMH78eHz77bfYtWsXzp8/j0GDBsHOzk7cSaBBgwbo3Lkzhg0bhhMnTuDYsWMYPXo0+vXrBzs7OwBA//79oVQq4e/vj4sXL+L333/HkiVLEBQUVGInTkRERETlwxuvYT116hQ8PDzE53kh0s/PD2vXrsXEiRORlpaG4cOHIzk5GR988AFCQ0NhaGgovmbDhg0YPXo0OnXqBB0dHfTp0wdLly4V+1UqFfbt24eAgAA0bdoUlpaWmDp1qtZerURERERUObzTPqxyVtx9vUoC92ElIiIienOS7MNKRERERFTSGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNZKPLA6OjpCoVDkewQEBAAAOnTokK/v888/1zpGfHw8unbtCmNjY1hbW2PChAnIzs4u6VKJiIiIqBzQK+kDnjx5Ejk5OeLzCxcu4MMPP8THH38stg0bNgwzZ84UnxsbG4t/zsnJQdeuXaFWq3H8+HEkJCRg0KBB0NfXx+zZs0u6XCIiIiKSuRIPrFZWVlrP586di1q1aqF9+/Zim7GxMdRqdYGv37dvHy5duoT9+/fDxsYGTZo0waxZszBp0iRMnz4dSqWypEsmIiIiIhkr1TWsmZmZ+O233zB06FAoFAqxfcOGDbC0tESjRo0QHByM9PR0sS8yMhIuLi6wsbER27y9vaHRaHDx4sVC3ysjIwMajUbrQURERETlX4nPsL5q586dSE5OxuDBg8W2/v37w8HBAXZ2djh37hwmTZqE2NhYbN++HQCQmJioFVYBiM8TExMLfa85c+ZgxowZJX8SRERERCSpUg2sv/zyC3x8fGBnZye2DR8+XPyzi4sLbG1t0alTJ9y4cQO1atV66/cKDg5GUFCQ+Fyj0cDe3v6tj0dERERE8lBqgfX27dvYv3+/OHNamJYtWwIArl+/jlq1akGtVuPEiRNaY5KSkgCg0HWvAGBgYAADA4N3rJqIiIiI5KbU1rCuWbMG1tbW6Nq1a5HjYmJiAAC2trYAAHd3d5w/fx4PHjwQx4SFhcHU1BTOzs6lVS4RERERyVSpBNbc3FysWbMGfn5+0NP73yTujRs3MGvWLERHR+PWrVvYtWsXBg0ahHbt2qFx48YAAC8vLzg7O2PgwIE4e/Ys9u7diylTpiAgIIAzqFSm7t27hwEDBqBatWowMjKCi4sLTp06pTXm8uXL6N69O1QqFapUqYLmzZsjPj5ea0xkZCQ6duyIKlWqwNTUFO3atcPz58/L8lSIiIjKtVJZErB//37Ex8dj6NChWu1KpRL79+/H4sWLkZaWBnt7e/Tp0wdTpkwRx+jq6iIkJAQjR46Eu7s7qlSpAj8/P619W4lK29OnT9GmTRt4eHhgz549sLKywrVr12Bubi6OuXHjBj744AP4+/tjxowZMDU1xcWLF2FoaCiOiYyMROfOnREcHIwffvgBenp6OHv2LHR0eJM5IiKi4lIIgiBIXURp0Gg0UKlUSElJgampaam+l+Pk3aV6/LJ0a27RSzgqi8mTJ+PYsWM4cuRIoWP69esHfX19/Prrr4WOadWqFT788EPMmjWrNMokIiIq14qb1zjNQ1SAXbt2oVmzZvj4449hbW0NNzc3/PTTT2J/bm4udu/ejbp168Lb2xvW1tZo2bIldu7cKY558OABoqKiYG1tjdatW8PGxgbt27fH0aNHJTgjIiKi8ouBlagAN2/exIoVK1CnTh3s3bsXI0eOxNixY7Fu3ToAL8Noamoq5s6di86dO2Pfvn3o1asXevfujcOHD4vHAIDp06dj2LBhCA0Nxfvvv49OnTrh2rVrkp0bERFReVOq+7ASlVe5ublo1qwZZs+eDQBwc3PDhQsXsHLlSvj5+SE3NxcA0KNHDwQGBgIAmjRpguPHj2PlypVo3769OGbEiBEYMmSIeJwDBw5g9erVmDNnjgRnRkREVP5whpWoALa2tvm2UWvQoIG4A4ClpSX09PSKHJO3VVtRY4iIiOj1GFiJCtCmTRvExsZqtV29ehUODg4AXu540bx58yLHODo6ws7OrsgxRERE9HpcEkBUgMDAQLRu3RqzZ8/GJ598ghMnTmDVqlVYtWqVOGbChAno27cv2rVrBw8PD4SGhuKvv/5CeHg4AEChUGDChAmYNm0aXF1d0aRJE6xbtw5XrlzBtm3bJDozIiKi8ofbWpUAbmslX+/y2aRfP4Hkw+uQ9fQ+9FQ2MG3eEyZNOmuNST23Dyn/bEXOs8fQs6gOsw98YVynldaYlH+24tnp3ch98QxKKyeYeQyB4XsN36qmivb5EBFR5VbcvMYZVqJCGNduAePaLYocU7WxF6o29ipyjKrVx1C1+rgkSyMiIqpUuIaViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGStxAPr9OnToVAotB7169cX+1+8eIGAgABUq1YNVatWRZ8+fZCUlKR1jPj4eHTt2hXGxsawtrbGhAkTkJ2dXdKlEhEREVE5oFcaB23YsCH279//vzfR+9/bBAYGYvfu3di6dStUKhVGjx6N3r1749ixYwCAnJwcdO3aFWq1GsePH0dCQgIGDRoEfX19zJ49uzTKJSIiIiIZK5XAqqenB7Vana89JSUFv/zyCzZu3IiOHTsCANasWYMGDRrgn3/+QatWrbBv3z5cunQJ+/fvh42NDZo0aYJZs2Zh0qRJmD59OpRKZWmUTEREREQyVSprWK9duwY7OzvUrFkTvr6+iI+PBwBER0cjKysLnp6e4tj69eujRo0aiIyMBABERkbCxcUFNjY24hhvb29oNBpcvHix0PfMyMiARqPRehARERFR+VfigbVly5ZYu3YtQkNDsWLFCsTFxaFt27Z49uwZEhMToVQqYWZmpvUaGxsbJCYmAgASExO1wmpef15fYebMmQOVSiU+7O3tS/bEiIiIiEgSJb4kwMfHR/xz48aN0bJlSzg4OGDLli0wMjIq6bcTBQcHIygoSHyu0WgYWomIiIgqgFLf1srMzAx169bF9evXoVarkZmZieTkZK0xSUlJ4ppXtVqdb9eAvOcFrYvNY2BgAFNTU60HEREREZV/pR5YU1NTcePGDdja2qJp06bQ19fHgQMHxP7Y2FjEx8fD3d0dAODu7o7z58/jwYMH4piwsDCYmprC2dm5tMslIiIiIpkp8SUBX375Jbp16wYHBwfcv38f06ZNg66uLj799FOoVCr4+/sjKCgIFhYWMDU1xZgxY+Du7o5WrVoBALy8vODs7IyBAwdi/vz5SExMxJQpUxAQEAADA4OSLpeIiIiIZK7EA+vdu3fx6aef4vHjx7CyssIHH3yAf/75B1ZWVgCA77//Hjo6OujTpw8yMjLg7e2N//u//xNfr6uri5CQEIwcORLu7u6oUqUK/Pz8MHPmzJIulYiIiIjKgRIPrJs3by6y39DQEMuXL8fy5csLHePg4IC///67pEsjIiIionKo1NewEhERERG9CwZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIipX5syZg+bNm8PExATW1tbo2bMnYmNjxf4nT55gzJgxqFevHoyMjFCjRg2MHTsWKSkpWsdRKBT5Hps3by7r0yEiomJgYCWicuXw4cMICAjAP//8g7CwMGRlZcHLywtpaWkAgPv37+P+/fv473//iwsXLmDt2rUIDQ2Fv79/vmOtWbMGCQkJ4qNnz55lfDZERFQcJR5YXzf7AQAdOnTIN7Px+eefa42Jj49H165dYWxsDGtra0yYMAHZ2dklXS4RlTOhoaEYPHgwGjZsCFdXV6xduxbx8fGIjo4GADRq1Ah//PEHunXrhlq1aqFjx4747rvv8Ndff+X7f4iZmRnUarX4MDQ0lOKUiIjoNUo8sL5u9iPPsGHDtGY25s+fL/bl5OSga9euyMzMxPHjx7Fu3TqsXbsWU6dOLelyiaicy/uq38LCosgxpqam0NPT02oPCAiApaUlWrRogdWrV0MQhFKtlYiI3o7e64e8mdDQUK3na9euhbW1NaKjo9GuXTux3djYGGq1usBj7Nu3D5cuXcL+/fthY2ODJk2aYNasWZg0aRKmT58OpVJZ0mUTUTmUm5uL8ePHo02bNmjUqFGBYx49eoRZs2Zh+PDhWu0zZ85Ex44dYWxsjH379mHUqFFITU3F2LFjy6J0IiJ6A6W+hrWw2Y8NGzbA0tISjRo1QnBwMNLT08W+yMhIuLi4wMbGRmzz9vaGRqPBxYsXC3yfjIwMaDQarQcRVWwBAQG4cOFCoRdLaTQadO3aFc7Ozpg+fbpW3zfffIM2bdrAzc0NkyZNwsSJE7FgwYIyqJqIiN5UqQbWwmY/+vfvj99++w2HDh1CcHAwfv31VwwYMEDsT0xM1AqrAMTniYmJBb7XnDlzoFKpxIe9vX0pnBERycXo0aMREhKCQ4cO4b333svX/+zZM3Tu3BkmJibYsWMH9PX1izxey5YtcffuXWRkZJRWyURE9JZKfEnAq/JmP44eParV/upXcy4uLrC1tUWnTp1w48YN1KpV663eKzg4GEFBQeJzjUbD0EpUAQmCgDFjxmDHjh0IDw+Hk5NTvjEajQbe3t4wMDDArl27inUxVUxMDMzNzWFgYFAaZRMR0TsotcCaN/sRERFR4OzHq1q2bAkAuH79OmrVqgW1Wo0TJ05ojUlKSgKAQte9GhgY8B8aokogICAAGzduxJ9//gkTExPxWxeVSgUjIyNoNBp4eXkhPT0dv/32m9YSISsrK+jq6uKvv/5CUlISWrVqBUNDQ4SFhWH27Nn48ssvpTw1IiIqRIkH1uLMfvxbTEwMAMDW1hYA4O7uju+++w4PHjyAtbU1ACAsLAympqZwdnYu6ZKJSAKOk3e/1etur1gB4OX2eK+q1mU8qrp44kX8OSRFRQEAateurTWm+ue/QE9lg+c3z+Dp4XXITk4ABAF65rYwaTsEa180w7q3rOvW3K5v9ToiInq9Eg+sr5v9uHHjBjZu3IguXbqgWrVqOHfuHAIDA9GuXTs0btwYAODl5QVnZ2cMHDgQ8+fPR2JiIqZMmYKAgADOohJVcg6TQorsN6zR+LVjjGo2hVHNpiVZFhERlaISv+hqxYoVSElJQYcOHWBrays+fv/9dwCAUqnE/v374eXlhfr16+OLL75Anz598Ndff4nH0NXVRUhICHR1deHu7o4BAwZg0KBBmDlzZkmXS0REREQyVypLAopib2+Pw4cPv/Y4Dg4O+Pvvv0uqLCIiIiIqp0p9H1YiIiIionfBwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKREQlJiIiAt26dYOdnR0UCgV27typ1S8IAqZOnQpbW1sYGRnB09MT165d0xrz5MkT+Pr6wtTUFGZmZvD390dqamoZngURyQ0DKxERlZi0tDS4urpi+fLlBfbPnz8fS5cuxcqVKxEVFYUqVarA29sbL168EMf4+vri4sWLCAsLQ0hICCIiIjB8+PCyOgUikqESv3EAERFVXj4+PvDx8SmwTxAELF68GFOmTEGPHj0AAOvXr4eNjQ127tyJfv364fLlywgNDcXJkyfRrFkzAMAPP/yALl264L///S/s7OzK7FyISD44w0pERGUiLi4OiYmJ8PT0FNtUKhVatmyJyMhIAEBkZCTMzMzEsAoAnp6e0NHRQVRUVJnXTETywMBKRERlIjExEQBgY2Oj1W5jYyP2JSYmwtraWqtfT08PFhYW4hgiqnwYWImIiIhI1hhYiYioTKjVagBAUlKSVntSUpLYp1ar8eDBA63+7OxsPHnyRBxDJefevXsYMGAAqlWrBiMjI7i4uODUqVMAgKysLEyaNAkuLi6oUqUK7OzsMGjQINy/f1/iqqkyYmAlIqIy4eTkBLVajQMHDohtGo0GUVFRcHd3BwC4u7sjOTkZ0dHR4piDBw8iNzcXLVu2LPOaK7KnT5+iTZs20NfXx549e3Dp0iUsXLgQ5ubmAID09HScPn0a33zzDU6fPo3t27cjNjYW3bt3l7hyqoy4SwAREZWY1NRUXL9+XXweFxeHmJgYWFhYoEaNGhg/fjy+/fZb1KlTB05OTvjmm29gZ2eHnj17AgAaNGiAzp07Y9iwYVi5ciWysrIwevRo9OvXjzsElLB58+bB3t4ea9asEducnJzEP6tUKoSFhWm9ZtmyZWjRogXi4+NRo0aNMquViIGViIjycZy8+61e9yL+HJI2fSU+DwoKAgBUadQJll0DIQgNITh3Rq/+fsh9kQbD95xh4TUZ9af/b9Y1p64fntxeiVZtOwBQwLheaxxV937rmm7N7fpWr6vodu3aBW9vb3z88cc4fPgwqlevjlGjRmHYsGGFviYlJQUKhQJmZmZlVygRGFiJiKgEGdZoDIdJIYX2KxQKmLUdALO2Awodo2tkAqvuE0qjPHrFzZs3sWLFCgQFBeGrr77CyZMnMXbsWCiVSvj5+eUb/+LFC0yaNAmffvopTE1NJaiYKjMGViIiokooNzcXzZo1w+zZswEAbm5uuHDhAlauXJkvsGZlZeGTTz6BIAhYsWKFFOVSJceLroiIiCohW1tbODs7a7U1aNAA8fHxWm15YfX27dsICwvj7CpJgjOsRERElVCbNm0QGxur1Xb16lU4ODiIz/PC6rVr13Do0CFUq1atrMskAsDASkREVCkFBgaidevWmD17Nj755BOcOHECq1atwqpVqwC8DKsfffQRTp8+jZCQEOTk5Ih3G7OwsIBSqZSyfKpkGFiJiIjKkbfdLaEg5j2+wvTvV+HrqdOhp7KBaduh+Pq8Gb6evBvZKUm4t2sXAKBJkyZar7P5dDYMazQukRq4i0PxzJkzB9u3b8eVK1dgZGSE1q1bY968eahXr57UpZUJBlYiIqJKyrh2CxjXblFgn57KpsgdH6hsHT58GAEBAWjevDmys7Px1VdfwcvLC5cuXUKVKlWkLq/UMbASERERyVxoaKjW87Vr18La2hrR0dFo166dRFWVHe4SQERERFTOpKSkAHi5nrgyYGAlIiIiKkdyc3Mxfvx4tGnTBo0aNZK6nDLBJQFERERE5UhAQAAuXLiAo0ePSl1KmZH1DOvy5cvh6OgIQ0NDtGzZEidOnJC6JCIiIiLJjB49GiEhITh06BDee+89qcspM7INrL///juCgoIwbdo0nD59Gq6urvD29saDBw+kLo2IiIioTAmCgNGjR2PHjh04ePAgnJycpC6pTMl2ScCiRYswbNgwDBkyBACwcuVK7N69G6tXr8bkyZPzjc/IyEBGRob4PG8xskajKfVaczPSS/09ykpZ/LzKUkX6bICK9fnws5G3ivT58LORt4r2+ZSWoKAgbNu2DRs3bgQAXLt2DQBgamoKIyMjKUt7J3mfvyAIRY5TCK8bIYHMzEwYGxtj27Zt6Nmzp9ju5+eH5ORk/Pnnn/leM336dMyYMaMMqyQiIiKiknDnzp0ilzjIcob10aNHyMnJgY2NjVa7jY0Nrly5UuBrgoODERQUJD7Pzc3FkydPUK1aNSgUilKttyxoNBrY29vjzp07MDU1lbocegU/G/niZyNv/Hzki5+NfFW0z0YQBDx79gx2dnZFjpNlYH0bBgYGMDAw0GozMzOTpphSZGpqWiH+glZE/Gzki5+NvPHzkS9+NvJVkT4blUr12jGyvOjK0tISurq6SEpK0mpPSkqCWq2WqCoiIiIikoIsA6tSqUTTpk1x4MABsS03NxcHDhyAu7u7hJURERERUVmT7ZKAoKAg+Pn5oVmzZmjRogUWL16MtLQ0cdeAysbAwADTpk3Lt+yBpMfPRr742cgbPx/54mcjX5X1s5HlLgF5li1bhgULFiAxMRFNmjTB0qVL0bJlS6nLIiIiIqIyJOvASkREREQkyzWsRERERER5GFiJiIiISNYYWImIiIhI1hhYiYiIKrHs7GysX78+397nRHLCi66I3tDz588hCAKMjY0BALdv38aOHTvg7OwMLy8viasjInpzxsbGuHz5MhwcHKQuhahAst2HlUiuevTogd69e+Pzzz9HcnIyWrZsCX19fTx69AiLFi3CyJEjpS6x0kpLS8PcuXNx4MABPHjwALm5uVr9N2/elKgyyrN+/Xr07ds33x6SmZmZ2Lx5MwYNGiRRZZVbixYtEBMTw8AqM3369EFCQkKxxzs7O+Pnn38uxYqkwxnWciLvY1IoFBJXQpaWljh8+DAaNmyIn3/+GT/88APOnDmDP/74A1OnTsXly5elLrHS+vTTT3H48GEMHDgQtra2+f57GTdunESVUR5dXV0kJCTA2tpaq/3x48ewtrZGTk6ORJVVblu2bEFwcDACAwPRtGlTVKlSRau/cePGElVWubm5ueHMmTPFHt+iRQucOHGiFCuSDmdYZW79+vVYsGABrl27BgCoW7cuJkyYgIEDB0pcWeWVnp4OExMTAMC+ffvQu3dv6OjooFWrVrh9+7bE1VVue/bswe7du9GmTRupS6FCCIJQ4C/ed+/ehUqlkqAiAoB+/foBAMaOHSu2KRQK8fPiLxLS4CTV/zCwytiiRYvwzTffYPTo0eI/wEePHsXnn3+OR48eITAwUOIKK6fatWtj586d6NWrF/bu3St+Dg8ePICpqanE1VVu5ubmsLCwkLoMKoCbmxsUCgUUCgU6deoEPb3//fOTk5ODuLg4dO7cWcIKK7e4uDipSyAqEgOrjP3www9YsWKF1pqu7t27o2HDhpg+fToDq0SmTp2K/v37IzAwEB07doS7uzuAl7Otbm5uEldXuc2aNQtTp07FunXrxIviSB569uwJAIiJiYG3tzeqVq0q9imVSjg6OqJPnz4SVUdcu0pyxzWsMmZoaIgLFy6gdu3aWu3Xrl2Di4sLXrx4IVFllJiYiISEBLi6ukJH5+XucCdOnICpqSnq168vcXWVl5ubG27cuAFBEODo6Ah9fX2t/tOnT0tUGeVZt24d+vbtC0NDQ6lLoX/59ddfsXLlSsTFxSEyMhIODg5YvHgxnJyc0KNHD6nLq5Tef//9N/r/FtewkiRq166NLVu24KuvvtJq//3331GnTh2JqiIAUKvVSE1NRVhYGNq1awcjIyM0b96c640kljeLR/Ll5+cH4OWuAAXt5FCjRg0pyqr0VqxYgalTp2L8+PH47rvvxDWrZmZmWLx4MQOrRNLS0jB06NBijRUEARV5DpIzrDL2xx9/oG/fvvD09BTXsB47dgwHDhzAli1b0KtXL4krrJweP36MTz75BIcOHYJCocC1a9dQs2ZNDB06FObm5li4cKHUJRLJ1rVr1zB06FAcP35cq50X90jL2dkZs2fPRs+ePWFiYoKzZ8+iZs2auHDhAjp06IBHjx5JXWKldPPmTWRlZRV7vJGRUYX9pY8zrDLWp08fREVFYdGiRdi5cycAoEGDBjhx4gTXSkooMDAQ+vr6iI+PR4MGDcT2vn37IigoiIFVBqKjo8XtxRo2bMj/XmRk8ODB0NPTQ0hISIFbj5E04uLiCvzvxMDAAGlpaRJURAAQFRWFZ8+eFXu8tbU1AytJo2nTptiwYYPUZdAr9u3bh7179+K9997Taq9Tpw63tZLYgwcP0K9fP4SHh8PMzAwAkJycDA8PD2zevBlWVlbSFkiIiYlBdHQ013rLjJOTU4E3DggNDdX6xZzK1nfffYeJEycW+6v+vFnyioiBVYZ0dHReO+ugUCiQnZ1dRhXRq9LS0gq8Av3Jkyf57t5DZWvMmDF49uwZLl68KP4je+nSJfj5+WHs2LHYtGmTxBWSs7Mzv16WoaCgIAQEBODFixcQBAEnTpzApk2bMGfOnAp756TyQF9f/43u/rZs2bJSrEZaDKwytGPHjkL7IiMjsXTp0nwXKlDpu3//Puzs7NC2bVusX78es2bNAvDyl4fc3FzMnz8fHh4eEldZuYWGhmL//v1aM0LOzs5Yvnw5vLy8JKyM8sybNw8TJ07E7Nmz4eLikm8nB+5lLI3PPvsMRkZGmDJlCtLT09G/f3/Y2dlhyZIl4k0FqOy96ZKZirzEhoFVhgq6GjM2NhaTJ0/GX3/9BV9fX8ycOVOCyiq3hg0bYvny5ViwYAE6duyIU6dOITMzExMnTsTFixfx5MkTHDt2TOoyK7Xc3Nx8AQh4OUvBX/LkwdPTEwDQqVMnrXZedCU9X19f+Pr6Ij09Hampqflun0skJQZWmbt//z6mTZuGdevWwdvbGzExMWjUqJHUZVVK3333HUaMGIHOnTvj0qVLWLlyJUxMTJCamorevXsjICAAtra2UpdZqXXs2BHjxo3Dpk2bYGdnBwC4d+8eAgMD8wUkksahQ4ekLoEKsHr1anh4eMDJyQnGxsa88QbJDre1kqmUlBTMnj0bP/zwA5o0aYJ58+ahbdu2UpdV6cXFxcHf3x+XLl3CqlWr0L17d6lLolfcuXMH3bt3x8WLF2Fvby+2NWrUCLt27cp3oRwRvVSnTh3cvHkT1atXR/v27dG+fXt06NAh341rqGy5uLhg+fLlxRorCAK+/PJLnDx5spSrkgYDqwzNnz8f8+bNg1qtxuzZs7lhswwtW7YMgYGBaNCggdY90QHeTUlqgiBg//79uHLlCoCXW8HlfQ1N8pGeno74+HhkZmZqtTdu3FiiiujevXsIDw9HREQEDh8+jGvXrsHW1hYdOnTAb7/9JnV5ldL8+fPx9OnTYo9/7733EBAQUIoVSYeBVYZ0dHRgZGQET09P6OrqFjpu+/btZVgV5bl9+zaGDBmCCxcuYMSIEfkC67Rp0ySqjEj+Hj58iCFDhmDPnj0F9nMNq/TS09Nx5MgRbNq0CRs2bIAgCNyVRiJZWVlvdPcqHR2dfP8mVRQV86zKuUGDBlXoK/3Ks59++glffPEFPD09cfHiRe7rKQNLly7F8OHDYWhoiKVLlxY5duzYsWVUFRVm/PjxSE5ORlRUFDp06IAdO3YgKSkJ3377LW+6IaF9+/YhPDwc4eHhOHPmDBo0aID27dtj27ZtaNeundTlVVoNGzYs9lImQRCQnp6OqKioUq5KGpxhJSqmzp0748SJE1i8ePEb7YtHpcvJyQmnTp1CtWrV4OTkVOg4hUKBmzdvlmFlVBBbW1v8+eefaNGiBUxNTXHq1CnUrVsXu3btwvz583H06FGpS6yUdHR0YGVlhS+++ALDhw8Xb7xB0nJzc8OZM2eKPb558+YVdg0rZ1iJiiknJwfnzp3jhTsyExcXV+CfSZ7S0tLE7ZLMzc3x8OFD1K1bFy4uLlz/LaFFixYhIiIC8+fPx5IlS8SLrjp06IC6detKXV6lxX1Y/0dH6gKIyouwsDCGVZmbOXMm0tPT87U/f/6cexfLRL169RAbGwsAcHV1xY8//oh79+5h5cqV3BZOQuPHj8f27dvx6NEjhIaGonXr1ggNDUWjRo34/z2SBQZWIqowZsyYgdTU1Hzt6enpmDFjhgQV0b+NGzcOCQkJAF5eoLhnzx7UqFEDS5cuxezZsyWurnITBAGnT59GWFgY9u7di0OHDiE3N5dr9UkWuCSAiCqMvLsl/dvZs2dhYWEhQUX0bwMGDBD/3LRpU9y+fRtXrlxBjRo1YGlpKWFllVu3bt1w7NgxaDQauLq6okOHDhg2bBjatWvH9awkCwysRFTumZubQ6FQQKFQoG7dulqhNScnB6mpqfj8888lrJDyzJw5E19++aV4JyVjY2O8//774rKNqVOnSlxh5VS/fn2MGDECbdu2hUqlkroc+v+USiVat25d7PEV+Zc+7hJAROXeunXrIAgChg4disWLF2v9g6tUKuHo6Ah3d3cJK6Q8urq6SEhIyHef+sePH8Pa2pr7sMpIcnIyZ1clNnbsWDx8+LDY42vXro1Zs2aVYkXS4QwrEZV7fn5+AF5ucdWmTZsKu3F2RcBlG/I0b948ODo6om/fvgCATz75BNu2bYOtrS3+/vtvuLq6Slxh5RQREYFdu3YV++YBH3/8MQMrEZHcmZiY4PLly3BxcQEA/Pnnn1izZg2cnZ0xffp0KJVKiSusvLhsQ95WrlyJDRs2AHi5I0pYWBhCQ0OxZcsWTJgwAfv27ZO4wspJoVCgRo0axR5fkb80Z2AlogpjxIgRmDx5MlxcXHDz5k307dsXvXv3xtatW5Geno7FixdLXWKltXjxYnHZxowZM7hsQ2YSExNhb28PAAgJCcEnn3wCLy8vODo6omXLlhJXV3lxH9b/YWAlogrj6tWraNKkCQBg69ataN++PTZu3Ihjx46hX79+DKwS8vPzQ3Z2NhQKBTp27CiGI5IHc3Nz3LlzB/b29ggNDcW3334L4OWMHdcVkxxwH1YiqjAEQUBubi4AYP/+/ejSpQsAwN7eHo8ePZKyNAKgp6eHkSNHip8RyUfv3r3Rv39/fPjhh3j8+DF8fHwAAGfOnEHt2rUlro6IM6xEVIE0a9YM3377LTw9PXH48GGsWLECwMtbttrY2EhcHQFAixYtcObMGTg4OEhdCr3i+++/h6OjI+7cuYP58+ejatWqAICEhASMGjVK4uoqrze5S19FXr8KcFsrIqpAzp07B19fX8THxyMoKAjTpk0DAIwZMwaPHz/Gxo0bJa6QtmzZguDgYAQGBqJp06aoUqWKVn/jxo0lqoxIfiIiIvD8+fNij1epVGjVqlUpViQdBlYiqvBevHgBXV1d6OvrS11Kpaejk38lmkKhELe74npJ6Vy7dg2HDh3CgwcP8i3b4A0dSGoMrERUoSQnJ2Pbtm24ceMGJkyYAAsLC5w+fRo2NjaoXr261OVVerdv3y6yn0sFpPHTTz9h5MiRsLS0hFqt1rraXKFQ4PTp0xJWR8TASkQVyLlz59CpUyeYmZnh1q1biI2NRc2aNTFlyhTEx8dj/fr1UpdIJEsODg4YNWoUJk2aJHUpRAXiLgFEVGEEBQVhyJAhuHbtGgwNDcX2Ll26ICIiQsLK6FU3btzAmDFj4OnpCU9PT4wdOxY3btyQuqxK7enTp/j444+lLoOoUAysRFRhnDx5EiNGjMjXXr16dSQmJkpQEf3b3r174ezsjBMnTqBx48Zo3LgxoqKi0LBhQ4SFhUldXqX18ccf825WJGvc1oqIKgwDAwNoNJp87VevXoWVlZUEFdG/TZ48GYGBgZg7d26+9kmTJuHDDz+UqLLKrXbt2vjmm2/wzz//wMXFJd8FimPHjpWoMqKXuIaViCqMzz77DI8fP8aWLVtgYWGBc+fOQVdXFz179kS7du14pysZMDQ0xPnz51GnTh2t9qtXr6Jx48Z48eKFRJVVbk5OToX2KRQK3Lx5swyrIcqPM6xEVGEsXLgQH330EaytrfH8+XO0b98eiYmJcHd3x3fffSd1eQTAysoKMTEx+QJrTEwMrK2tJaqK4uLipC6BqEgMrERUYahUKoSFheHo0aM4d+4cUlNT8f7778PT01Pq0uj/GzZsGIYPH46bN2+idevWAIBjx45h3rx5CAoKkrg6IpIrLgkgIqIyIwgCFi9ejIULF+L+/fsAADs7O0yYMAFjx47V2v+Tytbdu3exa9cuxMfHIzMzU6tv0aJFElVF9BIDKxFVGK+75zbv1iMvz549AwCYmJhIXAkdOHAA3bt3R82aNXHlyhU0atQIt27dgiAIeP/993Hw4EGpS6RKjoGViCoMNzc3redZWVmIi4uDnp4eatWqxbv1yMiDBw8QGxsLAKhfvz53cZBYixYt4OPjgxkzZsDExARnz56FtbU1fH190blzZ4wcOVLqEqmSY2AlogpNo9Fg8ODB6NWrFwYOHCh1OZXes2fPMGrUKGzatEm8X72uri769u2L5cuXQ6VSSVxh5WRiYoKYmBjUqlUL5ubmOHr0KBo2bIizZ8+iR48euHXrltQlUiXHGwcQUYVmamqKGTNm4JtvvpG6FMLLrceioqKwe/duJCcnIzk5GSEhITh16lSBN32gslGlShVx3aqtra3WnccePXokVVlEIu4SQEQVXkpKClJSUqQugwCEhIRg7969+OCDD8Q2b29v/PTTT+jcubOElVVurVq1wtGjR9GgQQN06dIFX3zxBc6fP4/t27ejVatWUpdHxMBKRBXH0qVLtZ4LgoCEhAT8+uuv8PHxkagqelW1atUK/NpfpVLB3NxcgooIeLkLQGpqKgBgxowZSE1Nxe+//446depwhwCSBa5hJaIK499369HR0YGVlRU6duyI4OBgXo0uA6tWrcLWrVvx66+/Qq1WAwASExPh5+eH3r17c1kAERWIgZWIiMqMm5sbrl+/joyMDNSoUQMAEB8fDwMDg3x3v+KuDkSUh0sCiIiozPTs2VPqEoioHOIMKxFVGL169Sr2nZK2b99eytUQEVFJ4QwrEVUYKpUKO3bsgEqlQrNmzQAA0dHRSElJQc+ePXnbT5lJTU0V92LNY2pqKlE1RCRnDKxEVGHY2Njgk08+wcqVK6GrqwsAyMnJwahRo2BqaooFCxZIXCHFxcVh9OjRCA8Px4sXL8R2QRCgUCiQk5MjYXWV18yZM/Hll1/C2NhYq/358+dYsGABb2tMkuOSACKqMKysrHD06FHUq1dPqz02NhatW7fG48ePJaqM8rRp0waCIGDcuHGwsbHJN+vdvn17iSqr3HR1dZGQkABra2ut9sePH8Pa2pq/SJDkOMNKRBVGdnY2rly5ki+wXrlyJd9XzySNs2fPIjo6Ot9nRNLKm+H+t7Nnz8LCwkKCioi0MbASUYUxZMgQ+Pv748aNG2jRogUAICoqCnPnzsWQIUMkro4AoHnz5rhz5w4Dq0yYm5tDoVBAoVCgbt26WqE1JycHqamp+PzzzyWskOglLgkgogojNzcX//3vf7FkyRIkJCQAeHlf9HHjxuGLL74Q17WSdG7cuIHPP/8cAwYMQKNGjaCvr6/V37hxY4kqq5zWrVsHQRAwdOhQLF68WOsuZEqlEo6OjnB3d5ewQqKXGFiJqELSaDQAeNW53Pzzzz/o378/bt26JbYpFApedCWxw4cPo02bNtDT4xevJE8MrEREVGacnZ3RoEEDTJw4scCLrhwcHCSqrHL7+++/oaurC29vb632vXv3Ijc3Fz4+PhJVRvQSAysREZWZKlWq4OzZs6hdu7bUpdArGjdujLlz56JLly5a7aGhoZg0aRLOnj0rUWVEL+lIXQAREVUeHTt2ZPiRoWvXrsHZ2Tlfe/369XH9+nUJKiLSxsUqRERUZrp164bAwECcP38eLi4u+S666t69u0SVVW4qlQo3b96Eo6OjVvv169dRpUoVaYoiegWXBBARUZnR0Sn8iz1edCWdESNGIDIyEjt27ECtWrUAvAyrffr0QfPmzfHzzz9LXCFVdgysRFRhLF26tMB2hUIBQ0ND1K5dG+3ateP2VkT/kpKSgs6dO+PUqVN47733AAB3795F27ZtsX37dpiZmUlbIFV6DKxEVGE4OTnh4cOHSE9Ph7m5OQDg6dOnMDY2RtWqVfHgwQPUrFkThw4dgr29vcTVEsmLIAgICwvD2bNnYWRkhMaNG6Ndu3ZSl0UEgIGViCqQTZs2YdWqVfj555+1vtYcMWIEhg8fjjZt2qBfv35Qq9XYtm2bxNVWHkuXLsXw4cNhaGhY6Cx4nrFjx5ZRVVSYFy9ewMDAoMBbtRJJhYGViCqMWrVq4Y8//kCTJk202s+cOYM+ffrg5s2bOH78OPr06SPeCYtKn5OTE06dOoVq1arBycmp0HEKhQI3b94sw8ooT25uLr777jusXLkSSUlJuHr1KmrWrIlvvvkGjo6O8Pf3l7pEquS4SwARVRgJCQnIzs7O156dnY3ExEQAgJ2dHZ49e1bWpVVqcXFxBf6Z5OPbb7/FunXrMH/+fAwbNkxsb9SoERYvXszASpLjPqxEVGF4eHhgxIgROHPmjNh25swZjBw5Eh07dgQAnD9/vshZPqLKaP369Vi1ahV8fX21Lkp0dXXFlStXJKyM6CXOsBJRhfHLL79g4MCBaNq0qbi/Z3Z2Njp16oRffvkFAFC1alUsXLhQyjIrtZycHKxduxYHDhzAgwcPkJubq9V/8OBBiSqr3O7du1fg3cdyc3ORlZUlQUVE2hhYiajCUKvVCAsLw5UrV3D16lUAQL169VCvXj1xjIeHh1TlEYBx48Zh7dq16Nq1Kxo1asQLe2TC2dkZR44cgYODg1b7tm3b4ObmJlFVRP/DwEpEFU79+vVRv359qcugAmzevBlbtmzJd896ktbUqVPh5+eHe/fuITc3F9u3b0dsbCzWr1+PkJAQqcsj4i4BRFRx8Otm+bOzs0N4eDjq1q0rdSn0L0eOHMHMmTNx9uxZpKam4v3338fUqVPh5eUldWlEDKxEVHGMHj1a/LrZ1tY239fN33//vUSVUZ6FCxfi5s2bWLZsGZcDyER2djZmz56NoUOHine5IpIbBlYiqjAsLS2xfv16ft0sY7169cKhQ4dgYWGBhg0bihfH5dm+fbtElVVuVatWxYULF+Do6Ch1KUQF4hpWIqowlEplgVc6k3yYmZmhV69eUpdB/9KpUyccPnyYgZVkizOsRFRh8OtmorezcuVKzJgxA76+vmjatCmqVKmi1d+9e3eJKiN6iYGViCoMft0sX+bm5gX+EqFSqVC3bl18+eWX+PDDDyWojABAR6fw+wgpFArk5OSUYTVE+XFJABFVGPy6Wb4WL15cYHtycjKio6Pxn//8B9u2bUO3bt3KtjACgHw7ahDJDWdYiYhIcosWLcK2bdtw/PhxqUupdLKysmBkZISYmBg0atRI6nKIClT4dwBEROXUw4cPcfToURw9ehQPHz6Uuhwqhv/85z+8Z71E9PX1UaNGDX7tT7LGwEpEFUZaWhqGDh0KW1tbtGvXDu3atYOdnR38/f2Rnp4udXlUhIyMDCiVSqnLqLS+/vprfPXVV3jy5InUpRAViEsCiKjCGDFiBPbv349ly5ahTZs2AICjR49i7Nix+PDDD7FixQqJK6TCjB8/HleuXEFoaKjUpVRKbm5uuH79OrKysuDg4JBvl4DTp09LVBnRS7zoiogqjD/++APbtm1Dhw4dxLYuXbrAyMgIn3zyCQOrhIKCggpsT0lJwenTp3H16lVERESUcVWUp2fPnlKXQFQkBlYiqjDS09NhY2OTr93a2ppLAiR25syZAttNTU3x4YcfYvv27XBycirjqijPtGnTpC6BqEhcEkBEFUanTp1QrVo1rF+/HoaGhgCA58+fw8/PD0+ePMH+/fslrpBI3qKjo3H58mUAQMOGDeHm5iZxRUQvMbASUYVx/vx5dO7cGRkZGXB1dQUAnD17FoaGhti7dy8aNmwocYVE8vTgwQP069cP4eHhMDMzA/Byj1wPDw9s3rwZVlZW0hZIlR4DKxFVKOnp6diwYYO4RVKDBg3g6+sLIyMjiSsjkq++ffvi5s2bWL9+PRo0aAAAuHTpEvz8/FC7dm1s2rRJ4gqpsmNgJaIKISsrC/Xr10dISIj4Dy4RFY9KpcL+/fvRvHlzrfYTJ07Ay8sLycnJ0hRG9P9xH1YiqhD09fXx4sULqcsgKpdyc3Ohr6+fr11fX5+3bSVZYGAlogojICAA8+bNQ3Z2ttSlEJUrHTt2xLhx43D//n2x7d69ewgMDESnTp0krIzoJS4JIKIKo1evXjhw4ACqVq0KFxeXfJufb9++XaLKiOTtzp076N69Oy5evAh7e3uxrVGjRti1axfee+89iSukyo77sBJRhWFmZoY+ffpIXQZRuWNvb4/Tp09j//79Whcsenp6SlwZ0UucYSWici8uLo6bzhMRVWBcw0pE5V6tWrXg5OSEoUOH4rfffsPdu3elLomoXDh48CCcnZ2h0Wjy9aWkpKBhw4Y4cuSIBJURaeMMKxGVe+Hh4eIjKioKmZmZqFmzJjp27AgPDw94eHgUeMtWosque/fu8PDwQGBgYIH9S5cuxaFDh7Bjx44yroxIGwMrEVUoL168wPHjx8UAe+LECXGP1osXL0pdHpGsODg4IDQ0tNC9i69cuQIvLy/Ex8eXcWVE2hhYiahCyszMxLFjx7Bnzx78+OOPSE1NRU5OjtRlEcmKoaEhLly4gNq1axfYf/36dbi4uOD58+dlXBmRNq5hJaIKITMzExEREZgxYwY8PDxgZmaGzz//HE+fPsWyZcsQFxcndYlEslO9enVcuHCh0P5z587B1ta2DCsiKhhnWImo3OvYsSOioqLg5OSE9u3bo23btmjfvj3/oSV6jTFjxiA8PBwnT56EoaGhVt/z58/RokULeHh4YOnSpRJVSPQSAysRlXv6+vqwtbVFz5490aFDB7Rv3x7VqlWTuiwi2UtKSsL7778PXV1djB49GvXq1QPwcu3q8uXLkZOTg9OnT/OiRZIcAysRlXtpaWk4cuQIwsPDcejQIcTExKBu3bpo3769GGCtrKykLpNIlm7fvo2RI0di7969yIsECoUC3t7eWL58Ofc4JllgYCWiCufZs2c4evQoDh06hPDwcJw9exZ16tQpcq0eUWX39OlTXL9+HYIgoE6dOjA3N5e6JCIRb81KRBVOlSpVYGFhAQsLC5ibm0NPTw+XL1+WuiwiWTM3N0fz5s2lLoOoQJxhJaJyLzc3F6dOnRKXBBw7dgxpaWmoXr26eOMADw8PODg4SF0qERG9BQZWIir3TE1NkZaWBrVaLYbTDh06oFatWlKXRkREJYCBlYjKvR9//BEeHh6oW7eu1KUQEVEpYGAlIiIiIlnjna6IiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWInonXXo0AHjx48v9vhbt25BoVAgJibmrd5v+vTpaNKkyVu9tjyJjY2FWq3Gs2fPxLadO3eidu3a0NXVfaOfeWUwePBgTJ8+XeoyyrXJkydjzJgxUpdBlA8DK5GMKBQK7Ny5841es3nzZigUCvTs2bNUaiqO7du3Y9asWcUeb29vj4SEBDRq1Eir/fbt2zAyMkJqampJl5hPeHg4FAoFkpOT3+k4K1asQOPGjWFqagpTU1O4u7tjz549WmNevHiBgIAAVKtWDVWrVkWfPn2QlJT02mMHBwdjzJgxMDExEdtGjBiBjz76CHfu3MGsWbPw4sULDB48GC4uLtDT0yvRvwdPnjyBr68vTE1NYWZmBn9//yI/m7xfRAp6bN26VRw3duxYNG3aFAYGBoX+4rF37160atUKJiYmsLKyQp8+fXDr1q0SOzcpxcfHo2vXrjA2Noa1tTUmTJiA7OzsQsfn/V0t6HHy5EkAKPbfgw0bNsDV1RXGxsawtbXF0KFD8fjxY7H/yy+/xLp163Dz5s0SPWeid8XASlSO3bp1C19++SXatm0raR0WFhZaoep1dHV1oVaroaenfXfoP//8Ex4eHqhatWpJl1hq3nvvPcydOxfR0dE4deoUOnbsiB49euDixYvimMDAQPz111/YunUrDh8+jPv376N3795FHjc+Ph4hISEYPHiw2JaamooHDx7A29sbdnZ2MDExQU5ODoyMjDB27Fh4enqW6Ln5+vri4sWLCAsLQ0hICCIiIjB8+PBCx+f9IvLqY8aMGahatSp8fHy0xg4dOhR9+/Yt8DhxcXHo0aMHOnbsiJiYGOzduxePHj167c+sPMjJyUHXrl2RmZmJ48ePY926dVi7di2mTp1a6Gtat26d7+f62WefwcnJCc2aNROP+7q/B8eOHcOgQYPg7++PixcvYuvWrThx4gSGDRsmjrG0tIS3tzdWrFhRsidO9K4EInpnGo1G6N+/v2BsbCyo1Wph0aJFQvv27YVx48aJYxwcHISZM2cK/fr1E4yNjQU7Ozth2bJlWv0AxIeDg0OR75mdnS20bt1a+PnnnwU/Pz+hR48eWv1PnjwRBg4cKJiZmQlGRkZC586dhatXrxZ5zEOHDgkAhNDQUKFJkyaCoaGh4OHhISQlJQl///23UL9+fcHExET49NNPhbS0NPF1BZ3rd999JwwZMkSoWrWqYG9vL/z4449if1xcnABAOHPmjNb7d+zYUVixYoVYS/PmzQVjY2NBpVIJrVu3Fm7duiUIgiBMmzZNcHV1FdavXy84ODgIpqamQt++fQWNRiMe68WLF8KYMWMEKysrwcDAQGjTpo1w4sQJrfd/9eHn5ycIgiBs3bpVaNSokWBoaChYWFgInTp1ElJTU4v8uf2bubm58PPPPwuCIAjJycmCvr6+sHXrVrH/8uXLAgAhMjKy0GMsWLBAaNasmfg877N59XHo0CGt1xT09+BtXbp0SQAgnDx5Umzbs2ePoFAohHv37hX7OE2aNBGGDh1aYF/e5/hvW7duFfT09IScnByxbdeuXYJCoRAyMzMLfS8/Pz9h2rRpRdYzceJEoU6dOoKRkZHg5OQkTJkyJd8xd+3aJTRr1kwwMDAQqlWrJvTs2VPse/HihTBx4kThvffeE5RKpVCrVi3xsy6Ov//+W9DR0RESExPFthUrVgimpqZCRkZGsY6RmZkpWFlZCTNnziywv7C/BwsWLBBq1qyp1bZ06VKhevXqWm3r1q0T3nvvvWLVQlRWOMNKVAKCgoJw7Ngx7Nq1C2FhYThy5AhOnz6db9yCBQvg6uqKM2fOYPLkyRg3bhzCwsIAQPxqb82aNUhISBCfF2bmzJmwtraGv79/gf2DBw/GqVOnsGvXLkRGRkIQBHTp0gVZWVmvPZ/p06dj2bJlOH78OO7cuYNPPvkEixcvxsaNG7F7927s27cPP/zwQ5HHWLhwIZo1a4YzZ85g1KhRGDlyJGJjYwsdn5ycjKNHj6J79+7Izs5Gz5490b59e5w7dw6RkZEYPnw4FAqFOP7GjRvYuXMnQkJCEBISgsOHD2Pu3Lli/8SJE/HHH39g3bp1OH36NGrXrg1vb288efIE9vb2+OOPPwC8XCeakJCAJUuWICEhAZ9++imGDh2Ky5cvIzw8HL1794ZQzPur5OTkYPPmzUhLS4O7uzsAIDo6GllZWVqzXvXr10eNGjUQGRlZ6LGOHDkizp4BL2fZ8n5+f/zxBxISEtC6deti1ZX3VX14eHixxgNAZGQkzMzMtGrw9PSEjo4OoqKiinWM6OhoxMTEFPp3tDBNmzaFjo4O1qxZg5ycHKSkpODXX3+Fp6cn9PX13+hY/2ZiYoK1a9fi0qVLWLJkCX766Sd8//33Yv/u3bvRq1cvdOnSBWfOnMGBAwfQokULsX/QoEHYtGkTli5disuXL+PHH3/U+kbA0dGxyHW0kZGRcHFxgY2Njdjm7e0NjUajNStflF27duHx48cYMmTIG5w54O7ujjt37uDvv/+GIAhISkrCtm3b0KVLF61xLVq0wN27dyvMEgyqICQOzETlnkajyTeDlpycLBgbG+ebdezcubPWa/v27Sv4+PiIzwEIO3bseO17HjlyRKhevbrw8OFDQRDyz6hcvXpVACAcO3ZMbHv06JFgZGQkbNmypdDj5s3i7d+/X2ybM2eOAEC4ceOG2DZixAjB29tbfF7QDOuAAQPE57m5uYK1tbU4e1rQDOuGDRvEGcXHjx8LAITw8PAC65w2bZpgbGysNaM6YcIEoWXLloIgCEJqaqqgr68vbNiwQezPzMwU7OzshPnz52ud69OnT8Ux0dHRAgBxJre4zp07J1SpUkXQ1dUVVCqVsHv3bq3zUiqV+V7TvHlzYeLEiYUe09XVNd8M2tOnTwucWc1T2Mza3bt3hXr16glRUVHFOyFBEL777juhbt26+dqtrKyE//u//yvWMUaOHCk0aNCg0P7CZlgFQRDCw8MFa2trQVdXVwAguLu7a31WBSnODOu/LViwQGjatKn43N3dXfD19S1wbGxsrABACAsLK/R4HTt2FH744YdC+4cNGyZ4eXlptaWlpQkAhL///rtYNfv4+Gj9f+Pfippp37Jli1C1alVBT09PACB069Yt3wxzSkpKkf/9EUmBM6xE7+jmzZvIysrSmoVRqVSoV69evrF5s26vPr98+XKhx46Pj0fVqlXFx+zZs/Hs2TMMHDgQP/30EywtLQt83eXLl6Gnp4eWLVuKbdWqVUO9evXE9/Px8RGP27BhQ63XN27cWPyzjY0NjI2NUbNmTa22Bw8eFFr3v4+hUCigVquLfM2ff/6J7t27A3i5Jnbw4MHw9vZGt27dxNnPVzk6Omqtm7W1tRWPf+PGDWRlZaFNmzZiv76+Plq0aFHkz9vV1RWdOnWCi4sLPv74Y/z00094+vQpgJcznq9+Fhs2bBBfV69ePcTExCAqKgojR46En58fLl26VOTP53WeP38OQ0PDdzpGnurVq+PKlStaf0dL2/Pnz7Fx48Y3nl0FgMTERAwbNgx+fn44efIkDh8+DKVSiY8++qjYs92F+f3339GmTRuo1WpUrVoVU6ZMQXx8vNgfExODTp06FfjamJgY6Orqon379oUe/8CBAxg9evQ71ViUu3fvYu/evW/1c7106RLGjRuHqVOnIjo6GqGhobh16xY+//xzrXFGRkYAgPT09BKpmagk6L1+CBFJxc7OTmvrJwsLC9y4cQO3bt1Ct27dxPbc3FwAgJ6eXpFfu7/q559/xvPnzwEg39esrz5XKBT5+hUKhfiehXmT12RmZiI0NBRfffWV2LZmzRqMHTsWoaGh+P333zFlyhSEhYWhVatWb3z84tLV1UVYWBiOHz8uLnv4+uuvERUVhWbNmml9Fq9+patUKlG7dm0AL7/OPnnyJJYsWYIff/wRarUamZmZSE5OhpmZmfiapKQkqNXqQmuxtLQUw7IUCvoFIzs7G0+ePCmy7jzbtm1Deno6Bg0a9MbvvXz5cqhUKsyfP19s++2332Bvb4+oqCjx78CbioyMhK+vL2bMmAFvb2+oVCps3rwZCxcuFMfkhbWCFNVXXGq1GidOnNBqy9sxojg/1zVr1qBatWriL3dvYs6cOWjTpg0mTJgA4OUvlVWqVEHbtm3x7bffwtbWFsDL3SEAwMrK6o3fg6i0cIaV6B3VrFkT+vr6WmtOU1JScPXq1Xxj//nnn3zPGzRoID7X19dHTk6O+FxPTw+1a9cWHxYWFqhfvz7Onz+PmJgY8dG9e3d4eHggJiYG9vb2aNCgAbKzs7XWGj5+/BixsbFwdnYG8HLWLe+4Dg4OJfbzeBvh4eEwNzeHq6urVrubmxuCg4Nx/PhxNGrUCBs3bizW8WrVqgWlUoljx46JbVlZWTh58qR4/kqlEgC0ft7Ay+Dbpk0bzJgxA2fOnIFSqcSOHTtgZGSk9VkUtStCbm4uMjIyALwMsPr6+jhw4IDYHxsbi/j4+Hwz7v8+93edpX0X7u7uSE5ORnR0tNh28OBB5Obmas3cF+aXX35B9+7d3yr0pKenQ0dH+58nXV1dAHinX0qOHz8OBwcHfP3112jWrBnq1KmD27dva41p3Lix1mf1KhcXF+Tm5uLw4cNvXYO7uzvOnz+v9ctAWFgYTE1Nxb+bhREEAWvWrMGgQYPeai1vUT/XV2euL1y4AH19/XzfvBBJiYGV6B2ZmJjAz88PEyZMwKFDh3Dx4kX4+/tDR0dH6yIh4OW2MvPnz8fVq1exfPlybN26FePGjRP7HR0dceDAASQmJhY6u2ZoaIhGjRppPczMzGBiYoJGjRpBqVSiTp066NGjB4YNG4ajR4/i7NmzGDBgAKpXr44ePXqU6s/jbezatUtrxiguLg7BwcGIjIzE7du3sW/fPly7dk0r3BelSpUqGDlyJCZMmIDQ0FBcunQJw4YNQ3p6uvhVqoODAxQKBUJCQvDw4UOkpqYiKioKs2fPxqlTpxAfH4/t27fj4cOHRb5vcHAwIiIicOvWLZw/fx7BwcEIDw+Hr68vgJfLQ/z9/REUFIRDhw4hOjoaQ4YMgbu7e5Ezhd7e3oiMjMwXqAty6dIlxMTE4MmTJ0hJSRF/kclz79491K9fP9/MXlEaNGiAzp07Y9iwYThx4gSOHTuG0aNHo1+/frCzsyvyuNevX0dERAQ+++yzAo99/fp1xMTEIDExEc+fPxfrzczMBAB07doVJ0+exMyZM3Ht2jWcPn0aQ4YMgYODA9zc3Ip9Dv9Wp04dxMfHY/Pmzbhx4waWLl2KHTt2aI2ZNm0aNm3ahGnTpuHy5cs4f/485s2bB+Dlf59+fn4YOnQodu7cibi4OISHh2PLli3i6zt16oRly5YVWoOXlxecnZ0xcOBAnD17Fnv37sWUKVMQEBAAAwMDAMCJEydQv3593Lt3T+u1Bw8eRFxcXKE/19f9PejWrRu2b9+OFStW4ObNmzh27BjGjh2LFi1aiJ8p8HL5S9u2bUtkRpmoxEi8hpaoQihoW6sWLVoIkydPFsc4ODgIM2bMED7++GNx3JIlS7SOs2vXLqF27dqCnp7ea7e1elVR21qpVCrByMhI8Pb2Lva2Vq9e3LJmzRpBpVJpjfv3xTIFXXT1/fffa73G1dVVvCDm3xdd2dvba13IkpiYKPTs2VOwtbUVlEql4ODgIEydOlXc5qigi3W+//57rZ/Z8+fPhTFjxgiWlpb5trXKM3PmTEGtVgsKhULw8/MTLl26JHh7e4tbYdWtW7fIC2gEQRCGDh0qODg4CEqlUrCyshI6deok7Nu3T2vM8+fPhVGjRgnm5uaCsbGx0KtXLyEhIaHI42ZlZQl2dnZCaGio2FbYRVf/3hIt75En7+dd2MVahXn8+LHw6aefClWrVhVMTU2FIUOGCM+ePXvtcYODgwV7e3utbale1b59+wLrjYuLE8ds2rRJcHNzE6pUqSJYWVkJ3bt3Fy5fvlxkvcW56GrChAlCtWrVhKpVqwp9+/YVvv/++3x/v//44w+hSZMmglKpFCwtLYXevXuLfc+fPxcCAwPFv5u1a9cWVq9eLfY7ODi8toZbt24JPj4+gpGRkWBpaSl88cUXQlZWltif99/hqz8PQRCETz/9VGjdunWhx33d3wNBeLmNlbOzs2BkZCTY2toKvr6+wt27d7XG1KtXT9i0aVOR50BU1hSC8I4r2Ikon7S0NFSvXh0LFy4UZ/QcHR0xfvx43k7zX06fPo2OHTvi4cOH77xlUUWzfPly7Nq1C3v37pW6lHJh8ODBr91Wioq2Z88efPHFFzh37ly+G3sQSYl/G4lKwJkzZ8SrsFNSUjBz5kwAkOXX73KTnZ2NH374gWG1ACNGjEBycjKePXv2RncSI3pbaWlpWLNmDcMqyQ7/RhKVkP/+97+IjY2FUqlE06ZNceTIkUK3naL/adGiRZlut1Se6Onp4euvv5a6DKpEPvroI6lLICoQlwQQEVGFsHPnTpiZmaFDhw5Sl0JEJYyBlYiIiIhkjdtaEREREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGs/T9hhQbHAsjMdwAAAABJRU5ErkJggg==","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":["
"]},"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":["
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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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OIuGQcufEWM3fcQVxSmtS+utayxrDmDrAuqo/PSanYf+01PNcF/qIzoXx7d23D9oANiIqMgFUZW4waNxEOjs7Z9j93+iTWrvRD6McQlChpjkHDPVG1ek2pPq9fvcDKpYsQdOsmMjIyYGFpiVnzfFGkaDEAwMF9u3D6xDE8ffwQiQkJOH7hKnR19STrf/wQgo1r/XH7RiAiIyNgYmKGRk2bo0ef/tDQ0Pw1J0IF7Ni2FZs2rENERDhsbO0wYeIUODln/16cOnkcy/2W4ENICEqZW2Ck5xjUqFlLslwsFmPFsqXYt2c3Pn+Og2u58pg0dTrMzS0AACEh77HafwWuB15DZEQETM3M0Kx5S/TrPxAamt/O89MnjzFnljce3L8HQyMjdO7SDR59+v2y86AK9u3aju2bv10XI8dOhIOjU7b9z585ibUrl0mui4HDRkldFzUqOspcb9BwT3Tp0RsAELBuFa5e/gfPnjyBhoYGjl+4mqX/p9CPWODjjTs3b6BAwYJo3LwlBgwZCXV1lfn1lOt27diKLZvWIzIiAmVs7DB2wiSUdcr+ujhz6gT8ly/Fxw8hKFnKHMNGjka1Gt+ui9Url+HUiWP4FBoKDQ0N2Dk4YPDQkXB0dpH08Rw+GE+fPEZ0VCR09fRQ2a0qho0cA1MzMwDArRvXsW3LJjy4fxcJ8QkoaW6O7j17o0mzFr/uRFCeohJD0osWLcKgQYPQtGlT7Nq1C7t27ULjxo0xcOBALF68WNnh/at2VS3g06MSfPYEofr4Q7j/JgoHJjWAqZ62zP5/VSsN7y4V4LM7CBVGHcBg/8toV7U0pncuL+kTEpWAqdtuocaEw6jpdQT/3P+InePqwr6EAQCgqFFBFDUqgEmbb6Dy6IMYuPwS6rsUx4pB1aT2NbSZA6Z1LoeFB+6h0ugDaD7zFM4Effhl50LZzp46jmWL5sGj/2Cs27ob1ja28Bw6ANFRkTL73wu+gxmTxqJ567ZYv20PatSuC6/Rw/Dy+TNJn5B3bzG4T3eYW5SG3+qN2LRjH3r1HQgtLS1Jn5TkZLhVrYbuHrKTjjevX0IsEmHsxGnYvOsgho8ehwN7d2HVsiW5ewJUyInjx7Bgng8GDB6CHbv3w9bWDoMG9EFkpOz3IujObUwYOxpt2rbHzj0HUKduPYwcNgTPnj2V9Nmwbg22b92MydOmY8v2XShQoAAG9e+DlJQUAMDrly8hEokxZZo39h08irHjvLB71w4sXfLtcyQ+Ph4D+/VB0WLFsH33PowaPQ7+K5Zhz66dv/aEKNHZU8exbPE89Oo3CGu3ZF4Xo4f923UxDs1atcG6rbtRo3ZdTBwzXOq6OHDigtRrwtSZEAgEqF23gaRPWnoaatdrhNbtO8rcT0ZGBsaNGIz0tDSsXL8Fk6bPxvHDB7Fu1bLcPQEq5NSJY/BdMBd9BwzB5h17UcbWFsMG9UNUNtdFcNAdTJ4wBq3atMOWnftQq049jBk5DM+/uy5KmVtgrNdkbN97EGs2bkGxYsUxdFBfREdFSfpUrFQZPvMXYc/BY5i7cCnev3+H8WNGSJbfDb4D6zI2mLtwKbbvOYAWrdpg+uQJuPj3+V93MlSNQKi8Vx4gEH8dA1ai0qVLY8aMGejRo4dU+6ZNmzB9+nS8evVKoe0V6rAxF6P7d+dnN8PtFxEYvT6zaicQAE9W/gX/44+x6OC9LP0X9naDbXF9NJ95StI2p3tFVCxjioZTj2e7n7frO2Py5psIOP9M5vI2VcyxdlhNmHXfggyRGAY6mnjq3wEd5p7Fhfsf/+NR/pxX67v91v3169EJ9mUd4Tl+MgBAJBKhbdN6aNexi8xkbuqE0UhOSsK8JSskbf17dkYZWzuMnTgNADDNawzU1dUxZeb//nX/t29ex/ABHlkqjLJsC1iP/Xt2Yvehk4oc4n+iq/37qjZdO/2Fso5OmDh5KoDM96JhvVro3KU7+vTrn6X/2NEjkZSUhGUrVknaunXuAFs7O0yZ5g2xWIz6tWugRy8P9PToAwD4/Pkz6tZ0h/fs/6FJ02Yy49i4fi127dyOYyfPAgB27dgGvyW+OPf3JUnV0XfRApw/dwYHj5zI1XMgz48jAb9S/56dYe/giFHjJwHIfC/aNauPdh27oFuvvln6T/MajaSkJMzz/XZdDOjVBWVsbDHmy3XxI6/Rw5GYmIAlK9dlWXbs8AH4LZybpcJ47fJFjB81BPuPn4ORsQkA4MCenfD3W4zDZy5CQ0Pjp49ZEdoaar9lPwDQq2tHOJR1xLiJUwBkvhfNG9ZBh87d0EtGldtr7CgkJyVh8TJ/SZtHt46wsbWH15TpMvcRHx+POtUqYfnq9ajsVlVmn78vnMPYkUNx5UYw1LM5zyOHDoCRkQmmes9W8Ch/np628pKnAk2V9wd80rER/95JyVQirf348SPc3d2ztLu7u+PjR+UkOjmloSZEOUtjnL/3LU6xGDh/7yMq25jKXOfakzC4WpqgglXmB6SFWSE0KlcCp+68l9lfKBCgvXtp6Gip4/rTsGxj0Suoic9JacgQZf4NUNe5GIQCAYoaFcStRa3xZOVfCBhVC8WNC/7s4aq0tLRUPH38EBUrf/uAFAqFqFi5Ch7cC5a5zv27QajoVkWqza1qNdy/GwQg88P8yqW/UbKUOTyH9EPz+jXQr0cn/HP+7H+ONz7+M/T09P/zdlRRWmoqHj18gCpVv13XQqEQVaq4427wHZnr3A0KQpUq0r/c3KtVx92gIABAyPv3iIgIh1uVb9vU1dWFk7NLttsEgPjPn6Gv/+08BwcHoULFilJD1O7VquP1q1eIi41V6DjzgrS0NDx9/BAVvvt3Lrku7mZ3XQRLXUcAULmqO+5ncx1FRUbg6qV/0LxVW4Viu38vGJbWZSTJYuZ+qiEhIR6vXjxXaFt5QVpaKh4/eoDKVaQ/oypXqYp7Xz5zfnTvbjAq/XBdVHGvnm3/tLRU7N+7C4V0dWFjYyezT2xsDE4cPQxnl3LZJosAEP85Hnr6f+ZnFClOJRJGa2tr7Nq1K0v7zp07UaZMGbnrpqSkIC4uTuolzvh9f7kb62lBXU2IsJgkqfawmCQUNiggc53dl19h9q47OD2zCaK39cD9Ze1x8WEoFuyXrkaWLWmA0ICuiNrWHb79qqLzgnN4HCL7F5qxrhbGt3PBhjNPJG0WZroQCoGxbZwxbtN1dFt0AYY6Wjg8uRE01FTirc9VsTExyMjIgJGxsVS7kbExIiNk308aFRkBQyPp/oZGxpLhoeioSCQlJmLLxnVwc6+OxctXo2adepg0dgTu3Lrx07G+f/cGe3dsQ6u2f/30NlRZdEw0MjIyYPzDe2FsbIyIbN6LiIgIGH+XOEj6R0Z8WR6e2WaS822+ffMG27dtQfu/OkntxyjLfkwky/40sV/eCyMZ/84jI7O/Ln7sb2Rkgqhs+h8/cggFdQqiZp36CsUm6/r7ev1mt6+8LCZa8c+oSBnXhaz+F/8+j5pVKqBaJVds37wJy/zXwcDQUKqP3+IFqOFWHvVrVs28d3RJ9kP/p08ex8MH99CiVRtFDjFvEwiU98oDVOKu4hkzZqBjx474559/UK1a5j14ly9fxtmzZ2Umkt/z8fHBjBkzpNo0HFpBs2zrXxXuf1bDoQjGtHHGqLXXcPNZOCyL6GGeR2WMb+eMuXvvSvo9/RAH97GHoFdQE62rmGP1kBpoPO14lqRRt4AG9kyoj8fvYzB7d5CkXSgENNXVMGZDIM7dzbxv0WPJ33ixpiNqOhbB2eA/917G3PL1jo3qteqgY9eeAIAytva4fzcIB/buRLkKlRTeZnjYJ4weOgB16jdCyz80YVQFnz59wuABfdGgUWO0+6uDssP5ox07tB8NGjeXuq+Xfq+Kldywddc+xMRE48De3Zg4dhQ2bNkplZx279UHLdu0Q+jHD1jjvwLTJ0/AYj//LE8luXk9EN5TJ2HSNG9YWcsv2lD+oRJlpnbt2iEwMBDGxsY4cOAADhw4ABMTE1y/fh1t2sj/68bLywuxsbFSLw072fcy/QqRcSlIzxDB7IdqoplBAXz6oer41ZSO5bD9nxfYdO4ZHryLweEbbzF9+22Mbu0s9YdGWoYILz99RtCrSEzffhv3XkdhcFMHqW0V0lbH/okNEJ+Uhs4LziM949stqaHRmft//D5G0hbxOQWRcSkoaaLzH49c9egbGEBNTS3LzeNRkZEwNjGRuY6RsUmWG/+joyIlH7KZ21SHhaWVVB/z0pYIC1X8domI8DAMG+ABR5dyGDd5usLr5xWGBoZQU1PLMsElMjISJtm8FyYmJlkqXpGRkTD5Ul0xMcm8xSMy4t+3GRb2CX09esClXDlMnT4zy35+rF593W92seVl+l/eiygZ/85/rFx9ZWRskqV/VFTWyiwABN+5hbdvXqFFa8WGo7/u58fr7+v1K2tfeZ2BoeKfUcYyrgtZ/QsULIiSpczh5OyKKTNmQ01dDQcP7P1h/4YwtygNt6rVMHveQly++E+Woe1bN6/Dc/hgjBo7Ac1atP65A82rOOlFLpWJskKFCti6dStu3bqFW7duYcuWLShXrty/rqelpQU9PT2pl0Dt99woDWQmdXdeRqK2Y1FJm0AA1HYsiutPw2WuU0BLDaIf5hqJvtx3KED2pWmhUADN727O1i2ggYOTGyItXYQO885KHsnz1bUnmfc72hT7dg+KoY4mjPW08DY8IYdHmHdoaGjCxs4Bt25ck7SJRCLcuhGIsk4uMtdxdHbFzevXpNpuBF6Fo7OrZJv2ZR3x7s1rqT7v3rxB4SLFFIovPOwThvbvBVt7B0ycNgtCocpcfrlOQ1MT9g5lEXjt2yQHkUiEwMCrcHaRfV07u7oi8Jr0e3Ht6hU4u7oCAIqXKAETE1MEBn7bZnx8PO7dDZba5qdPn9CnVw84OJSF9yyfLOfZxcUVt27eRFrat1tXrl29AovSpf/I+7U0NDQyr4vr3x6lJbkunLO7LlykriMAuBl4FY4yrqMjB/fB1t4B1tncLyePo5MLXj5/JpU03gy8Ch2dQln+SPsTaGhows6+LG4ESn9G3Qi8Bqcvnzk/cnJ2keoPAIHXrmTb/9t2xUhLTc12uVgkAgCkpX67Dm7duI5RQwdh6EhPtG3PqjxJU+pvLKFQCDU1NbmvvPAsrmVHHqBXPRt0qWUF2+L6WNK3KgpqqWPLhczZzKuHVJd6ZM7xW+/Rt4Et2ruXhrlpIdRxKorJHcvh+K13kkRyeufyqGZfGKVMC6FsSQNM71weNRyKYOfFFwC+JIuTGkJHSx2D/S9Dt4AmzPQLwEy/AIRfypTPP8bh8I23mNerMtxsTOFQ0gCrhtbA05BY/PNAtScT/axO3Xri8P49OH74AF6/eoEFPt5ISkpCs5aZleqZU73g7/ftESt/de6GwCuXsX3zRrx59RLrVi3H44f30a5DF0mfzt09cPbUcRzatzvz3sOdW3Hl4gW0+e6+uMiIcDx78ggh794CAF4+f4ZnTx4hLjYGQGayOKx/LxQuUhRDR45FTHQUIiPCERkh+4+KP0H3nh7Yt2cXDh3Yj5cvXmCW93QkJSWhdZvMStQkr3FYsnihpH/Xbj1w5fJFbNq4Hq9evsDK5X54cP8+OnXJnGkvEAjQtXsPrFm1EhfOncWzp08w2WscTM3MULde5r1znz59Qt9e3VG0aFF4jh2P6KgoRISHIyL823lu0qwFNDQ0MH3qJDx//gwnjh/D1i0B6N7D4/ednN+sY9ceOHJgD44fOYjXr15goc9MJCUloemXCtKsqV7wX/btumjfKfO62LFlI968fon1q5bj8cMHaPvddQEACfHxuHDmFJq3aidzv59CP+LZk8f4FPoRGaIMPHvyGM+ePEZiYiIAoFIVd1iUtsLMqV54/vQxAq9expqVfmjToRM0Nf/M55N26d4TB/btxpFDB/Dq5Qv8b9YMJCUloUXrzM+oaZPGY9mSRZL+nbr2wNUrl7Bl0wa8fvUSq1cuw6MHD/BXp8z3IikxEcuXLsa9u0H4+CEEjx4+gPfUSQgP+4R6DRoByJzEtGv7Vjx5/AgfP4TgRuA1TJowBiVKloKTiyuAzGHokUMHomOXbqhbvyEiIsIRERGO2C+fYURKzcb279+f7bKrV69i6dKlEH35K0iV7b36GiZ62pjcoRwKGxTA3ddRaDPnNMJikwEAJU0KQfRdQXHu3mCIxWJM6VQOxYwKIiIuGcdvvcOM7d9meprqa2P1kBooYlgAcYmpuP8mGq1mn5LMxnYtbSyZhX3PT/rD2mHIHrwNjwcA9F92Ef/rWQl7JtSHSCzG5Yef0HrOaamh6z9JvYZNEBMdhbX+yxAVGQFrGzss9FslGd76FPpRklADgJNLOUybPQ9rVi7F6uW+KFHKHD4L/WD53X07terWx5iJ07Blwxr4LvBBKXMLzJrnC5dyFSR9DuzdhQ2rvz2CZEjfzEdETZw2C01btsGNa1fw/t1bvH/3Fm2a1JWK+dKtB7/kXChb4yZNER0VhRXLliIiIhy2dvZYsWqtZCgt9ONHCL8binEtVx4+8xZg2VJf+PkuQilzC/j6LUeZMjaSPh59+iEpKQne06fi8+c4lCtfAStWrZXcO3ftymW8ffsGb9++QcO60g9fD36QOSFMV1cX/mvWYc4sb3T+qy0MDA0xYOBgtO8g+1mBf4LM6yIa6767Lhb4+UtdF4LvKrGZ18VcrFnhh9XLl6BESXPMWbBU6roAMp/vKBaLUb9xU5n7Xeu/DCeOHJT83LtrewDAUv/1KFexMtTU1DDXdzkW+szEQI9u0C5QAE2at0SfAUNz+xSojIaNmyImOhqrVixFZEQEbGztsXTFasntAaE/vBcuruUwy2c+Vi5bghV+i1GylDkW+PrB+st1IVRTw+tXL3H00AHExERD38AADmWdsHrDFsn9h9oFCuD82dNYvdIPSUlJMDExRdVq1dF73iBJYn7k8AEkJydh47rV2LhutWT/5StWwqp1Ab/r9ChXHhkaVhaVeA7j9548eYIJEybg8OHD6Nq1K7y9vWFubq7QNn73cxgpe7/7OYwk3+98DiPJ9zufw0jy/c7nMJJ8Sn0OY4sV/97pF0k6PFhp+84plUmnP3z4gH79+sHJyQnp6ekICgrCpk2bFE4WiYiIiBTGx+rIpfSEMTY2FuPHj4e1tTUePHiAs2fP4vDhw3B0lP09pURERET0eyl1fGrevHmYO3cuihQpgu3bt6NVq1bKDIeIiIiIZFBqwjhhwgQUKFAA1tbW2LRpEzZt2iSz3759+35zZERERJSvcNKLXEpNGHv06JHlCfNEREREpFqUmjBu3LhRmbsnIiIiysQCllysvxIRERGRXHwoGxERERHvYZSLZ4eIiIiI5GLCSERERERycUiaiIiIiJNe5GKFkYiIiIjkYoWRiIiI8j0+F1o+VhiJiIiISC4mjEREREQkF4ekiYiIKN/jkLR8rDASERERkVysMBIRERGxwCgXK4xEREREJBcrjERERJTv8R5G+VhhJCIiIiK5mDASERERkVwckiYiIqJ8j0PS8rHCSERERERyscJIRERE+R4rjPKxwkhEREREcjFhJCIiIiK5OCRNRERE+R6HpOVjhZGIiIiI5GKFkYiIiIgFRrlYYSQiIiIiuVhhJCIionyP9zDKxwojEREREcnFhJGIiIiI5OKQNBEREeV7HJKWjxVGIiIiIpKLFUYiIiLK91hhlI8VRiIiIiKSiwkjERERUR6zfPlyWFhYQFtbG25ubrh+/brc/r6+vrC1tUWBAgVQsmRJjBo1CsnJyTneH4ekiYiIKN/LS0PSO3fuhKenJ/z9/eHm5gZfX180atQIT548gZmZWZb+27Ztw4QJE7B+/Xq4u7vj6dOn6NWrFwQCARYtWpSjfbLCSERERKREKSkpiIuLk3qlpKRk23/RokXo168fPDw84ODgAH9/fxQsWBDr16+X2f/KlSuoVq0aunTpAgsLCzRs2BCdO3f+16rk95gwEhEREQmU9/Lx8YG+vr7Uy8fHR2aYqampuHXrFurXry9pEwqFqF+/Pq5evSpzHXd3d9y6dUuSIL58+RLHjh1D06ZNc3x6OCRNREREpEReXl7w9PSUatPS0pLZNyIiAhkZGShcuLBUe+HChfH48WOZ63Tp0gURERGoXr06xGIx0tPTMXDgQEycODHHMbLCSERERPmeQCBQ2ktLSwt6enpSr+wSxp9x4cIFzJkzBytWrMDt27exb98+HD16FDNnzszxNlhhJCIiIsojTExMoKamhk+fPkm1f/r0CUWKFJG5zpQpU9C9e3f07dsXAODk5ISEhAT0798fkyZNglD47/VDVhiJiIiI8ghNTU1UqFABZ8+elbSJRCKcPXsWVatWlblOYmJilqRQTU0NACAWi3O0X1YYiYiIKN/LS4/V8fT0RM+ePVGxYkVUrlwZvr6+SEhIgIeHBwCgR48eKF68uGTiTIsWLbBo0SKUK1cObm5ueP78OaZMmYIWLVpIEsd/w4SRiIiIKA/p2LEjwsPDMXXqVISGhsLV1RUnTpyQTIR5+/atVEVx8uTJEAgEmDx5MkJCQmBqaooWLVpg9uzZOd6nQJzTWmQeUqjDRmWHQF+8Wt9N2SHQd3S1+TeiqohLSlN2CPSFtkbOKiz06+lpK+9OObPeu5S277D1HZS275ziPYxEREREJBcTRiIiIiKSi+NTRERERHlnzotSsMJIRERERHKxwkhERET5Xl56rI4ysMJIRERERHKxwkhERET5HiuM8v2RCeMarwbKDoG+2HjzrbJDoO8Mq26p7BDoi7SMP+4RuHlWdEKyskOgL/SKFFR2CJQNDkkTERERkVx/ZIWRiIiISBEckpaPFUYiIiIikosVRiIiIsr3WGGUjxVGIiIiIpKLCSMRERERycUhaSIiIiKOSMvFCiMRERERycUKIxEREeV7nPQiHyuMRERERCQXK4xERESU77HCKB8rjEREREQkFxNGIiIiIpKLQ9JERESU73FIWj5WGImIiIhILlYYiYiIiFhglIsVRiIiIiKSiwkjEREREcnFIWkiIiLK9zjpRT5WGImIiIhILpVIGAMCApCSkpKlPTU1FQEBAUqIiIiIiPITgUCgtFdeoBIJo4eHB2JjY7O0f/78GR4eHkqIiIiIiIi+UomEUSwWy8yw379/D319fSVERERERERfKXXSS7ly5STl2Hr16kFd/Vs4GRkZePXqFRo3bqzECImIiCg/yCtDw8qi1ISxdevWAICgoCA0atQIhQoVkizT1NSEhYUF2rVrp6ToiIiIiAhQcsI4bdo0AICFhQU6duwIbW1tZYZDRERE+RQrjPKpxHMYe/bsCSBzVnRYWBhEIpHU8lKlSikjLCIiIiKCiiSMz549Q+/evXHlyhWp9q+TYTIyMpQUGREREeULLDDKpRIJY69evaCuro4jR46gaNGiLAsTERERqRCVSBiDgoJw69Yt2NnZKTsUIiIiIvqBSiSMDg4OiIiIUHYYRERElE9xdFM+lXhw99y5czFu3DhcuHABkZGRiIuLk3oRERERkfKoRIWxfv36AIB69epJtXPSCxEREf0OrDDKpxIJ4/nz55UdAhERERFlQyUSxlq1aik7BCIiIiLKhkokjF8lJibi7du3SE1NlWp3dnZWUkRERESUH3BEWj6VSBjDw8Ph4eGB48ePy1zOexiJiIiIlEclZkmPHDkSMTExCAwMRIECBXDixAls2rQJZcqUwaFDh5QdHhEREf3hBAKB0l55gUpUGM+dO4eDBw+iYsWKEAqFMDc3R4MGDaCnpwcfHx80a9ZM2SESERER5VsqUWFMSEiAmZkZAMDQ0BDh4eEAACcnJ9y+fVuZoREREVE+IBAo75UXqETCaGtriydPngAAXFxcsGrVKoSEhMDf3x9FixZVcnRERERE+ZtKDEmPGDECHz9+BABMmzYNjRs3xtatW6GpqYmNGzcqNzgiIiKifE4lEsZu3bpJ/r9ChQp48+YNHj9+jFKlSsHExESJkREREVF+kFcmnyiLSgxJe3t7IzExUfJzwYIFUb58eejo6MDb21uJkRERERGRSiSMM2bMQHx8fJb2xMREzJgxQwkRERERUX7CSS/yqUTCKBaLZZaCg4ODYWRkpISIiIiIiOgrpd7DaGhoKHlopY2NjVTSmJGRgfj4eAwcOFCJERIRERGRUhNGX19fiMVi9O7dGzNmzIC+vr5kmaamJiwsLFC1alUlRkhERET5gVCYR8aGlUSpCWPPnj2Rnp4OgUCAunXromTJksoMh4iIiIhkUPo9jOrq6hg0aBBEIpGyQyEiIqJ8ipNe5FN6wggAlStXxp07d5QdBhERERHJoBIP7h48eDBGjx6N9+/fo0KFCtDR0ZFa7uzsrKTIiIiIKD/gg7vlU4mEsVOnTgCA4cOHS9oEAoHkcTsZGRnKCo2IiIgo31OJhPHVq1fKDoGIiIiIsqESCaO5ubmyQyAiIqJ8jCPS8qlEwggAL168gK+vLx49egQAcHBwwIgRI2BlZaXkyHLm+skDuHx4J+Jjo1CklBWaeAxDCWt7mX0fXv8HFw9sQ1RoCEQZGTAqUhzuzf6CS82GMvsfXrsYt84cRqMeg1G1aXtJe2J8HI5v8MOT21chEAjgULkmGvcaCi3tApI+YrEYV47swq2zRxEb8QkFdfVQqWEr1GzTLXdPgAp5eP4w7p7eg6TYaBiVsETVToNgVtr2X9d7ceMCzq+dC3OXqmgweKqk/dXty3j8z1FEvH2OlITPaDN5GYxLSv+7vLRlKUIe3UFibBQ0tLRhZuWAym17w6DIt0dFxUeF4fLWZfjw5C40tLVRpkp9VGrjAaGaWu4dvIrZsW0rNm1Yh4iIcNjY2mHCxClwknNP8qmTx7Hcbwk+hISglLkFRnqOQY2atSTLxWIxVixbin17duPz5zi4liuPSVOnw9zcQtInNiYG/5szE39fOA+hUIh6DRpi/IRJKPjdvdFPnzzGnFneeHD/HgyNjNC5Szd49On3S86Bqjiwezt2bt2IqMgIWJWxxbDRXrAv65Rt/wtnT2LDqmUI/fgBJUqWQr8ho1ClWk3J8qjICKxZvhg3A68i/vNnOJergGGjvVCiVNYCgFgshteoQbh+9TK85/mieq16AIAXT59gW8A63A++jdjYGBQpWgwt2nRAu05/7ucTABzdvxP7d2xCdFQkSlvZoP+I8bCxd5TZ9+2rF9i6fgVePH2EsNCP6DN0DFr91VWqz7YN/tixcZVUW/FSFli5eT8A4HNcLLatX4mgm9cQ/ikUegaGqFK9Nrr2GQydQroAgFfPn2DP1g14dC8IcbExMCtSDI1btUfL9l1+wRmgvEglZkmfPHkSDg4OuH79OpydneHs7IzAwECULVsWp0+fVnZ4/+r+lfM4uXklarfvgQE+q1DY3ApbfMYjPjZaZv8COnqo2bor+s5chkFz16BcrcY44D8Pz4NvZOn76PpFvH/2ELqGxlmW7fObg7D3r9Fj4nx0GTcHbx7fxeHVC6X6HN+0DLfPH0PDbgMwdNFGdB47G8Wt7HLnwFXQixt/49qe1SjfrCtaT/KDUYnSOLF0MpLiYuSu9zniEwL3rEUR66wf2umpyShsXRaV2vbOdn2TUtao2dMT7aevRuMRswGxGMd9J0Ekyrz/ViTKwEm/acjISEfL8QtRq9doPLt6GrcObf5Px6vKThw/hgXzfDBg8BDs2L0ftrZ2GDSgDyIjI2X2D7pzGxPGjkabtu2xc88B1KlbDyOHDcGzZ08lfTasW4PtWzdj8rTp2LJ9FwoUKIBB/fsgJSVF0sdr/Bi8eP4c/ms3YOlyf9y+eRPe07/9ARAfH4+B/fqgaLFi2L57H0aNHgf/FcuwZ9fOX3cylOz86RNYuWQ+evQZiFWbdsHK2gbjRwxAdJTs9+L+3SDMmjIeTVq0xeqA3ahWsy6mjhuBVy+eAchMAKeOG4EPIe8xc/5SrNq8C4WLFMWYYf2QlJSYZXt7dmwGkLV88/TxQxgaGmHiDB+s374fXXv1w9oVS7B/97ZcPX5VcvHcSaxbvhCdeg7A4jXbYGFlg2ljBiMmOkpm/5TkZBQpVgI9+g+HoZFJttstVdoKm/adlrzm+q2XLIuKCEdUZDg8Bo2C38bdGOE1A7evX4HfvBmSPs+fPIKBoRE8J8/Csk178Ff3PghY7Ycj+3bk3sGruK/fPKeMV16gEgnjhAkTMGrUKAQGBmLRokVYtGgRAgMDMXLkSIwfP17Z4f2rq0d3o3zdpihXuwnMSliged9R0NDUwp0Lx2X2L13WFfaVa8C0uDmMihRHlabtULiUJd4+vifVLy4qHMc2+qHd0IkQqkkXg8ND3uB58HW07D8GJcrYw9zOCU16DcP9q+cRFxUh6XPz9CF0HjMTdhWrwdCsKIpZ2sDKueKvOREq4P6Z/bCr3gQ21RrCsJg5qncdBnVNLTy9cirbdUSiDJxfPw8VWnSHrmmRLMvLVKmH8s27orhduWy3YVezKYraOEHXpDBMSlmjQqueSIgOR3zkJwBAyMPbiPn4FrV7j4VxSSuUdKyECi174OGFw8hIT/vvB66CNm/agLbtO6B1m3awsrbG5GkzoK2tjQP79srsv3VLANyr10Cv3n1haWWFocNHwt7BATu2bQGQmaRs3RyAfgMGoU7d+rCxtcMsn3kIDwvDubNnAAAvX7zA5UsXMc17FpydXVC+QkVMmDgZJ44fRVhY5ntx7MghpKWlwXvmHFhbl0GTps3QuWt3bA7Y8HtOjBLs3h6Apq3aoUmLNrCwtMKoCVOhpV0Axw/vl9l/384tqFylGjp194B5aUv0HjgMZWwdcGD3dgDA+3dv8PD+XYwcPwV2Do4oZV4aI8dPQWpKCs6dkv7ce/70MXZv3YRxU2Zm2U+Tlm0wdPQEuJSvhGLFS6JBkxZo3LwVLp4/m/snQUUc3LUFDZu3Rf2mrVDKwgqDR0+ClrY2zhw7ILN/Gfuy8Bg0CjXrNYaGpka221VTU4OhsYnkpWdgKFlmbmkNr5kLUblaLRQtXhIu5SujW9+huH7lH2SkpwMAGjRrjX7Dx8HRtSKKFCuBOg2boX6Tlrj6z7lcPX7Ku1QiYXz06BH69OmTpb137954+PChEiLKufT0NHx49RSWThUkbUKhEJZOFfD+6b/HLhaL8fLebUR+fA9z+29DdSKRCPuW+6Ba844wK1k6y3rvnj6Etk4hFLf6NtRq6VQBAoEAIc8zh/Wf3LoKQ7OieHr7GnyHdcHioZ1xcNUCJMbH/ZdDVlkZ6WmIePsMxexdJW0CoRDF7Vzx6eWjbNe7c2QbCujqw7Z6o1yJIy0lGc+unIKuSRHoGJoCAMJePoJhcQsU1Pv2IV6ibAWkJSci+sObXNmvKklLTcWjhw9Qpaq7pE0oFKJKFXfcDZb9zNW7QUGoUkX6q0Ddq1XH3aAgAEDI+/eIiAiHW5Vv29TV1YWTs4tkm8HBd6Crp4eyjt+GWt2qukMoFOLe3btf+gShQsWK0NDUlNrP61evEBcb+98OXAWlpaXh6eOHqFC5iqRNKBSiQqUqeHgvWOY6D+8Fo3ylKlJtlaq448GX/mmpqQAATU0tqW1qaGjgfvBtSVtychJmTxmPEWMnwcg4++rY9xIS4qGnp//vHfOgtLQ0PH/6CK4V3CRtQqEQLhXc8PjB3f+07Q/v36JX2wbo16k5Fs6ciPBPH+X2T0z4jIIFdaCmnv2daQkJ8dDV0/tPcdGfQyUSRlNTUwR9+aXwvaCgIJiZmf3+gBSQGBcLsUiEQvqGUu06+oaIj5E9xAAAyYnxmN2zKWZ2a4it87zQpNcwqcrf5UM7IBSqwa1JW5nrx8dEQUfPQKpNTU0NBQrpSfYbHfYRMRGf8ODa32gzeAJaDxqPj6+eYtfi6T93sCouOT4OYpEIBXSl3wttPUMkZXN7QOjz+3hy+SRqdB/xn/f/8MIRbBzeBpuGt8G7+zfRZORsqKlnVgQSY6NR4If36+vPSXGyY8vLomOikZGRAWNj6VspjI2NERERIXOdiIgIGP+QVBgbGyMiMuLL8vDMNpPstxkZEQEjIyOp5erq6tDT10fkl/UjIiKyJC9f95tdbHlZbEw0RBkZMDSSPm+GRsaIymZIOioyQmb/6C/vRSmL0jArUhRrV/jic1ws0tLSsD1gHcLDPiHyu3O4YvE8lHV2RbVadXMU6/27QTh/+iSatW7/753zoLjYzPfCwFD636iBoTFisnkvcsLW3hEjJnhj2vzlGOQ5EZ8+hmDCsN5ITEyQHUdMNHYGrEGjFu2y3eaj+0G4dO6U3D5/Gg5Jy6cSk1769euH/v374+XLl3B3z6weXL58GXPnzoWnp6fcdVNSUqTuXwKAtNQUaHz3l68q0tQuiIFz1yA1OQmv7t/Gyc0rYGhWFKXLuuLDy6e4dnwvBvis+k//kMQiETLS0tBm8ASYFMucfNFywBis9hqIiA9vYVKsVG4dTp6UmpyIC+sXoEb3EdAu9N8rGtZudVDcvhwSY6Nw7/RenF3tgxbjFkJdQ/PfVybKQ9TVNeD9v8WYP3saWjWoDqGaGipUqoLKVasDEAMALv9zHnduXsfqzbtztM1XL55hytjh6NF3ICp9V0Wmf1ehSnXJ/5e2soGNvRP6dmyKS+dPoWGzNlJ9ExPi4T1hOEqaW6KzxwCZ23vz8jlmTxyFTr36o1ylqjL7UP6jEgnjlClToKuri4ULF8LLywsAUKxYMUyfPl3qYd6y+Pj4YMaMGVJtbfuPQvuBo39ZvN8rqKcPgVCYZYJLQmw0ChkYZbNW5jCEcZHiAICiFtYID3mLSwe3oXRZV7x5fBcJcTFYPLSTpL9YJMKpzf64dmwvRi3bjkIGRkj4YSJHRkYGkuLjJPvVNTSGUE1NkiwCgGnxzBmMsRFhf1zCqF1IDwKhEEmfpd+L5LhoFPihAgwAn8M/Ij7yE04tny5pE4szf9mtG9QMf3mvgZ5psRzvX7OADjQL6EC/cHGYWdph86i/8ObOFVhVro2C+oYIf/1Uqv/XiTgF9LLGltcZGhhCTU0tywSXyMhImJjIHpo0MTFBZGRE1v5fqn8mJpnD+5ERkTA1NZPqY2uXOZHL2MQEUVHSlf309HTExcbC+Mv6JiYmiMqynwjJsj+NvoEhhGpqWSa4REdFwsgo62Q6ADAyNpHZ3/C7yqyNfVms2bIH8fGfkZ6WBgNDIwzu3QW2dg4AgDs3r+NDyDu0qC+d/E2f4Akn1/JYvPLbPaOvX77AmCF90bx1e3TvLTuJ+RPo6We+Fz9OcImJjoRBNu/Fzyikq4tiJUrhY8g7qfbExARMHzsEBQoWxMRZi6CunvWeyLevX2Cy5wA0atEOHXv82U8O+FEeKfQpjUoMSQsEAowaNQrv379HbGwsYmNj8f79e4wYMeJfK2xeXl6Sdb6+WvUe+psiz/xLu1hpG7y6/+2+HZFIhJf3b6OEjUOOtyMWi5Celjn5waVGAwyatxYD566RvHQNjeHeogO6T5wLAChp44DkhHh8ePktCXl1/zbEYjGKf3mcT0mbshBlZCAqNETSJ/LjewCAvknhnz9oFaWmrgGTUmXw4VGQpE0sEiHkcRAKW2Z9xJF+kZJoO3Ul2kxeLnmZO1dBMRtntJm8XHL/4U8RiyEWQzKhxczSHtEhr6Vma4c8vA0N7YIwLPpnJe4AoKGpCXuHsgi8dlXSJhKJEBh4Fc4usicPObu6IvDaNam2a1evwNnVFQBQvEQJmJiYIjDw2zbj4+Nx726wZJsuLuXwOS4ODx/cl/S5HngNIpFI8jgfFxdX3Lp5E2lpaVL7sShdGnr6f969cxoaGrCxc8DtG4GSNpFIhNs3rsHByUXmOg5OLrh9M1Cq7eb1qygro3+hQrowMDTC+7dv8PTRA7jXzBx+7tKzD9Zu3Ys1m3dLXgAweOQ4qQkwr14+x+jBvdGwWSv0GSS/QJDXaWhowNrGHsG3pN+Lu7evw65s7n0FblJiIkI/vIfRd7OqExPiMW30IKhraGDyHF9oamUdhXv76gUmjeyPuo1aoHu/3/d7lPIGlagwfhUWFoYnT54AAOzs7GBq+u+/sLW0tKD1wz98Dc3PvyS+7FRt9hf2r/wfilnaori1Ha4d24u0lGSUq9UYALBvuQ/0jExQv3PmX2sXD2xDMUsbGBYuhoz0NDy7E4i7F0+jWZ+RAICCuvooqCv9i0uopo5CBkaSqqBpcXNYu1TGodUL0LzvKIgyMnBsgx8cq9aB3pcPCUunCihaugwOrpqPxj2GQCwW4+j6JbB0qiBVdfyTONZvg382LoSJRRmYWtjiwdkDSE9NQRn3BgCACxsWQMfAGJXaeEBdQxNGxS2k1tcsmPmsvu/bkxM+IyEqDIkxmRWXmNDMpLuAniEK6hshLvwjXt78ByUcykNbVx8J0REIPrEL6pqaKOlYCQBQ3KE8DIqWwoUN81G5bR8kxUXj5qEAONRuAbU/dMi6e08PTJk4HmXLOsLRyRlbNm9CUlISWrfJvC93ktc4mJkVxohRmaMBXbv1QJ9e3bFp43rUrFkLJ44fw4P79zFlujeAzD8su3bvgTWrVsK8lDmKlyiB5X5LYGpmhrr16gMALK2sUK16DcyYNgWTp85AenoafGbPROMmzWBmlvlHUpNmLeC/YjmmT50Ejz798PzZM2zdEoCx47yUcJZ+j78698D/vCfB1r4s7BycsHfHZiQnJ6Fx89YAAJ/pE2FiaoZ+Q0YCANp27IZRAz2wa+smVKlWA+dOn8DTRw8w2muaZJsXzp6EgYERzIoUwavnz7Bs8VxUq1lXMpxsZGwic6KLWZEiKFqsBIDMYejRQ/qiops7/urSQ1L5FQqFWe7z+1O06tANvj5TYW3nABs7Rxzasw3JSUmo16QVAGDx7MkwMjVDz/6ZyXNaWhrevX4JAEhPS0NURBhePnsC7QIFUKxE5u+D9SsWobJ7TZgWLoaoyDBsW+8PoVCImvUzfwclJsRj6pjBSElOhufk2UhMSEBiQub9jXpfRgPevHyOyaP6o1wld7Tu0E1yv6pQTQh9OaNlf5K8ci+hsqhEwvj582cMHjwY27dvh0gkApA5gaNjx45Yvnw59FX8r35H9zpIiIvB+d0bEB8TjSLmVug2Ya5kaDg2IgwCwbdibmpKEo6uX4K4yHCoa2rBpFhJtB0yEY7udRTab9thE3Fs/VIEzBoDgUAIe7caaNJrmGS5UChE57GzcXyjHzbMGAkNLW2Uca2Mht0H5c6BqyCrSrWQHB+L24e2IDEuCsYlrNB4+EzJ7OT4qDCFPxTeBl/DP5sWSX4+v/Z/AIByzbuiQotuUNPQROjz+7h/9gBSE+NRQM8ARco4osW4RZKJLUKhGhoOnY7L25bh0FxPaGhpoUzV+qjQsnvuHLgKatykKaKjorBi2VJERITD1s4eK1athfGXYd/Qjx8h/O66cC1XHj7zFmDZUl/4+S5CKXML+PotR5kyNpI+Hn36ISkpCd7Tp+Lz5ziUK18BK1atlfqj0WfuAvjMnon+fXpKHtw9wWuyZLmuri7816zDnFne6PxXWxgYGmLAwMFo36HjbzgrylGnQWPExERhw+rliI6MgJWNHeb6+ksSurBPHyEUfrsuHJ1dMWnm/7DefxnWrVyC4iXN4T1vCUpblZH0iYqIwErf+ZlD2yamaNikBbr3GahQXH+fO42Y6CicOXEEZ04ckbQXLloM2w+c/I9HrZpq1G2E2JhobFu/EtFRkbC0tsX0+cslk4zCw0IhEH67LqIiwjGy77fbk/bvCMD+HQFwdK2AOUvWAgAiwz9hgbcX4uJioW9gCAcnV8xfGSBJ9F48fYynDzMf2zagS0upeNbsOIrCRYvh8t9nEBsTjQunj+LC6aOS5WZFimLtzmO/5mRQniIQf71pS4k6duyIO3fuwM/PD1WrZt5ge/XqVYwYMQKurq7YsUOxB4duvxPy753ot3gfm/Lvnei3GVbdUtkh0BeR8anKDoG+iE9OV3YI9IVtkYJK23e5Gcp75uSdaTl7koAyqUSF8ciRIzh58iSqV/8206tRo0ZYs2YNGjdurMTIiIiIKD/giLR8KjHpxdjYWOaws76+PgwN/7wZpERERER5iUokjJMnT4anpydCQ0MlbaGhoRg7diymTJmixMiIiIgoP+CDu+VTiSHplStX4vnz5yhVqhRKlcqc9fX27VtoaWkhPDwcq1atkvS9fft2dpshIiIiol9AJRLG1q1bKzsEIiIiIsqGSiSM06ZN+/dORERERL9IHhkZVhqVSBi/Fx8fL3kW41d6enpKioaIiIiIVCJhfPXqFYYOHYoLFy4gOTlZ0i4WiyEQCJCRkaHE6IiIiOhPl1cmnyiLSiSM3bp1g1gsxvr161G4cGG+aUREREQqRCUSxuDgYNy6dQu2trbKDoWIiIjyIdaq5FOJ5zBWqlQJ7969U3YYRERERCSDSlQY165di4EDByIkJASOjo7Q0NCQWu7s7KykyIiIiIhIJRLG8PBwvHjxAh4eHpI2gUDASS9ERET0W3D+hHwqkTD27t0b5cqVw/bt2znphYiIiEjFqETC+ObNGxw6dAjW1tbKDoWIiIjyIdaq5FOJSS9169ZFcHCwssMgIiIiIhlUosLYokULjBo1Cvfu3YOTk1OWSS8tW7ZUUmREREREpBIJ48CBAwEA3t7eWZZx0gsRERH9apw/IZ9KJIw/fnc0EREREakOlUgYiYiIiJSJBUb5lJYwLl26FP3794e2tjaWLl0qt+/w4cN/U1RERERE9COlJYyLFy9G165doa2tjcWLF2fbTyAQMGEkIiKiX4r3MMqntITx1atXMv+fiIiIiFSLSjyHkYiIiIhUl0pMesnIyMDGjRtx9uxZhIWFZZk1fe7cOSVFRkRERPkBR6TlU4mEccSIEdi4cSOaNWsGR0dH3kdAREREpEJUImHcsWMHdu3ahaZNmyo7FCIiIsqHWKySTyXuYdTU1IS1tbWywyAiIiIiGVQiYRw9ejSWLFkCsVis7FCIiIiI6AcqMSR96dIlnD9/HsePH0fZsmWhoaEhtXzfvn1KioyIiIjyAw5Jy6cSCaOBgQHatGmj7DCIiIiISAaVSBg3bNig7BCIiIgoH2OBUT6lJoyGhoYyS8D6+vqwsbHBmDFj0KBBAyVERkRERERfKTVh9PX1ldkeExODW7duoXnz5tizZw9atGjxewMjIiIiIgmlJow9e/aUu9zV1RU+Pj5MGImIiOiX4qQX+VTisTrZad68OR4/fqzsMIiIiIjyNZWY9JKdlJQUaGpqKjsMIiIi+sOxwCifSlcY161bB1dXV2WHQURERJSvKbXC6OnpKbM9NjYWt2/fxtOnT/HPP//85qiIiIgov+E9jPIpNWG8c+eOzHY9PT00aNAA+/btQ+nSpX9zVERERET0PaUmjOfPn1fm7omIiIgoB1T6HkYiIiKi30EgUN7rZyxfvhwWFhbQ1taGm5sbrl+/Lrd/TEwMhgwZgqJFi0JLSws2NjY4duxYjven0rOkiYiIiEjazp074enpCX9/f7i5ucHX1xeNGjXCkydPYGZmlqV/amoqGjRoADMzM+zZswfFixfHmzdvYGBgkON9MmEkIiKifE+Yhya9LFq0CP369YOHhwcAwN/fH0ePHsX69esxYcKELP3Xr1+PqKgoXLlyBRoaGgAACwsLhfbJIWkiIiIiJUpJSUFcXJzUKyUlRWbf1NRU3Lp1C/Xr15e0CYVC1K9fH1evXpW5zqFDh1C1alUMGTIEhQsXhqOjI+bMmYOMjIwcx8iEkYiIiEiJfHx8oK+vL/Xy8fGR2TciIgIZGRkoXLiwVHvhwoURGhoqc52XL19iz549yMjIwLFjxzBlyhQsXLgQs2bNynGMHJImIiKifE+ZI9JeXl5Znk2tpaWVa9sXiUQwMzPD6tWroaamhgoVKiAkJATz58/HtGnTcrQNJoxERERESqSlpZXjBNHExARqamr49OmTVPunT59QpEgRmesULVoUGhoaUFNTk7TZ29sjNDQUqampOfoaZg5JExERUb4nEAiU9lKEpqYmKlSogLNnz0raRCIRzp49i6pVq8pcp1q1anj+/DlEIpGk7enTpyhatGiOkkWACSMRERFRnuLp6Yk1a9Zg06ZNePToEQYNGoSEhATJrOkePXrAy8tL0n/QoEGIiorCiBEj8PTpUxw9ehRz5szBkCFDcrxPDkkTERFRvifMO0/VQceOHREeHo6pU6ciNDQUrq6uOHHihGQizNu3byEUfqsJlixZEidPnsSoUaPg7OyM4sWLY8SIERg/fnyO9ykQi8XiXD8SJdt+J0TZIdAX72NlPxaAlGNYdUtlh0BfRManKjsE+iI+OV3ZIdAXtkUKKm3fTVYGKm3fxwe5KW3fOcUhaSIiIiKSi0PSRERElO8pOvkkv2GFkYiIiIjkYoWRiIiI8j0WGOX7IxPGNk7FlR0CkUoyrDRU2SHQF9E3lik7BPpCT/uP/FVIlKs4JE1EREREcvHPKiIiIsr3BOCYtDysMBIRERGRXKwwEhERUb6Xl77pRRlYYSQiIiIiuVhhJCIionyPD+6WjxVGIiIiIpKLCSMRERERycUhaSIiIsr3OCItn1IrjOnp6QgICMCnT5+UGQYRERERyaHUCqO6ujoGDhyIR48eKTMMIiIiyueELDHKpfR7GCtXroygoCBlh0FERERE2VD6PYyDBw+Gp6cn3r17hwoVKkBHR0dqubOzs5IiIyIiIiJABRLGTp06AQCGDx8uaRMIBBCLxRAIBMjIyFBWaERERJRPcERaPqUnjK9evVJ2CEREREQkh9ITRnNzc2WHQERERPkcv+lFPqVPegGAzZs3o1q1aihWrBjevHkDAPD19cXBgweVHBkRERERKT1hXLlyJTw9PdG0aVPExMRI7lk0MDCAr6+vcoMjIiKifEEgUN4rL1B6wujn54c1a9Zg0qRJUFNTk7RXrFgR9+7dU2JkRERERASoQML46tUrlCtXLku7lpYWEhISlBAREREREX1P6ZNeSpcujaCgoCyTX06cOAF7e3slRUVERET5Cb/pRT6lJ4yenp4YMmQIkpOTIRaLcf36dWzfvh0+Pj5Yu3atssMjIiIiyveUnjD27dsXBQoUwOTJk5GYmIguXbqgWLFiWLJkieSh3kRERES/EuuL8ik9YQSArl27omvXrkhMTER8fDzMzMyUHRIRERERfaH0SS/r16+XfNtLwYIFmSwSERERqZhcSRhjYmJ+el0fHx9YW1ujVKlS6N69O9auXYvnz5/nRlhEREREOSIQCJT2ygsUThjnzp2LnTt3Sn7u0KEDjI2NUbx4cQQHByscwLNnz/D27Vv4+PigYMGCWLBgAWxtbVGiRAl069ZN4e0RERERUe5SOGH09/dHyZIlAQCnT5/G6dOncfz4cTRp0gRjx479qSCKFy+Orl27YvHixViyZAm6d++OT58+YceOHT+1PSIiIiJFCAXKe+UFCk96CQ0NlSSMR44cQYcOHdCwYUNYWFjAzc1N4QBOnTqFCxcu4MKFC7hz5w7s7e1Rq1Yt7NmzBzVr1lR4e0RERESUuxROGA0NDfHu3TuULFkSJ06cwKxZswAAYrFY8j3QimjcuDFMTU0xevRoHDt2DAYGBgpvg4iIiOi/yCv3EiqLwkPSbdu2RZcuXdCgQQNERkaiSZMmAIA7d+7A2tpa4QAWLVqEatWqYd68eShbtiy6dOmC1atX4+nTpwpvi4iIiIhyn8IJ4+LFizF06FA4ODjg9OnTKFSoEADg48ePGDx4sMIBjBw5Evv27UNERAROnDgBd3d3nDhxAo6OjihRooTC2yMiIiKi3KXwkLSGhgbGjBmTpX3UqFE/HYRYLMadO3dw4cIFnD9/HpcuXYJIJIKpqelPb5OIiIgopzgiLV+OEsZDhw7leIMtW7ZUKIAWLVrg8uXLiIuLg4uLC2rXro1+/fqhZs2avJ+RiIiISAXkKGFs3bp1jjYmEAgUnvhiZ2eHAQMGoEaNGtDX11doXSIiIqLcwEkv8uUoYRSJRL8sgPnz52dpi4mJYXWRiIiISEX8p68GTE5O/s8ByPrmGCMjo5/+5hgiIiIiyl0KJ4wZGRmYOXMmihcvjkKFCuHly5cAgClTpmDdunUKByDrm2NOnDjxn745hoiIiEgR/KYX+RROGGfPno2NGzdi3rx50NTUlLQ7Ojpi7dq1CgeQ3TfHjBs3Djdu3FB4e0RERESUuxROGAMCArB69Wp07doVampqknYXFxc8fvxY4QC+fnMMAJw4cQL169cH8PPfHENERESkKIFAoLRXXqDwcxhDQkJkfqOLSCRCWlqawgF8/eaYMmXK5Mo3xxARERFR7lI4YXRwcMDFixdhbm4u1b5nzx6UK1dO4QAWL14MCwsLvHv3DvPmzfvP3xxDREREpKi8UedTHoUTxqlTp6Jnz54ICQmBSCTCvn378OTJEwQEBODIkSMKB/ArvjmGiIiIiHKPwgljq1atcPjwYXh7e0NHRwdTp05F+fLlcfjwYTRo0OCngnj27BnOnz+PsLCwLM98nDp16k9tk4iIiIhyh8IJIwDUqFEDp0+fzpUA1qxZg0GDBsHExARFihSRuvlTIBAwYSQiIqJfTphHJp8oy08ljABw8+ZNPHr0CEDmfY0VKlT4qe3MmjULs2fPxvjx4382FCIiIiL6hRROGN+/f4/OnTvj8uXLkq/vi4mJgbu7O3bs2IESJUootL3o6Gj89ddfioZBRERElGtYYJRP4ecw9u3bF2lpaXj06BGioqIQFRWFR48eQSQSoW/fvgoH8Ndff+HUqVMKr0dEREREv4fCFca///4bV65cga2traTN1tYWfn5+qFGjhsIBWFtbY8qUKbh27RqcnJygoaEhtXz48OEKb5OIiIiIco/CCWPJkiVlPqA7IyMDxYoVUziA1atXo1ChQvj777/x999/Sy0TCARMGImIiOiXyyvfuKIsCieM8+fPx7Bhw7B8+XJUrFgRQOYEmBEjRmDBggUKB/Dq1SuF1yEiIiKi3ydHCaOhoaFU5p2QkAA3Nzeoq2eunp6eDnV1dfTu3RutW7f+JYESERER/SosMMqXo4TR19f3lwbx/v17HDp0CG/fvkVqaqrUskWLFv3SfRMRERGRfDlKGHv27PnLAjh79ixatmwJS0tLPH78GI6Ojnj9+jXEYjHKly//y/ZLRERERDmj8GN1vpecnIy4uDipl6K8vLwwZswY3Lt3D9ra2ti7dy/evXuHWrVq8fmMRERE9FsIBQKlvfIChRPGhIQEDB06FGZmZtDR0YGhoaHUS1GPHj1Cjx49AADq6upISkpCoUKF4O3tjblz5yq8PWXZsW0rmjSoi0rlnNC101+4d/eu3P6nTh5Hq+aNUamcE9q1boGL/0jPEBeLxVjutwT1alVH5fLO6N+nF968eS3VJzYmBl7jRsO9cnlUr1IR06ZMRGJCglSfp08eo1f3LqhUzgkN69XChnVrcuV4VRnfC9UxoENNPD46A9HXFuOfgDGoWNY8277q6kJ49W+MB4emIfraYgTunIAG7vZSfR4fnYGkO8uyvBZP6CDp07ttNZxcMwKfLs5H0p1l0C9UINt9amqo49qOCUi6swzONsX/+wGrMF4XqmPXjq1o0aQe3Cu5oGfXjrh/T/57cebUCbRr1RTulVzQsV1LXLr47b1IT0vD0sUL0LFdS1R3K4/G9Wti6qTxCA8Lk9rGm9ev4DliCOrVqopa7hXRp2dX3LwemGVfhw/uR6f2reBeyQUNalfD3DneuXPQlOcpnDCOGzcO586dw8qVK6GlpYW1a9dixowZKFasGAICAhQOQEdHR3LfYtGiRfHixQvJsoiICIW3pwwnjh/Dgnk+GDB4CHbs3g9bWzsMGtAHkZGRMvsH3bmNCWNHo03b9ti55wDq1K2HkcOG4Nmzp5I+G9atwfatmzF52nRs2b4LBQoUwKD+fZCSkiLp4zV+DF48fw7/tRuwdLk/bt+8Ce/p3757Oz4+HgP79UHRYsWwffc+jBo9Dv4rlmHPrp2/7mQoGd8L1dG+YXnMHd0Gs1cdR9Uuc3H3aQgOrRgCU8NCMvtPH9wCfdtVh+e83SjXbhbW7rmEnQv7wcX227dHVe82Hxb1vSSvpgP9AAD7Tt+R9CmorYHTVx5i/vp//0KAOSNb4WN47H88UtXH60J1nDpxDIsXzEW/AUOwZcde2NjaYtigfojK5r0IDrqDSRPGoFWbdti6cx9q16mHMSOH4fmX9yI5ORmPHz9E3/6DsGXnXsxftBRvXr+G54jBUtsZNWwQMjLS4b9mIzZv3wMbW1uMHDYIERHhkj5bAjZihZ8vevXuh137DmPF6vWo4l79150MFSMQKO+VFyicMB4+fBgrVqxAu3btoK6ujho1amDy5MmYM2cOtm7dqnAAVapUwaVLlwAATZs2xejRozF79mz07t0bVapUUXh7yrB50wa0bd8Brdu0g5W1NSZPmwFtbW0c2LdXZv+tWwLgXr0GevXuC0srKwwdPhL2Dg7YsW0LgMy/3LduDkC/AYNQp2592NjaYZbPPISHheHc2TMAgJcvXuDypYuY5j0Lzs4uKF+hIiZMnIwTx48iLOwTAODYkUNIS0uD98w5sLYugyZNm6Fz1+7YHLDh95wYJeB7oTqGd6uLDfuuYPOha3j8MhTDZu9AUnIqerauKrN/l+aVMW/dKZy89BCvQyKxZvclnLz8ECO615X0iYiOx6fIz5JX0xqOePE2HBdvPZP0WbbtAhZsOI3Au6/lxtewmgPqVbGH1+L9uXK8qozXherYunkTWrf9Cy1bt4WllTW8Jk+HtrY2Dh3YJ7P/jq0BqOpeHT169UFpSysMGjoCdvb22LVjGwCgkK4uVqxajwaNmsDCojScnF0xzmsyHj18gNCPHwAAMdHRePv2DXr17ocyNrYoZW6BoSNGIzk5CS+eZ147cXGxWLl8CWbM/h8aN22OEiVLoYyNLWrVriszLsp/FE4Yo6KiYGlpCQDQ09NDVFQUAKB69er4559/FA5g0aJFcHNzAwDMmDED9erVw86dO2FhYYF169YpvL3fLS01FY8ePkCVqu6SNqFQiCpV3HE3+I7Mde4GBaFKFelfmu7VquNuUBAAIOT9e0REhMOtyrdt6urqwsnZRbLN4OA70NXTQ1lHJ0kft6ruEAqFkqGm4OAgVKhYERqamlL7ef3qFeJi/7yqCt8L1aGhroZy9iVxLvCJpE0sFuNc4BNUdi4tcx1NDXUkp0p/KUBScircy1llu49OTSth08GrCsdnZqSLFVM6o8+UACQmpf77CnkYrwvVkZaWisePHsDtu3MrFApRuUpV3L0bJHOdu3eDUfmH96Kqe3Xcy6Y/AMTHf4ZAIEAhXT0AgL6BAcwtSuPo4YNISkxEeno69u3ZCSMjY9g7lAUABF69ArFIhLCwT2jfuhmaNqiNCWNHITT043876DxEIBAo7ZUXKJwwWlpaSh62bWdnh127dgHIrDwaGBgoHIClpSWcnZ0BZA5P+/v74+7du9i7dy/MzbO/30lVRMdEIyMjA8bGxlLtxsbG2Q6pR0REwNjYJGv/yIgvyzOHCIxNst9mZEQEjIyMpJarq6tDT18fkV/Wj4iIgFGW/ZhIlv1p+F6oDhPDQlBXV0NY1Gep9rDIOBQx1pO5zpmrjzC8W11YlTKFQCBAXTc7tKrriiImsvu3rOMMA90C2HI4631Y/2a1dzes2XMJtx++VXjdvIbXheqIiY5BRkYGjH54L4yMjRGZzfFGyjhH8vqnpKTAz3chGjVphkKFMm//EAgEWLF6PZ48foSa7hVRrbIrtm7eiKUrVkNPTx9A5h8BIpEYG9auxuixXpi70BdxsTEYMqAP0tL+7D+qKGcUThg9PDwQHBwMAJgwYQKWL18ObW1tjBo1CmPHjs31AP9NSkpKlpna399DQ0R5w5j5e/DibRiC901B3HVfLJ7wFwIOXYNIJJbZv2drd5y8/FDhexAHd64F3YLaObrHkSgvSU9Lw4SxoyAWizFh0jRJu1gsxtw5M2FoZIQ1G7Zg09adqF2nHjyHD0ZEeObkGJFYhPT0NIwdPwlVq1WHk7MrZv9vId69fYOb168r65BIhSj81YCjRo2S/H/9+vXx+PFj3Lp1C9bW1pJK4e/k4+ODGTNmSLVNmjINk6dO/y37NzQwhJqaWpabxyMjI2FiYiJzHRMTE0RGRmTt/+WvSBMT08y2iEiYmppJ9bG1swMAGJuYSG4H+Co9PR1xsbEw/rK+iYkJorLsJ0Ky7E/D90J1RETHIz09A2ZGulLtZsZ6CI2U/fitiOh4dPBcAy1NdRjr6+BDeCxmDW+FVyFZJwOUKmqIum626DRG8Rm1tSvZwM25NGIDfaXaL28dhx3Hb6Lf1M0Kb1OV8bpQHQaGBlBTU8sywSUqMhLG2RyvsYxzJKv/12Qx9OMHrFyzQVJdBIAb16/h0j8XcO5ioKR9wqSyCLx2BUcOHUSvPv0k72lpq2+3gBgaGcHAwBChoR9+/qDzkP/0nMF84D+fH3Nzc7Rt21YpySKQ+RzH2NhYqdfY8V6/bf8ampqwdyiLwGvf7qMSiUQIDLwKZ5dyMtdxdnVF4LVrUm3Xrl6Bs6srAKB4iRIwMTFFYOC3bcbHx+Pe3WDJNl1cyuFzXBwePrgv6XM98BpEIhGcvrwXLi6uuHXzJtLS0qT2Y1G6NPT09f/bgasgvheqIy09A3cevUMdN1tJm0AgQJ3KNrh+V/73x6ekpuNDeCzU1YVoXc8VRy5kfeRI95ZVERb1GccvPlA4ttHz9qByRx+4dfof3Dr9D62Hrczc5oQNmL7ssMLbU3W8LlSHhoYm7OzL4nrgt3MrEolwI/AanJ1dZa7j7OyCG4HS70XgtStw+q7/12Tx7ds3WLFqPQwMpB9xl5yUDAAQCqXvlRMIhBCJRQAAF9fM9+3N62/XZ2xsDGJiolG06J/9yCnKmRxVGJcuXZrjDQ4fPvyng/kZWlpa0NLSkmpLTv+tIaB7Tw9MmTgeZcs6wtHJGVs2b0JSUhJat2kLAJjkNQ5mZoUxYtRoAEDXbj3Qp1d3bNq4HjVr1sKJ48fw4P59TJme+bwrgUCArt17YM2qlTAvZY7iJUpgud8SmJqZoW69+gAASysrVKteAzOmTcHkqTOQnp4Gn9kz0bhJM5iZFQYANGnWAv4rlmP61Enw6NMPz589w9YtARg77vcl1L8b3wvVsXTLOazx7o5bD9/i5v3XGNqlDgoW0ELAwcxffmtndseHsFhM9TsEAKjkaI5iZgYIfvIexc0MMGlAUwiFAizaeEZquwKBAD1aVcHWI4HIyBBl2W9hY10UNtaDVanMCoxjmWL4nJCMd6HRiI5LxLvQaKn+8YmZt7C8fBeOkLCY3D4NKoHXhero2r0npk/xgkNZR5R1dMK2LQFISkpCi9ZtAABTJ42HmVlhDB3hCQDo1LUH+vfpgS2bNqB6zVo4eeIYHj54gIlTMkfW0tPSMG7MSDx59BCL/VYiQ5QhucdUX18fGhqacHZxha6eHqZN9kK/AYOhpaWFA/v24ENICKrXqAUAMLcojVp16mHB3DmYNNUbOjo6WL50MSwsSqNipcpKOFO/X16ZfKIsOUoYFy9enKONCQQChRNGb29vjBkzBgULFpRqT0pKwvz58zF16tRs1lQdjZs0RXRUFFYsW4qIiHDY2tljxaq1kiGD0I8fIRR8K+a6lisPn3kLsGypL/x8F6GUuQV8/ZajTBkbSR+PPv2QlJQE7+lT8flzHMqVr4AVq9ZKJcc+cxfAZ/ZM9O/TE0KhEPUaNMQEr8mS5bq6uvBfsw5zZnmj819tYWBoiAEDB6N9h46/4awoB98L1bHn1G2YGBbC1EHNUNhYF3efhKDVkOWSiTAlixhJ3Z+opaWBaUOao3RxE8QnpuDk5QfoMyUAsfFJUtut62aLUkWNsOmAdNXlq77ta2DywKaSn8+sz7yNpt/UzT81QeZPwOtCdTRs3BTR0dHwX7EUkRERsLG1h9+K1ZLJPqGhHyEUfnsvXFzLYbbPfKxYtgTL/RajZClzLPD1g/WX9yIsLAz/XDgHAOjSoY3UvvzXbkLFSpVhYGgIvxVrsMLPF4P69UJ6ejosrayxcMky2NjaSfrPmPU/LJrvg5FDB0IoFKB8hUpYunIN1DU0fvVpoTxAIBaLZd9R/puoqanh48ePMDMzk2qPjIyEmZkZMjIyFN7m764wEuUVhpWGKjsE+iL6xjJlh0BfpKVnrVSTcuhqK+9OwuEHHitt30tb2/17JyVTeNJLbhOLxTLLwMHBwVkeyUBERET0Kwg5Ii2X0hJGQ0NDyQMrbWxspJLGjIyMzK+MGjhQWeERERER0RdKSxh9fX0hFovRu3dvzJgxA/rfzYjT1NSEhYUFqlaV/RViRERERLmJFUb5lJYw9uzZEwBQunRpVKtWDerqSh8dJyIiIiIZlP6cyoSEBJw9ezZL+8mTJ3H8+HElRERERET5Db9LWr6fShgvXryIbt26oWrVqggJCQEAbN68GZcuXVJ4WxMmTJA5E1osFmPChAk/Ex4RERER5SKFE8a9e/eiUaNGKFCgAO7cuSP53ubY2FjMmTNH4QCePXsGBweHLO12dnZ4/vy5wtsjIiIiotylcMI4a9Ys+Pv7Y82aNdD47mGe1apVw+3btxUOQF9fHy9fvszS/vz5c+jo6Ci8PSIiIiJFCQXKe+UFCieMT548Qc2aNbO06+vrIyYmRuEAWrVqhZEjR+LFixeStufPn2P06NFo2bKlwtsjIiIiotylcMJYpEgRmUPFly5dgqWlpcIBzJs3Dzo6OrCzs0Pp0qVRunRp2Nvbw9jYGAsWLFB4e0RERESKEgiU98oLFH6WTb9+/TBixAisX78eAoEAHz58wNWrVzFmzBhMmTJF4QD09fVx5coVnD59GsHBwShQoACcnZ1lVjGJiIiI6PdTOGGcMGECRCIR6tWrh8TERNSsWRNaWloYM2YMhg0b9lNBCAQCNGzYULKtvDLFnIiIiCg/UHhIWiAQYNKkSYiKisL9+/dx7do1hIeHY+bMmT8VgEgkwsyZM1G8eHEUKlQIr169AgBMmTIF69at+6ltEhERESlCKBAo7ZUX/PSDuzU1NeHg4IDKlSujUKFCPx3ArFmzsHHjRsybNw+ampqSdkdHR6xdu/ant0tEREREuUPhIek6derIHTI+d+6cQtsLCAjA6tWrUa9ePQwcOFDS7uLigsePHysaHhEREZHClP7VdypO4YTR1dVV6ue0tDQEBQXh/v37ku+HVkRISAisra2ztItEIqSlpSm8PSIiIiLKXQonjIsXL5bZPn36dMTHxyscgIODAy5evAhzc3Op9j179qBcuXIKb4+IiIhIUXnkVkKlUThhzE63bt1QuXJlhZ+dOHXqVPTs2RMhISEQiUTYt28fnjx5goCAABw5ciS3wiMiIiKin5RrQ/ZXr16Ftra2wuu1atUKhw8fxpkzZ6Cjo4OpU6fi0aNHOHz4MBo0aJBb4RERERHRT1K4wti2bVupn8ViMT5+/IibN28q/ODu9PR0zJkzB71798bp06cVDYWIiIgoV+SVx9soi8IJo76+vtTPQqEQtra28Pb2RsOGDRXbubo65s2bhx49eigaBhERERH9JgoljBkZGfDw8ICTkxMMDQ1zJYB69erh77//hoWFRa5sj4iIiEhRLDDKp1DCqKamhoYNG+LRo0e5ljA2adIEEyZMwL1791ChQgXo6OhILW/ZsmWu7IeIiIiIfo7CQ9KOjo54+fIlSpcunSsBDB48GACwaNGiLMsEAgEyMjJyZT9ERERE9HMUThhnzZqFMWPGYObMmTIrgnp6egptTyQSKRoCERERUa4Sckharhw/Vsfb2xsJCQlo2rQpgoOD0bJlS5QoUQKGhoYwNDSEgYGBwsPUaWlpUFdXx/379xUOnIiIiIh+jxxXGGfMmIGBAwfi/PnzubZzDQ0NlCpVisPOREREpFR8rI58OU4YxWIxAKBWrVq5GsCkSZMwceJEbN68GUZGRrm6bSIiIiL67xS6h1HwC7LvZcuW4fnz5yhWrBjMzc2z3BN5+/btXN8nERER0fdYYJRPoYTRxsbmX5PGqKgohQJo3bq1Qv2JiIiI6PdSKGGcMWNGlm96+a+mTZuWq9sjIiIiotylUMLYqVMnmJmZ/ZJAbt26hUePHgEAypYti3Llyv2S/RARERH9iI/VkS/HCeOvuH8RAMLCwtCpUydcuHABBgYGAICYmBjUqVMHO3bsgKmp6S/ZLxERERHlTI6fw/h1lnRuGzZsGD5//owHDx4gKioKUVFRuH//PuLi4jB8+PBfsk8iIiKi7wmU+F9ekOMK46/6RpYTJ07gzJkzsLe3l7Q5ODhg+fLlaNiw4S/ZJxERERHlXI4rjL+KSCSChoZGlnYNDQ1+bSARERGRClB6wli3bl2MGDECHz58kLSFhIRg1KhRqFevnhIjIyIiovxCKFDeKy9QesK4bNkyxMXFwcLCAlZWVrCyskLp0qURFxcHPz8/ZYdHRERElO8p9FidX6FkyZK4ffs2zpw5g8ePHwMA7O3tUb9+fSVHRkRERPlFXqn0KYvSE0Yg85E9DRo0QIMGDZQdChERERH9QGlD0ufOnYODgwPi4uKyLIuNjUXZsmVx8eJFJURGRERE+Y1AIFDaKy9QWsLo6+uLfv36QU9PL8syfX19DBgwAIsWLVJCZERERET0PaUljMHBwWjcuHG2yxs2bIhbt279xoiIiIiISBal3cP46dMnmc9f/EpdXR3h4eG/MSIiIiLKrzjpRT6lVRiLFy+O+/fvZ7v87t27KFq06G+MiIiIiIhkUVrC2LRpU0yZMgXJyclZliUlJWHatGlo3ry5EiIjIiKi/EYgUN7rZyxfvhwWFhbQ1taGm5sbrl+/nqP1duzYAYFAgNatWyu0P6UNSU+ePBn79u2DjY0Nhg4dCltbWwDA48ePsXz5cmRkZGDSpEnKCo+IiIhIJe3cuROenp7w9/eHm5sbfH190ahRIzx58gRmZmbZrvf69WuMGTMGNWrUUHifSqswFi5cGFeuXIGjoyO8vLzQpk0btGnTBhMnToSjoyMuXbqEwoULKys8IiIiIpW0aNEi9OvXDx4eHnBwcIC/vz8KFiyI9evXZ7tORkYGunbtihkzZsDS0lLhfSr1wd3m5uY4duwYoqOj8fz5c4jFYpQpUwaGhobKDIuIiIjyGaESn4eYkpKClJQUqTYtLS1oaWll6Zuamopbt27By8tL0iYUClG/fn1cvXo12314e3vDzMwMffr0+annXCv9u6QBwNDQEJUqVULlypWZLBIREVG+4uPjA319famXj4+PzL4RERHIyMjIMgpbuHBhhIaGylzn0qVLWLduHdasWfPTMarEVwMSERERKZMyH6vj5eUFT09PqTZZ1cWf8fnzZ3Tv3h1r1qyBiYnJT2+HCSMRERGREmU3/CyLiYkJ1NTU8OnTJ6n2T58+oUiRIln6v3jxAq9fv0aLFi0kbSKRCEDmM6+fPHkCKyurf92vSgxJExERESlTXnmsjqamJipUqICzZ89K2kQiEc6ePYuqVatm6W9nZ4d79+4hKChI8mrZsiXq1KmDoKAglCxZMkf7ZYWRiIiIKA/x9PREz549UbFiRVSuXBm+vr5ISEiAh4cHAKBHjx4oXrw4fHx8oK2tDUdHR6n1DQwMACBLuzxMGImIiIjykI4dOyI8PBxTp05FaGgoXF1dceLECclEmLdv30IozN1BZIFYLBbn6hZVQHK6siMgUk2GlYYqOwT6IvrGMmWHQF+kpYuUHQJ9oautvDvlll9+rbR9D6lmobR959QfWWEMiUpSdgj0hYGOhrJDoO9EBPopOwT6wnLoPmWHQF888W2t7BCIVN4fmTASERERKUKJz+3OEzhLmoiIiIjkYsJIRERERHJxSJqIiIjyPWV+00tewAojEREREcnFCiMRERHle0LOepGLFUYiIiIikosJIxERERHJxSFpIiIiyvc4Ii0fK4xEREREJBcrjERERJTvcdKLfKwwEhEREZFcrDASERFRvscCo3ysMBIRERGRXEwYiYiIiEguDkkTERFRvscKmnw8P0REREQkFyuMRERElO8JOOtFLlYYiYiIiEguJoxEREREJBeHpImIiCjf44C0fKwwEhEREZFcrDASERFRvsfvkpaPFUYiIiIikosVRiIiIsr3WF+UjxVGIiIiIpKLCSMRERERycUhaSIiIsr3OOdFPlYYiYiIiEguVhiJiIgo3+N3ScvHCiMRERERycWEkYiIiIjk4pA0ERER5XusoMnH80NEREREcrHCSERERPkeJ73IxwojEREREcnFCiMRERHle6wvyscKIxERERHJxYSRiIiIiOTikDQRERHle5z0Ih8rjEREREQkFyuMRERElO+xgiYfzw8RERERycWEkYiIiIjk4pA0ERER5Xuc9CIfK4xEREREJBcrjERERJTvsb4oHyuMRERERCQXK4xERESU7/EWRvlYYSQiIiIiuZgwEhEREZFcHJImIiKifE/IaS9yKbXCmJSUhMTERMnPb968ga+vL06dOqXEqIiIiIjoe0pNGFu1aoWAgAAAQExMDNzc3LBw4UK0atUKK1euVGZoRERElI8IBMp75QVKTRhv376NGjVqAAD27NmDwoUL482bNwgICMDSpUuVGRoRERERfaHUhDExMRG6uroAgFOnTqFt27YQCoWoUqUK3rx5o8zQiIiIiOgLpU56sba2xoEDB9CmTRucPHkSo0aNAgCEhYVBT09PmaEp7PC+Hdi7fROioyJR2soGg0aOh62Dk8y+b149x+Z1K/H8yUOEhX5E/2Fj0LpDN6k+R/fvwtEDu/Ep9AMAwLy0FTr36o9KVapL+owf1gf3gm5JrdekVXsMGzNZ8nPYp49YvmA27t65Ce0CBVC/cQv0GjAcaup/7nynvTu3YWvABkRFRsDaxhae4ybCwdE52/7nTp/E6pV+CP0QghKlzDF4uCfcq9eULJ81bSKOHT4otY5b1WpYvHy15OdxI4fg2dPHiI6Kgq6eHipWrorBIzxhamom6XP21AkErF+Nt2/fwMDAEO07dkHXnr1z8chVz87tWxGwcR0iIyJgY2uHcV6T4eiU/Xtx+uQJrFy2BB8+hKBUKXMMHzUG1WvWkiw/e+YU9u7agUcPHyA2Nhbbd++HrZ291DYiIsLhu3A+Aq9eQUJiAiwsSqNPvwGo16CRpE+zRnXx8cMHqfWGjfCER9/+uXTkqqdXLUsMalgGpnraePg+FpN3BiPodbTMvns8a8DdxjRL+5l7oeix/IrkZ+siupjcxhFVbEygLhTg6cfP6LfqGkKik7LdTsA/LzFhWxAAwFBHE8t6V4J9cT0Y6mgi8nMKTt79CJ8DDxCfnJ5LR656du3Yis2b1iMyIgJlbOwwdsIkudfFmVMnsHL5Unz8EIKSpcwxbORoVK+ReV2kp6VhxbIluHzpH4S8f49CuoVQ2a0qho0YDVOzzM+fmzeuY2DfnjK3vWnrLpR1dMLr16/gM3M6Xr18gfj4zzA1NUOjps3Qf8AQqGto5P5JUEECTnqRS6lZw9SpU9GlSxeMGjUKdevWRdWqVQFkVhvLlSunzNAU8vfZk1izbCGGjp4EOwcnHNi9FVNGD8bqbQdhYGiUpX9KcjKKFi2OGrUbYLXfApnbNDErDI+Bw1GsRCmIxcDZE4cw02sk/NbvgHlpa0m/xi3aolufwZKftbW1Jf+fkZGBaeOGwdDIGAtWbkRUZAQWzpoCNXV19BowPBfPgOo4c/I4li6ah7ETp6GskxN2bt2MUUMGYPv+IzAyMs7S/17wHUybOBYDh45EtRq1cOrEUUzwHIYN2/bAyrqMpF8V9+qYNH2W5GcNTU2p7ZSvWBk9eveHsYkpIsI/wW/xAkwaOwqrN24FAFy9fBHTJ4+H57iJqFzFHa9fvcTcmdOgpaWF9p26/qKzoVwnTxzDovn/w8Qp0+Hk7IKtmzdhyIC+2H/4OIyMs74XwUG3MXH8aAwd4YkatWrjxNEj8BwxFNt27YV1GRsAmRPlXMtVQINGTTBz+hSZ+506cTw+f/6MxX4rYGBgiBPHjmD8mFHYsmMP7OwdJP0GDRmONu3/kvysU1Anl8+A6mhZoTimtXfChG1BuP06Cv3qWmPbsGqoMf00Ij+nZOnf1/8aNNS/DUAZ6mjizOR6OHL7vaTN3EQHB8bUxI4rb7DgyEN8TkqHbTE9JKeLpLa15eIrzD/8UPJzUmqG5P9FYjFOBn/A3IMPEBmfgtKmhTCnsysMumhiyPobuXkKVMapE8eweMFceE2eDkcnZ2zfGoBhg/ph78Fj2VwXdzBpwhgMGT4KNWrWxoljRzBm5DBs2bEH1mVskJycjMePH6Jv/0EoY2uHz3GxWDDXB54jBmPz9j0AABdXV5w4+4/Udv2XL8WNwGtwKOsIAFBXV0ezFq1gZ+8AXV1dPH36BLNnTIVYJMaQ4aN+/YkhlafUIen27dvj7du3uHnzJk6ePClpr1evHhYvXqzEyBSzf+dmNG7RFg2btUap0lYYOmYytLS1ceroAZn9bewd0WeIJ2rVbwwNTdl/ublVq4VKVWugeElzlChljp79h0G7QEE8fnBPqp+WtjaMjE0kr4I6hSTLbt+4inevX2LslDmwKmOHSlWqo3vfwTiyfxfS0tJy7fhVyY6tm9CyTXs0b9UGpS2tMW7SNGhpa+PIwX0y++/atgVuVauja8/esLC0Qv/Bw2Fr54C9O7dJ9dPQ1ISxiankpaenL7W8U7eecHR2QdFixeDkUg7dPfrgwb1gpH85zyeOHkLN2nXRpn1HFC9REtVq1EL33v2wZdN6iMXiX3MylGxrwEa0afcXWrVpB0sra0yaOgPaBbRxcP9emf23bdmMqtWqo6dHH1haWmHwsBGwc3DAzu1bJX2at2iF/oOGwK1K1Wz3GxwUhI5dusHRyRklSpZE3wGDoKuri0cPH0j1K6ijAxMTU8mrQMGCuXPgKqh//TLYdvk1dl59g2cfP2P8tjtISstAZ3dzmf1jEtMQHpciedW0N0NSagYO3wqR9JnQygHn7n/CrH33cf9dLN5EJODU3Y9ZEtCk1AypbX1fOYxNTEPAP69w920MQqKScOlJODb9/RJu1lkTpz/F1s2b0LrtX2jZui0srazhNXk6tLW1ceiA7M+oHVsDUNW9Onr06oPSllYYNHQE7OztsWtH5mdUIV1drFi1Hg0aNYGFRWk4ObtinNdkPHr4AKEfM6voGhqaUv/WDfQN8Pf5c2jRqg0EX2ZclChREi1bt4WNrR2KFiuOWrXronHT5rhz+5bMuP5EnPQin9If3F2kSBHo6uri9OnTSErKHMaoVKkS7OzslBxZzqSlpeH500dwreAmaRMKhXCt6IbHD+7myj4yMjLw95kTSE5Ogn1Z6WGL86eOo1Pz2hjUox02+C9FcnKSZNnj+3dhYWkNw+8qaxUquyMxIR5vX73IldhUSVpaKp48eoiKbt+SCaFQiEpuVXD/brDMde7fC0IltypSbW5Vq+H+3SCptjs3b6BpvRro1KYZ5s/xRmxMTLZxxMXG4NSxo3BycZUM5aSlpkJTU0uqn5aWFsI+hUo+1P8kaWmpePTwAdyquEvahEIh3KpUxd3gIJnr3AsOkuoPAFXdq2XbPzsurq44deIYYmNjIBKJcPL4UaSkpqJCpcpS/TauW4M61d3Q+a822LRhHdLT/8whUA01AZxLGeDiozBJm1gMXHwUhgqWWUdAZOlczQIHb76XVAcFAqCeUxG8DIvHtmHVcHdeUxwZXxuNXYpmWbdt5ZK4v6AZzk2pB6/WZVFAQy3b/RTW10aTcsVw9VmEgkeZN6SlpeLxowdSf/AIhUJUrlIVd3/4zPnq7t1gVP7hD6Sq7tVxL5v+ABAf/xkCgQCFdGXf2vX33+cRGxuDFq3bZruNd2/f4OqVSyhfsWL2B0T5ilKHpCMjI9GhQwecP38eAoEAz549g6WlJfr06QNDQ0MsXLjwX7eRkpKClJSUH9pE0NLSymaN3BUXGw1RRoZUUgYABobGePfm9X/a9qsXzzB6UA+kpqaiQIECmDJ7EUqVtpIsr92gCcwKF4ORiSlev3iK9f5LEPLuNSbPXgQAiI6KgIHhD3EZZf6CiIqKgBX+LDExMcjIyMgy9GxkZIw3r1/JXCcyIgKGPwwDGRobIzIyUvKzm3t11KpbH8WKlcD79++wapkvPIcNwOqN26Cm9u2X3/IlC7F353YkJyehrJMLFixZIVlWuWo1LF04DzcDr6F8pcp4/+4ttm/eBACICA9H0WLF//Pxq5KY6OjM9+KHc2tkbILXr2S/FxERETD+ob+xsQkiIxRLHuYu8MX4saNQp3oVqKurQ1tbGwt9/VCq1LdqWucu3WHn4AA9PQPcDb4DP99FiAgPw+hxXgrtKy8wKqQFdTUhwuOkPycjPqfAuojuv67vamEI++L6GL35tqTNRFcLhbQ1MLSRDeYeeojZ+++jTtnCWDugCtovvohrXxK+/dff4X1UIj7FJMO+hD4mtXGEVeFC6LsqUGofK/pUQiOXoiigqY5TwR8x5rt9/UliomOyuS6Ms70uIiMiYGRskqV/dtdFSkoK/HwXolGTZihUqJDMPgf370EV92ooXLhIlmW9e3TG40cPkZqaijbtOmDg4D/z9iVZ+OBu+ZRaYRw1ahQ0NDTw9u1bFPxuOKhjx444ceJEjrbh4+MDfX19qZf/0vm/KuTfqkQpCyxbvxOLV21G01YdsHD2VKnKYJOW7VHBzR2lrcqgTsNmGD1pFq78cw4fQ94pMeo/T4NGTVGjVl1YlbFBrTr1MH/JCjx6cB93bkrfY9W1R29s3L4HvivWQE1NCO+pXpLh5lZt/0K7jp0xZuRg1HJzRb+enVG/URMAmRUGyj0rli1B/OfPWLlmA7bs2IOuPXph/JhRePb0iaRPt54eqFjJDTa2tmjfoRNGjR2Pndu3IjU1VYmRq6bO7hZ4+D5WaoKM8MsY2sngj1hz9jkevI/FspNPMyfF1Cwt6bf10mv8/TAMjz/EYf/1dxix8SaalisOcxPp+0Wn7b6LRrPPodeKqzA31cG0v7KfAELZS09Lw4SxoyAWizFh0jSZfT59CsW1K5fRqk17mcvnzFuELTv2Ytb/FuDyxb+xedP6Xxky5SFKrTCeOnUKJ0+eRIkSJaTay5Qpk+PH6nh5ecHT01Oq7X2sKJveuU9P3xBCNTVER0VKtcdER2b5q1BRGhoaKFaiFACgjK0Dnj1+gIN7tmHYWNk3+9t9mZX94f07FC1eEoZGJnj66L50XFFRAAAjo/8WmyoyMDCAmpoaon54L6Kisn8vjE1MEB0p3T86MjJLpet7xUuUhIGBId6/e4uK3w1nGxgawsDQEKXMLWBR2hKtm9TD/bvBcHJxhUAgwJARozFw6EhERUbAwNAQN69nVlmK/fDv/09gYGiY+V78cG6jIiNgnM17YWJiIlXZBYDIyAgYm+T83+q7d2+xc/tW7N5/WDJpycbWDndu3cKuHdswaeoMmes5OTkjPT0dH0Lew6K0ZY73lxdExacgPUMEUz3pURcTXS2ExyXLXbeAphpaVSohNWnl6zbTMkR4+jFOqv1ZaBwqW2f/ft1+lfn5Y2GmgzcRCZL2r/c3Pv8Uj5iEVBwYWwu+Rx8j7F/iy2sMDA2yuS4is/13bmxigqjIiH/t/zVZDP34ASvXbMi2unj4wD7o6xugVq06MpcXKZJ5W4GllTVEGRmYPXMauvXwkBpNofxJqaWNhIQEqcriV1FRUTkeUtbS0oKenp7U63cNRwOZSZ21jT2Cb12XtIlEIgTdug67srn7V7JILEKanArIi2ePAUCSHNk5OuP1y+eIiY6S9Llz8yoK6hRCKYs/65cikHljt629A25dvyZpE4lEuHk9EI7OLjLXcXRyxc3v+gPA9cCrcHR2zXY/YZ9CERsbA2PT7H8xikSZf7SkpUm/X2pqajA1KwwNDU2cPnEMjs6uMJQxkz6v09DQhL1DWVwPvCppE4lEuH7tGpxdXGWu4+TiKtUfAAKvXsm2vyzJX+6DFvxQtRWqCSXviSxPHj+GUCiUOZM+r0vLEOPu2xhUt/v2iCeBAKhuZ4ZbL6PkrAm0qFAcmupC7AuUHrVIyxAj+HU0rApLD2lbFtbF+8hEZMexZOZksbDY7BPBrxMANDX+vMq7hoYm7OzL4nqg9GfUjcBrcM7mM8fZ2QU3AqU/owKvXYHTd/2/Jotv377BilXrYWBgKHNbYrEYhw/uR7MWrXL0qByRWIT09HSI5Vw7fxJOepFPKRXGDx8+oFixYqhRowYCAgIwc+ZMAIBAIIBIJMK8efNQp47sv35UUZuO3bFozhSUsXOAjb0jDu7eipSkJDRo2goAsGDWZBibmMFjYOa9IGlpaXj7OnNoOT0tHZHhYXjx7DEKFCgoqShu8F+KilWqwaxwESQmJuLC6eO4d+cmZi7MvC/uY8g7nD99HJWqVoeenj5evXiG1X4L4OhSAaWtMx9BUr5SVZS0sMSCmZPQe/BIREdGImDNcjRv0yHLY2H+FJ269sSsaRNh51AWDmWdsHPbZiQnJaF5yzYAAO8pXjA1M8OgYZmPiejQpRsG9+uFbZs3wr16TZw5eRyPH97H+MnTAQCJiQlYv2olatdrAGMTE4S8e4flSxaiRMlScKua+UzMB/fu4tGDe3AuVx66uvoIef8Wa1b6oXiJkpLEMyY6GufPnkK5CpWQmpqCo4cO4NyZk1ixZuPvPkW/TdcevTBt0gQ4lHVEWSdnbNu8CUlJSWj55Ub7KRPHw8zMDMNGjgYAdOnWHf08emDzpvWoXqM2Tp44iocPHmDyNG/JNmNjYxD68SPCwzIncLz+cm+qsYkJTExMYVHaEiVLmWP2jGkYNWYc9A0McOHcGQRevYIly/wBZD6m5P69u6hU2Q0FC+rgbnAQFs73QdPmLaCnLz37/U+x+swz+PaqiOA30bjzOhr96lqjoKYadlzJHMlZ0qsCQmOS4XNAeiZ5Z3cLnAz6gOiErH+orjj9DP59K+Pa8whceRKOOmULo4FTEbRfdBFA5mN32lQuibP3QxGdkAqH4vqY/pcTrj4Nx6OQzMpkXcfCMNXVRtCbaCSkpMO2qB6mtHPE9ecRchPPvKxr956YPsUr87pwdMK2LQFISkpCi9aZn1FTJ42HmVlhDB2ROXLWqWsP9O/TA1s2bUD1mrVw8sQxPHzwABOnZFbL09PSMG7MSDx59BCL/VYiQ5SBiIhwAIC+vj40NL591t+4fg0hIe/Rum3W4ejjRw9DXV0d1mVsoKGpiUcP7mP5ksVo2LBJvnkOI8mnlISxbNmyWL58OebPn4+6devi5s2bSE1Nxbhx4/DgwQNERUXh8uXLygjtp9Sq1whxMdHYvG4loqMiYGltC+8FKyQTYcI/fZTc8wMAURFhGNa7k+TnvTsCsHdHAJxcK2Cu3zoAQGxMFBbOnoyoyAjo6BRCaSsbzFy4AuUrZc6WU1fXQNDNQBzcvRXJyUkwNSuMarXqoXPPfpLtqqmpYfrcpVi+cDZGD+wJLe0CqN+kBbp/99zGP039Rk0QEx2FNSuXISoyAmVs7bBo2SpJ1fVT6EcIhd/eCyeXcpgxex5Wr1iKVct8UaKUOf63yE8ynKkmVMPzZ09w7MhBxH+Og4mpGSpXcUf/wcOg+SXp1tbWxoVzZ7B21XIkJyXB2MQUVdyro9fcAZI+AHDs8EEsWzwfYjHg6OyC5as3yn2geF7XqHFTREdFYeVyP0RGhMPWzh7L/NdIhtJCP36Qui5cXMtj9v8WYMUyXyxbshilzC2waMkyyTMYAeDv8+cwfcpEyc9eYzN/qfYfNAQDBw+DhoYG/FaswlLfhRg5dBASkxJRsmQpzJj9P8kDwDU1NXHyxDGsWrkMaampKFa8BLp274luPTx+x2lRikO3QmCsq4WxLRxgqqeFB+9j0dXvMiK+PAKnuFFBiH54upNV4UJwK2OCTksuydzmiaAPmLDtDoY2tsXMDi54+ekz+q0OxPUXmcOtaRki1LAzRd+6ViiopY4P0Uk4ducDfI89lmwjOTUDXatbYPpfTtBUV8OH6EQcv/MBy04+/TUnQgX8v707D6/heuMA/r03+77LQkgkEkEkthI0kQhBq7aWosRSS+1N1NLaQmvfaimKhqqt9tZWhFhqF2LLQoRQiUiICJHtnt8fYdorcRvqZ0K+H0+exz1zZs47M/fevDkz50zzFq1w//59LP5h3tMJ7T0w/4cfpVs1UlKS1e5r9vKuhe+mzMAPC77Hwvlz4FixEmbOnS99LlJTU3Eocj8AoEvHdmptLV62EnX/MTvAti2bUNO7VrG3XWhpaWFl+DIk3bgOIQB7e3t07NwVXT4rfsLvd9Hb0tMnF4WQYRK4H374ASNHjkSLFi2wePFiLF68GNHR0cjKykLt2rUxcOBA2NsXnZ6hpBJSs/+9Er0R5kb8y7Q00dcwpQm9WVWGbJE7BHoqbm5buUOgp0z05bsVYU/MXdnabu5R9MlKpY0sPYwDBgxAy5Yt0bt3b1SvXh0//vgjvvnmGzlCISIiIqJ/IdsoaWdnZ+zfvx8LFixAhw4d4OHhAe3nnm8cFfVuzsVFREREpQufJa2ZrNPq3LhxA5s3b4aFhQXatGlTJGEkIiIiIvnJlqEtXboUoaGhCAwMxKVLl2BjU/qv3xMREdG7SckORo1kSRhbtGiBkydPYsGCBejevbscIRARERFRCcmSMBYUFOD8+fNFnvBCREREJAfew6iZLAnj3r175WiWiIiIiF7Bu/fsJSIiIiJ6rTgsmYiIiMo8PulFM/YwEhEREZFG7GEkIiKiMo+DXjRjDyMRERERacSEkYiIiIg04iVpIiIiKvP4pBfN2MNIRERERBqxh5GIiIjKPA560Yw9jERERESkERNGIiIiItKIl6SJiIiozOOTXjRjDyMRERERacQeRiIiIirz2MGoGXsYiYiIiEgj9jASERFRmafkTYwasYeRiIiIiDRiwkhEREREGvGSNBEREZV5vCCtGXsYiYiIiEgj9jASERERsYtRI/YwEhEREZFGTBiJiIiISCNekiYiIqIyT8Fr0hqxh5GIiIiINGIPIxEREZV5fNCLZuxhJCIiIiKN2MNIREREZR47GDVjDyMRERERacSEkYiIiIg04iVpIiIiIl6T1og9jERERESkEXsYiYiIqMzjxN2asYeRiIiIiDRiwkhEREREGvGSNBEREZV5fNKLZuxhJCIiIiKN2MNIREREZR47GDVjDyMRERERacQeRiIiIiJ2MWrEHkYiIiIi0ogJIxEREdFbZuHChXBycoK+vj7q16+PkydPvrDu0qVL8f7778PCwgIWFhYIDAzUWL84TBiJiIiozFPI+O9lrV+/HiEhIRg/fjyioqLg5eWFoKAgpKamFls/MjISnTt3xoEDB3Ds2DE4OjqiefPm+Ouvv0p+fIQQ4qUjLeUSUrPlDoGeMjfSkTsE+gd9HS25Q6CnqgzZIncI9FTc3LZyh0BPmejL14919sZD2dquVcnkperXr18f9erVw4IFCwAAKpUKjo6OGDx4MEaNGvWv6xcUFMDCwgILFixA9+7dS9QmB70QERFRmSfnxN05OTnIyclRK9PT04Oenl6Rurm5uThz5gxGjx4tlSmVSgQGBuLYsWMlau/x48fIy8uDpaVliWPkJWkiIiIiGU2ZMgVmZmZqP1OmTCm2blpaGgoKCmBra6tWbmtri5SUlBK1N3LkSDg4OCAwMLDEMbKHkYiIiEhGo0ePRkhIiFpZcb2Lr8PUqVOxbt06REZGQl9fv8TrMWEkIiKiMk/OaRhfdPm5ONbW1tDS0sKdO3fUyu/cuQM7OzuN686cORNTp07Fvn37ULNmzZeKkZekiYiIiN4Surq6qFOnDiIiIqQylUqFiIgI+Pj4vHC96dOnY9KkSdi9ezfq1q370u2+kz2MsanyjXQidU2rlpM7BPqH/IJ3blKEt9a+cUFyh0BPfbntstwh0FPLOtWQr/G36EkvISEhCA4ORt26dfHee+9h7ty5ePToEXr27AkA6N69O8qXLy/dBzlt2jSMGzcOa9asgZOTk3Svo7GxMYyNjUvU5juZMBIRERG9qzp16oS7d+9i3LhxSElJgbe3N3bv3i0NhElKSoJS+fdF5EWLFiE3Nxcff/yx2nbGjx+PCRMmlKhNJoxERERU5r3KBNpyGjRoEAYNGlTsssjISLXX169f/8/t8R5GIiIiItKICSMRERERacRL0kRERFTmyfmkl7cBexiJiIiISCP2MBIREVGZxw5GzdjDSEREREQayd7D+OjRI0ydOhURERFITU2FSqVSW37t2jWZIiMiIiIioBQkjJ9//jkOHjyIbt26wd7eHgredUpERERvGtMPjWRPGHft2oUdO3agUaNGcodCRERERMWQPWG0sLCApaWl3GEQERFRGfa2PenlTZN90MukSZMwbtw4PH78WO5QiIiIiKgYsvcwzpo1CwkJCbC1tYWTkxN0dHTUlkdFRckUGREREZUVHEKhmewJY9u2beUOgYiIiIg0kD1hHD9+vNwhEBEREZEGsieMz5w5cwYxMTEAgOrVq6NWrVoyR0RERERlBa9IayZ7wpiamopPP/0UkZGRMDc3BwBkZGTA398f69atg42NjbwBEhEREZVxso+SHjx4MB4+fIhLly7h3r17uHfvHi5evIjMzEwMGTJE7vCIiIioLFDI+PMWkL2Hcffu3di3bx88PDyksmrVqmHhwoVo3ry5jJEREREREVAKehhVKlWRqXQAQEdHp8hzpYmIiIjozZM9YQwICMDQoUNx+/Ztqeyvv/7Cl19+iaZNm8oYGREREZUVChn/vQ1kTxgXLFiAzMxMODk5wcXFBS4uLnB2dkZmZibmz58vd3hEREREZZ7s9zA6OjoiKioK+/btQ2xsLADAw8MDgYGBMkdGREREZQWf9KKZ7AkjACgUCjRr1gzNmjWTOxQiIiIieo4sCeO8efPQt29f6OvrY968eRrrcmodIiIi+n9jB6NmsiSMc+bMQdeuXaGvr485c+a8sJ5CoWDCSERERCQzWRLGxMTEYv9PRERERKWP7KOkJ06ciMePHxcpz87OxsSJE2WIiIiIiMocPulFI9kTxrCwMGRlZRUpf/z4McLCwmSIiIiIiIj+SfZR0kIIKIoZyx4dHQ1LS0sZIiIiIqKy5m2ZQFsusiWMFhYWUCgUUCgUcHNzU0saCwoKkJWVhf79+8sVHhERERE9JVvCOHfuXAgh0KtXL4SFhcHMzExapqurCycnJ/j4+MgVHhERERE9JVvCGBwcDABwdnZGo0aNoK0t+9VxIiIiKqP4pBfNZB/0YmJigpiYGOn1tm3b0LZtW3z99dfIzc2VMTIiIiIiAkpBwtivXz/Ex8cDAK5du4ZOnTrB0NAQGzZswIgRI2SOjoiIiMoCzqqjmewJY3x8PLy9vQEAGzZsgJ+fH9asWYMVK1Zg06ZN8gZHRERERPInjEIIqFQqAMC+ffvQqlUrAICjoyPS0tLkDI2IiIiIUArmYaxbty6+/fZbBAYG4uDBg1i0aBGAwkcG2trayhwdERERlQlvy7Vhmcjewzh37lxERUVh0KBB+Oabb+Dq6goA2LhxIxo2bChzdEREREQkew9jzZo1ceHChSLlM2bMgJaWlgwRERERUVnDJ71oJnsPIwBkZGRg2bJlGD16NO7duwcAuHz5MlJTU2WOjIiIiIhk72E8f/48mjZtCnNzc1y/fh19+vSBpaUlNm/ejKSkJPz8889yh0hERETvOE7crZnsPYwhISHo2bMnrly5An19fam8VatWOHTokIyRERERERFQChLGU6dOoV+/fkXKy5cvj5SUFBkiIiIiIqJ/kv2StJ6eHjIzM4uUx8fHw8bGRoaIiIiIqKzhFWnNZO9h/OijjzBx4kTk5eUBABQKBZKSkjBy5Eh06NBB5uiIiIiISPaEcdasWcjKykK5cuWQnZ0NPz8/uLq6wsTEBN99953c4REREVFZwIdJayT7JWkzMzPs3bsXR44cwfnz55GVlYXatWsjMDBQ7tCIiIiICKUgYXymcePGaNy4sdxhEBEREdFzZE8YJ06cqHH5uHHj3lAkREREVFbxSS+ayZ4wbtmyRe11Xl4eEhMToa2tDRcXFyaMRERERDKTPWE8e/ZskbLMzEz06NED7dq1kyEiIiIiKmv4pBfNZB8lXRxTU1OEhYVh7NixcodCREREVObJ3sP4Ig8ePMCDBw/kDoOIiIjKAHYwaiZ7wjhv3jy110IIJCcnY9WqVWjZsqVMUb28I7s248C2tXiYcQ8OTi5o13sYKlWpVmzdY3t/w+mDfyAl6RoAoEJld7Tq2let/sOMe9i+ahHiok8h+1EWKlfzQvvew2Dj4AgAuJeajG+/6Fjs9ruHToR3Q38AQPz509i9bjmSbyRAV98AdZu0QKsufaClJfup/79Zt2Y1VoYvR1raXbi5V8Wor8fCs2bNF9bf88cuLJz/PW7/9RcqVnLCsJDheN/XT1ouhMAPC+Zh88YNePgwE961auObcRNQqZKTVOdBRgamTp6Eg5EHoFQq0bRZc4wc9Q0MjYykOvFxsZj87URcungBFpaW6NzlM/Ts3ef/cgxKi1/XrcbPK5YjPS0NVdyqYsToMajh+eJzsXfPbixa8D2Sb/8Fx4qVMOTL4Wj8fuG5yMvLw6IF3+PI4YP469YtGJsYo379hhg8LAQ25WylbSz/cTGOHI5EXFwsdHR0cPDPU2ptZGTcx5hRX+HKlTg8yMiApaUV/PwDMHBICIyNjf8vx6E02LllPbau/xkZ99Lh5OKGz4eMgJtHjWLrJiUmYG34IiTEx+DunWT0GhiK1h93VavT99MPcPdOcpF1W7T5BP2GjQYA5ObmIPyH2ThyYA/yc3PhXc8H/YaNhrmlFQAg8Wo8Nq8NR8yFc3j4IAM2dvYIav0xWn/c5TXvfeni72qJoKrWMNPXxs2MJ1gblYzEe9nF1m3oZI5e9SuoleUVqPDFxsvS69rlTeHnaolKFvow1tNG2B9XcTPjido62koFOnrb4b2KZtBWKnApJQurz9xGZk5Bkfaau1vD1kQX2XkqnL75AGuiip5nKntkzxrmzJmj9lqpVMLGxgbBwcEYPXq0TFG9nLN/RmDbigX4pF8oKlaphkPbN+DHSaEYNX8NTMwsitRPuHQOtRsHwsm9BrR1dLF/62osmRiKEXN/hrmVDYQQ+Gna19DS0kavUVOgb2CEyN/XY3HYlxjx/Sro6RvA3KocJizbqrbdY3t/Q+S2tfCoVR8A8Nf1q1j63QgEduiGzoO/wYN7d7FxySwIlQofBQ98E4fmjdu9aydmTp+CMePD4OnphdWrVuKLfr2xbftuWFlZFal/7mwURn0ViiHDQuDr54+dO37HsMEDsW7jZlSp4gYACF++FGtXr8KkyVNRvnwFLJz/Pb7o2xtbftsJPT09AMDokcORdvcuFi8LR35eHsaP+RoTJ4zD1BmzAABZWVno36c36vv4YMz4MFyJj8eEsV/DxMQUH3fs9OYO0Bu0Z/dOzJ4xFV+PnYAanl5Y88tKDOr/OTb/tguWxZyL6HNR+GZkKAYNCcH7fk2wa+d2hA4dhNXrN8G1ihuePHmC2JjL+LzfALi5ueNhZiZmTJuML4cMwC/rNknbycvLRWDzFvD08sa2LZuKtKNUKuHn3xQDBg+FhYUlbiYlYerkiXjwYDwmT5v1fz0mcjmy/w+EL5qN/l9+DTcPT/y+cTUmjhiIBT9vgbmFZZH6OTlPYOtQHg2bNEP4wuKPyYzFv0Cl+jvZSEpMwIThX6BRk2ZS2U8LZ+HM8SP4avw0GBkZ48d50zBt3HBMWRAOAEiIvwwzc0sM+/pbWJezReylaCya9R20tJRo1e7T13wUSod6jqbo6G2HX87cxrX0bAS6WWGYnxPG7IzHw+eSt2ce5xZgzK4rfxcIobZcV1uJK3cf4fTNBwiuV77YbXxayw6e9iZYfPQmsvMK0KW2AwY0roipEYlSnWZuVmjubo0N0SlITM+GnrYCVka6/32n6Z0g+z2MiYmJaj8JCQk4fvw4Jk+eDBMTE7nDK5GDv69Hg8DWeC/gA9g5OuPjfsOho6ePkxE7iq3/2bBxaNSiHco7V4FthUro9MVICKHClQtnAAB3k2/iRvwlfNw3FBVdPVCufEV83DcUebk5OHtkHwBAqaUFUwsrtZ+LJw/Dq2EA9AwMAQDn/oyAQyUXBHXsCRv7CnCtXgutu32BI7s340n24zdzcN6wVSvD0f7jjmjbrgNcXF0xZnwY9PX1sXVz0cQBAFb/8jMaNn4fPXp9jsouLhg0ZBg8qlXDujW/ACjsXVy96mf06fcF/AMC4eZeFd9OmY67qanYH1F4Lq4lJODPI4cxfuK3qFnTC7Xr1MWor8dg964dSE29AwDYuf035OXlYeKkyXB1rYKWrT5A567dsOrn8DdzYGTwy88r0K7DJ/iobQdUdnHF12PDoG+gj21biz8Xa1evgk+jxujeszecK7tgwKChqOpRDb+uWw0AMDExwQ8//oTmQS3h5FwZnl7eGPn1WMRcvoTk5NvSdvoPHIKu3XrA9WnC/zxTUzN80qkzqlX3hL1DebzXwAefdOqMc1FnXv9BKCV+27AazT5oh6Yt28DRqTL6h3wDPX19ROzaVmz9KlWro0f/L/F+QBC0dXSKrWNmbgELS2vp5/SxQ7BzqIDqXnUAAI+yHiJi51b0HBCCmrXfg4t7NQweOQGxl6IRd/k8ACCwVVt8Pvgr1PCuAzuHCmjS7AMEtGiNY4f3/38ORCnQzN0ah6/dx5+JGUjOzMEvp28jN1+Fxs5FOxf+KfNJ/t8/zyWWx29kYPvlu7icklXsugY6SjR2tsCv51IQm/oIN+4/QfjJW3C1NkJlKwMAgKGOEm09bbH8xC2cTHqAu49ycetBDqJvP3w9O/4WUCjk+3kbyJ4wvu3y8/JwKyEebjXrSGVKpRJuNevievylEm0jNzcHBQX5MDQ2kbYJANq6f/9lp1Qqoa2ji8SY88Vu42ZCHP5KvIL6TT9Qi+2f2wAAHV095Ofm4lZCXMl28C2Sl5uLmMuX0MCnoVSmVCrRoEFDnI8uOhofAM6fO4cGDXzUyho2aozz584BAP66dQtpaXdRv8Hf2zQxMYFnTS9pm9HRZ2FiaorqNTylOvV9GkKpVOLC+fNP65xDnbp1ofOP89GwUWNcT0xE5jt4r25eXi5iYy7hvQbq5+K9+j64EH2u2HXOR59D/foN1cp8GjbC+RfUB4CsrIdQKBQwMTF95Vjvpt7BgYi9qF233itvozTLy8tDQnwMvOrUl8qUSiVq1q6PuEvFf5+8ShsH9+5C05ZtoHj62y8hPgb5+flq7Vao6AwbWzuN7T5+lAUTE7PXEldpo6VUoJKFAS7f+TuxEwBi7mShsrXhC9fT01Zi2odumN7aHQMbV4SDqd5LtVvJwgDaWkq1dlMe5iL9US5crArbrWZnDKUCsDDUwaSWrpje2h39fBxhYVD8HwxU9sh+Sbpdu3bSF8y/2bx5c5GynJwc5OTkqJXl5eZAR/flPlCv6tHDB1CpCmBirn5Zx8TMAql/3SjRNravWgQzC2u41awLALAtXwkW1rbY8csSfNL/K+jq6ePg9l+RkZ6KzPvpxW7jRMR22FaoBOeqfyctVb3fw6EdGxB1eB+8G/ojM+Me9mxYAQAv3M7b7H7GfRQUFBS59GxlZYXExGvFrpOWlgYrK+si9dPS054uv1tYZl10m2lphXXS09Jgaal+/rW1tWFqZob0p+unpaWhfPkKz23DWlpmavZu/YLMuP+ic2GN64mJxa6TnpZW5FK1pZU10p8e5+fl5ORg3pyZCGr5wSvde/j1iBBERu5HzpMn8PXzx9gJ3770Nt4GDx9kQKUqgNlzl57NLSzxV9L119LGySMH8CjrIQJafCSVZdxLh7aODoyM1a8UmVlYIeNe8d8/sRej8eeBvRgz5fvXEldpY6yrBS2lAplP8tXKM5/kw+4FSWDKwxysOPUXbmU8gYGOEkHu1hjVtDLG776C+9n5xa7zPFN9beQVqJCdpyrSrql+YRpgY6QLBYBWHjZYdzYZ2XkFaFvDFiFNnDDhj6soUIlitvyueUu6+mQiew+jmZkZIiIicPr0aanszJkz2L9/P0xNTWFmZib9FGfKlClqdczMzPDrsnnF1i2NIjb/grN/RqDniO+kJFdLWxs9RnyHu8k3MSa4FUZ1aYarF6NQtVYDKJRFT1luTg6iDu9D/aYfqpW7e7+H1t2+wMYfZ2LEp00xdXAXeNRuAABQKPnBoLdXXl4eRg0fBiGA0WMmvNI2QkaMxur1mzH7+x9w69ZNzJ4x9fUGWYbs27kVtes3hKW1zStv40biVUwZ8yU6BfeFdz2ff1+hjLiWno1j1zNwM+MJ4u8+xg9/JiErJx++LkXvPf0vFAoFtLWUWBuVjEspWbiWno0fj9+ErbEuqpYz+vcN0DtP9h5GW1tbdOzYEYsXL4aWlhYAoKCgAAMGDICpqSlmzJihcf3Ro0cjJCRErWz/1Td3ic/IxAxKpRYeZtxTK3/44D5MzIve2P9PB7atRcSW1fhi/Bw4OLmqLXN0ccfwWeHIfpSFgvw8GJtZYO6ovnB0qVpkO+ePHUBe7hPU9QsqsqzJR5/Cr3UnZN5Ph4GRCe7fTcaO1UtgZevwCntbulmYW0BLSwvp6eq9F+np6bC2ti52HWtra6SnpxWt/7T3z/rpL8D0tHTY2JRTq+NetfBcWFlb49499fOfn5+PzAcPYPV0fWtra9wr0k6atOxdY27xonOR9sL9tbK2xr3n6t9LT4PVc/Xz8vIw6qsvkZx8G4uXrXjlkc3W1jawtraBs3NlmJqZ4fMeXfF5vy/UzvO7wMTMHEqlFh7cV3+PZty/J41W/i9SU27jfNRJjAibqVZubmmF/Lw8PMp6qNbL+OB+epF2b16/hvGh/dHsw/b4pNvn/zmm0iortwAFKiH16j1jqq+NB09K1ltYIICkjCcoZ1zywSiZT/Kho6WEgY5SrZfRVF9b6u188KTwVqjkzL9HV2flFCArtwCWhrwsTaWgh/Gnn37C8OHDpWQRALS0tBASEoKffvrpX9fX09ODqamp2s+buhwNANo6Oqjg4iYNWAEAlUqFK+fPwMmt+gvX2791NfZuXIm+Y2fC0bVoEviMgZExjM0scPf2TdxMiEONeo2L1Dmxfweq120E42JGZAOFfzmaWVpDV08PUYf3wdy6HCo4Fz8g4G2mo6sLj2rVceL4MalMpVLhxIljqOlVq9h1anp748Tx42plx48dRU1vbwBA+QoVYG1tgxMn/t5mVlYWLpyPlrbp5VULDzMzcfnSRanOyRPHoVKppOl8vLy8ceb0aeQ9vT/1WTtOzs7v3OVoANDR0UVVj+o4dUL9XJw6cRyeXt7FrlPTyxsn/1EfAE4cP4qa/6j/LFm8eeMGFv0YDnNzzQMFSkqoCn+J5uXmvpbtlSY6OjpwcfPA+aiTUplKpcKFqJNwr/7iKY5Kav/u32Bmbom6PurfTS5uHtDW1sb5M3+3+1fSddy9k6LWblJiAsaG9IV/8w/x2eeD/nM8pVmBSuDG/Wx42P79R44CQFVbY1xLK9lARIUCKG+mX+IEEwBu3M9GfoFKrV1bE11YGekiIb2w3at3Hz8t//v3p5GuFox1tZD+KA9lAQe9aCZ7D2N+fj5iY2Ph7u6uVh4bGwuVSvWCtUoXv9adsHb+ZDi6VEXFKh44uH0DcnOy8V5AKwDAmnnfwtTSGh9+1h8AELFlNXavW47Pho2DpY2ddD+hnr7B3yOcjx6Asak5LKxtkZyUgC0/zUONeu/D3fs9tbbvJt/CtcvR+Pyb4nti929dg6q16kOpUOL8iYPYv3U1uoeEQfmPBP1d0i24J8Z+PRLVq9dADc+a+GXVSmRnZ6Ntu/YAgG9Gj0C5crYY+mUoAKDrZ93Ru0c3rFzxE3x9/bB7105cungRYydMBFCYbHft1h1LlyxCpYqVUL5C4bQ6NuXKIaBpIACgsosLGjV+H2Hjx2LMuDDk5+dhyneT0KLlByj3dH7Alh+0xuIfFmLCuG/Qs3cfXL1yBat/+RlfjXg7po56FZ9174HxY0bBo1rhuVjzS+G5+Kht4bkY9/VI2NiWw+Chheeic9du6NOrO1at/AmNfZtgz64duHzpEr4ZV3gu8vLyMDJ0KGJjLmPugsUoUBVI95iamZlBR6ewxyU5+TYyHzxASnIyVAUFiIuNAQA4VqwIQ0MjHDl8EPfS01CtuicMDQ2RkHAV38+eAa9ateHw3H2m74qPPumKeVPHw8WtGqp4VMf2jWvw5Ek2mj695/D7yWNhaVMO3foMBlB4rG/dKLzvNz8/D+lpqUi8Ggd9AwPYl68obVelUmH/7t/QJOjDInO7GhmboGmrtghfNAvGpqYwNDTC0vnT4V69JtyrFSaMNxKvYlxIP9Sq54OPOn6G+/cKe92VSi2YvaY/BkqbvXFp6FW/Am7cy0ZiejYC3a2gp63En4n3AQC96pdHxuN8bL5QOMPCh9VscC09G6lZOTDU1UKQuzWsDHVw+Np9aZtGulqwNNSBuUHhObAzKfwsPHg6qjo7T4UjiffRydsOj3IL8CSvAJ1rO+Bq2mNcSy+c//FOVi7O3spE59r2+PnUX8jOV6GDpy2SH+YgLrX40ddUtsieMPbs2RO9e/dGQkIC3nuvMBk6ceIEpk6dip49e8ocXcnUatQUWQ8ysHvdcmRm3EN5Z1f0HTNTGghzP+2O2sCeo39sRUF+HlbOVH/0YfOOPdGiUy8AhYNSfluxAA8f3IOpuRXqNmmBZh8HF2n75P4dMLOygbtX8SM8Y8+ewL5Nq5CfnwuHSq7oNXKKdB/ju6hFy1a4f+8eflgwD2lpd+Fe1QM/LFkmXdZMSU6GUvF3x7p3rdqYMn0mFsybi/lzZ6NiJSfMnb9QmoMRAHr27oPs7GxMnDAODx9molbtOvhhyTJpDkYAmDJtJqZ8Nwl9ewdLE3ePGj1GWm5iYoLFS5dj8rcT0fmT9jC3sEC//gPe2TkYAaB5i1a4f/8eFv8wH+lpd+Hm7oH5i5ZKg31SUm6r3Uvr5V0b302diUXz52LhvDmoWNEJs75fIE2Pczf1Dg5GFk630vmTtmptLVm+EnXrFY7GXbxwHrb/tlVa1qVjO7U6enp62LJpA2bNmIq83FzY2tnBv2lz9Oz17k6i3jggCJkP7mPdikW4fy8dzi7uGDdtgXRp+G5qitr90ffT7yKkT2fp9bb1q7Bt/SpU96qDb+culcrPnzmBu3dS0LRlm2Lb7TUwFAqFAtPHf4W8vL8n7n7m2MF9yMy4j4N7d+Lg3p1SuY2tPX5cV/y0ZG+7UzczYayXgjY1ysH06cTdcw9el6bKsTLUVZtm0UhXC8H1HGCqr43HuQW4cf8JpkRcQ3Lm34M9vRxM1Cb37tewMKn/7WIqfruUCgBYdzYFKgEMaOgIbS0lLqU8xC9n1CfkXn7iFjrVsscQXycIIRB/9xHmHryBgrIw3gUc8vJvFEIIWd8KKpUKM2fOxPfff4/k5MI3r729PYYOHYrQ0FC1S9UlteNi6usOk15R06rv1v1gb7v8svLN/xZISn8350J9G80+XPzIfXrzlnUq/ulDb8LtDPluSXEwL/0TpMvew6hUKjFixAiMGDECmZmZAABT01efU42IiIjoZb0t9xLKRfaE8Z+YKBIRERGVPrKPkiYiIiKi0q1U9TASERERyUHBYS8asYeRiIiIiDRiDyMREREROxg1kj1hnDev+Oc+KxQK6Ovrw9XVFb6+vq80vQ4RERER/XeyJ4xz5szB3bt38fjxY1hYFM7sf//+fRgaGsLY2BipqamoXLkyDhw4AEdHR5mjJSIiIip7ZL+HcfLkyahXrx6uXLmC9PR0pKenIz4+HvXr18f333+PpKQk2NnZ4csvv5Q7VCIiInpHKWT8eRvI3sM4ZswYbNq0CS4uLlKZq6srZs6ciQ4dOuDatWuYPn06OnToIGOURERERGWX7AljcnIy8vPzi5Tn5+cjJSUFAODg4ICHDx++6dCIiIiojOCTXjST/ZK0v78/+vXrh7Nnz0plZ8+exRdffIGAgAAAwIULF+Ds7CxXiERERERlmuwJ4/Lly2FpaYk6depAT08Penp6qFu3LiwtLbF8+XIAgLGxMWbNmiVzpERERPSuUsj4720g+yVpOzs77N27F7GxsYiPjwcAuLu7w93dXarj7+8vV3hEREREZZ7sCeMzVatWRdWqVeUOg4iIiIieI3vCWFBQgBUrViAiIgKpqalQqVRqy/fv3y9TZERERFRmvB1XhmUje8I4dOhQrFixAh988AFq1KgBBYcpEREREZUqsieM69atw6+//opWrVrJHQoRERGVUeyu0kz2UdK6urpwdXWVOwwiIiIiegHZE8bQ0FB8//33EELIHQoRERERFUP2S9JHjhzBgQMHsGvXLlSvXh06Ojpqyzdv3ixTZERERFRWcAiFZrInjObm5mjXrp3cYRARERHRC8ieMIaHh8sdAhEREZVxb8sTV+Qie8L4zN27dxEXFweg8EkvNjY2MkdEREREREApGPTy6NEj9OrVC/b29vD19YWvry8cHBzQu3dvPH78WO7wiIiIqAxQKOT7eRvInjCGhITg4MGD+P3335GRkYGMjAxs27YNBw8eRGhoqNzhEREREZV5sl+S3rRpEzZu3IgmTZpIZa1atYKBgQE6duyIRYsWyRccEREREcnfw/j48WPY2toWKS9XrhwvSRMRERGVArInjD4+Phg/fjyePHkilWVnZyMsLAw+Pj4yRkZEREREQCm4JD137ly0aNECFSpUgJeXFwAgOjoa+vr6+OOPP2SOjoiIiMqCt2XwiVxkTxg9PT1x5coVrF69GrGxsQCAzp07o2vXrjAwMJA5OiIiIiKSNWHMy8tD1apVsX37dvTp00fOUIiIiIjoBWRNGHV0dNTuXSQiIiKSA5/0opnsg14GDhyIadOmIT8/X+5QiIiIiKgYst/DeOrUKURERGDPnj3w9PSEkZGR2vLNmzfLFBkRERGVFRz0opnsCaO5uTk6dOggdxhERERE9AKyJYyJiYlwdnZGeHi4XCEQERERAQDvYPwXst3D6OLiAmdnZ/Tq1Qu//PILbt26JVcoRERERKSBbD2M+/fvR2RkJCIjI7F27Vrk5uaicuXKCAgIgL+/P/z9/Yt9ZCARERERvVmyJYxNmjRBkyZNAABPnjzB0aNHpQRy5cqV0hyNly5dkitEIiIiKit4TVoj2Qe9AIC+vj4CAgLQuHFj+Pv7Y9euXViyZIn05BciIiIiko+sCWNubi6OHz+OAwcOIDIyEidOnICjoyN8fX2xYMEC+Pn5yRkeERERlRGcuFsz2RLGgIAAnDhxAs7OzvDz80O/fv2wZs0a2NvbyxUSERERERVDtoTx8OHDsLe3R0BAAJo0aQI/Pz9YWVnJFQ4RERERvYBs0+pkZGTgxx9/hKGhIaZNmwYHBwd4enpi0KBB2LhxI+7evStXaERERFTGKBTy/bwNZOthNDIyQosWLdCiRQsAwMOHD3HkyBEcOHAA06dPR9euXVGlShVcvHhRrhCJiIiICKVklDRQmEBaWlrC0tISFhYW0NbWRkxMjNxhERERURnwlnT0yUa2hFGlUuH06dOIjIzEgQMH8Oeff+LRo0coX748/P39sXDhQvj7+8sVHhERERE9JVvCaG5ujkePHsHOzg7+/v6YM2cOmjRpAhcXF7lCIiIiIqJiyJYwzpgxA/7+/nBzc5MrBCIiIqJCvCatkWwJY79+/eRqmoiIiIheQqkZ9EJEREQkFz7pRTPZ5mEkIiIiolezcOFCODk5QV9fH/Xr18fJkyc11t+wYQOqVq0KfX19eHp6YufOnS/VHhNGIiIiKvPepom7169fj5CQEIwfPx5RUVHw8vJCUFAQUlNTi61/9OhRdO7cGb1798bZs2fRtm1btG3b9qXmulYIIcTLh1q67bhY/AGjN69p1XJyh0D/kF/wzn3c31pJ6Y/lDoGemn04Ue4Q6KllnWrI1vaTfNmahv5L3iBYv3591KtXDwsWLABQOFWho6MjBg8ejFGjRhWp36lTJzx69Ajbt2+Xyho0aABvb28sXry4RG2yh5GIiIhIRjk5OcjMzFT7ycnJKbZubm4uzpw5g8DAQKlMqVQiMDAQx44dK3adY8eOqdUHgKCgoBfWL847Oejlgxpvf69WTk4OpkyZgtGjR0NPT0/ucMq0d+pcaL/dN3W/S+eimoOR3CH8J+/SuZCzV+t1eZfOh1xetpfvdZrw7RSEhYWplY0fPx4TJkwoUjctLQ0FBQWwtbVVK7e1tUVsbGyx209JSSm2fkpKSoljZA9jKZWTk4OwsLAX/oVBbw7PRenBc1F68FyULjwfb7fRo0fjwYMHaj+jR4+WOyw172QPIxEREdHbQk9Pr8Q9w9bW1tDS0sKdO3fUyu/cuQM7O7ti17Gzs3up+sVhDyMRERHRW0JXVxd16tRBRESEVKZSqRAREQEfH59i1/Hx8VGrDwB79+59Yf3isIeRiIiI6C0SEhKC4OBg1K1bF++99x7mzp2LR48eoWfPngCA7t27o3z58pgyZQoAYOjQofDz88OsWbPwwQcfYN26dTh9+jR+/PHHErfJhLGU0tPTw/jx43nzcinAc1F68FyUHjwXpQvPR9nSqVMn3L17F+PGjUNKSgq8vb2xe/duaWBLUlISlMq/LyI3bNgQa9aswZgxY/D111+jSpUq2Lp1K2rUKPmAr3dyHkYiIiIien14DyMRERERacSEkYiIiIg0YsJIRERERBoxYaS3npOTE+bOnSt3GEREBH4nv6uYMMqoR48eUCgUmDp1qlr51q1boVC83Y9wK4kmTZpg2LBhRcpXrFgBc3PzEm/n1KlT6Nu37+sL7DV72f15GRMmTIC3t3eJ6qakpGDw4MGoXLky9PT04OjoiNatWxeZm6u0+H8eN3oxIQQCAwMRFBRUZNkPP/wAc3Nz3Lp1S4bIXo/FixfDxMQE+fn5UllWVhZ0dHTQpEkTtbqRkZFQKBRISEh4w1G+HV70GS3t38n0apgwykxfXx/Tpk3D/fv35Q7lrWVjYwNDQ0O5wyhWXl6e3CEAAK5fv446depg//79mDFjBi5cuIDdu3fD398fAwcOfOXt5ubmFlteWvb7bVGajpdCoUB4eDhOnDiBJUuWSOWJiYkYMWIE5s+fjwoVKsgY4X/j7++PrKwsnD59Wio7fPgw7OzscOLECTx58kQqP3DgACpWrAgXF5ci23nRe59K93cyvTomjDILDAyEnZ2dNLlmcTZt2oTq1atDT08PTk5OmDVr1huMUF49evRA27ZtMXPmTNjb28PKygoDBw5U+wX7/OUPhUKBJUuW4MMPP4ShoSE8PDxw7NgxXL16FU2aNIGRkREaNmyo1mvwrKduyZIlcHR0hKGhITp27IgHDx5IdVQqFSZOnIgKFSpAT09PmvfqmevXr0OhUGD9+vXw8/ODvr4+Vq9ejZ49e+LBgwdQKBRQKBTSw+RXrVqFunXrwsTEBHZ2dujSpQtSU1Ol7T3r3YiIiEDdunVhaGiIhg0bIi4uDkDhX/dhYWGIjo6Wtr1ixYpij+OAAQOgUChw8uRJdOjQAW5ubqhevTpCQkJw/PhxqV5SUhLatGkDY2NjmJqaomPHjmqPk3p2nJYtWwZnZ2fo6+tLx3zRokX46KOPYGRkhO+++w4AsG3bNtSuXRv6+vqoXLkywsLC1Hp2MjIy0K9fP9ja2kJfXx81atTA9u3bERkZ+cLj9ryEhAS0adMGtra2MDY2Rr169bBv3z61Ok5OTpg8eTJ69eoFExMTVKxYUW3C2tzcXAwaNAj29vbQ19dHpUqVpM/k8OHD8eGHH0p1586dC4VCoXbuXV1dsWzZMun1smXL4OHhAX19fVStWhU//PCDtOxF75PSxNHREd9//z2GDx+OxMRECCHQu3dvNG/eHLVq1ULLli1hbGwMW1tbdOvWDWlpadK6GzduhKenJwwMDGBlZYXAwEA8evRIxr1R5+7uDnt7e0RGRkplkZGRaNOmDZydndU+D5GRkfD39wfw93fRd999BwcHB7i7uwMALly4gICAAGl/+/bti6ysLGkbJfkOS05OxgcffAADAwM4OztjzZo1/3pZt6CgACEhITA3N4eVlRVGjBiB4OBgtG3bVqpT3Da8vb3VPksZGRn4/PPPYWNjA1NTUwQEBCA6OlpaHh0dDX9/f5iYmMDU1BR16tTB6dOnNX5Gn2+3pN8rq1atgpOTE8zMzPDpp5/i4cOHL9x/koEg2QQHB4s2bdqIzZs3C319fXHz5k0hhBBbtmwRz07N6dOnhVKpFBMnThRxcXEiPDxcGBgYiPDwcBkjfz38/PzE0KFDi5SHh4cLMzMzIUThMTI1NRX9+/cXMTEx4vfffxeGhobixx9/lOpXqlRJzJkzR3oNQJQvX16sX79exMXFibZt2wonJycREBAgdu/eLS5fviwaNGggWrRoIa0zfvx4YWRkJAICAsTZs2fFwYMHhaurq+jSpYtUZ/bs2cLU1FSsXbtWxMbGihEjRggdHR0RHx8vhBAiMTFRABBOTk5i06ZN4tq1a+L69eti7ty5wtTUVCQnJ4vk5GTx8OFDIYQQy5cvFzt37hQJCQni2LFjwsfHR7Rs2VJq78CBAwKAqF+/voiMjBSXLl0S77//vmjYsKEQQojHjx+L0NBQUb16dWnbjx8/LnI809PThUKhEJMnT9Z4PgoKCoS3t7do3LixOH36tDh+/LioU6eO8PPzK3KcWrRoIaKiokR0dLR0zMuVKyd++uknkZCQIG7cuCEOHTokTE1NxYoVK0RCQoLYs2ePcHJyEhMmTJDaa9CggahevbrYs2ePSEhIEL///rvYuXOnyMnJeeFxe965c+fE4sWLxYULF0R8fLwYM2aM0NfXFzdu3FB7j1haWoqFCxeKK1euiClTpgilUiliY2OFEELMmDFDODo6ikOHDonr16+Lw4cPizVr1gghhPjtt9+EmZmZyM/PF0II0bZtW2FtbS1GjhwphBDi1q1bAoC4cuWKEEKIX375Rdjb20vvgU2bNglLS0uxYsWKF75Pbt++rfHcyKVNmzaiSZMmYt68ecLGxkakpqYKGxsbMXr0aBETEyOioqJEs2bNhL+/vxBCiNu3bwttbW0xe/ZskZiYKM6fPy8WLlz4wnMnly5duojmzZtLr+vVqyc2bNgg+vfvL8aNGyeEKPx86enpSectODhYGBsbi27duomLFy+KixcviqysLGFvby/at28vLly4ICIiIoSzs7MIDg6Wtl2S77DAwEDh7e0tjh8/Ls6cOSP8/PyEgYGB2vfa86ZNmyYsLCzEpk2bxOXLl0Xv3r2FiYmJaNOmjVTn+e9GIYTw8vIS48ePV2u7devW4tSpUyI+Pl6EhoYKKysrkZ6eLoQQonr16uKzzz4TMTExIj4+Xvz666/i3LlzGj+j/2y3pN8rxsbG0nE8dOiQsLOzE19//fW/nUp6g5gwyuhZwiiEEA0aNBC9evUSQqgnjF26dBHNmjVTW++rr74S1apVe6Ox/j+UNGGsVKmS9MtaCCE++eQT0alTJ+l1cQnjmDFjpNfHjh0TAMTy5culsrVr1wp9fX3p9fjx44WWlpa4deuWVLZr1y6hVCpFcnKyEEIIBwcH8d1336nFWq9ePTFgwAAhxN+JwNy5c1+4P5qcOnVKAJC+dJ8ljPv27ZPq7NixQwAQ2dnZUtxeXl4at3vixAkBQGzevFljvT179ggtLS2RlJQklV26dEkAECdPnpTa09HREampqWrrAhDDhg1TK2vatGmRJHXVqlXC3t5eCCHEH3/8IZRKpYiLiys2npIet+JUr15dzJ8/X3pdqVIl8dlnn0mvVSqVKFeunFi0aJEQQojBgweLgIAAoVKpimzr/v37QqlUilOnTgmVSiUsLS3FlClTRP369YUQhQli+fLlpfouLi5SsvnMpEmThI+PjxDixe+T0ujOnTvC2tpaKJVKsWXLFjFp0iS1REsIIW7evCkAiLi4OHHmzBkBQFy/fl2miEtm6dKlwsjISOTl5YnMzEyhra0tUlNTxZo1a4Svr68QQoiIiAgBQPrDIzg4WNja2oqcnBxpOz/++KOwsLAQWVlZUtmOHTuEUqkUKSkp0nqavsNiYmIEAHHq1Clp+ZUrVwQAjQmjvb29mD59uvQ6Ly9PVKhQ4aUSxsOHDwtTU1Px5MkTtTouLi5iyZIlQgghTExMpKT5eS/6jP6z3ZJ+rxgaGorMzEypzldffSV9xqh04CXpUmLatGlYuXIlYmJi1MpjYmLQqFEjtbJGjRrhypUrKCgoeJMhyqZ69erQ0tKSXtvb26tdui1OzZo1pf8/e1SSp6enWtmTJ0+QmZkplVWsWBHly5eXXvv4+EClUiEuLg6ZmZm4fft2sefi+XNWt27dEu3XmTNn0Lp1a1SsWBEmJibw8/MDUHj55kX7Ym9vDwD/uv//JEr4MKeYmBg4OjrC0dFRKqtWrRrMzc3V9rFSpUqwsbEpsv7z+x0dHY2JEyfC2NhY+unTpw+Sk5Px+PFjnDt3DhUqVICbm1uJ96U4WVlZGD58ODw8PGBubg5jY2PExMRoPI4KhQJ2dnbScezRowfOnTsHd3d3DBkyBHv27JHqmpubw8vLC5GRkbhw4QJ0dXXRt29fnD17FllZWTh48KB07h49eoSEhAT07t1bbb+//fbbIgMnSvo+kVO5cuXQr18/eHh4oG3btoiOjsaBAwfU9q1q1aoACm8N8PLyQtOmTeHp6YlPPvkES5cuLZX3Zzdp0gSPHj3CqVOncPjwYbi5ucHGxgZ+fn7SfYyRkZGoXLkyKlasKK3n6ekJXV1d6XVMTAy8vLxgZGQklTVq1Ej63nhG03dYXFwctLW1Ubt2bWm5q6srLCwsXhj/gwcPkJycjPr160tl2traL/2eio6ORlZWFqysrNTOaWJiovR+DQkJweeff47AwEBMnTr1pQcAlfR7xcnJCSYmJtLrknzP05vFZ0mXEr6+vggKCsLo0aPRo0cPucN5I0xNTdXuEXwmIyMDZmZm0msdHR215QqFAiqVSuO2/7nOsxHnxZX923ZexT9/ebzIo0ePEBQUhKCgIKxevRo2NjZISkpCUFBQkZvp/2vcVapUgUKhQGxsbInX0eRF+/d8eVZWFsLCwtC+ffsidfX19WFgYPBa4hk+fDj27t2LmTNnwtXVFQYGBvj44481HkdA/X1Uu3ZtJCYmYteuXdi3bx86duyIwMBAbNy4EUBhghEZGQk9PT34+fnB0tISHh4eOHLkCA4ePIjQ0FBpnwFg6dKlar/MAaglDEDJ3ielgba2NrS1C39VZGVloXXr1pg2bVqRevb29tDS0sLevXtx9OhR7NmzB/Pnz8c333yDEydOwNnZ+U2H/kKurq6oUKECDhw4gPv370sJv4ODAxwdHXH06FEcOHAAAQEBauu96jl7le+w10GpVBb5g/Gf905mZWUVuZ/zmWejnydMmIAuXbpgx44d2LVrF8aPH49169ahXbt2rzVWuY4RlRx7GEuRqVOn4vfff8exY8ekMg8PD/z5559q9f7880+4ubkV+QX0tnF3d0dUVFSR8qioqP/c6/QqkpKScPv2ben18ePHoVQq4e7uDlNTUzg4OBR7LqpVq6Zxu7q6ukV6g2NjY5Geno6pU6fi/fffR9WqVV/pr+nitv08S0tLBAUFYeHChcUOPsjIyABQ+F67efMmbt68KS27fPkyMjIy/nUfi1O7dm3ExcXB1dW1yI9SqUTNmjVx69YtxMfHv/K+AYXnoEePHmjXrh08PT1hZ2eH69evv3S8pqam6NSpE5YuXYr169dj06ZNuHfvHgDAz88PR44cQUREhDT1SpMmTbB27VrEx8dLZba2tnBwcMC1a9eK7HNpSpheVe3atXHp0iU4OTkV2b9nyZRCoUCjRo0QFhaGs2fPQldXF1u2bJE58qL8/f0RGRmJyMhItel0fH19sWvXLpw8eVIa8PIiHh4eiI6OVvtc/fnnn9L3Rkm4u7sjPz8fZ8+elcquXr2qsWfWzMwM9vb2OHHihFSWn5+PM2fOqNWzsbFBcnKy9DozMxOJiYnS69q1ayMlJQXa2tpFzqe1tbVUz83NDV9++SX27NmD9u3bIzw8HEDJPqOv+3uF5MOEsRTx9PRE165dMW/ePKksNDQUERERmDRpEuLj47Fy5UosWLAAw4cPlzHS1+OLL75AfHw8hgwZgvPnzyMuLg6zZ8/G2rVrpR6bN0lfXx/BwcGIjo7G4cOHMWTIEHTs2BF2dnYAgK+++grTpk3D+vXrERcXh1GjRuHcuXMYOnSoxu06OTkhKysLERERSEtLw+PHj1GxYkXo6upi/vz5uHbtGn777TdMmjTppWN2cnJCYmIizp07h7S0NOTk5BRbb+HChSgoKMB7772HTZs24cqVK4iJicG8efPg4+MDoHDE/rP3YFRUFE6ePInu3bvDz8/vlS6fjhs3Dj///DPCwsJw6dIlxMTEYN26dRgzZgyAwiTM19cXHTp0wN69e6Uevmejj4s7bsWpUqUKNm/ejHPnziE6OhpdunR56Z6JZ++72NhYxMfHY8OGDbCzs5N6WXx9ffHw4UNs375dLWFcvXo17O3t1f7ACQsLw5QpUzBv3jzEx8fjwoULCA8Px+zZs1/yCJY+AwcOxL1799C5c2ecOnUKCQkJ+OOPP9CzZ08UFBTgxIkTmDx5Mk6fPo2kpCRs3rwZd+/ehYeHh9yhF+Hv748jR47g3LlzUg8jUPi+XLJkCXJzc/81Yezatav0vXHx4kUcOHAAgwcPRrdu3aRbYf5N1apVERgYiL59++LkyZM4e/Ys+vbtCwMDA43z8Q4dOhRTp07F1q1bERsbiwEDBkh//D0TEBCAVatW4fDhw7hw4QKCg4PVOhoCAwPh4+ODtm3bYs+ePbh+/TqOHj2Kb775BqdPn0Z2djYGDRqEyMhI3LhxA3/++SdOnTolnc+SfEZf9/cKyYcJYykzceJEtV92tWvXxq+//op169ahRo0aGDduHCZOnPhOXLauXLkyDh06hNjYWAQGBqJ+/fr49ddfsWHDBrRo0eKNx+Pq6or27dujVatWaN68OWrWrKk2HcqQIUMQEhKC0NBQeHp6Yvfu3fjtt99QpUoVjdtt2LAh+vfvj06dOsHGxgbTp0+HjY0NVqxYgQ0bNqBatWqYOnUqZs6c+dIxd+jQAS1atIC/vz9sbGywdu3aYutVrlwZUVFR8Pf3R2hoKGrUqIFmzZohIiICixYtAlDYM7Rt2zZYWFjA19cXgYGBqFy5MtavX//ScQFAUFAQtm/fjj179qBevXpo0KAB5syZg0qVKkl1Nm3ahHr16qFz586oVq0aRowYIfVYFHfcijN79mxYWFigYcOGaN26NYKCgtTuBysJExMTTJ8+HXXr1kW9evVw/fp17Ny5E0pl4VekhYUFPD09YWNjI92z5+vrC5VKpZZsAMDnn3+OZcuWITw8HJ6envDz88OKFSveiR7GZ73sBQUFaN68OTw9PTFs2DCYm5tDqVTC1NQUhw4dQqtWreDm5oYxY8Zg1qxZaNmypdyhF+Hv74/s7Gy4urqqJXd+fn54+PChNP2OJoaGhvjjjz9w79491KtXDx9//DGaNm2KBQsWvFQsP//8M2xtbeHr64t27dqhT58+MDExkaatKk5oaCi6deuG4OBg+Pj4wMTEpMhl4tGjR8PPzw8ffvghPvjgA7Rt21ZtTkmFQoGdO3fC19cXPXv2hJubGz799FPcuHEDtra20NLSQnp6Orp37w43Nzd07NgRLVu2RFhYGICSfUZf9/cKyUchSnpHPNE7bMKECdi6dSvOnTsndyhEVMbdunULjo6O2LdvH5o2bVri9Xr06IGMjAxs3br1/xcclVkc9EJERCSj/fv3IysrC56enkhOTsaIESPg5OQEX19fuUMjkjBhJCIiklFeXh6+/vprXLt2DSYmJmjYsCFWr15dZOQwkZx4SZqIiIiINOKgFyIiIiLSiAkjEREREWnEhJGIiIiINGLCSEREREQaMWEkIiIiIo2YMBLRf9ajRw+0bdtWet2kSRMMGzbsjccRGRkJhUJR5BFp/6RQKF5qYuMJEybA29v7P8V1/fp1KBQKTgxPRG8tJoxE76gePXpAoVBAoVBAV1cXrq6umDhxIvLz8//vbW/evLnEz8YuSZJHRETy4sTdRO+wFi1aIDw8HDk5Odi5cycGDhwIHR0djB49ukjd3Nxc6OrqvpZ2LS0tX8t2iIiodGAPI9E7TE9PD3Z2dqhUqRK++OILBAYG4rfffgPw92Xk7777Dg4ODnB3dwcA3Lx5Ex07doS5uTksLS3Rpk0bXL9+XdpmQUEBQkJCYG5uDisrK4wYMQLPz////CXpnJwcjBw5Eo6OjtDT04OrqyuWL1+O69evw9/fHwBgYWEBhUKBHj16AABUKhWmTJkCZ2dnGBgYwMvLCxs3blRrZ+fOnXBzc4OBgQH8/f3V4iypkSNHws3NDYaGhqhcuTLGjh2LvLy8IvWWLFkCR0dHGBoaomPHjnjw4IHa8mXLlsHDwwP6+vqoWrUqfvjhhxe2ef/+fXTt2hU2NjYwMDBAlSpVEB4e/tKxExG9KexhJCpDDAwMkJ6eLr2OiIiAqakp9u7dC6DwEWVBQUHw8fHB4cOHoa2tjW+//RYtWrTA+fPnoauri1mzZmHFihX46aef4OHhgVmzZmHLli0ICAh4Ybvdu3fHsWPHMG/ePHh5eSExMRFpaWlwdHTEpk2b0KFDB8TFxcHU1BQGBgYAgClTpuCXX37B4sWLUaVKFRw6dAifffYZbGxs4Ofnh5s3b6J9+/YYOHAg+vbti9OnTyM0NPSlj4mJiQlWrFgBBwcHXLhwAX369IGJiQlGjBgh1bl69Sp+/fVX/P7778jMzETv3r0xYMAArF69GgCwevVqjBs3DgsWLECtWrVw9uxZ9OnTB0ZGRggODi7S5tixY3H58mXs2rUL1tbWuHr1KrKzs186diKiN0YQ0TspODhYtGnTRgghhEqlEnv37hV6enpi+PDh0nJbW1uRk5MjrbNq1Srh7u4uVCqVVJaTkyMMDAzEH3/8IYQQwt7eXkyfPl1anpeXJypUqCC1JYQQfn5+YujQoUIIIeLi4gQAsXfv3mLjPHDggAAg7t+/L5U9efJEGBoaiqNHj6rV7d27t+jcubMQQojRo0eLatWqqS0fOXJkkW09D4DYsmXLC5fPmDFD1KlTR3o9fvx4oaWlJW7duiWV7dq1SyiVSpGcnCyEEMLFxUWsWbNGbTuTJk0SPj4+QgghEhMTBQBx9uxZIYQQrVu3Fj179nxhDEREpQ17GIneYdu3b4exsTHy8vKgUqnQpUsXTJgwQVru6empdt9idHQ0rl69ChMTE7XtPHnyBAkJCXjw4AGSk5NRv359aZm2tjbq1q1b5LL0M+fOnYOWlhb8/PxKHPfVq1fx+PFjNGvWTK08NzcXtWrVAgDExMSoxQEAPj4+JW7jmfXr12PevHlISEhAVlYW8vPzYWpqqlanYsWKKF++vFo7KpUKcXFxMDExQUJCAnr37o0+ffpIdfLz82FmZlZsm1988QU6dOiAqKgoNG/eHG3btkXDhg1fOnYiojeFCSPRO8zf3x+LFi2Crq4uHBwcoK2t/pE3MjJSe52VlYU6depIl1r/ycbG5pVieHaJ+WVkZWUBAHbs2KGWqAGF92W+LseOHUPXrl0RFhaGoKAgmJmZYd26dZg1a9ZLx7p06dIiCayWllax67Rs2RI3btzAzp07sXfvXjRt2hQDBw7EzJkzX31niIj+j5gwEr3DjIyM4OrqWuL6tWvXxvr161GuXLkivWzP2Nvb48SJE/D19QVQ2JN25swZ1K5du9j6np6eUKlUOHjwIAIDA4ssf9bDWVBQIJVVq1YNenp6SEpKemHPpIeHhzSA55njx4//+07+w9GjR1GpUiV88803UtmNGzeK1EtKSsLt27fh4OAgtaNUKuHu7g5bW1s4ODjg2rVr6Nq1a4nbtrGxQXBwMIKDg/H+++/jq6++YsJIRKUWR0kTkaRr166wtrZGmzZtcPjwYSQmJiIyMhJDhgzBrVu3AABDhw7F1KlTsXXrVsTGxmLAgAEa51B0cnJCcHAwevXqha1bt0rb/PXXXwEAlSpVgkKhwPbt23H37l1kZWXBxMQEw4cPx5dffomVK1ciISEBUVFRmD9/PlauXAkA6N+/P65cuYKvvvoKcXFxWLNmDVasWPFS+1ulShUkJSVh3bp1SEhIwLx587Bly5Yi9fT19REcHIzo6GgcPnwYQ4YMQceOHWFnZwcACAsLw5QpUzBv3jzEx8fjwoULCA8Px+zZs4ttd9y4cdi2bRuuXr2KS5cuYfv27fDw8Hip2ImI3iQmjEQkMTQ0xKFDh1CxYkW0b98eHh4e6N27N548eSL1OIaGhqJbt24IDg6Gj48PTExM0K5dO43bXbRoET7++GMMGDAAVatWRZ8+ffDo0SMAQPny5REWFoZRo0bB1tYWgwYNAgBMmjQJY8eOxZQpU+Dh4YEWLVpgx44dcHZ2BlB4X+GmTZuwdetWeHl5YfHixZg8efJL7e9HH32EL7/8EoMGDYK3tzeOHj2KsWPHFqnn6uqK9u3bo1WrVmjevDlq1qypNm3O559/jmXLliE8PByenp7w8/PDihUrpFifp6uri9GjR6NmzZrw9fWFlpYW1q1b91KxExG9SQrxojvViYiIiIjAHkYiIiIi+hdMGI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"]},"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 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":["
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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��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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","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":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHSCAYAAAApApkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABb/UlEQVR4nO3dd3wU1f7/8feGkEJIhzQNEDqhdwNKjYSigHIVrrkYEQWVIqCoeKVelXZFjCKIIkWxooCigpEqEAMEQhMQJBSBgApJSGgp8/uDH/u9awKCbjKT8Ho+HvuQPefszGd2A74ze+aMzTAMQwAAAIBFuZhdAAAAAHAtBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAluZqdgFFJT8/X8ePH5e3t7dsNpvZ5QAAAOAPDMPQ2bNnFRYWJheXq59HLbWB9fjx4woPDze7DAAAAPyJo0eP6tZbb71qf6kNrN7e3pIuvwE+Pj4mVwMAAIA/yszMVHh4uD23XU2pDaxXpgH4+PgQWAEAACzsz6ZvctEVAAAALI3ACgAAAEsjsAIAAMDSCKwWtG7dOt19990KCwuTzWbTkiVLrjr2sccek81m0/Tp0+1ta9askc1mK/SxefNmSdK4ceMK7ffy8iriowMAALgxBFYLys7OVsOGDTVjxoxrjlu8eLF++OEHhYWFObS3atVKJ06ccHg88sgjioiIULNmzSRJTz/9dIExkZGRuu+++4rsuAAAAP6KUrtKQEnWpUsXdenS5Zpjjh07piFDhmjFihXq1q2bQ5+bm5tCQkLsz3NycrR06VINGTLEfhVe+fLlVb58efuY7du368cff9SsWbOceCQAAAB/H2dYS6D8/Hz17dtXI0eOVN26df90/BdffKHff/9d/fr1u+qYd955RzVr1tQdd9zhzFIBAAD+NgJrCTR58mS5urpq6NCh1zV+zpw5iomJueodJC5cuKCFCxeqf//+ziwTAADAKZgSUMIkJyfrtdde09atW/90kV1J+uWXX7RixQp98sknVx2zePFinT17VnFxcc4sFQAAwCk4w1rCfP/99zp16pQqVaokV1dXubq66vDhw3rqqadUpUqVAuPnzp2rwMBAde/e/arbfOedd3TXXXcpODi4CCsHAAD4azjDWsL07dtX0dHRDm0xMTHq27dvgTmqhmFo7ty5evDBB1W2bNlCt5eamqrVq1friy++KLKaAQAA/g4CqwVlZWXpwIED9uepqalKSUlRQECAKlWqpMDAQIfxZcuWVUhIiGrVquXQvmrVKqWmpuqRRx656r7effddhYaG/umqBAAAAGaxGYZhmF1EUcjMzJSvr68yMjLk4+NT7Puv8txXf/m1F47s0MkPny/Q7lWvoyp0G16g/ZeZD8unWQ/5NO/h0P7rF1OVl3lKIf+aWuh+DCNfx2Y+LK96HeTf5sG/XO//OjSp258PAgAA0PXnNQJrEfk7gbUkI7ACAIDrdb15jYuuAAAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGk3HFjXrVunu+++W2FhYbLZbFqyZMlVxz722GOy2WyaPn26Q/vp06cVGxsrHx8f+fn5qX///srKynIYs2PHDt1xxx3y8PBQeHi4pkyZcqOlAgAAoBS44cCanZ2thg0basaMGdcct3jxYv3www8KCwsr0BcbG6vdu3crISFBy5Yt07p16zRgwAB7f2Zmpjp16qTKlSsrOTlZU6dO1bhx4zR79uwbLRcAAAAlnOuNvqBLly7q0qXLNcccO3ZMQ4YM0YoVK9Stm+O95ffs2aPly5dr8+bNatasmSTp9ddfV9euXfXf//5XYWFhWrhwoS5duqR3331Xbm5uqlu3rlJSUjRt2jSHYAsAAIDSz+lzWPPz89W3b1+NHDlSdevWLdCfmJgoPz8/e1iVpOjoaLm4uCgpKck+pk2bNnJzc7OPiYmJ0b59+3TmzJlC93vx4kVlZmY6PAAAAFDyOT2wTp48Wa6urho6dGih/WlpaQoKCnJoc3V1VUBAgNLS0uxjgoODHcZceX5lzB9NnDhRvr6+9kd4ePjfPRQAAABYgFMDa3Jysl577TXNmzdPNpvNmZv+U6NGjVJGRob9cfTo0WLdPwAAAIqGUwPr999/r1OnTqlSpUpydXWVq6urDh8+rKeeekpVqlSRJIWEhOjUqVMOr8vNzdXp06cVEhJiH3Py5EmHMVeeXxnzR+7u7vLx8XF4AAAAoORzamDt27evduzYoZSUFPsjLCxMI0eO1IoVKyRJUVFRSk9PV3Jysv11q1atUn5+vlq2bGkfs27dOuXk5NjHJCQkqFatWvL393dmyQAAALC4G14lICsrSwcOHLA/T01NVUpKigICAlSpUiUFBgY6jC9btqxCQkJUq1YtSVKdOnXUuXNnPfroo5o1a5ZycnI0ePBg9enTx74E1gMPPKDx48erf//+evbZZ7Vr1y699tprevXVV//OsQIAAKAEuuHAumXLFrVv397+fMSIEZKkuLg4zZs377q2sXDhQg0ePFgdO3aUi4uLevXqpfj4eHu/r6+vvv32Ww0aNEhNmzZVhQoVNGbMGJa0AgAAuAnZDMMwzC6iKGRmZsrX11cZGRmmzGet8txXxb5PKzg0qdufDwIAAND15zWnL2sFAAAAOBOBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWNoNB9Z169bp7rvvVlhYmGw2m5YsWWLvy8nJ0bPPPqv69evLy8tLYWFhevDBB3X8+HGHbZw+fVqxsbHy8fGRn5+f+vfvr6ysLIcxO3bs0B133CEPDw+Fh4drypQpf+0IAQAAUKLdcGDNzs5Ww4YNNWPGjAJ9586d09atWzV69Ght3bpVn3/+ufbt26fu3bs7jIuNjdXu3buVkJCgZcuWad26dRowYIC9PzMzU506dVLlypWVnJysqVOnaty4cZo9e/ZfOEQAAACUZDbDMIy//GKbTYsXL1bPnj2vOmbz5s1q0aKFDh8+rEqVKmnPnj2KjIzU5s2b1axZM0nS8uXL1bVrV/3yyy8KCwvTzJkz9e9//1tpaWlyc3OTJD333HNasmSJ9u7de121ZWZmytfXVxkZGfLx8fmrh/iXVXnuq2LfpxUcmtTN7BIAAEAJcb15rcjnsGZkZMhms8nPz0+SlJiYKD8/P3tYlaTo6Gi5uLgoKSnJPqZNmzb2sCpJMTEx2rdvn86cOVPofi5evKjMzEyHBwAAAEq+Ig2sFy5c0LPPPqt//vOf9tSclpamoKAgh3Gurq4KCAhQWlqafUxwcLDDmCvPr4z5o4kTJ8rX19f+CA8Pd/bhAAAAwARFFlhzcnJ0//33yzAMzZw5s6h2Yzdq1ChlZGTYH0ePHi3yfQIAAKDouRbFRq+E1cOHD2vVqlUOcxJCQkJ06tQph/G5ubk6ffq0QkJC7GNOnjzpMObK8ytj/sjd3V3u7u7OPAwAAABYgNPPsF4Jq/v379d3332nwMBAh/6oqCilp6crOTnZ3rZq1Srl5+erZcuW9jHr1q1TTk6OfUxCQoJq1aolf39/Z5cMAAAAC7vhwJqVlaWUlBSlpKRIklJTU5WSkqIjR44oJydH//jHP7RlyxYtXLhQeXl5SktLU1pami5duiRJqlOnjjp37qxHH31UmzZt0oYNGzR48GD16dNHYWFhkqQHHnhAbm5u6t+/v3bv3q2PP/5Yr732mkaMGOG8IwcAAECJcMPLWq1Zs0bt27cv0B4XF6dx48YpIiKi0NetXr1a7dq1k3T5xgGDBw/Wl19+KRcXF/Xq1Uvx8fEqX768ffyOHTs0aNAgbd68WRUqVNCQIUP07LPPXnedLGtlDpa1AgAA1+t689rfWofVygis5iCwAgCA62WZdVgBAACAv4PACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALO2GA+u6det09913KywsTDabTUuWLHHoNwxDY8aMUWhoqDw9PRUdHa39+/c7jDl9+rRiY2Pl4+MjPz8/9e/fX1lZWQ5jduzYoTvuuEMeHh4KDw/XlClTbvzogBLq7NmzGjZsmCpXrixPT0+1atVKmzdvtvfbbLZCH1OnTpUkHTp0SP3791dERIQ8PT1VrVo1jR07VpcuXTLrkAAA+MtuOLBmZ2erYcOGmjFjRqH9U6ZMUXx8vGbNmqWkpCR5eXkpJiZGFy5csI+JjY3V7t27lZCQoGXLlmndunUaMGCAvT8zM1OdOnVS5cqVlZycrKlTp2rcuHGaPXv2XzhEoOR55JFHlJCQoPfee087d+5Up06dFB0drWPHjkmSTpw44fB49913ZbPZ1KtXL0nS3r17lZ+fr7feeku7d+/Wq6++qlmzZun5558387AAAPhLbIZhGH/5xTabFi9erJ49e0q6fHY1LCxMTz31lJ5++mlJUkZGhoKDgzVv3jz16dNHe/bsUWRkpDZv3qxmzZpJkpYvX66uXbvql19+UVhYmGbOnKl///vfSktLk5ubmyTpueee05IlS7R3797rqi0zM1O+vr7KyMiQj4/PXz3Ev6zKc18V+z6t4NCkbmaXUOKdP39e3t7eWrp0qbp1+7/3s2nTpurSpYtefPHFAq/p2bOnzp49q5UrV151u1OnTtXMmTN18ODBIqkbAIAbdb15zalzWFNTU5WWlqbo6Gh7m6+vr1q2bKnExERJUmJiovz8/OxhVZKio6Pl4uKipKQk+5g2bdrYw6okxcTEaN++fTpz5kyh+7548aIyMzMdHkBJlJubq7y8PHl4eDi0e3p6av369QXGnzx5Ul999ZX69+9/ze1mZGQoICDAqbUCAFAcnBpY09LSJEnBwcEO7cHBwfa+tLQ0BQUFOfS7uroqICDAYUxh2/jfffzRxIkT5evra3+Eh4f//QMCTODt7a2oqCj95z//0fHjx5WXl6f3339fiYmJOnHiRIHx8+fPl7e3t+69996rbvPAgQN6/fXXNXDgwKIsHQCAIlFqVgkYNWqUMjIy7I+jR4+aXRLwl7333nsyDEO33HKL3N3dFR8fr3/+859ycSn4V/bdd99VbGxsgTOyVxw7dkydO3fWfffdp0cffbSoSwcAwOmcGlhDQkIkXf6K8n+dPHnS3hcSEqJTp0459Ofm5ur06dMOYwrbxv/u44/c3d3l4+Pj8ABKqmrVqmnt2rXKysrS0aNHtWnTJuXk5Khq1aoO477//nvt27dPjzzySKHbOX78uNq3b69WrVpx0SIAoMRyamCNiIhQSEiIw4UfmZmZSkpKUlRUlCQpKipK6enpSk5Oto9ZtWqV8vPz1bJlS/uYdevWKScnxz4mISFBtWrVkr+/vzNLBizNy8tLoaGhOnPmjFasWKEePXo49M+ZM0dNmzZVw4YNC7z22LFjateunZo2baq5c+cWenYWAICS4Ib/D5aVlaWUlBSlpKRIunyhVUpKio4cOSKbzaZhw4bpxRdf1BdffKGdO3fqwQcfVFhYmH0lgTp16qhz58569NFHtWnTJm3YsEGDBw9Wnz59FBYWJkl64IEH5Obmpv79+2v37t36+OOP9dprr2nEiBFOO3DAylasWKHly5crNTVVCQkJat++vWrXrq1+/frZx2RmZurTTz8t9OzqlbBaqVIl/fe//9Wvv/6qtLS0q84BBwDAylxv9AVbtmxR+/bt7c+vhMi4uDjNmzdPzzzzjLKzszVgwAClp6fr9ttv1/Llyx3m1y1cuFCDBw9Wx44d5eLiol69eik+Pt7e7+vrq2+//VaDBg1S06ZNVaFCBY0ZM8ZhrVbASpy9jFn2nu+Vvm6+cs/+pjIe3ipXq5X8oh5UjdHf2secTVmu85fy9PK+AE36w/6zdn6n3w8c0IEDB3Trrbc69FV+dpnT6mQZMwBAcfhb67BaGeuwmuNmDTB83gAA3DhT1mEFAAAAnI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALM3pgTUvL0+jR49WRESEPD09Va1aNf3nP/+RYRj2MYZhaMyYMQoNDZWnp6eio6O1f/9+h+2cPn1asbGx8vHxkZ+fn/r376+srCxnlwsAAACLc3pgnTx5smbOnKk33nhDe/bs0eTJkzVlyhS9/vrr9jFTpkxRfHy8Zs2apaSkJHl5eSkmJkYXLlywj4mNjdXu3buVkJCgZcuWad26dRowYICzywUAAIDFuTp7gxs3blSPHj3UrVs3SVKVKlX04YcfatOmTZIun12dPn26XnjhBfXo0UOStGDBAgUHB2vJkiXq06eP9uzZo+XLl2vz5s1q1qyZJOn1119X165d9d///ldhYWEF9nvx4kVdvHjR/jwzM9PZhwYAAAATOP0Ma6tWrbRy5Ur99NNPkqTt27dr/fr16tKliyQpNTVVaWlpio6Otr/G19dXLVu2VGJioiQpMTFRfn5+9rAqSdHR0XJxcVFSUlKh+504caJ8fX3tj/DwcGcfGgAAAEzg9DOszz33nDIzM1W7dm2VKVNGeXl5eumllxQbGytJSktLkyQFBwc7vC44ONjel5aWpqCgIMdCXV0VEBBgH/NHo0aN0ogRI+zPMzMzCa0AAAClgNMD6yeffKKFCxfqgw8+UN26dZWSkqJhw4YpLCxMcXFxzt6dnbu7u9zd3Yts+wAAADCH0wPryJEj9dxzz6lPnz6SpPr16+vw4cOaOHGi4uLiFBISIkk6efKkQkND7a87efKkGjVqJEkKCQnRqVOnHLabm5ur06dP218PAACAm4PT57CeO3dOLi6Omy1Tpozy8/MlSREREQoJCdHKlSvt/ZmZmUpKSlJUVJQkKSoqSunp6UpOTraPWbVqlfLz89WyZUtnlwwAAAALc/oZ1rvvvlsvvfSSKlWqpLp162rbtm2aNm2aHn74YUmSzWbTsGHD9OKLL6pGjRqKiIjQ6NGjFRYWpp49e0qS6tSpo86dO+vRRx/VrFmzlJOTo8GDB6tPnz6FrhAAAACA0svpgfX111/X6NGj9cQTT+jUqVMKCwvTwIEDNWbMGPuYZ555RtnZ2RowYIDS09N1++23a/ny5fLw8LCPWbhwoQYPHqyOHTvKxcVFvXr1Unx8vLPLBQAAgMXZjP+9BVUpkpmZKV9fX2VkZMjHx6fY91/lua+KfZ9WcGhSN7NLMAWfNwAAN+5685rT57ACAAAAzkRgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYWpEE1mPHjulf//qXAgMD5enpqfr162vLli32fsMwNGbMGIWGhsrT01PR0dHav3+/wzZOnz6t2NhY+fj4yM/PT/3791dWVlZRlAsAAAALc3pgPXPmjFq3bq2yZcvqm2++0Y8//qhXXnlF/v7+9jFTpkxRfHy8Zs2apaSkJHl5eSkmJkYXLlywj4mNjdXu3buVkJCgZcuWad26dRowYICzywUAAIDFuTp7g5MnT1Z4eLjmzp1rb4uIiLD/2TAMTZ8+XS+88IJ69OghSVqwYIGCg4O1ZMkS9enTR3v27NHy5cu1efNmNWvWTJL0+uuvq2vXrvrvf/+rsLAwZ5cNAAAAi3L6GdYvvvhCzZo103333aegoCA1btxYb7/9tr0/NTVVaWlpio6Otrf5+vqqZcuWSkxMlCQlJibKz8/PHlYlKTo6Wi4uLkpKSip0vxcvXlRmZqbDAwAAACWf0wPrwYMHNXPmTNWoUUMrVqzQ448/rqFDh2r+/PmSpLS0NElScHCww+uCg4PtfWlpaQoKCnLod3V1VUBAgH3MH02cOFG+vr72R3h4uLMPDQAAACZwemDNz89XkyZN9PLLL6tx48YaMGCAHn30Uc2aNcvZu3IwatQoZWRk2B9Hjx4t0v0BAACgeDg9sIaGhioyMtKhrU6dOjpy5IgkKSQkRJJ08uRJhzEnT56094WEhOjUqVMO/bm5uTp9+rR9zB+5u7vLx8fH4QEAAICSz+mBtXXr1tq3b59D208//aTKlStLunwBVkhIiFauXGnvz8zMVFJSkqKioiRJUVFRSk9PV3Jysn3MqlWrlJ+fr5YtWzq7ZAAAAFiY01cJGD58uFq1aqWXX35Z999/vzZt2qTZs2dr9uzZkiSbzaZhw4bpxRdfVI0aNRQREaHRo0crLCxMPXv2lHT5jGznzp3tUwlycnI0ePBg9enThxUCAAAAbjJOD6zNmzfX4sWLNWrUKE2YMEERERGaPn26YmNj7WOeeeYZZWdna8CAAUpPT9ftt9+u5cuXy8PDwz5m4cKFGjx4sDp27CgXFxf16tVL8fHxzi4XAAAAFmczDMMwu4iikJmZKV9fX2VkZJgyn7XKc18V+z6t4NCkbmaXYAo+bwAAbtz15rUiuTUrAAAA4CwEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGlFHlgnTZokm82mYcOG2dsuXLigQYMGKTAwUOXLl1evXr108uRJh9cdOXJE3bp1U7ly5RQUFKSRI0cqNze3qMsFAACAxRRpYN28ebPeeustNWjQwKF9+PDh+vLLL/Xpp59q7dq1On78uO699157f15enrp166ZLly5p48aNmj9/vubNm6cxY8YUZbkAAACwoCILrFlZWYqNjdXbb78tf39/e3tGRobmzJmjadOmqUOHDmratKnmzp2rjRs36ocffpAkffvtt/rxxx/1/vvvq1GjRurSpYv+85//aMaMGbp06VJRlQwAAAALKrLAOmjQIHXr1k3R0dEO7cnJycrJyXFor127tipVqqTExERJUmJiourXr6/g4GD7mJiYGGVmZmr37t2F7u/ixYvKzMx0eAAAAKDkcy2KjX700UfaunWrNm/eXKAvLS1Nbm5u8vPzc2gPDg5WWlqafcz/htUr/Vf6CjNx4kSNHz/eCdUDAADASpx+hvXo0aN68skntXDhQnl4eDh781c1atQoZWRk2B9Hjx4ttn0DAACg6Dg9sCYnJ+vUqVNq0qSJXF1d5erqqrVr1yo+Pl6urq4KDg7WpUuXlJ6e7vC6kydPKiQkRJIUEhJSYNWAK8+vjPkjd3d3+fj4ODwAAABQ8jk9sHbs2FE7d+5USkqK/dGsWTPFxsba/1y2bFmtXLnS/pp9+/bpyJEjioqKkiRFRUVp586dOnXqlH1MQkKCfHx8FBkZ6eySAQAAYGFOn8Pq7e2tevXqObR5eXkpMDDQ3t6/f3+NGDFCAQEB8vHx0ZAhQxQVFaXbbrtNktSpUydFRkaqb9++mjJlitLS0vTCCy9o0KBBcnd3d3bJAAAAsLAiuejqz7z66qtycXFRr169dPHiRcXExOjNN9+095cpU0bLli3T448/rqioKHl5eSkuLk4TJkwwo1wAAACYqFgC65o1axyee3h4aMaMGZoxY8ZVX1O5cmV9/fXXRVwZAAAArK7Ib80KAAAA/B0EVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAcBEEydOVPPmzeXt7a2goCD17NlT+/btcxgzcOBAVatWTZ6enqpYsaJ69OihvXv3OozZvHmzOnbsKD8/P/n7+ysmJkbbt28vzkMBgCJDYAUAE61du1aDBg3SDz/8oISEBOXk5KhTp07Kzs62j2natKnmzp2rPXv2aMWKFTIMQ506dVJeXp4kKSsrS507d1alSpWUlJSk9evXy9vbWzExMcrJyTHr0ADAaWyGYRhmF1EUMjMz5evrq4yMDPn4+BT7/qs891Wx79MKDk3qZnYJpuDzhrP8+uuvCgoK0tq1a9WmTZtCx+zYsUMNGzbUgQMHVK1aNW3ZskXNmzfXkSNHFB4eLknauXOnGjRooP3796t69erFeQgAcN2uN69xhhUALCQjI0OSFBAQUGh/dna25s6dq4iICHs4rVWrlgIDAzVnzhxdunRJ58+f15w5c1SnTh1VqVKluEoHgCJDYAUAi8jPz9ewYcPUunVr1atXz6HvzTffVPny5VW+fHl98803SkhIkJubmyTJ29tba9as0fvvvy9PT0+VL19ey5cv1zfffCNXV1czDgUAnIrACgAWMWjQIO3atUsfffRRgb7Y2Fht27ZNa9euVc2aNXX//ffrwoULkqTz58+rf//+at26tX744Qdt2LBB9erVU7du3XT+/PniPgwAcDoCKwBYwODBg7Vs2TKtXr1at956a4F+X19f1ahRQ23atNGiRYu0d+9eLV68WJL0wQcf6NChQ5o7d66aN2+u2267TR988IFSU1O1dOnS4j4UXMP1rApx4cIFDRo0SIGBgSpfvrx69eqlkydPOoxhVQjcbAisAGAiwzA0ePBgLV68WKtWrVJERMR1vcYwDF28eFGSdO7cObm4uMhms9nHXHmen59fZLXjxl3PqhDDhw/Xl19+qU8//VRr167V8ePHde+999r7WRUCNyMmNwGAiQYNGqQPPvhAS5culbe3t9LS0iRdPqPq6empgwcP6uOPP1anTp1UsWJF/fLLL5o0aZI8PT3VtWtXSdKdd96pkSNHatCgQRoyZIjy8/M1adIkubq6qn379mYeHv5g+fLlDs/nzZunoKAgJScnq02bNsrIyNCcOXP0wQcfqEOHDpKkuXPnqk6dOvrhhx902223ae/evTp9+rQmTJhgv/Bu7NixatCggQ4fPsyqECiVCKwAcIOcuYzZ4ZkzJUnt2rVzaA/sOkzl60cr9+zv+n35Z3rhxSnKv5ClMl5+cg+vK797X1aLaZvt4317vKB3v/hQs95dIJvNJrfgqvK7e7SiXtvqtFpZxsz5/rgqRHJysnJychQdHW0fU7t2bVWqVEmJiYm67bbbHFaFeP7555WXl8eqECj1CKwAYKLKzy67Zr+rd6CC7xv/p9vxjGgsz4jGzioLxaCwVSHS0tLk5uYmPz8/h7HBwcH2s+9XVoXo2bOn/vOf/0iSatSooRUrVrAqBEot5rACAGCCa60KcS2sCoGbEb+KAQBQzK6sCrFu3TqHVSFCQkJ06dIlpaenO5xlPXnypEJCQiT936oQiYmJcnFxsbf5+/tr6dKl6tOnT7EeC1AcnH6G1VlLdhw5ckTdunVTuXLlFBQUpJEjRyo3N9fZ5QIAUGz+bFWIpk2bqmzZslq5cqW9bd++fTpy5IiioqIksSoEbk5OD6zOWLIjLy9P3bp106VLl7Rx40bNnz9f8+bN05gxY5xdLgAAxWbQoEF6//339cEHH9hXhUhLS7N/le/r66v+/ftrxIgRWr16tZKTk9WvXz9FRUXptttuk3R5VYgzZ85o0KBB2rNnj3bv3q1+/fqxKgRKNZthGEZR7uDXX39VUFCQ1q5da1+yo2LFivrggw/0j3/8Q5K0d+9e1alTx34F5DfffKO77rpLx48fV3BwsCRp1qxZevbZZ/Xrr7/ab0d4LZmZmfL19VVGRoZ8fHyK8hAL5cyriEuSm/UqYj7vmwuf983FqatCTL6r0PYrq0JIkpF7SadXzdG5PWtl5OXII6KJAu98QmXK+9vHn0/dpowNH+rSb4f/b1WIOx6U+y21nVbrzfp5o3hdb14r8jmsf2XJjsTERNWvX98eViUpJiZGjz/+uHbv3q3GjQteCXvx4kX7ItrS5TcAAAAr+bNVISTJ5uqmwE6PK7DT41cdw6oQuNkU6SoBf3XJjrS0NIeweqX/Sl9hJk6cKF9fX/vjymLKAAAAKNmKNLD+1SU7/opRo0YpIyPD/jh69GiR7xMAAABFr8imBPydJTtCQkK0adMmh+1dWUXgypg/cnd3l7u7u5OPAgAAAGZz+hlWZyzZERUVpZ07d+rUqVP2MQkJCfLx8VFkZKSzSwYAAICFOf0M66BBg/TBBx9o6dKl9iU7pMtLdXh6ejos2REQECAfHx8NGTLEYcmOTp06KTIyUn379tWUKVOUlpamF154QYMGDeIsKgAAwE3G6YF15syZkqR27do5tM+dO1cPPfSQJOnVV1+Vi4uLevXqpYsXLyomJkZvvvmmfWyZMmW0bNkyPf7444qKipKXl5fi4uI0YcIEZ5cLAAAAi3N6YL2eZV09PDw0Y8YMzZgx46pjKleurK+//tqZpQEAAKAEKtJVAgAAAIC/i8AKAAAASyOwAgAAFIF169bp7rvvVlhYmGw2m5YsWeLQbxiGxowZo9DQUHl6eio6Olr79+93GFOlShXZbDaHx6RJk4rxKKyBwAoAAFAEsrOz1bBhw6teszNlyhTFx8dr1qxZSkpKkpeXl2JiYnThwgWHcRMmTNCJEyfsjyFDhhRH+ZZSZDcOAAAAuJl16dJFXbp0KbTPMAxNnz5dL7zwgnr06CFJWrBggYKDg7VkyRL16dPHPtbb2/uqN066WXCGFQAAoJilpqYqLS1N0dHR9jZfX1+1bNlSiYmJDmMnTZqkwMBANW7cWFOnTlVubm5xl2s6zrACAAAUsys3VgoODnZoDw4OtvdJ0tChQ9WkSRMFBARo48aNGjVqlE6cOKFp06YVa71mI7ACAABY1IgRI+x/btCggdzc3DRw4EBNnDjxprr7J1MCAAAAitmVOaknT550aD958uQ156u2bNlSubm5OnToUFGWZzkEVgAAgGIWERGhkJAQrVy50t6WmZmppKQkRUVFXfV1KSkpcnFxUVBQUHGUaRlMCQAAACgCWVlZOnDggP15amqqUlJSFBAQoEqVKmnYsGF68cUXVaNGDUVERGj06NEKCwtTz549JUmJiYlKSkpS+/bt5e3trcTERA0fPlz/+te/5O/vb9JRmYPACgAA8P9Vee4rp23rwpEdOvnh8/bnV+ajetXrqArdhssw6sqI7Kx7HohT/oVsedwaqYBOz6n2uMtnXS+mHdDpb2cp57kXpLwcufoGy6tuF62peI9T65SkQ5O6OXV7zkZgBQAAKAIelRqo8rPLrtpvs9nkd8e/5HfHvwrtdw+prtAHXymq8koU5rACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLs3RgnTFjhqpUqSIPDw+1bNlSmzZtMrskAAAAFDPLBtaPP/5YI0aM0NixY7V161Y1bNhQMTExOnXqlNmlAQAAoBi5ml3A1UybNk2PPvqo+vXrJ0maNWuWvvrqK7377rt67rnnCoy/ePGiLl68aH+ekZEhScrMzCyegv8g/+I5U/ZrNrPeb7Pxed9c+LxvLnzeNxc+b3P2axjGNcfZjD8bYYJLly6pXLlyWrRokXr27Glvj4uLU3p6upYuXVrgNePGjdP48eOLsUoAAAA4w9GjR3Xrrbdetd+SZ1h/++035eXlKTg42KE9ODhYe/fuLfQ1o0aN0ogRI+zP8/Pzdfr0aQUGBspmsxVpvVaSmZmp8PBwHT16VD4+PmaXgyLG531z4fO+ufB531xu1s/bMAydPXtWYWFh1xxnycD6V7i7u8vd3d2hzc/Pz5xiLMDHx+em+oG/2fF531z4vG8ufN43l5vx8/b19f3TMZa86KpChQoqU6aMTp486dB+8uRJhYSEmFQVAAAAzGDJwOrm5qamTZtq5cqV9rb8/HytXLlSUVFRJlYGAACA4mbZKQEjRoxQXFycmjVrphYtWmj69OnKzs62rxqAwrm7u2vs2LEFpkegdOLzvrnwed9c+LxvLnze12bJVQKueOONNzR16lSlpaWpUaNGio+PV8uWLc0uCwAAAMXI0oEVAAAAsOQcVgAAAOAKAisAAAAsjcAKAAAASyOwAgAAFKPc3FwtWLCgwHrzuDouugJKkPPnz8swDJUrV06SdPjwYS1evFiRkZHq1KmTydUBAK5XuXLltGfPHlWuXNnsUkoEzrACJUiPHj20YMECSVJ6erpatmypV155RT169NDMmTNNrg5FYcGCBbp48WKB9kuXLtl/FlA6ZGdna/To0WrVqpWqV6+uqlWrOjxQurRo0UIpKSlml1FicIa1lLnycdpsNpMrQVGoUKGC1q5dq7p16+qdd97R66+/rm3btumzzz7TmDFjtGfPHrNLhJOVKVNGJ06cUFBQkEP777//rqCgIOXl5ZlUGZztn//8p9auXau+ffsqNDS0wL/jTz75pEmVoSh88sknGjVqlIYPH66mTZvKy8vLob9BgwYmVWZNlr3TFW7MggULNHXqVO3fv1+SVLNmTY0cOVJ9+/Y1uTI407lz5+Tt7S1J+vbbb3XvvffKxcVFt912mw4fPmxydSgKhmEU+gvoL7/8Il9fXxMqQlH55ptv9NVXX6l169Zml4Ji0KdPH0nS0KFD7W02m83+d55fRh0RWEuBadOmafTo0Ro8eLD9H7r169frscce02+//abhw4ebXCGcpXr16lqyZInuuecerVixwv7Znjp1Sj4+PiZXB2dq3LixbDabbDabOnbsKFfX//vnOi8vT6mpqercubOJFcLZ/P39FRAQYHYZKCapqalml1CiMCWgFIiIiND48eP14IMPOrTPnz9f48aN4y9FKbJo0SI98MADysvLU4cOHZSQkCBJmjhxotatW6dvvvnG5ArhLOPHj7f/96mnnlL58uXtfW5ubqpSpYp69eolNzc3s0qEk73//vtaunSp5s+fb7+wEsBlBNZSwMPDQ7t27VL16tUd2vfv36/69evrwoULJlWGopCWlqYTJ06oYcOGcnG5fN3kpk2b5OPjo9q1a5tcHZxt/vz56t27tzw8PMwuBUWscePG+vnnn2UYhqpUqaKyZcs69G/dutWkylBU3nvvPc2aNUupqalKTExU5cqVNX36dEVERKhHjx5ml2cpTAkoBapXr65PPvlEzz//vEP7xx9/rBo1aphUFYpKSEiIsrKylJCQoDZt2sjT01PNmzfnQrtSKi4uTtLlVQFOnTql/Px8h/5KlSqZURaKQM+ePc0uAcVo5syZGjNmjIYNG6aXXnrJPmfVz89P06dPJ7D+AWdYS4HPPvtMvXv3VnR0tH0O64YNG7Ry5Up98sknuueee0yuEM7y+++/6/7779fq1atls9m0f/9+Va1aVQ8//LD8/f31yiuvmF0inGz//v16+OGHtXHjRod2LswASrbIyEi9/PLL6tmzp7y9vbV9+3ZVrVpVu3btUrt27fTbb7+ZXaKlcIa1FOjVq5eSkpI0bdo0LVmyRJJUp04dbdq0SY0bNza3ODjV8OHDVbZsWR05ckR16tSxt/fu3VsjRowgsJZCDz30kFxdXbVs2bJClzpC6ZOcnGxfoq5u3br8O15KpaamFvrZuru7Kzs724SKrI3AWko0bdpUCxcuNLsMFLFvv/1WK1as0K233urQXqNGDZa1KqVSUlKUnJzM/OSbwKlTp9SnTx+tWbNGfn5+ki7fIKR9+/b66KOPVLFiRXMLhFNFREQoJSWlwJ2uli9f7nBCApdxp6sSzMXFRWXKlLnm43+XwkHJl52dXejVw6dPn5a7u7sJFaGoRUZG8tXgTWLIkCE6e/asdu/erdOnT+v06dPatWuXMjMzHdbqROkwYsQIDRo0SB9//LEMw9CmTZv00ksvadSoUXrmmWfMLs9ymMNagi1duvSqfYmJiYqPj1d+fj6rBJQCx48fV1hYmLp27aqmTZvqP//5j7y9vbVjxw5VrlxZffr0UX5+vhYtWmR2qXCyVatW6YUXXtDLL7+s+vXrF7hynPV3Sw9fX1999913at68uUP7pk2b1KlTJ6Wnp5tTGIrMwoULNW7cOP3888+SpLCwMI0fP179+/c3uTLrIbCWMvv27dNzzz2nL7/8UrGxsZowYUKBrxtQ8vj7+2vGjBlq2LChOnTooCZNmmjVqlXq3r27/WzMhg0bVK1aNbNLhZNdWbrsj3NXueiq9PH29tb333+vRo0aObRv27ZNbdu2VWZmpjmFocidO3dOWVlZBW7BjP/D98WlxPHjxzV27FjNnz9fMTExSklJUb169cwuC07y0ksvaeDAgercubN+/PFHzZo1S97e3srKytK9996rQYMGKTQ01OwyUQRWr15tdgkoJh06dNCTTz6pDz/8UGFhYZKkY8eOafjw4erYsaPJ1cHZ3n33XbVv314REREqV64cN4v4E5xhLeEyMjL08ssv6/XXX1ejRo00efJk3XHHHWaXhSKQmpqq/v3768cff9Ts2bPVvXt3s0sC4ERHjx61f2sSHh5ub6tXr56++OKLAhdbomSrUaOGDh48qFtuuUVt27ZV27Zt1a5duwI3AcJlBNYSbMqUKZo8ebJCQkL08ssvs8jwTeKNN97Q8OHDVadOnQIX1XEnnNLr3LlzOnLkiC5duuTQ3qBBA5MqQlEwDEPfffed9u7dK+nyEoXR0dEmV4WicuzYMa1Zs0br1q3T2rVrtX//foWGhqpdu3Z6//33zS7PUgisJZiLi4s8PT0VHR2tMmXKXHXc559/XoxVoSgdPnxY/fr1065duzRw4MACgXXs2LEmVYai8uuvv6pfv3765ptvCu1nDitQ8p07d07ff/+9PvzwQy1cuFCGYSg3N9fssiyFOawl2IMPPsgi4jeRt99+W0899ZSio6O1e/du1mS8SQwbNkzp6elKSkpSu3bttHjxYp08eVIvvvgiN4ooBeLj4zVgwAB5eHgoPj7+mmNZ2qp0+fbbb7VmzRqtWbNG27ZtU506ddS2bVstWrRIbdq0Mbs8y+EMK1ACdO7cWZs2bdL06dP14IMPml0OilFoaKiWLl2qFi1ayMfHR1u2bFHNmjX1xRdfaMqUKVq/fr3ZJeJviIiI0JYtWxQYGKiIiIirjrPZbDp48GAxVoai5uLioooVK+qpp57SgAED7DeLQOE4wwqUAHl5edqxYwcXXdyEsrOz7Uvd+Pv769dff1XNmjVVv3595iyXAqmpqYX+GaXftGnTtG7dOk2ZMkWvvfaa/aKrdu3aqWbNmmaXZznc6QooARISEgirN6latWpp3759kqSGDRvqrbfe0rFjxzRr1iyWMitlJkyYoHPnzhVoP3/+vCZMmGBCRShKw4YN0+eff67ffvtNy5cvV6tWrbR8+XLVq1ePf+8LwZQAALCw999/X7m5uXrooYeUnJyszp076/Tp03Jzc9O8efPUu3dvs0uEk5QpU0YnTpwosHj877//rqCgIC6wK4UMw9C2bdu0Zs0arV69WuvXr9fZs2dVv359bdu2zezyLIXACgAlyLlz57R3715VqlRJFSpUMLscOJGLi4tOnjxZ4ILKVatWqXfv3vr1119NqgxF4e6779aGDRuUmZmphg0bql27dmrbtq3atGnDfNZCMIcVACxswoQJevrpp+13wSlXrpyaNGli/5p4zJgxJleIv8vf3182m002m001a9Z0WP0lLy9PWVlZeuyxx0ysEEWhdu3aGjhwoO644w75+vqaXY7lcYYVACyMr4lLv/nz58swDD388MOaPn26Q3hxc3NTlSpVFBUVZWKFKC7p6emcXb0KzrACgIUZhlHoesvbt29XQECACRXB2eLi4iRdXuKqdevWBW4IgtJp8uTJqlKlin0e+v33369FixYpNDRUX3/9tRo2bGhyhdbCKgEAYEH+/v4KCAiwf00cEBBgf/j6+urOO+/U/fffb3aZcCJvb2/t2bPH/nzp0qXq2bOnnn/++QK35EXJN2vWLIWHh0u6vBJMQkKCli9fri5dumjkyJEmV2c9TAkAAAvia+KbT/PmzfXcc8+pV69eOnjwoCIjI3Xvvfdq8+bN6tatm6ZPn252iXAiT09P/fTTTwoPD9eTTz6pCxcu6K233tJPP/2kli1b6syZM2aXaCl87wAAFhQXF6fc3FzZbDZ16NDBfiYGpddPP/2kRo0aSZI+/fRTtW3bVh988IE2bNigPn36EFhLGX9/fx09elTh4eFavny5XnzxRUmXpwExN70gpgQAgEW5urrq8ccfV35+vtmloBgYhmH/rL/77jt17dpVkhQeHq7ffvvNzNJQBO6991498MADuvPOO/X777+rS5cukqRt27apevXqJldnPZxhBQALa9GihbZt26bKlSubXQqKWLNmzfTiiy8qOjpaa9eu1cyZMyVdvmVrcHCwydXB2V599VVVqVJFR48e1ZQpU1S+fHlJ0okTJ/TEE0+YXJ31MIcVACzsk08+0ahRozR8+HA1bdpUXl5eDv0NGjQwqTI4244dOxQbG6sjR45oxIgRGjt2rCRpyJAh+v333/XBBx+YXCFgHgIrAFiYi0vBmVs2m82+3BVz3Uq/CxcuqEyZMipbtqzZpcDJ9u/fr9WrV+vUqVMFpv5wUxBHBFYAsLDDhw9fs5+pAqVLenq6Fi1apJ9//lkjR45UQECAtm7dquDgYN1yyy1mlwcnevvtt/X444+rQoUKCgkJcVhv2WazaevWrSZWZz0EVgAALGDHjh3q2LGj/Pz8dOjQIe3bt09Vq1bVCy+8oCNHjmjBggVmlwgnqly5sp544gk9++yzZpdSIrBKAABY3M8//6whQ4YoOjpa0dHRGjp0qH7++Wezy4KTjRgxQv369dP+/fvl4eFhb+/atavWrVtnYmUoCmfOnNF9991ndhklBoEVACxsxYoVioyM1KZNm9SgQQM1aNBASUlJqlu3rhISEswuD060efNmDRw4sED7LbfcorS0NBMqQlG677779O2335pdRonBslYAYGHPPfechg8frkmTJhVof/bZZ3XnnXeaVBmczd3dXZmZmQXaf/rpJ1WsWNGEilCUqlevrtGjR+uHH35Q/fr1C1xUN3ToUJMqsybmsAKAhXl4eGjnzp2qUaOGQ/tPP/2kBg0a6MKFCyZVBmd75JFH9Pvvv+uTTz5RQECAduzYoTJlyqhnz55q06YNd7oqZSIiIq7aZ7PZdPDgwWKsxvo4wwoAFlaxYkWlpKQUCKwpKSkKCgoyqSoUhVdeeUX/+Mc/FBQUpPPnz6tt27ZKS0tTVFSUXnrpJbPLg5OlpqaaXUKJQmAFAAt79NFHNWDAAB08eFCtWrWSJG3YsEGTJ0/WiBEjTK4OzuTr66uEhAStX79eO3bsUFZWlpo0aaLo6GizSwNMx5QAALAwwzA0ffp0vfLKKzp+/LgkKSwsTCNHjtTQoUMd1m4EULL88ssv+uKLL3TkyBFdunTJoW/atGkmVWVNBFYAKCHOnj0rSfL29ja5EhSFCRMmXLOfOx+VLitXrlT37t1VtWpV7d27V/Xq1dOhQ4dkGIaaNGmiVatWmV2ipRBYAaAEOHXqlPbt2ydJql27NleNl0KNGzd2eJ6Tk6PU1FS5urqqWrVq3PmolGnRooW6dOmi8ePHy9vbW9u3b1dQUJBiY2PVuXNnPf7442aXaCkEVgCwsLNnz+qJJ57Qhx9+aL/XeJkyZdS7d2/NmDFDvr6+JleIopSZmamHHnpI99xzj/r27Wt2OXAib29vpaSkqFq1avL399f69etVt25dbd++XT169NChQ4fMLtFSuHEAAFjYI488oqSkJH311VdKT09Xenq6li1bpi1bthS6yDxKFx8fH40fP16jR482uxQ4mZeXl33eamhoqMPd63777TezyrIsVgkAAAtbtmyZVqxYodtvv93eFhMTo7fffludO3c2sTIUl4yMDGVkZJhdBpzstttu0/r161WnTh117dpVTz31lHbu3KnPP/9ct912m9nlWQ6BFQAsLDAwsNCv/X19feXv729CRSgq8fHxDs8Nw9CJEyf03nvvqUuXLiZVhaIybdo0ZWVlSZLGjx+vrKwsffzxx6pRowYrBBSCOawAYGGzZ8/Wp59+qvfee08hISGSpLS0NMXFxenee+9lWkAp8sc7H7m4uKhixYrq0KGDRo0axeoQuKkRWAHAwho3bqwDBw7o4sWLqlSpkiTpyJEjcnd3L3D3K64iB1BaMSUAACysZ8+eZpcAAKbjDCsAABZwzz33XPedyz7//PMirgawFs6wAkAJkZWVZV+L9QofHx+TqoGz+fr6avHixfL19VWzZs0kScnJycrIyFDPnj25DS9uagRWALCw1NRUDR48WGvWrNGFCxfs7YZhyGazKS8vz8Tq4EzBwcG6//77NWvWLJUpU0aSlJeXpyeeeEI+Pj6aOnWqyRXCmSZMmKCnn35a5cqVc2g/f/68pk6dyq14/4ApAQBgYa1bt5ZhGHryyScVHBxc4Cxb27ZtTaoMzlaxYkWtX79etWrVcmjft2+fWrVqpd9//92kylAUypQpoxMnTigoKMih/ffff1dQUBC/jP4BZ1gBwMK2b9+u5OTkAiEGpU9ubq727t1b4LPeu3dvgakgKPmufEvyR9u3b1dAQIAJFVkbgRUALKx58+Y6evQogfUm0K9fP/Xv318///yzWrRoIUlKSkrSpEmT1K9fP5Org7P4+/vLZrPJZrOpZs2aDqE1Ly9PWVlZeuyxx0ys0JqYEgAAFvbzzz/rscce07/+9S/Vq1dPZcuWdehv0KCBSZXB2fLz8/Xf//5Xr732mk6cOCHp8j3mn3zyST311FP2ea0o2ebPny/DMPTwww9r+vTpDneyc3NzU5UqVRQVFWVihdZEYAUAC/vhhx/0wAMP6NChQ/Y2m83GRVelXGZmpiRWgSjN1q5dq9atW8vVlS+7rweBFQAsLDIyUnXq1NEzzzxT6EVXlStXNqkyAH/H119/rTJlyigmJsahfcWKFcrPz1eXLl1MqsyaCKwAYGFeXl7avn27qlevbnYpAJyoQYMGmjRpkrp27erQvnz5cj377LPavn27SZVZk4vZBQAArq5Dhw78jwsohfbv36/IyMgC7bVr19aBAwdMqMjamDgBABZ29913a/jw4dq5c6fq169f4KKr7t27m1QZgL/D19dXBw8eVJUqVRzaDxw4IC8vL3OKsjCmBACAhbm4XP2LMC66AkqugQMHKjExUYsXL1a1atUkXQ6rvXr1UvPmzfXOO++YXKG1EFgBALCA+Pj4QtttNps8PDxUvXp1tWnThuWtSomMjAx17txZW7Zs0a233ipJ+uWXX3THHXfo888/l5+fn7kFWgyBFQAAC4iIiNCvv/6qc+fOyd/fX5J05swZlStXTuXLl9epU6dUtWpVrV69WuHh4SZXC2cwDEMJCQnavn27PD091aBBA7Vp08bssiyJwAoAFhMfH68BAwbIw8Pjqmfdrhg6dGgxVYWi9uGHH2r27Nl65513HL4iHjhwoAYMGKDWrVurT58+CgkJ0aJFi0yuFs504cIFubu7F3qrVlxGYAUAi4mIiNCWLVsUGBioiIiIq46z2Ww6ePBgMVaGolStWjV99tlnatSokUP7tm3b1KtXLx08eFAbN25Ur1697HfCQsmVn5+vl156SbNmzdLJkyf1008/qWrVqho9erSqVKmi/v37m12ipbBKAABYTGpqaqF/Rul24sQJ5ebmFmjPzc1VWlqaJCksLExnz54t7tJQBF588UXNnz9fU6ZM0aOPPmpvr1evnqZPn05g/QPWYQUAwALat2+vgQMHatu2bfa2bdu26fHHH1eHDh0kSTt37rzmWXeUHAsWLNDs2bMVGxvrcCFdw4YNtXfvXhMrsybOsAKAheXl5WnevHlauXKlTp06pfz8fIf+VatWmVQZnG3OnDnq27evmjZtal9vNzc3Vx07dtScOXMkSeXLl9crr7xiZplwkmPHjhV6B7v8/Hzl5OSYUJG1EVgBwMKefPJJzZs3T926dVO9evW4KKMUCwkJUUJCgvbu3auffvpJklSrVi3VqlXLPqZ9+/ZmlQcni4yM1Pfff6/KlSs7tC9atEiNGzc2qSrrIrACgIV99NFH+uSTTwrcbxylV+3atVW7dm2zy0ARGzNmjOLi4nTs2DHl5+fr888/1759+7RgwQItW7bM7PIsh1UCAMDCwsLCtGbNGtWsWdPsUlDEmP5x8/n+++81YcIEbd++XVlZWWrSpInGjBmjTp06mV2a5RBYAcDCXnnlFR08eFBvvPEG0wFKucGDB9unf4SGhhb4vF999VWTKoOz5ebm6uWXX9bDDz9sv8sVro3ACgAWds8992j16tUKCAhQ3bp17RfjXPH555+bVBmcrUKFClqwYAHTP24S5cuX165du1SlShWzSykRmMMKABbm5+ene+65x+wyUAzc3NwKvWocpVPHjh21du1aAut14gwrAAAWwPSPm8usWbM0fvx4xcbGqmnTpvLy8nLo7969u0mVWROBFQAsyN/fv9DQ4uvrq5o1a+rpp5/WnXfeaUJlKCpM/7i5uLhc/d5NNptNeXl5xViN9TElAAAsaPr06YW2p6enKzk5WXfddZcWLVqku+++u3gLQ5Fh+sfN5Y+rQODaOMMKACXQtGnTtGjRIm3cuNHsUgDcoJycHHl6eiolJUX16tUzu5wS4ernowEAlnXXXXdxv/FS6tdff9X69eu1fv16/frrr2aXgyJQtmxZVapUia/9bwCBFQBKoIsXL8rNzc3sMuBE2dnZevjhhxUaGqo2bdqoTZs2CgsLU//+/XXu3Dmzy4OT/fvf/9bzzz+v06dPm11KicCUAAAogYYNG6a9e/dq+fLlZpcCJxk4cKC+++47vfHGG2rdurUkaf369Ro6dKjuvPNOzZw50+QK4UyNGzfWgQMHlJOTo8qVKxdYJWDr1q0mVWZNXHQFABY0YsSIQtszMjK0detW/fTTT1q3bl0xV4Wi9Nlnn2nRokVq166dva1r167y9PTU/fffT2AtZXr27Gl2CSUKgRUALGjbtm2Ftvv4+OjOO+/U559/roiIiGKuCkXp3LlzCg4OLtAeFBTElIBSaOzYsWaXUKIwJQAAAAvo2LGjAgMDtWDBAnl4eEiSzp8/r7i4OJ0+fVrfffedyRWiKCQnJ2vPnj2SpLp166px48YmV2RNBFYAACxg586d6ty5sy5evKiGDRtKkrZv3y4PDw+tWLFCdevWNblCONOpU6fUp08frVmzRn5+fpIur7Pcvn17ffTRR6pYsaK5BVoMgRUAAIs4d+6cFi5caF+yrE6dOoqNjZWnp6fJlcHZevfurYMHD2rBggWqU6eOJOnHH39UXFycqlevrg8//NDkCq2FwAoAgMlycnJUu3ZtLVu2zB5eULr5+vrqu+++U/PmzR3aN23apE6dOik9Pd2cwiyKdVgBADBZ2bJldeHCBbPLQDHKz89X2bJlC7SXLVuW27YWgsAKAIAFDBo0SJMnT1Zubq7ZpaAYdOjQQU8++aSOHz9ubzt27JiGDx+ujh07mliZNTElAAAAC7jnnnu0cuVKlS9fXvXr1y+wkPznn39uUmUoCkePHlX37t21e/duhYeH29vq1aunL774QrfeeqvJFVoL67ACAGABfn5+6tWrl9lloJiEh4dr69at+u677xwusouOjja5MmviDCsAACZKTU3lJhDAn2AOKwAAJqpWrZoiIiL08MMP6/3339cvv/xidkkoQqtWrVJkZKQyMzML9GVkZKhu3br6/vvvTajM2jjDCgCAidasWWN/JCUl6dKlS6patao6dOig9u3bq3379oXeshUlU/fu3dW+fXsNHz680P74+HitXr1aixcvLubKrI3ACgCARVy4cEEbN260B9hNmzbZ12jdvXu32eXBCSpXrqzly5dfdb3dvXv3qlOnTjpy5EgxV2ZtBFYAACzm0qVL2rBhg7755hu99dZbysrKUl5entllwQk8PDy0a9cuVa9evdD+AwcOqH79+jp//nwxV2ZtzGEFAMBkly5d0rp16zR+/Hi1b99efn5+euyxx3TmzBm98cYbSk1NNbtEOMktt9yiXbt2XbV/x44dCg0NLcaKSgbOsAIAYKIOHTooKSlJERERatu2re644w61bduW0FJKDRkyRGvWrNHmzZvl4eHh0Hf+/Hm1aNFC7du3V3x8vEkVWhOBFQAAE5UtW1ahoaHq2bOn2rVrp7Zt2yowMNDsslBETp48qSZNmqhMmTIaPHiwatWqJeny3NUZM2YoLy9PW7du5UK7PyCwAgBgouzsbH3//fdas2aNVq9erZSUFNWsWVNt27a1B9iKFSuaXSac6PDhw3r88ce1YsUKXYlhNptNMTExmjFjBuvyFoLACgCAhZw9e1br16/X6tWrtWbNGm3fvl01atS45rxHlExnzpzRgQMHZBiGatSoIX9/f7NLsixuzQoAgIV4eXkpICBAAQEB8vf3l6urq/bs2WN2WSgC/v7+at68udlllAicYQUAwET5+fnasmWLfUrAhg0blJ2drVtuucV+44D27durcuXKZpcKmIbACgCAiXx8fJSdna2QkBB7OG3Xrp2qVatmdmmAZRBYAQAw0VtvvaX27durZs2aZpcCWBaBFQAAAJbGna4AAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgB2NlsNi1ZsuS6x8+bN09+fn5/eX/t2rXTsGHD/vLrS4o5c+aoU6dODm3jxo1TcHDwDb/npd2hQ4dks9nMLqNEW758uRo1aqT8/HyzSwGchsAKWNzQoUPVtGlTubu7q1GjRkW6rxMnTqhLly7XPb5379766aefCrTPnz9ft99+uzNLu6px48Y55X25cOGCBg0apMDAQJUvX169evXSyZMnHcYcOXJE3bp1U7ly5RQUFKSRI0cqNzf3T7c7evRojR071t62Z88ejR8/Xm+99Zb9Pd+9e7d69eqlKlWqyGazafr06X/7mK7YsWOH7rjjDnl4eCg8PFxTpky55vh58+bJZrMV+jh16pQkac2aNYX2p6WlFbrNSZMmyWazlapfUGbMmKEqVarIw8NDLVu21KZNm645vl27doW+Z926dbOPGTdunGrXri0vLy/5+/srOjpaSUlJhW7v4sWLatSokWw2m1JSUuztnTt3VtmyZbVw4UKnHCdgBQRWoAR4+OGH1bt37yLfT0hIiNzd3a97vKenp4KCggq0L126VN27d3dmaUVu+PDh+vLLL/Xpp59q7dq1On78uO699157f15enrp166ZLly5p48aNmj9/vubNm6cxY8Zcc7uLFi2Sj4+PWrdubW/7+eefJUk9evSwv+fnzp1T1apVNWnSJIWEhDjtuDIzM9WpUydVrlxZycnJmjp1qsaNG6fZs2df9TW9e/fWiRMnHB4xMTFq27Ztgc973759DuMK+3nYvHmz3nrrLTVo0MBpx2W2jz/+WCNGjNDYsWO1detWNWzYUDExMfZAX5jPP//c4b3atWuXypQpo/vuu88+pmbNmnrjjTe0c+dOrV+/XlWqVFGnTp3066+/FtjeM888o7CwsEL39dBDDyk+Pv7vHyhgFQYA01y4cMEYMmSIUbFiRcPd3d1o3bq1sWnTpkLHjh071mjYsOF1bffK2Dlz5hjh4eGGl5eX8fjjjxu5ubnG5MmTjeDgYKNixYrGiy++6PA6ScbixYsNwzCM1NRUQ5Lx2WefGe3atTM8PT2NBg0aGBs3brSPnzt3ruHr6+uwjfPnzxteXl7Gnj17DMMwjBkzZhjVq1c33N3djaCgIKNXr172sW3btjWGDBlijBw50vD39zeCg4ONsWPHOmzv8OHDRvfu3Q0vLy/D29vbuO+++4y0tDT7/iU5PObOnWvk5+cbY8eONcLDww03NzcjNDTUGDJkyFXfr/T0dKNs2bLGp59+am/bs2ePIclITEw0DMMwvv76a8PFxcW+b8MwjJkzZxo+Pj7GxYsXr7rtbt26GU8//bT9+dixYwvU/EeVK1c2Xn311atu80a8+eabhr+/v0ONzz77rFGrVq3r3sapU6eMsmXLGgsWLLC3rV692pBknDlz5pqvPXv2rFGjRg0jISHBaNu2rfHkk09ec/yVn7tr2bRpkxEdHW0EBgYaPj4+Rps2bYzk5GSHMWfOnDEGDBhgBAUFGe7u7kbdunWNL7/80t6/fv16o23btoanp6fh5+dndOrUyTh9+vQ19/u/WrRoYQwaNMj+PC8vzwgLCzMmTpx43dt49dVXDW9vbyMrK+uqYzIyMgxJxnfffefQ/vXXXxu1a9c2du/ebUgytm3b5tB/+PBhQ5Jx4MCB664HsDLOsAImeuaZZ/TZZ59p/vz52rp1q6pXr66YmBidPn36b2/7559/1jfffKPly5frww8/1Jw5c9StWzf98ssvWrt2rSZPnqwXXnjhql83XvHvf/9bTz/9tFJSUlSzZk3985//vObX4CtXrtQtt9yi2rVra8uWLRo6dKgmTJigffv2afny5WrTpo3D+Pnz58vLy0tJSUmaMmWKJkyYoISEBEmX77Heo0cPnT59WmvXrlVCQoIOHjxoP9vcu3dvPfXUU6pbt679rFXv3r312Wef6dVXX9Vbb72l/fv3a8mSJapfv/5Va05OTlZOTo6io6PtbbVr11alSpWUmJgoSUpMTFT9+vUVHBxsHxMTE6PMzEzt3r37qttev369mjVrZn/+9NNPa+7cuZJkr/l6Xfmq/kYkJiaqTZs2cnNzc6h73759OnPmzHVtY8GCBSpXrpz+8Y9/FOhr1KiRQkNDdeedd2rDhg0F+gcNGqRu3bo5vLd/19mzZxUXF6f169frhx9+UI0aNdS1a1edPXtW0uWfmy5dumjDhg16//339eOPP2rSpEkqU6aMJCklJUUdO3ZUZGSkEhMTtX79et19993Ky8uT9Ofv86VLl5ScnOxwTC4uLoqOjrb/vFyPOXPmqE+fPvLy8rrqfmbPni1fX181bNjQ3n7y5Ek9+uijeu+991SuXLlCX1upUiUFBwfr+++/v+56ACtzNbsA4GaVnZ2tmTNnat68efZ5o2+//bYSEhI0Z84cjRw58m9tPz8/X++++668vb0VGRmp9u3ba9++ffr666/l4uKiWrVqafLkyVq9erVatmx51e08/fTT9jl248ePV926dXXgwAHVrl270PH/Ox3gyJEj8vLy0l133SVvb29VrlxZjRs3dhjfoEED+/zOGjVq6I033tDKlSt15513auXKldq5c6dSU1MVHh4u6XJ4qlu3rjZv3qzmzZurfPnycnV1dfga/ciRIwoJCVF0dLTKli2rSpUqqUWLFlc9xrS0NLm5uRW4gCw4ONg+JzMtLc0hrF7pv9JXmPT0dGVkZDh8bVu+fHn7fm70q39fX1/VqlXrhl6TlpamiIgIh7b/rdvf3/9PtzFnzhw98MAD8vT0tLeFhoZq1qxZatasmS5evKh33nlH7dq1U1JSkpo0aSJJ+uijj7R161Zt3rz5hmr+Mx06dHB4Pnv2bPn5+Wnt2rW666679N1332nTpk3as2eP/XanVatWtY+fMmWKmjVrpjfffNPeVrduXfuf/+x9/u2335SXl1foz8PevXuv6xg2bdqkXbt2ac6cOQX6li1bpj59+ujcuXMKDQ1VQkKCKlSoIEkyDEMPPfSQHnvsMTVr1kyHDh266j7CwsJ0+PDh66oHsDrOsAIm+fnnn5WTk+Mwt7Fs2bJq0aKF9uzZc93bKV++vP3x2GOP2durVKkib29v+/Pg4GBFRkbKxcXFoe1ac+4kOcw7DA0NlaSrvsYwDH355Zf2wHrnnXeqcuXKqlq1qvr27auFCxfq3LlzV93+lX1c2f6ePXsUHh5uD6uSFBkZKT8/v2u+R/fdd5/Onz+vqlWr6tFHH9XixYvtZ4Vffvllh/fsyJEj1zz+v+P8+fOSJA8PD6ds75577rnuQOQsiYmJ2rNnj/r37+/QXqtWLQ0cOFBNmzZVq1at9O6776pVq1Z69dVXJUlHjx7Vk08+qYULFzrt+K+4coaxRo0a8vX1lY+Pj7KysuyfZUpKim699VZ7WP2jK2dYr6Y43uc5c+aofv36hf4i1b59e6WkpGjjxo3q3Lmz7r//fvvfiddff11nz57VqFGj/nQfnp6eBf6+ASUVgRUo4VJSUuyPCRMm2NvLli3rMM5msxXa9mdL3/zva658TXq112zatEm5ublq1aqVJMnb21tbt27Vhx9+qNDQUI0ZM0YNGzZUenr6Nev8u8vxhIeHa9++fXrzzTfl6empJ554Qm3atFFOTo4ee+wxh/csLCxMISEhunTpkkNd0uVgdOUsaEhISIFVA648v9qZ0sDAQNlstuv+6r0o/JW6/9c777yjRo0aqWnTpn86tkWLFjpw4ICky9MsTp06pSZNmsjV1VWurq5au3at4uPj5erqav/6/a+Ii4tTSkqKXnvtNW3cuFEpKSkKDAzUpUuXJMnhTHBh/qz/z1SoUEFlypQp9H29nvc0OztbH330UYFfAq7w8vJS9erVddttt2nOnDlydXW1n4ldtWqVEhMT5e7uLldXV1WvXl2S1KxZM8XFxTls5/Tp06pYseJfOUTAcgisgEmqVasmNzc3h3l/OTk52rx5syIjI697O9WrV7c/CrtCuzgtXbpU3bp1s88VlCRXV1dFR0drypQp2rFjhw4dOqRVq1Zd1/bq1Kmjo0eP6ujRo/a2H3/8Uenp6fb3yM3NrdDw4+npqbvvvlvx8fFas2aNEhMTtXPnTgUEBDi8Z66urmratKnKli2rlStX2l+/b98+HTlyRFFRUZKkqKgo7dy50+HsckJCgnx8fK76ebm5uSkyMlI//vjjdR1vUYiKitK6deuUk5Njb0tISFCtWrX+dDpAVlaWPvnkk6sGqz9KSUmxn4Xv2LGjdu7c6fDLQbNmzRQbG6uUlBSHn5EbtWHDBg0dOlRdu3ZV3bp15e7urt9++83e36BBA/3yyy+FLrl2pf9/P+sb5ebmpqZNmzpsIz8/XytXrrT/vFzLp59+qosXL+pf//rXde0vPz9fFy9elCTFx8dr+/bt9vf066+/lnR51YKXXnrJ/poLFy7o559/LjAFByipmMMKmMTLy0uPP/64Ro4cqYCAAFWqVElTpkzRuXPnHALCgQMHlJWVpbS0NJ0/f96+3mJkZKTDhTRW8MUXXzic5V22bJkOHjyoNm3ayN/fX19//bXy8/Ovex5mdHS06tevr9jYWE2fPl25ubl64okn1LZtW/uFTFWqVFFqaqr9a2Bvb299+OGHysvLU8uWLVWuXDm9//778vT0VOXKlQvdj6+vr/r3768RI0YoICBAPj4+GjJkiKKionTbbbdJkjp16qTIyEj17dtXU6ZMUVpaml544QUNGjTomkuBxcTEaP369X+6/uilS5fswfbSpUs6duyYUlJSVL58eftZtMWLF2vUqFE39HX1Aw88oPHjx6t///569tlntWvXLr322mv2r+6vtd2PP/5Yubm5hQar6dOnKyIiQnXr1tWFCxf0zjvvaNWqVfr2228lXT67Xq9ePYfXeHl5KTAwsED7japRo4bee+89NWvWTJmZmRo5cqTDWdO2bduqTZs26tWrl6ZNm6bq1atr7969stls6ty5s0aNGqX69evriSee0GOPPSY3NzetXr1a9913nypUqHBd7/OIESMUFxenZs2aqUWLFpo+fbqys7PVr18/+5gHH3xQt9xyiyZOnOjw2jlz5qhnz54KDAx0aM/OztZLL72k7t27KzQ0VL/99ptmzJihY8eO2Ze+qlSpksNrypcvL+nyL8C33nqrvf2HH36Qu7v7dQVooEQwe5kC4GZ2/vx5Y8iQIUaFChWuuqxV27ZtCyyDJMlITU296nYLWwIrLi7O6NGjR4Ft/+8yQypkWav/XS7nzJkzhiRj9erVhmE4Lmt14MABw93d3WGJnu+//95o27at4e/vb18W6+OPP77q/g3DMHr06GHExcXZn19rWSvDuLw0WK9evQw/Pz/7slaLFy82WrZsafj4+BheXl7GbbfdVmBZoD86f/688cQTTxj+/v5GuXLljHvuucc4ceKEw5hDhw4ZXbp0MTw9PY0KFSoYTz31lJGTk3PN7e7evdvw9PQ00tPT7W2LFy8usHTTlff7j4+2bdvax1xZxutGbd++3bj99tsNd3d345ZbbjEmTZrk0H+17UZFRRkPPPBAoducPHmyUa1aNcPDw8MICAgw2rVrZ6xateqadThrWautW7cazZo1Mzw8PIwaNWoYn376aYGlwH7//XejX79+RmBgoOHh4WHUq1fPWLZsmb1/zZo1RqtWrQx3d3fDz8/PiImJsS/Rdb3v8+uvv25UqlTJcHNzM1q0aGH88MMPBY73f3+WDcMw9u7da0gyvv322wLbO3/+vHHPPfcYYWFh9uXYunfvftWl7gyj8L+nhmEYAwYMMAYOHPinxwCUFDbDMIxiTcgASqVp06bpu+++s39Fif9z3333qUmTJtd1oczN7tChQ4qIiBD/a/rrfvvtN9WqVUtbtmwpsEIEUFIxhxWAU9x6660EsquYOnWq/atboKgdOnRIb775JmEVpQpnWAEAlsEZVgCF4QwrAMAy/Pz87DeSAIArOMMKAAAAS+MMKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0v4flp8wl0cC+A0AAAAASUVORK5CYII=","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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"]},"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, 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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-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":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHSCAYAAAApApkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABg+klEQVR4nO3deVxU1f8/8NewIzsoDCgC7qCIO6G5oCQqHxWz1CLFJbfEtUwt93JPU8w0W1zKLFNR00RRRFwQFcEVcUMxFSgREJR1zu8Pf95vI2BZA/eCr+fjMY+Pc865d953Bj++Opw5VyWEECAiIiIiUig9uQsgIiIiInoeBlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0A7kLKC8ajQZ3796FhYUFVCqV3OUQERER0TOEEHj48CGcnJygp1f2PGqVDax3796Fs7Oz3GUQERER0d+4ffs2atWqVWZ/lQ2sFhYWAJ68AZaWljJXQ0RERETPys7OhrOzs5TbylJlA+vTZQCWlpYMrEREREQK9nfLN/mlKyIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGVgWKjo5Gz5494eTkBJVKhR07dpQ5dtSoUVCpVFi+fHmJvj179sDb2xumpqawsbFBYGCgVv+4cePQsmVLGBsbo1mzZjq9BiIiIiJdYWBVoNzcXHh5eWHVqlXPHRcWFoYTJ07AycmpRN+2bdswcOBADBkyBGfPnsWxY8fw9ttvlxg3dOhQ9O/fX2e1ExEREelald0loDLr3r07unfv/twxd+7cwdixY7Fv3z4EBARo9RUVFWH8+PFYsmQJhg0bJrV7eHhojQsNDQUA/PHHHzh37pyOqiciIiLSLc6wVkIajQYDBw7E5MmT0bhx4xL9Z86cwZ07d6Cnp4fmzZvD0dER3bt3x4ULF2SoloiIiOi/YWCthBYtWgQDAwOMGzeu1P4bN24AAGbPno3p06dj9+7dsLGxQadOnZCRkVGRpRIRERH9ZwyslUxcXBxWrFiB9evXl7nJrkajAQB8/PHH6Nu3L1q2bIl169ZBpVLhl19+qchyiYiIiP4zBtZK5siRI0hPT0ft2rVhYGAAAwMD3Lp1C++//z5cXV0BAI6OjgC016waGxujTp06SElJkaNsIiIion+NX7qqZAYOHAg/Pz+tNn9/f2lHAADSVlVJSUl49dVXAQCFhYW4efMmXFxcKrxmIiIiov+CgVWBcnJycO3aNel5cnIyEhISYGtri9q1a8POzk5rvKGhIdRqNRo2bAgAsLS0xKhRozBr1iw4OzvDxcUFS5YsAQC8+eab0nHXrl1DTk4OUlNT8fjxYyQkJAB4MjNrZGRUzldJRERE9M+ohBBC7iLKQ3Z2NqysrJCVlQVLS8sKf33XqXv+9bF5KeeQtvmjEu1mTbqgesDEEu2/rx4Ky1a9Ydm6t9QmiouQeXgDci4egijKh7FjQ9h0GQ6jGv83w5r641Tk3y65c0DNUd/CwMrhX9V+c2HA3w8iIiIiwj/Pawys5eS/BNbKjIGViIiI/ql/mtf4pSsiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlK0Fw6s0dHR6NmzJ5ycnKBSqbBjx44yx44aNQoqlQrLly/Xas/IyEBQUBAsLS1hbW2NYcOGIScnR2vMuXPn0L59e5iYmMDZ2RmLFy9+0VKJiIiIqAp44cCam5sLLy8vrFq16rnjwsLCcOLECTg5OZXoCwoKwsWLFxEREYHdu3cjOjoaI0aMkPqzs7PRtWtXuLi4IC4uDkuWLMHs2bOxdu3aFy2XiIiIiCq5F741a/fu3dG9e/fnjrlz5w7Gjh2Lffv2ISBAeyP5xMREhIeH49SpU2jVqhUAYOXKlejRowc+++wzODk5YdOmTSgoKMB3330HIyMjNG7cGAkJCVi2bJlWsCUiIiKiqk/na1g1Gg0GDhyIyZMno3HjxiX6Y2JiYG1tLYVVAPDz84Oenh5iY2OlMR06dNC6n72/vz+SkpLw4MGDUl83Pz8f2dnZWg8iIiIiqvx0HlgXLVoEAwMDjBs3rtT+1NRU2Nvba7UZGBjA1tYWqamp0hgHB+172T99/nTMsxYsWAArKyvp4ezs/F8vhYiIiIgUQKeBNS4uDitWrMD69euhUql0eeq/NW3aNGRlZUmP27dvV+jrExEREVH50GlgPXLkCNLT01G7dm0YGBjAwMAAt27dwvvvvw9XV1cAgFqtRnp6utZxRUVFyMjIgFqtlsakpaVpjXn6/OmYZxkbG8PS0lLrQURERESVn04D68CBA3Hu3DkkJCRIDycnJ0yePBn79u0DAPj4+CAzMxNxcXHScZGRkdBoNPD29pbGREdHo7CwUBoTERGBhg0bwsbGRpclExEREZHCvfAuATk5Obh27Zr0PDk5GQkJCbC1tUXt2rVhZ2enNd7Q0BBqtRoNGzYEALi7u6Nbt24YPnw41qxZg8LCQoSEhGDAgAHSFlhvv/025syZg2HDhmHKlCm4cOECVqxYgc8///y/XCsRERERVUIvHFhPnz4NX19f6fmkSZMAAMHBwVi/fv0/OsemTZsQEhKCLl26QE9PD3379kVoaKjUb2Vlhf3792PMmDFo2bIlqlevjpkzZ3JLKyIiIqKXkEoIIeQuojxkZ2fDysoKWVlZsqxndZ26p8JfUwluLgz4+0FERERE+Od5TefbWhERERER6RIDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESnaCwfW6Oho9OzZE05OTlCpVNixY4fUV1hYiClTpsDT0xNmZmZwcnLCoEGDcPfuXa1zZGRkICgoCJaWlrC2tsawYcOQk5OjNebcuXNo3749TExM4OzsjMWLF/+7KyQiIiKiSu2FA2tubi68vLywatWqEn2PHj3CmTNnMGPGDJw5cwbbt29HUlISevXqpTUuKCgIFy9eREREBHbv3o3o6GiMGDFC6s/OzkbXrl3h4uKCuLg4LFmyBLNnz8batWv/xSUSERERUWWmEkKIf32wSoWwsDAEBgaWOebUqVNo06YNbt26hdq1ayMxMREeHh44deoUWrVqBQAIDw9Hjx498Pvvv8PJyQmrV6/Gxx9/jNTUVBgZGQEApk6dih07duDy5culvk5+fj7y8/Ol59nZ2XB2dkZWVhYsLS3/7SX+a65T91T4ayrBzYUBcpdARERElUR2djasrKz+Nq+V+xrWrKwsqFQqWFtbAwBiYmJgbW0thVUA8PPzg56eHmJjY6UxHTp0kMIqAPj7+yMpKQkPHjwo9XUWLFgAKysr6eHs7Fx+F0VEREREFaZcA2teXh6mTJmCt956S0rNqampsLe31xpnYGAAW1tbpKamSmMcHBy0xjx9/nTMs6ZNm4asrCzpcfv2bV1fDhERERHJwKC8TlxYWIh+/fpBCIHVq1eX18tIjI2NYWxsXO6vQ0REREQVq1wC69OweuvWLURGRmqtSVCr1UhPT9caX1RUhIyMDKjVamlMWlqa1pinz5+OISIiIqKXg86XBDwNq1evXsWBAwdgZ2en1e/j44PMzEzExcVJbZGRkdBoNPD29pbGREdHo7CwUBoTERGBhg0bwsbGRtclExEREZGCvXBgzcnJQUJCAhISEgAAycnJSEhIQEpKCgoLC/HGG2/g9OnT2LRpE4qLi5GamorU1FQUFBQAANzd3dGtWzcMHz4cJ0+exLFjxxASEoIBAwbAyckJAPD222/DyMgIw4YNw8WLF/Hzzz9jxYoVmDRpku6unIiIiIgqhRfe1ioqKgq+vr4l2oODgzF79my4ubmVetyhQ4fQqVMnAE9uHBASEoJff/0Venp66Nu3L0JDQ2Fubi6NP3fuHMaMGYNTp06hevXqGDt2LKZMmfKP6/yn2ySUF25rRURERPR8/zSv/ad9WJWMgVUeDKxERET0TylmH1YiIiIiov+CgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlUhm0dHR6NmzJ5ycnKBSqbBjxw6tfiEEZs6cCUdHR5iamsLPzw9Xr16V+qOioqBSqUp9nDp1CgAwe/bsUvvNzMwq8lKJiIj+FQZWIpnl5ubCy8sLq1atKrV/8eLFCA0NxZo1axAbGwszMzP4+/sjLy8PANC2bVvcu3dP6/Huu+/Czc0NrVq1AgB88MEHJcZ4eHjgzTffrLDrJCIi+rcM5C6A6GXXvXt3dO/evdQ+IQSWL1+O6dOno3fv3gCAjRs3wsHBATt27MCAAQNgZGQEtVotHVNYWIidO3di7NixUKlUAABzc3OYm5tLY86ePYtLly5hzZo15XhlREREusEZViIFS05ORmpqKvz8/KQ2KysreHt7IyYmptRjdu3ahfv372PIkCFlnvebb75BgwYN0L59e53XTEREpGsMrEQKlpqaCgBwcHDQandwcJD6nvXtt9/C398ftWrVKrU/Ly8PmzZtwrBhw3RbLBERUTnhkgCiKuT333/Hvn37sGXLljLHhIWF4eHDhwgODq7AyoiIiP49zrASKdjTtalpaWla7WlpaVrrVp9at24d7Ozs0KtXrzLP+c033+B///tfiVlbIiIipWJgJVIwNzc3qNVqHDx4UGrLzs5GbGwsfHx8tMYKIbBu3ToMGjQIhoaGpZ4vOTkZhw4d4nIAIiKqVLgkgEhmOTk5uHbtmvQ8OTkZCQkJsLW1Re3atTFhwgR8+umnqF+/Ptzc3DBjxgw4OTkhMDBQ6zyRkZFITk7Gu+++W+Zrfffdd3B0dCxzVwIiIiIlYmAl0gHXqXv+9bF5KeeQtvkj6fmkSZMAAGZNuqB6wEQI0RjCoxv6vB0MTV4uTGp5wLbrVDSafVDrPH/sWgLjmu7otv46gOslXkcIDe6sXgOzJp1R9+Pwf13vX91cGKCT8xARET0PAyuRzExqN4XLlN1l9qtUKli3fwfW7d957nlq9Jr83H6VSg+13lv/b0okIiKSFdewEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGivXBgjY6ORs+ePeHk5ASVSoUdO3Zo9QshMHPmTDg6OsLU1BR+fn64evWq1piMjAwEBQXB0tIS1tbWGDZsGHJycrTGnDt3Du3bt4eJiQmcnZ2xePHiF786IiIiIqr0Xjiw5ubmwsvLC6tWrSq1f/HixQgNDcWaNWsQGxsLMzMz+Pv7Iy8vTxoTFBSEixcvIiIiArt370Z0dDRGjBgh9WdnZ6Nr165wcXFBXFwclixZgtmzZ2Pt2rX/4hKJiIiIqDIzeNEDunfvju7du5faJ4TA8uXLMX36dPTu3RsAsHHjRjg4OGDHjh0YMGAAEhMTER4ejlOnTqFVq1YAgJUrV6JHjx747LPP4OTkhE2bNqGgoADfffcdjIyM0LhxYyQkJGDZsmVawfav8vPzkZ+fLz3Pzs5+0UsjIiIiIgXS6RrW5ORkpKamws/PT2qzsrKCt7c3YmJiAAAxMTGwtraWwioA+Pn5QU9PD7GxsdKYDh06wMjISBrj7++PpKQkPHjwoNTXXrBgAaysrKSHs7OzLi+NiIiIiGSi08CampoKAHBwcNBqd3BwkPpSU1Nhb2+v1W9gYABbW1utMaWd46+v8axp06YhKytLety+ffu/XxARERERye6FlwQolbGxMYyNjeUug4iIiIh0TKczrGq1GgCQlpam1Z6Wlib1qdVqpKena/UXFRUhIyNDa0xp5/jraxARERHRy0GngdXNzQ1qtRoHDx6U2rKzsxEbGwsfHx8AgI+PDzIzMxEXFyeNiYyMhEajgbe3tzQmOjoahYWF0piIiAg0bNgQNjY2uiyZiIiIiBTuhQNrTk4OEhISkJCQAODJF60SEhKQkpIClUqFCRMm4NNPP8WuXbtw/vx5DBo0CE5OTggMDAQAuLu7o1u3bhg+fDhOnjyJY8eOISQkBAMGDICTkxMA4O2334aRkRGGDRuGixcv4ueff8aKFSswadIknV04EREREVUOL7yG9fTp0/D19ZWePw2RwcHBWL9+PT788EPk5uZixIgRyMzMxKuvvorw8HCYmJhIx2zatAkhISHo0qUL9PT00LdvX4SGhkr9VlZW2L9/P8aMGYOWLVuievXqmDlzZplbWhERERFR1aUSQgi5iygP2dnZsLKyQlZWFiwtLSv89V2n7qnw11SCmwsD5C5BFvy8iYiIXtw/zWs6XcNKRERERKRrDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGg6D6zFxcWYMWMG3NzcYGpqirp16+KTTz6BEEIaI4TAzJkz4ejoCFNTU/j5+eHq1ata58nIyEBQUBAsLS1hbW2NYcOGIScnR9flEhEREZHC6TywLlq0CKtXr8YXX3yBxMRELFq0CIsXL8bKlSulMYsXL0ZoaCjWrFmD2NhYmJmZwd/fH3l5edKYoKAgXLx4EREREdi9ezeio6MxYsQIXZdLRERERApnoOsTHj9+HL1790ZAQAAAwNXVFZs3b8bJkycBPJldXb58OaZPn47evXsDADZu3AgHBwfs2LEDAwYMQGJiIsLDw3Hq1Cm0atUKALBy5Ur06NEDn332GZycnHRdNhEREREplM5nWNu2bYuDBw/iypUrAICzZ8/i6NGj6N69OwAgOTkZqamp8PPzk46xsrKCt7c3YmJiAAAxMTGwtraWwioA+Pn5QU9PD7GxsaW+bn5+PrKzs7UeRERERFT56XyGderUqcjOzkajRo2gr6+P4uJizJs3D0FBQQCA1NRUAICDg4PWcQ4ODlJfamoq7O3ttQs1MICtra005lkLFizAnDlzdH05RERERCQznc+wbtmyBZs2bcKPP/6IM2fOYMOGDfjss8+wYcMGXb+UlmnTpiErK0t63L59u1xfj4iIiIgqhs5nWCdPnoypU6diwIABAABPT0/cunULCxYsQHBwMNRqNQAgLS0Njo6O0nFpaWlo1qwZAECtViM9PV3rvEVFRcjIyJCOf5axsTGMjY11fTlEREREJDOdz7A+evQIenrap9XX14dGowEAuLm5Qa1W4+DBg1J/dnY2YmNj4ePjAwDw8fFBZmYm4uLipDGRkZHQaDTw9vbWdclEREREpGA6n2Ht2bMn5s2bh9q1a6Nx48aIj4/HsmXLMHToUACASqXChAkT8Omnn6J+/fpwc3PDjBkz4OTkhMDAQACAu7s7unXrhuHDh2PNmjUoLCxESEgIBgwYwB0CiIiIiF4yOg+sK1euxIwZM/Dee+8hPT0dTk5OGDlyJGbOnCmN+fDDD5Gbm4sRI0YgMzMTr776KsLDw2FiYiKN2bRpE0JCQtClSxfo6emhb9++CA0N1XW5RERERKRwKvHXW1BVIdnZ2bCyskJWVhYsLS0r/PVdp+6p8NdUgpsLA+QuQRb8vImIiF7cP81rOl/DSkRERESkSwysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRo5RJY79y5g3feeQd2dnYwNTWFp6cnTp8+LfULITBz5kw4OjrC1NQUfn5+uHr1qtY5MjIyEBQUBEtLS1hbW2PYsGHIyckpj3KJiIiISMF0HlgfPHiAdu3awdDQEHv37sWlS5ewdOlS2NjYSGMWL16M0NBQrFmzBrGxsTAzM4O/vz/y8vKkMUFBQbh48SIiIiKwe/duREdHY8SIEboul4iIiIgUzkDXJ1y0aBGcnZ2xbt06qc3NzU36sxACy5cvx/Tp09G7d28AwMaNG+Hg4IAdO3ZgwIABSExMRHh4OE6dOoVWrVoBAFauXIkePXrgs88+g5OTk67LJiIiIiKF0vkM665du9CqVSu8+eabsLe3R/PmzfH1119L/cnJyUhNTYWfn5/UZmVlBW9vb8TExAAAYmJiYG1tLYVVAPDz84Oenh5iY2NLfd38/HxkZ2drPYiIiIio8tN5YL1x4wZWr16N+vXrY9++fRg9ejTGjRuHDRs2AABSU1MBAA4ODlrHOTg4SH2pqamwt7fX6jcwMICtra005lkLFiyAlZWV9HB2dtb1pRERERGRDHQeWDUaDVq0aIH58+ejefPmGDFiBIYPH441a9bo+qW0TJs2DVlZWdLj9u3b5fp6RERERFQxdB5YHR0d4eHhodXm7u6OlJQUAIBarQYApKWlaY1JS0uT+tRqNdLT07X6i4qKkJGRIY15lrGxMSwtLbUeRERERFT56TywtmvXDklJSVptV65cgYuLC4AnX8BSq9U4ePCg1J+dnY3Y2Fj4+PgAAHx8fJCZmYm4uDhpTGRkJDQaDby9vXVdMhEREREpmM53CZg4cSLatm2L+fPno1+/fjh58iTWrl2LtWvXAgBUKhUmTJiATz/9FPXr14ebmxtmzJgBJycnBAYGAngyI9utWzdpKUFhYSFCQkIwYMAA7hBARERE9JLReWBt3bo1wsLCMG3aNMydOxdubm5Yvnw5goKCpDEffvghcnNzMWLECGRmZuLVV19FeHg4TExMpDGbNm1CSEgIunTpAj09PfTt2xehoaG6LpeIiIiIFE4lhBByF1EesrOzYWVlhaysLFnWs7pO3VPhr6kENxcGyF2CLPh5ExERvbh/mtfK5dasRERERES6wsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIpW7oF14cKFUKlUmDBhgtSWl5eHMWPGwM7ODubm5ujbty/S0tK0jktJSUFAQACqVasGe3t7TJ48GUVFReVdLhEREREpTLkG1lOnTuGrr75C06ZNtdonTpyIX3/9Fb/88gsOHz6Mu3fv4vXXX5f6i4uLERAQgIKCAhw/fhwbNmzA+vXrMXPmzPIsl4iIiIgUqNwCa05ODoKCgvD111/DxsZGas/KysK3336LZcuWoXPnzmjZsiXWrVuH48eP48SJEwCA/fv349KlS/jhhx/QrFkzdO/eHZ988glWrVqFgoKC8iqZiIiIiBSo3ALrmDFjEBAQAD8/P632uLg4FBYWarU3atQItWvXRkxMDAAgJiYGnp6ecHBwkMb4+/sjOzsbFy9eLPX18vPzkZ2drfUgIiIiosrPoDxO+tNPP+HMmTM4depUib7U1FQYGRnB2tpaq93BwQGpqanSmL+G1af9T/tKs2DBAsyZM0cH1RMRERGRkuh8hvX27dsYP348Nm3aBBMTE12fvkzTpk1DVlaW9Lh9+3aFvTYRERERlR+dB9a4uDikp6ejRYsWMDAwgIGBAQ4fPozQ0FAYGBjAwcEBBQUFyMzM1DouLS0NarUaAKBWq0vsGvD0+dMxzzI2NoalpaXWg4iIiIgqP50H1i5duuD8+fNISEiQHq1atUJQUJD0Z0NDQxw8eFA6JikpCSkpKfDx8QEA+Pj44Pz580hPT5fGREREwNLSEh4eHroumYiIiIgUTOdrWC0sLNCkSROtNjMzM9jZ2Untw4YNw6RJk2BrawtLS0uMHTsWPj4+eOWVVwAAXbt2hYeHBwYOHIjFixcjNTUV06dPx5gxY2BsbKzrkomIiIhIwcrlS1d/5/PPP4eenh769u2L/Px8+Pv748svv5T69fX1sXv3bowePRo+Pj4wMzNDcHAw5s6dK0e5RERERCSjCgmsUVFRWs9NTEywatUqrFq1qsxjXFxc8Ntvv5VzZURERESkdOV+a1YiIiIiov+CgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYhIRgsWLEDr1q1hYWEBe3t7BAYGIikpSWvM9evX0adPH9SoUQOWlpbo169fibsBurq6QqVSaT0WLlxYkZdCRFRuGFiJiGR0+PBhjBkzBidOnEBERAQKCwvRtWtX5ObmAgByc3PRtWtXqFQqREZG4tixYygoKEDPnj2h0Wi0zjV37lzcu3dPeowdO1aOSyIi0jlZbhxARERPhIeHaz1fv3497O3tERcXhw4dOuDYsWO4efMm4uPjYWlpCQDYsGEDbGxsEBkZCT8/P+lYCwsLqNXqCq2fiKgicIaViEhBsrKyAAC2trYAgPz8fKhUKq3bUpuYmEBPTw9Hjx7VOnbhwoWws7ND8+bNsWTJEhQVFVVc4URE5YgzrERECqHRaDBhwgS0a9cOTZo0AQC88sorMDMzw5QpUzB//nwIITB16lQUFxfj3r170rHjxo1DixYtYGtri+PHj2PatGm4d+8eli1bJtflEBHpDAMrEZFCjBkzBhcuXNCaOa1RowZ++eUXjB49GqGhodDT08Nbb72FFi1aQE/v/35JNmnSJOnPTZs2hZGREUaOHIkFCxZozc4SEVVGDKxERAoQEhKC3bt3Izo6GrVq1dLq69q1K65fv44///wTBgYGsLa2hlqtRp06dco8n7e3N4qKinDz5k00bNiwvMsnIipXDKxERDISQmDs2LEICwtDVFQU3NzcyhxbvXp1AEBkZCTS09PRq1evMscmJCRAT08P9vb2Oq+ZiKiiMbASEclozJgx+PHHH7Fz505YWFggNTUVAGBlZQVTU1MAwLp16+Du7o4aNWogJiYG48ePx8SJE6WZ05iYGMTGxsLX1xcWFhaIiYnBxIkT8c4778DGxka2ayMi0hUGViKiF+Q6dY/OznVr9WoAQKdOnbTa7XpMgLnnky2rHkT9hpwLk6B5nAMDK3tYNOuDrQa+2Pb/68hPvYaM/WtQOHU6UFwIAysHmDXujqgafXRa682FATo7FxHRi2BgJSKSkcuU3X87xqbTYNh0Glxmv7G6HhwHLdVhVUREysJ9WImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0XQeWBcsWIDWrVvDwsIC9vb2CAwMRFJSktaYvLw8jBkzBnZ2djA3N0ffvn2RlpamNSYlJQUBAQGoVq0a7O3tMXnyZBQVFem6XCIiIiJSOJ0H1sOHD2PMmDE4ceIEIiIiUFhYiK5duyI3N1caM3HiRPz666/45ZdfcPjwYdy9exevv/661F9cXIyAgAAUFBTg+PHj2LBhA9avX4+ZM2fqulwiIiIiUjgDXZ8wPDxc6/n69ethb2+PuLg4dOjQAVlZWfj222/x448/onPnzgCAdevWwd3dHSdOnMArr7yC/fv349KlSzhw4AAcHBzQrFkzfPLJJ5gyZQpmz54NIyMjXZdNRERERApV7mtYs7KyAAC2trYAgLi4OBQWFsLPz08a06hRI9SuXRsxMTEAgJiYGHh6esLBwUEa4+/vj+zsbFy8eLHU18nPz0d2drbWg4iIiIgqv3INrBqNBhMmTEC7du3QpEkTAEBqaiqMjIxgbW2tNdbBwQGpqanSmL+G1af9T/tKs2DBAlhZWUkPZ2dnHV8NEREREcmhXAPrmDFjcOHCBfz000/l+TIAgGnTpiErK0t63L59u9xfk4iIiIjKn87XsD4VEhKC3bt3Izo6GrVq1ZLa1Wo1CgoKkJmZqTXLmpaWBrVaLY05efKk1vme7iLwdMyzjI2NYWxsrOOrICIiIiK56XyGVQiBkJAQhIWFITIyEm5ublr9LVu2hKGhIQ4ePCi1JSUlISUlBT4+PgAAHx8fnD9/Hunp6dKYiIgIWFpawsPDQ9clExEREZGC6XyGdcyYMfjxxx+xc+dOWFhYSGtOraysYGpqCisrKwwbNgyTJk2Cra0tLC0tMXbsWPj4+OCVV14BAHTt2hUeHh4YOHAgFi9ejNTUVEyfPh1jxozhLCoRERHRS0bngXX16tUAgE6dOmm1r1u3DoMHDwYAfP7559DT00Pfvn2Rn58Pf39/fPnll9JYfX197N69G6NHj4aPjw/MzMwQHByMuXPn6rpcIiIiIlI4nQdWIcTfjjExMcGqVauwatWqMse4uLjgt99+02VpRERERFQJlfs+rERERERE/wUDKxEREREpGgMrERERESkaAysREVEFiY6ORs+ePeHk5ASVSoUdO3Zo9QshMHPmTDg6OsLU1BR+fn64evWq1phevXqhdu3aMDExgaOjIwYOHIi7d+9W4FUQVTwGViIiogqSm5sLLy+vMr90vHjxYoSGhmLNmjWIjY2FmZkZ/P39kZeXJ43x9fXFli1bkJSUhG3btuH69et44403KuoSiGRRbne6IiIiIm3du3dH9+7dS+0TQmD58uWYPn06evfuDQDYuHEjHBwcsGPHDgwYMAAAMHHiROkYFxcXTJ06FYGBgSgsLIShoWH5XwSRDDjDSkREpADJyclITU2Fn5+f1GZlZQVvb2/ExMSUekxGRgY2bdqEtm3bMqxSlcbASkREpABP7wzp4OCg1e7g4CD1PTVlyhSYmZnBzs4OKSkp2LlzZ4XVSSQHBlYiIqJKZvLkyYiPj8f+/fuhr6+PQYMG/aMb9xBVVlzDSkREpABqtRoAkJaWBkdHR6k9LS0NzZo10xpbvXp1VK9eHQ0aNIC7uzucnZ1x4sQJ+Pj4VGTJRBWGM6xEREQK4ObmBrVajYMHD0pt2dnZiI2NfW4Q1Wg0AID8/Pxyr5FILgysREREFSQnJwcJCQlISEgA8OSLVgkJCUhJSYFKpcKECRPw6aefYteuXTh//jwGDRoEJycnBAYGAgBiY2PxxRdfICEhAbdu3UJkZCTeeust1K1bl7OrlcSdO3fwzjvvwM7ODqampvD09MTp06dLHTtq1CioVCosX768YotUIC4JICIiqiCnT5+Gr6+v9HzSpEkAgODgYKxfvx4ffvghcnNzMWLECGRmZuLVV19FeHg4TExMAADVqlXD9u3bMWvWLOTm5sLR0RHdunXD9OnTYWxsLMs10T/34MEDtGvXDr6+vti7dy9q1KiBq1evwsbGpsTYsLAwnDhxAk5OTjJUqjwMrERERM/hOnWPTs/nMmV3ibYordfxhslgb6gBXAPQ9burAP5yt6s278OiDWABQADYC2DvygQACTqt8+bCAJ2ej4BFixbB2dkZ69atk9rc3NxKjLtz5w7Gjh2Lffv2ISCAnwPAJQFEREREFWLXrl1o1aoV3nzzTdjb26N58+b4+uuvtcZoNBoMHDgQkydPRuPGjWWqVHkYWImIiIgqwI0bN7B69WrUr18f+/btw+jRozFu3Dhs2LBBGrNo0SIYGBhg3LhxMlaqPFwSQERERFQBNBoNWrVqhfnz5wMAmjdvjgsXLmDNmjUIDg5GXFwcVqxYgTNnzkClUslcrbJwhpWIiIioAjg6OsLDw0Orzd3dHSkpKQCAI0eOID09HbVr14aBgQEMDAxw69YtvP/++3B1dZWhYuXgDCsRERFRBWjXrh2SkpK02q5cuQIXFxcAwMCBA+Hn56fV7+/vj4EDB2LIkCEVVqcSMbASERERVYCJEyeibdu2mD9/Pvr164eTJ09i7dq1WLt2LQDAzs4OdnZ2WscYGhpCrVajYcOGcpSsGAysRERERP+frrcxe5ZN748w+/O1+HjmbBhYOcCy/VB8fN4aH5fxur8/eIy5v17C8tTyrUvp25gxsBIRERFVkGr12qBavTb/eHyt0d+VYzWVB790RURERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIqm6MC6atUquLq6wsTEBN7e3jh58qTcJRERERFRBVNsYP35558xadIkzJo1C2fOnIGXlxf8/f2Rnp4ud2lEREREVIEUe2vWZcuWYfjw4RgyZAgAYM2aNdizZw++++47TJ06tcT4/Px85OfnS8+zsrIAANnZ2RVT8DM0+Y9keV25yfV+y42f98uFn/fLhZ/3y4WftzyvK4R47jiV+LsRMigoKEC1atWwdetWBAYGSu3BwcHIzMzEzp07Sxwze/ZszJkzpwKrJCIiIiJduH37NmrVqlVmvyJnWP/8808UFxfDwcFBq93BwQGXL18u9Zhp06Zh0qRJ0nONRoOMjAzY2dlBpVKVa71Kkp2dDWdnZ9y+fRuWlpZyl0PljJ/3y4Wf98uFn/fL5WX9vIUQePjwIZycnJ47TpGB9d8wNjaGsbGxVpu1tbU8xSiApaXlS/UD/7Lj5/1y4ef9cuHn/XJ5GT9vKyurvx2jyC9dVa9eHfr6+khLS9NqT0tLg1qtlqkqIiIiIpKDIgOrkZERWrZsiYMHD0ptGo0GBw8ehI+Pj4yVEREREVFFU+ySgEmTJiE4OBitWrVCmzZtsHz5cuTm5kq7BlDpjI2NMWvWrBLLI6hq4uf9cuHn/XLh5/1y4ef9fIrcJeCpL774AkuWLEFqaiqaNWuG0NBQeHt7y10WEREREVUgRQdWIiIiIiJFrmElIiIiInqKgZWIiIiIFI2BlYiIiIgUjYGViIiIqAIVFRVh48aNJfabp7LxS1dElcjjx48hhEC1atUAALdu3UJYWBg8PDzQtWtXmasjIqJ/qlq1akhMTISLi4vcpVQKnGElqkR69+6NjRs3AgAyMzPh7e2NpUuXonfv3li9erXM1ZGu5ebmYsaMGWjbti3q1auHOnXqaD2o6tm4cSPy8/NLtBcUFEh/96lqaNOmDRISEuQuo9LgDGsV8/TjVKlUMldC5aF69eo4fPgwGjdujG+++QYrV65EfHw8tm3bhpkzZyIxMVHuEkmH3nrrLRw+fBgDBw6Eo6Njib/X48ePl6kyKi/6+vq4d+8e7O3ttdrv378Pe3t7FBcXy1QZ6dqWLVswbdo0TJw4ES1btoSZmZlWf9OmTWWqTJkUe6crejEbN27EkiVLcPXqVQBAgwYNMHnyZAwcOFDmykiXHj16BAsLCwDA/v378frrr0NPTw+vvPIKbt26JXN1pGt79+7Fnj170K5dO7lLoQoihCh1wuH333+HlZWVDBVReRkwYAAAYNy4cVKbSqWSfgb4HyfaGFirgGXLlmHGjBkICQmR/mE7evQoRo0ahT///BMTJ06UuULSlXr16mHHjh3o06cP9u3bJ3226enpsLS0lLk60jUbGxvY2trKXQZVgObNm0OlUkGlUqFLly4wMPi/f56Li4uRnJyMbt26yVgh6VpycrLcJVQqXBJQBbi5uWHOnDkYNGiQVvuGDRswe/Zs/qWoQrZu3Yq3334bxcXF6Ny5MyIiIgAACxYsQHR0NPbu3StzhaRLP/zwA3bu3IkNGzZIX7SjqmnOnDnS/77//vswNzeX+oyMjODq6oq+ffvCyMhIrhKJZMXAWgWYmJjgwoULqFevnlb71atX4enpiby8PJkqo/KQmpqKe/fuwcvLC3p6T743efLkSVhaWqJRo0YyV0e61Lx5c1y/fh1CCLi6usLQ0FCr/8yZMzJVRuVlw4YN6N+/P0xMTOQuhSrA999/jzVr1iA5ORkxMTFwcXHB8uXL4ebmht69e8tdnqJwSUAVUK9ePWzZsgUfffSRVvvPP/+M+vXry1QVlRe1Wo2cnBxERESgQ4cOMDU1RevWrflFuyooMDBQ7hKoggUHBwN4sitAeno6NBqNVn/t2rXlKIvKwerVqzFz5kxMmDAB8+bNk9asWltbY/ny5Qysz+AMaxWwbds29O/fH35+ftIa1mPHjuHgwYPYsmUL+vTpI3OFpCv3799Hv379cOjQIahUKly9ehV16tTB0KFDYWNjg6VLl8pdIhH9B1evXsXQoUNx/PhxrXZ+Eafq8fDwwPz58xEYGAgLCwucPXsWderUwYULF9CpUyf8+eefcpeoKJxhrQL69u2L2NhYLFu2DDt27AAAuLu74+TJk2jevLm8xZFOTZw4EYaGhkhJSYG7u7vU3r9/f0yaNImBtYqKi4uTtixr3Lgx/15XYYMHD4aBgQF2795d6lZmVHUkJyeX+nfZ2NgYubm5MlSkbAysVUTLli2xadMmucugcrZ//37s27cPtWrV0mqvX78+t7WqgtLT0zFgwABERUXB2toawJMbRvj6+uKnn35CjRo15C2QdC4hIQFxcXFcj/4ScHNzQ0JCQok7XYWHh2tNSNATvNNVJaanpwd9ff3nPv66NQpVfrm5uaV+WzwjIwPGxsYyVETlaezYsXj48CEuXryIjIwMZGRk4MKFC8jOztbau5GqDg8PD/4q+CUxadIkjBkzBj///DOEEDh58iTmzZuHadOm4cMPP5S7PMXhGtZKbOfOnWX2xcTEIDQ0FBqNhrsEVAF3796Fk5MTevTogZYtW+KTTz6BhYUFzp07BxcXFwwYMAAajQZbt26Vu1TSISsrKxw4cACtW7fWaj958iS6du2KzMxMeQqjchMZGYnp06dj/vz58PT0LLEzBPdbrlo2bdqE2bNn4/r16wAAJycnzJkzB8OGDZO5MuVhYK1ikpKSMHXqVPz6668ICgrC3LlzS/y6gSofGxsbrFq1Cl5eXujcuTNatGiByMhI9OrVS5p9O3bsGOrWrSt3qaRDFhYWOHLkCJo1a6bVHh8fj44dOyI7O1uewqjcPN2q7tm1q/zSVdX26NEj5OTklLglL/0f/r64irh79y5mzZqFDRs2wN/fHwkJCWjSpIncZZGOzJs3DyNHjkS3bt1w6dIlrFmzBhYWFsjJycHrr7+OMWPGwNHRUe4yScc6d+6M8ePHY/PmzXBycgIA3LlzBxMnTkSXLl1kro7Kw6FDh+QugSrId999B19fX7i5uaFatWq8Ocjf4AxrJZeVlYX58+dj5cqVaNasGRYtWoT27dvLXRaVg+TkZAwbNgyXLl3C2rVr0atXL7lLonJ2+/ZtaRbd2dlZamvSpAl27dpV4st3RFR51K9fHzdu3EDNmjXRsWNHdOzYEZ06dSpxEyB6goG1Elu8eDEWLVoEtVqN+fPnc5Phl8QXX3yBiRMnwt3dvcSX6njno6pHCIEDBw7g8uXLAJ5sWefn5ydzVVTeHj16hJSUFBQUFGi1N23aVKaKqDzcuXMHUVFRiI6OxuHDh3H16lU4OjqiU6dO+OGHH+QuT1EYWCsxPT09mJqaws/PD/r6+mWO2759ewVWReXp1q1bGDJkCC5cuICRI0eWCKyzZs2SqTIi0oU//vgDQ4YMwd69e0vt5xrWqunRo0c4cuQINm/ejE2bNkEIgaKiIrnLUhSuYa3EBg0axE2lXyJff/013n//ffj5+eHixYvcg7OKCg0NxYgRI2BiYoLQ0NDnjuXWVlXPhAkTkJmZidjYWHTq1AlhYWFIS0vDp59+yhuDVDH79+9HVFQUoqKiEB8fD3d3d3Ts2BFbt25Fhw4d5C5PcTjDSlQJdOvWDSdPnsTy5csxaNAgucuhcuTm5obTp0/Dzs4Obm5uZY5TqVS4ceNGBVZGFcHR0RE7d+5EmzZtYGlpidOnT6NBgwbYtWsXFi9ejKNHj8pdIumInp4eatSogffffx8jRoyQbg5CpeMMK1ElUFxcjHPnzvFLNi+B5OTkUv9ML4fc3FxpayMbGxv88ccfaNCgATw9PblGvYpZtmwZoqOjsXjxYqxYsUL60lWnTp3QoEEDuctTHN7piqgSiIiIYFh9Cc2dOxePHj0q0f748WPMnTtXhoqovDVs2BBJSUkAAC8vL3z11Ve4c+cO1qxZw63rqpgJEyZg+/bt+PPPPxEeHo62bdsiPDwcTZo04f/fl4JLAoiIFEpfXx/37t0rsZn4/fv3YW9vzy/gVEE//PADioqKMHjwYMTFxaFbt27IyMiAkZER1q9fj/79+8tdIumQEALx8fGIiorCoUOHcPToUTx8+BCenp6Ij4+XuzxFYWAlIlIoPT09pKWllfiCXWRkJPr3748//vhDpsqoojx69AiXL19G7dq1Ub16dbnLIR3q2bMnjh07huzsbHh5eaFTp07o2LEjOnTowPWspeAaViIihbGxsYFKpYJKpUKDBg20dgMpLi5GTk4ORo0aJWOFVF7mzp2LDz74QLrrUbVq1dCiRQtpGcjMmTNlrpB0pVGjRhg5ciTat28PKysructRPM6wEhEpzIYNGyCEwNChQ7F8+XKtf8yMjIzg6uoKHx8fGSuk8sJlIC+3zMxMzq6WgTOsREQKExwcDODJFlft2rUrcYMIqrqEEKXur3327FnY2trKUBGVl0WLFsHV1VVal9yvXz9s3boVjo6O+O233+Dl5SVzhcrCXQKIiBTKwsICiYmJ0vOdO3ciMDAQH330UYlbdlLlZmNjA1tbW2kZiK2trfSwsrLCa6+9hn79+sldJunQmjVr4OzsDODJTjAREREIDw9H9+7dMXnyZJmrUx4uCSAiUqjWrVtj6tSp6Nu3L27cuAEPDw+8/vrrOHXqFAICArB8+XK5SyQd4TKQl4+pqSmuXLkCZ2dnjB8/Hnl5efjqq69w5coVeHt748GDB3KXqCj8PRMRkUJduXIFzZo1AwD88ssv6NixI3788UccO3YMAwYMYGCtQoKDg1FUVASVSoXOnTtLM29UddnY2OD27dtwdnZGeHg4Pv30UwBPloVwrXJJXBJARKRQQghoNBoAwIEDB9CjRw8AgLOzM/788085S6NyYGBggNGjR0ufOVVtr7/+Ot5++2289tpruH//Prp37w4AiI+PR7169WSuTnk4w0pEpFCtWrXCp59+Cj8/Pxw+fBirV68G8OSWrQ4ODjJXR+WhTZs2iI+Ph4uLi9ylUDn7/PPP4erqitu3b2Px4sUwNzcHANy7dw/vvfeezNUpD9ewEhEp1Llz5xAUFISUlBRMmjQJs2bNAgCMHTsW9+/fx48//ihzhaRrW7ZswbRp0zBx4kS0bNkSZmZmWv1NmzaVqTIieTGwEhFVMnl5edDX14ehoaHcpZCO6emVXKmnUqmk7a64trFquXr1Kg4dOoT09PQSS0F4kwhtDKxERAqWmZmJrVu34vr165g8eTJsbW1x5swZODg4oGbNmnKXRzp269at5/ZzqUDV8fXXX2P06NGoXr061Gq11v67KpUKZ86ckbE65WFgJSJSqHPnzqFLly6wtrbGzZs3kZSUhDp16mD69OlISUnBxo0b5S6RiP4lFxcXvPfee5gyZYrcpVQK3CWAiEihJk2ahCFDhuDq1aswMTGR2nv06IHo6GgZK6PydP36dYwdOxZ+fn7w8/PDuHHjcP36dbnLIh178OAB3nzzTbnLqDQYWImIFOrUqVMYOXJkifaaNWsiNTVVhoqovO3btw8eHh44efIkmjZtiqZNmyI2NhaNGzdGRESE3OWRDr355pvYv3+/3GVUGtzWiohIoYyNjZGdnV2i/cqVK6hRo4YMFVF5mzp1KiZOnIiFCxeWaJ8yZQpee+01mSojXatXrx5mzJiBEydOwNPTs8SXKMeNGydTZcrENaxERAr17rvv4v79+9iyZQtsbW1x7tw56OvrIzAwEB06dOCdrqogExMTnD9/HvXr19dqv3LlCpo2bYq8vDyZKiNdc3NzK7NPpVLhxo0bFViN8nGGlYhIoZYuXYo33ngD9vb2ePz4MTp27IjU1FT4+Phg3rx5cpdH5aBGjRpISEgoEVgTEhJgb28vU1VUHpKTk+UuoVJhYCUiUigrKytERETg6NGjOHfuHHJyctCiRQv4+fnJXRqVk+HDh2PEiBG4ceMG2rZtCwA4duwYFi1ahEmTJslcHZF8uCSAiIhIIYQQWL58OZYuXYq7d+8CAJycnDB58mSMGzdOa69Oqvx+//137Nq1CykpKSgoKNDqW7ZsmUxVKRMDKxGRQs2dO/e5/bwTTtX28OFDAICFhYXMlVB5OHjwIHr16oU6derg8uXLaNKkCW7evAkhBFq0aIHIyEi5S1QUBlYiIoVq3ry51vPCwkIkJyfDwMAAdevW5Z1wqrD09HQkJSUBABo1asRdIaqgNm3aoHv37pgzZw4sLCxw9uxZ2NvbIygoCN26dcPo0aPlLlFRGFiJiCqR7OxsDB48GH369MHAgQPlLod07OHDh3jvvfewefNm6d7y+vr66N+/P1atWgUrKyuZKyRdsbCwQEJCAurWrQsbGxscPXoUjRs3xtmzZ9G7d2/cvHlT7hIVhTcOICKqRCwtLTFnzhzMmDFD7lKoHLz77ruIjY3Fnj17kJmZiczMTOzevRunT58u9SYSVHmZmZlJ61YdHR217mb2559/ylWWYnGXACKiSiYrKwtZWVlyl0HlYPfu3di3bx9effVVqc3f3x9ff/01unXrJmNlpGuvvPIKjh49Cnd3d/To0QPvv/8+zp8/j+3bt+OVV16RuzzFYWAlIlKo0NBQredCCNy7dw/ff/89unfvLlNVVJ7s7OxK/bW/lZUVbGxsZKiIysuyZcuQk5MDAJgzZw5ycnLw888/o379+twhoBRcw0pEpFDP3glHT08PNWrUQOfOnTFt2jR+e7wKWrt2LX755Rd8//33UKvVAIDU1FQEBwfj9ddf57IAemkxsBIRESlE8+bNce3aNeTn56N27doAgJSUFBgbG5e4+xV3iaCXCZcEEBERKURgYKDcJRApEmdYiYgUqk+fPv/4zkbbt28v52qIiOTDGVYiIoWysrJCWFgYrKys0KpVKwBAXFwcsrKyEBgYyNt0VnE5OTnSXqxPWVpaylQNkbwYWImIFMrBwQH9+vXDmjVroK+vDwAoLi7Ge++9B0tLSyxZskTmCknXkpOTERISgqioKOTl5UntQgioVCoUFxfLWB3p0ty5c/HBBx+gWrVqWu2PHz/GkiVLeOvlZ3BJABGRQtWoUQNHjx5Fw4YNtdqTkpLQtm1b3L9/X6bKqLy0a9cOQgiMHz8eDg4OJWbRO3bsKFNlpGv6+vq4d+8e7O3ttdrv378Pe3t7/sfJMzjDSkSkUEVFRbh8+XKJwHr58uUSvyqmquHs2bOIi4sr8ZlT1fN01vxZZ8+eha2trQwVKRsDKxGRQg0ZMgTDhg3D9evX0aZNGwBAbGwsFi5ciCFDhshcHZWH1q1b4/bt2wysVZiNjQ1UKhVUKhUaNGigFVqLi4uRk5ODUaNGyVihMnFJABGRQmk0Gnz22WdYsWIF7t27B+DJPcfHjx+P999/X1rXSlXH9evXMWrUKLzzzjto0qQJDA0NtfqbNm0qU2WkKxs2bIAQAkOHDsXy5cu17mxmZGQEV1dX+Pj4yFihMjGwEhFVAtnZ2QD4LfGq7sSJE3j77bdx8+ZNqU2lUvFLV1XQ4cOH0a5dOxgY8Jfd/wQDKxERkUJ4eHjA3d0dH374YalfunJxcZGpMtK13377Dfr6+vD399dq37dvHzQaDbp37y5TZcrEwEpERKQQZmZmOHv2LOrVqyd3KVTOmjZtioULF6JHjx5a7eHh4ZgyZQrOnj0rU2XKpCd3AURERPRE586dGVReElevXoWHh0eJ9kaNGuHatWsyVKRsXDhBRESkED179sTEiRNx/vx5eHp6lvjSVa9evWSqjHTNysoKN27cgKurq1b7tWvXYGZmJk9RCsYlAURERAqhp1f2Lz75pauqZeTIkYiJiUFYWBjq1q0L4ElY7du3L1q3bo1vvvlG5gqVhYGViEihQkNDS21XqVQwMTFBvXr10KFDB25vRVQJZWVloVu3bjh9+jRq1aoFAPj999/Rvn17bN++HdbW1vIWqDAMrERECuXm5oY//vgDjx49go2NDQDgwYMHqFatGszNzZGeno46derg0KFDcHZ2lrlaInpRQghERETg7NmzMDU1RdOmTdGhQwe5y1IkBlYiIoXavHkz1q5di2+++UbrV4YjR47EiBEj0K5dOwwYMABqtRpbt26VuVr6t0JDQzFixAiYmJiUOav+1Lhx4yqoKqpIeXl5MDY2LvVWrfQEAysRkULVrVsX27ZtQ7NmzbTa4+Pj0bdvX9y4cQPHjx9H3759pTthUeXj5uaG06dPw87ODm5ubmWOU6lUuHHjRgVWRuVJo9Fg3rx5WLNmDdLS0nDlyhXUqVMHM2bMgKurK4YNGyZ3iYrCXQKIiBTq3r17KCoqKtFeVFSE1NRUAICTkxMePnxY0aWRDiUnJ5f6Z6raPv30U2zYsAGLFy/G8OHDpfYmTZpg+fLlDKzP4D6sREQK5evri5EjRyI+Pl5qi4+Px+jRo9G5c2cAwPnz5587K0dEyrRx40asXbsWQUFBWl+c9PLywuXLl2WsTJk4w0pEpFDffvstBg4ciJYtW0r7cRYVFaFLly749ttvAQDm5uZYunSpnGWSDhUXF2P9+vU4ePAg0tPTodFotPojIyNlqox07c6dO6Xe0Uyj0aCwsFCGipSNgZWISKHUajUiIiJw+fJlXLlyBQDQsGFDNGzYUBrj6+srV3lUDsaPH4/169cjICAATZo04ZdwqjAPDw8cOXIELi4uWu1bt25F8+bNZapKuRhYiYgUrlGjRmjUqJHcZVAF+Omnn7Bly5YS95enqmfmzJkIDg7GnTt3oNFosH37diQlJWHjxo3YvXu33OUpDncJICJSKP56+OXj5OSEqKgoNGjQQO5SqAIcOXIEc+fOxdmzZ5GTk4MWLVpg5syZ6Nq1q9ylKQ4DKxGRQoWEhEi/HnZ0dCzx6+HPP/9cpsqovCxduhQ3btzAF198weUAVVhRURHmz5+PoUOHSne5oudjYCUiUqjq1atj48aN/PXwS6RPnz44dOgQbG1t0bhxY+nLdk9t375dpspI18zNzXHhwgW4urrKXUqlwDWsREQKZWRkVOq3iKnqsra2Rp8+feQugypAly5dcPjwYQbWf4gzrERECsVfDxNVXWvWrMGcOXMQFBSEli1bwszMTKu/V69eMlWmTAysREQKxV8PvzxsbGxK/Y8SKysrNGjQAB988AFee+01GSqj8qKnV/a9m1QqFYqLiyuwGuXjkgAiIoXir4dfHsuXLy+1PTMzE3Fxcfjf//6HrVu3omfPnhVbGJWbZ3f9oOfjDCsREZHCLVu2DFu3bsXx48flLoV0oLCwEKampkhISECTJk3kLqdSKHs+moiIFOGPP/7A0aNHcfToUfzxxx9yl0My+N///sf7y1chhoaGqF27Nn/t/wIYWImIFCo3NxdDhw6Fo6MjOnTogA4dOsDJyQnDhg3Do0eP5C6PKlB+fj6MjIzkLoN06OOPP8ZHH32EjIwMuUupFLgkgIhIoUaOHIkDBw7giy++QLt27QAAR48exbhx4/Daa69h9erVMldIFWXChAm4fPkywsPD5S6FdKR58+a4du0aCgsL4eLiUmKXgDNnzshUmTLxS1dERAq1bds2bN26FZ06dZLaevToAVNTU/Tr14+BtQqZNGlSqe1ZWVk4c+YMrly5gujo6AquispTYGCg3CVUKgysREQK9ejRIzg4OJRot7e355KAKiY+Pr7UdktLS7z22mvYvn073NzcKrgqKk+zZs2Su4RKhUsCiIgUqkuXLrCzs8PGjRthYmICAHj8+DGCg4ORkZGBAwcOyFwhEf1XcXFxSExMBAA0btwYzZs3l7kiZWJgJSJSqPPnz6Nbt27Iz8+Hl5cXAODs2bMwMTHBvn370LhxY5krJKJ/Kz09HQMGDEBUVBSsra0BPNl319fXFz/99BNq1Kghb4EKw8BKRKRgjx49wqZNm6Qtjdzd3REUFARTU1OZKyOi/6J///64ceMGNm7cCHd3dwDApUuXEBwcjHr16mHz5s0yV6gsDKxERApUWFiIRo0aYffu3dI/ZkRUdVhZWeHAgQNo3bq1VvvJkyfRtWtXZGZmylOYQnEfViIiBTI0NEReXp7cZRBROdFoNDA0NCzRbmhoyNu2loKBlYhIocaMGYNFixahqKhI7lKISMc6d+6M8ePH4+7du1LbnTt3MHHiRHTp0kXGypSJSwKIiBSqT58+OHjwIMzNzeHp6VliY/Ht27fLVBkR/Ve3b99Gr169cPHiRTg7O0ttTZo0wa5du1CrVi2ZK1QW7sNKRKRQ1tbW6Nu3r9xlEFE5cHZ2xpkzZ3DgwAGtL1X6+fnJXJkycYaViEhhkpOTuUk8EdFfcA0rEZHC1K1bF25ubhg6dCh++OEH/P7773KXREQ6EhkZCQ8PD2RnZ5foy8rKQuPGjXHkyBEZKlM2zrASESlMVFSU9IiNjUVBQQHq1KmDzp07w9fXF76+vqXespWIlK9Xr17w9fXFxIkTS+0PDQ3FoUOHEBYWVsGVKRsDKxGRguXl5eH48eNSgD158qS0R+vFixflLo+IXpCLiwvCw8PL3F/58uXL6Nq1K1JSUiq4MmVjYCUiqgQKCgpw7Ngx7N27F1999RVycnJQXFwsd1lE9IJMTExw4cIF1KtXr9T+a9euwdPTE48fP67gypSNa1iJiBSooKAA0dHRmDNnDnx9fWFtbY1Ro0bhwYMH+OKLL5CcnCx3iUT0L9SsWRMXLlwos//cuXNwdHSswIoqB86wEhEpTOfOnREbGws3Nzd07NgR7du3R8eOHfmPGFEVMHbsWERFReHUqVMwMTHR6nv8+DHatGkDX19fhIaGylShMjGwEhEpjKGhIRwdHREYGIhOnTqhY8eOsLOzk7ssItKBtLQ0tGjRAvr6+ggJCUHDhg0BPFm7umrVKhQXF+PMmTP8YuUzGFiJiBQmNzcXR44cQVRUFA4dOoSEhAQ0aNAAHTt2lAJsjRo15C6TiP6lW7duYfTo0di3bx+exjCVSgV/f3+sWrWK+zCXgoGViEjhHj58iKNHj+LQoUOIiorC2bNnUb9+/eeugyMi5Xvw4AGuXbsGIQTq168PGxsbuUtSLN6alYhI4czMzGBrawtbW1vY2NjAwMAAiYmJcpdFRP+RjY0NWrduLXcZlQJnWImIFEaj0eD06dPSkoBjx44hNzcXNWvWlG4c4OvrCxcXF7lLJSKqEAysREQKY2lpidzcXKjVaimcdurUCXXr1pW7NCIiWTCwEhEpzFdffQVfX180aNBA7lKIiBSBgZWIiIiIFI13uiIiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJaIyrV+/HtbW1nKXIXF1dcXy5cvlLqPczZgxAyNGjJCeCyEwYsQI2NraQqVSISEhQb7iFEilUuHmzZtyl1FpFRQUwNXVFadPn5a7FKIyMbASVaBx48ahZcuWMDY2RrNmzeQu52/1798fV65cKffXmTNnDt55551yfx0AGDx4MAIDA//zeTIyMhAUFARLS0tYW1tj2LBhyMnJkfpv3rwJlUpV4nHixInnnjc1NRUrVqzAxx9/LLWFh4dj/fr12L17N+7du4cmTZogOjoaPXv2hJOTE1QqFXbs2PGfr+mpqKgotGjRAsbGxqhXrx7Wr1//t8cIIfDZZ5+hQYMGMDY2Rs2aNTFv3jytMatWrYK7uztMTU3RsGFDbNy4Uav/66+/Rvv27WFjYwMbGxv4+fnh5MmTOrsuuf3yyy9o1KgRTExM4Onpid9+++1vj8nPz8fHH38MFxcXGBsbw9XVFd99953UX1hYiLlz56Ju3bowMTGBl5cXwsPDtc6xYMECtG7dGhYWFrC3t0dgYCCSkpKkfiMjI3zwwQeYMmWK7i6WSMcYWIkq2NChQ9G/f/9yfY2CggKdnMfU1BT29vY6Odfz7Ny5E7169Sr319GloKAgXLx4EREREdi9ezeio6O1ZkWfOnDgAO7duyc9WrZs+dzzfvPNN2jbtq3WXayuX78OR0dHtG3bFmq1GgYGBsjNzYWXlxdWrVql0+tKTk5GQEAAfH19kZCQgAkTJuDdd9/Fvn37nnvc+PHj8c033+Czzz7D5cuXsWvXLrRp00bqX716NaZNm4bZs2fj4sWLmDNnDsaMGYNff/1VGhMVFYW33noLhw4dQkxMDJydndG1a1fcuXNHp9coh+PHj+Ott97CsGHDEB8fj8DAQAQGBuLChQvPPa5fv344ePAgvv32WyQlJWHz5s1o2LCh1D99+nR89dVXWLlyJS5duoRRo0ahT58+iI+Pl8YcPnwYY8aMwYkTJxAREYHCwkJ07doVubm50pigoCAcPXoUFy9e1P3FE+mCICKdyMvLE2PHjhU1atQQxsbGol27duLkyZOljp01a5bw8vL6R+d9OnbNmjWiVq1awtTUVLz55psiMzNTGhMcHCx69+4tPv30U+Ho6ChcXV2FEEKkpKSIN998U1hZWQkbGxvRq1cvkZycLIQQYt++fcLY2Fg8ePBA6/XGjRsnfH19hRBCrFu3TlhZWWn179ixQzRv3lwYGxsLNzc3MXv2bFFYWCiEEOL9998XAQEB0tjPP/9cABB79+6V2urWrSu+/vpr6XlKSoowMjISWVlZQqPRiFmzZglnZ2dhZGQkHB0dxdixY6WxLi4uYt68eWLIkCHC3NxcODs7i6+++kqrvnPnzglfX19hYmIibG1txfDhw8XDhw+l9xKA1uPQoUMiPz9fjBkzRqjVamFsbCxq164t5s+fX+ZncunSJQFAnDp1Smrbu3evUKlU4s6dO0IIIZKTkwUAER8fX+Z5StO4cWPxxRdfSM+Dg4O16nVxcSlxDAARFhb2Qq9Tlg8//FA0btxYq61///7C39+/zGMuXbokDAwMxOXLl8sc4+PjIz744AOttkmTJol27dqVeUxRUZGwsLAQGzZseG7NAKSf69Jcu3ZN9OrVS9jb2wszMzPRqlUrERERoTUmLy9PfPjhh6JWrVrCyMhI1K1bV3zzzTdS/4ULF0RAQICwsLAQ5ubm4tVXXxXXrl17bl1/1a9fP62/G0II4e3tLUaOHFnmMXv37hVWVlbi/v37ZY5xdHTU+nkRQojXX39dBAUFlXlMenq6ACAOHz6s1e7r6yumT5/+vMsgkg1nWIl05MMPP8S2bduwYcMGnDlzBvXq1YO/vz8yMjL+87mvXbuGLVu24Ndff0V4eDji4+Px3nvvaY05ePAgkpKSpBm/wsJC+Pv7w8LCAkeOHMGxY8dgbm6Obt26oaCgAF26dIG1tTW2bdsmnaO4uBg///wzgoKCSq3jyJEjGDRoEMaPH49Lly7hq6++wvr166Vf/Xbs2BFHjx5FcXExgCczO9WrV0dUVBQA4M6dO7h+/To6deoknXPXrl3o1KkTLC0tsW3bNnz++ef46quvcPXqVezYsQOenp5aNSxduhStWrWS3oPRo0dLv97Mzc2Fv78/bGxscOrUKfzyyy84cOAAQkJCAAAffPAB+vXrh27dukkznm3btkVoaCh27dqFLVu2ICkpCZs2bYKrq2uZn0dMTAysra3RqlUrqc3Pzw96enqIjY3VGturVy/Y29vj1Vdfxa5du8o8J/BkmcGlS5e0zrtixQrMnTsXtWrVwr1793Dq1KnnnuOvZs+e/dzrKE1MTAz8/Py02vz9/RETE1PmMb/++ivq1KmD3bt3w83NDa6urnj33Xe1fvbz8/NhYmKidZypqSlOnjyJwsLCUs/76NEjFBYWwtbW9oWu4Vk5OTno0aMHDh48iPj4eHTr1g09e/ZESkqKNGbQoEHYvHkzQkNDkZiYiK+++grm5uYAnvzcdujQAcbGxoiMjERcXByGDh2KoqIiAE9mhv9uHe2/eV937dqFVq1aYfHixahZsyYaNGiADz74AI8fP5bGlPW+Hj16tMzzZmVlAUCJ97VNmzY4cuRImccRyUruxExUFeTk5AhDQ0OxadMmqa2goEA4OTmJxYsXlxj/ojOs+vr64vfff5fa9u7dK/T09MS9e/eEEE9m4RwcHER+fr405vvvvxcNGzYUGo1GasvPzxempqZi3759Qgghxo8fLzp37iz1Pzvr+uwMa5cuXUrMPH7//ffC0dFRCCHEgwcPhJ6enjh16pTQaDTC1tZWLFiwQHh7ewshhPjhhx9EzZo1tY5/7bXXpBmipUuXigYNGoiCgoJS3wsXFxfxzjvvSM81Go2wt7cXq1evFkIIsXbtWmFjYyNycnKkMXv27BF6enoiNTVVeq969+6tdd6xY8eKzp07a71XzzNv3jzRoEGDEu01atQQX375pRBCiD/++EMsXbpUnDhxQpw8eVJMmTJFqFQqsXPnzjLPGx8fLwCIlJQUrfbPP/+81JnVp1DGDOvKlSu1Pt9/on79+iU+4z179ggA4tGjR6UeM3LkSGFsbCy8vb1FdHS0OHTokGjWrJk0Uy+EENOmTRNqtVqcPn1aaDQacerUKeHg4CAAiLt375Z63tGjR4s6deqIx48fP7dm/M0Ma2kaN24sVq5cKYQQIikpSQAoMev619rd3NzK/LmMjY0VDRs21Po7+ixDQ0Px448/arWtWrVK2Nvbl3mMv7+/MDY2FgEBASI2Nlbs2bNHuLi4iMGDB0tj3nrrLeHh4SGuXLkiiouLxf79+4WpqakwMjIq9ZzFxcUiICCg1JntFStWSL+dIVIazrAS6cD169dRWFiIdu3aSW2GhoZo06YNEhMT//F5zM3NpceoUaOk9tq1a6NmzZrScx8fH2g0Gq0vTnh6esLIyEh6fvbsWVy7dg0WFhbSOW1tbZGXl4fr168DeLJuLSoqCnfv3gUAbNq0CQEBAWXuDHD27FnMnTtXq87hw4fj3r17ePToEaytreHl5YWoqCicP38eRkZGGDFiBOLj45GTk4PDhw+jY8eO0vmys7Nx+PBhaf3qm2++icePH6NOnToYPnw4wsLCpFmsp5o2bSr9WaVSQa1WIz09HQCQmJgILy8vmJmZSWPatWtX4r161uDBg5GQkICGDRti3Lhx2L9/v9Q3atQorev9p6pXr45JkybB29sbrVu3xsKFC/HOO+9gyZIlZR7zdObs2RmzfyskJAQHDx7UybmeR6PRID8/Hxs3bkT79u3RqVMnfPvttzh06JD0vs+YMQPdu3fHK6+8AkNDQ/Tu3RvBwcEAAD29kv8ULVy4ED/99BPCwsL+8/uRk5ODDz74AO7u7rC2toa5uTkSExOlGdaEhATo6+tr/Wz+VUJCAtq3bw9DQ8NS+9u0aYPLly9r/R3VBY1GA5VKhU2bNqFNmzbo0aMHli1bhg0bNkg/KytWrED9+vXRqFEjGBkZISQkBEOGDCn1PQWAMWPG4MKFC/jpp59K9JmamuLRo0c6vQYiXWFgJVKQhIQE6TF37twXOvavIQ148o90y5Yttc6ZkJCAK1eu4O233wYAtG7dGnXr1sVPP/2Ex48fIywsrMzlAE/POWfOHK3znT9/HlevXpVCRadOnRAVFSWFU1tbW7i7u+Po0aMlAuvevXvh4eEBZ2dnAICzszOSkpLw5ZdfwtTUFO+99x46dOig9SvjZ0ODSqWCRqN5offqWS1atEBycjI++eQTPH78GP369cMbb7wBAJg7d67W9QLQCslPFRUVISMjA2q1uszX8fb2xrVr18rsr169OgDgwYMH/+l6/gu1Wo20tDSttrS0NFhaWsLU1LTUYxwdHWFgYIAGDRpIbe7u7gAghUJTU1N89913ePToEW7evImUlBS4urrCwsICNWrU0DrfZ599hoULF2L//v1a/4Hyb33wwQcICwvD/PnzceTIESQkJMDT01P6cmJZ1/XU3/X/E2W9r8/7eXF0dETNmjVhZWUltbm7u0MIgd9//x0AUKNGDezYsQO5ubm4desWLl++DHNzc9SpU6fE+UJCQrB7924cOnQItWrVKtGfkZFR4rMgUgoGViIdqFu3LoyMjHDs2DGprbCwEKdOnYKHh8c/Pk+9evWkx1+/nZ+SkiLNggLAiRMnoKenp/Vt4We1aNECV69ehb29vdZ569Wrp/UPYFBQEDZt2oRff/0Venp6CAgIeO45k5KSSpyvXr160ozO03WsBw8elNaqdurUCZs3b8aVK1e01q/u3LkTvXv31noNU1NT9OzZE6GhoYiKikJMTAzOnz//j94/d3d3nD17Vuvbz8eOHdN6r4yMjKQ1tn9laWmJ/v374+uvv8bPP/+Mbdu2ISMjo8T7BzyZ4c7MzERcXJx0fGRkJDQaDby9vcusLyEhAY6OjmX2161bF5aWlrh06dI/ut7y4OPjU2JWNiIiAj4+PmUe065dOxQVFUkz9wCk7dD+utsB8OQ/OGrVqgV9fX389NNP+N///qc1G7h48WJ88sknCA8P11rL+18cO3YMgwcPRp8+feDp6Qm1Wq213tTT0xMajQaHDx8u9fimTZviyJEjZa61/Sf+7ft69+5dre3Srly5Aj09vRKB08TEBDVr1kRRURG2bdum9fdKCIGQkBCEhYUhMjISbm5upb7ehQsX0Lx5839zeUTlT+41CURVxfjx44WTk5PYu3evuHjxoggODhY2NjYiIyNDGnP16lURHx8vRo4cKRo0aCDi4+NFfHy81trTZ82aNUuYmZkJPz8/kZCQIKKjo0WDBg3EgAEDpDGlrcvMzc0V9evXF506dRLR0dHixo0b4tChQ2Ls2LHi9u3bWjUBEE2bNhXDhg3TOseza1jDw8OFgYGBmD17trhw4YK4dOmS2Lx5s/j444+lMRkZGUJPT0/o6+uLxMREIYQQYWFhQl9fX1rrKoQQhYWFwtraWsTFxWm93jfffCPOnz8vrl+/LqZPny5MTU3Fn3/+KYR4sob1888/16rRy8tLzJo1S7pmR0dH0bdvX3H+/HkRGRkp6tSpI4KDg6Xx8+bNE7Vr1xaXL18Wf/zxhygoKBBLly4VP/74o0hMTBRJSUli2LBhQq1Wi+Li4jI/l27duonmzZuL2NhYcfToUVG/fn3x1ltvSf3r16+XzpmYmCjmzZsn9PT0xHfffVfmOYV48g3v999/X6uttDWsDx8+lH5+AIhly5aJ+Ph4cevWLWnMv1nDeuPGDVGtWjUxefJkkZiYKFatWiX09fVFeHh4mectLi4WLVq0EB06dBBnzpwRp0+fFt7e3uK1116TxiQlJYnvv/9eXLlyRcTGxor+/fsLW1tbrbWnCxcuFEZGRmLr1q3i3r170uPpLg9lwd+sYe3Tp49o1qyZiI+PFwkJCaJnz57CwsJCjB8/XhozePBg4ezsLMLCwqS/Kz///LMQQog///xT2NnZiddff12cOnVKXLlyRWzcuFHaFeGfrGE9duyYMDAwEJ999plITEwUs2bNEoaGhuL8+fPSmKlTp4qBAwdKzx8+fChq1aol3njjDXHx4kVx+PBhUb9+ffHuu+9KY06cOCG2bdsmrl+/LqKjo0Xnzp2Fm5ub1u4fo0ePFlZWViIqKkrrfX12TbKLi4vYuHHjc99rIrkwsBLpyOPHj8XYsWNF9erVy9zWqmPHjiW2Vfq7f2yffkHryy+/FE5OTsLExES88cYbWkG4tMAqhBD37t0TgwYNkmqqU6eOGD58uMjKytIa16ZNGwFAREZGarWXtq1VeHi4aNu2rTA1NRWWlpaiTZs2Yu3atVpjvLy8hFqtlp7fv39fqFQqrZB94MABUatWLa3jwsLChLe3t7C0tBRmZmbilVdeEQcOHJD6/y6wCvH8ba2EeLKlz2uvvSbMzc2lba3Wrl0rmjVrJszMzISlpaXo0qWLOHPmTIn386/u378v3nrrLWFubi4sLS3FkCFDtF5n/fr1wt3dXVSrVk16n3755ZfnnlMIIX777TdRs2ZNrbBcWmA9dOhQqT9Lfw3ns2bNeu6Xtcry9EtTRkZGok6dOmLdunVa/aWd986dO+L1118X5ubmwsHBQQwePFhrO6ZLly6JZs2aST83vXv3LrENlouLS6nX9NfPtzR/93coOTlZ+Pr6ClNTU+Hs7Cy++OIL0bFjR63A+vjxYzFx4kTh6OgojIyMRL169bT+4+Ls2bOia9euolq1asLCwkK0b99eXL9+XXq//q4GIYTYsmWLaNCggTAyMhKNGzcWe/bs0eoPDg4WHTt21GpLTEwUfn5+wtTUVNSqVUtMmjRJK2hGRUUJd3d3YWxsLOzs7MTAgQOlrdX++v6U9vjr53r8+HFhbW1d5hfriOSmEkKIipnLJaJ/Y/bs2dixY0eVux3nuHHjUFRUhC+//FLuUhRFCAFvb29MnDgRb731ltzlVAoqlQrJyckvvIUX/Z/+/fvDy8sLH330kdylEJXKQO4CiOjl1KRJk+eu33tZqVQqrF279h+v2yX6rwoKCuDp6YmJEyfKXQpRmTjDSqRwVXWGlUhXOMNKVPUxsBIRUaU2e/ZsTJgwocz9g4mo8mNgJSIiIiJF4z6sRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRo/w+9cMaba8JFUgAAAABJRU5ErkJggg==","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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eRn7Dh3HOsOvUkd1+8ktm9Yyu2bFqP6OgolLWywZjxk2Dv6JRt/zOnTmDV8iV4/y4MJUqaY+iI0ahes7b4+dUrluH0yWP4EB4OdXV12NjZYdDQkXBwdAYA3L4ZgEH93KSOvXHLLtg5OCIlJQX/zpyGx8EP8frVS1SvWQfzfZfl7gtXQju2bcWmDesQFRUJK2sbTJjoBUen7M/FqZPH4bd0Md6FhaGkuQVGeoxBzVrfzoVIJMLyZUuwb89ufPyYABfXcpg0ZRrMzS0AAGFhb7F65XIE3LiO6KgoGJuYoHmLVujXfyDUNTTE4zx98hizZ07Hwwf3oW9ggC5du8O9T7/fdhyUwf7d27Fz60bEREehTFlrDB/tCVt7x2z7Xzh7EutXLUP4+3coXqIk+g8ZhSrVa4mfT/r8Gav9FuHyxXNISIiHqakZ2nXqhlbtOor7xERHYeWSBbgVcA1Jnz+jhLkFuvXqh9r1Gkrs69rlS/BfvxIvnz+FhoYGnF0rYOa8Jbl/EJTE3l3bsH3zBvG5GDV2Iuwcsn9fnDtzEmtXLEX4+zAUL2GOQcM8ULVGLYk+r1+9wIolCxF45xYyMjJgUbo0Zs71RdGixQAAQ/v3QuCdmxLbtG7XEWMnThX/7DtvNu4F3cWrF89gXqo0Nm7bl4uvmvI6pUgYFy5cCC8vLwwdOhTVq1cHAFy+fBkDBw5EVFQURo0apeAIZWtbuSRmdi2H0Rtu4vaLKAxsYoM94+qi0rjDiEpIydK/fVVzTOnogmFrryPgWRQsi2pjWf8qEImAydvu5GjMsOjPsBkq+WZ2q2uJoc1scSboPQDAxcIAUQkpGLDyGsKiP6FSWWMs6l0JGUIR1p55+vsPjAKcPnkMvgvmYMKkabB3dMKOrf4YPrgfdh88BgMDwyz97wXehZfnGAweNgo1atXByeNHMHbUMGzesQdlLK0AACXNLTB2wmSYFS+B5ORkbN+6CcMG9cW+Qyehb2AAJxcXHDtzSWLcVX5LcDPgOmztHQAAQmEGNLU00alLd5w7e/r3HwglcOL4Mcyf64PJU73h6OiMrZs3YdCAPjh45AQMDbOei8C7dzBh7GgMH+mBWrXr4tjRwxg5bAh27NmHsmUzz8WGdWuwfetmzJj9L8zMisNv6WIM6t8H+w8dg6amJl6/fAmhUASvqdNRsqQ5nj97Cu9pXkhKSsLoseMBAImJiRjYrw8qV62KyVO98ezpU0zzmghtbR3807HTHz1Gf8q50yewYvE8jBrvBVt7J+zZsRnjRgyA/67D0JfyvnhwLxAzvMaj36ARqFqjNs6ePAqvcSOw2n8XSpUpCwDw852Lu7cDMMn7XxQ1LYabN67Cd94sGBoZo3qtugAAn2kTkZj4EbPmL4Wunh7OnjyG6ZPGYOXGHShrbQsAuHjuNBb4TEPfQSPgWqESMtIz8Orlsz93cP6ws6eOY9miuRjjORV2Do7YtX0zPIYNwPa9R6Sei/tBd+E9aSwGDBmJajVr4/SJo/AcMwzrt+xBacvMcxH2NhSD+/ZAi1bt0GfAUBQqXAivXjyHpoamxFgt2/6DvgOGin/W0iqQZX/NW7XFowf38eL5311YkIrXMMokEH2dA1agUqVKwdvbGz179pRo37RpE6ZNm4ZXr17JNZ5Bj225Gd5PnZ7WCHdexmC8/y0AmVXt+75tsOb0Uyw+8ihL/zk9K8CqmA7a/ntO3DajiyvKlzFEs5lnfmlMALgwownuhcRi+Nob2cY61y1z3218zmXbJze9Wt35j+znK/funWBn74Cxnl4AAKFQiJaN66Jjl+5w6521gjRx3CgkJSVh0dKV4rbePTqhrLUtPCdPk7qPxMRE1KtREctWrUelylWzPJ+elobmjeqgY5du6NN/cJbnvb088fHjR4VUGDXV/9wHYrfOHWDv4IiJk6cAyDwXjerXRpeuPdCnX/8s/ceOHomkpCQsW75K3Na9S0dY29jAa+p0iEQiNKhTEz17ucPNvQ8A4OPHj6hXqxqmz/oXTZs1lxrHxvVrsWvndhw7eRYAsGvHNixd7ItzFy+Lq46+C+fj/LkzOHjkRK4eA1liElP/2L4G9e4KG1t7jBg7CUDmuejUqiHaduiCrm59s/T3njQGyUlJ8FnoJ24b3LsbLK2s4TEh83y6d2mLug0ao2efgeI+/Xt2ROVqNdBn4HAAQNM6lTBqnBcaNWsp7tO6YQ30HzoKzVu3R0Z6Ojq3aYxe/Yegeat2v+W154S66p97X/Rz6wxbOwd4jJ8MIPNctGteH+07dUWPXlk/o6Z4jkZyUhLm+i4Xt/Xv1QVlrWzE1cGpnmOgpqYGrxn/Zrvfof17oay1NUaM9vxpjOtW+eG/i2cVUmE01lZcHatAs8UK23fSsREK23dOKUU6/f79e1SrVi1Le7Vq1fD+/XsFRJRz6qoqcLYwwMWH4eI2kQi4+DAcFS2NpG4T8CwSLhYGKFc6869Jc+NCaOhcDKeD3v3ymM4W+nCyMMCWiy9kxqtTQB1xf/AX1Z+UlpaKx8EPUfG7JE5FRQUVK1fF/XuBUre5fy8oS9JXpWqNbPunpaXiwN5dKFxYG1ZWNlL7XLp4HvHxcWjRWnG/ABUtLTUVwY8eokrVb+9rFRUVVKlSDfeC7krd5l5gIKpUkTwX1arXwL3AQABA2Nu3iIqKROUq38bU1taGo5NztmMCQOLHj9DV1RX/HBQUiPIVKkhMUVerXgOvX71CQny8XK8zL0hLS8PTx49QvlIVcZuKigrKVayCh/eDpG7z6H4QylesItFWsUo1if72js64+t8FREZ8gEgkwt1bAXj7JgQVKn87Pw6OLjh/5gQS4uMhFApx7tRxpKamwqVcRQDA0yfBiIqMgIpAgH49OqB9s7oYP3IgXr34OyuMaWmpePr4ESr88BlVoVIVPLwn/Vw8uBeICpUkz0XlqtXx4H4ggMyE8+qViyhhbg6Pof3QomFN9HPrjEsXzmYZ6/Txo2hevzp6dGyNlcsWITk5KfdeHP31lGJK2tLSErt27cLEiRMl2nfu3ImyZcvK3DYlJQUpKZLTvqKMNAhU1XM9TmkMtTWhpqqCyPhkifbIhGRYFdORus3eayEw1NbEMa8GEEAAdTUVrD/7DIsOP/rlMbvXLoMnYfEIeBaVbayVyhqhbWVzdF5wQY5XmHfExcYhIyMDBj9MdxoYGiLktfQqdXRUFAwMjbL0j4mSPI7/XTqPyePHIDk5CUZGxli2ch309PWljnlo/x5UqVodRYoU/T9eTd4WGxeLjIyMLFPPhoaGePXqpdRtoqKiYPjDuTA0NERUdNSX5yMz24yyjhkVJf3ffWhICLZv2wKPMeMl9mNmVvyHMYzEz+l8l1z+DeLjYiHMyMgy3alvYIjQEOnvi5joKKn9Y6O/HefhYyZigY83OrZsAFVVNaioCDB64jQ4u1YQ95k6ez68J41F60Y1oKqqBi0tLUyf4wuzEiUBAO/D3gIANq1dgUEjxqKoaTHs2rYJIwf1xubdR/7Cc/HlM+qHY2tgkP1nVHbnIiY683r22JhoJH3+jC0b16HfoGEYNMwD169dxqSxI7Bk5Qa4ls9Mzhs2aYaipsVgZGyCF8+eYsXShQgNeY3Z8xRXVVM6XPQik1IkjN7e3ujUqRMuXbokvobxypUrOHv2LHbt2iVzWx8fH3h7e0u0aTm2QwHn9r8t3v9XdRsTjGppj7Ebb+HWiyiULqINn+7lMaa1A+YffCD3eFrqqvinqoXMbW2L62LLyFqYe+A+zj8Iz7YfSVehYmVs2bkPcXGxOLBvNzzHjcKGLTuzfPB/+BCO69euYPbcRQqKlL768OEDBg/oi4aNm6B9h44/34Dksn/XNgQ/uIdZ85eiSFFT3Au8jcXzZsHIyBjlK2VW0NavWobExI+Yv2wNdHX1ceXSOXhPGoMlqzaitKUVhKLMRX7fL4QZ7zUTHVs2wIWzJyUW0JB0X68qq1G7Ljp1y1x8V9baFg+CAnFg705xwtj6u2NZxtIKhkZGGDGoD8LehsKseMk/HzjlOUoxJd2+fXvcuHEDhoaGOHDgAA4cOAAjIyMEBASgbdu2Mrf19PREfHy8xEPLodUfihyI/piC9AwhjHW1JNqNdbTwIS5Z6jYT/3HCriuvsPniCwS/jcfR228xY3cQRra0g0Ag/5itKpVAAU1V7Lgs/S9U62I62D+hHjadf44FBx/+4itVfnr6elBVVRX/5f1VTHQ0DI2kT+UbGhkhJjoqS3+DH/oXKFAQJUqaw9HJBV7TZkFNVRWH9u/NMt6Rg/ugq6uHWrXr/p+vJm/T19OHqqoqon84F9HR0TDK5lwYGRkh+odzER0dDaMv1T8jI+PMtqifjxkR8QF93XvC2dUVU6bNyLKfH8/51/1mF1tepqunDxVVVcTGSB632JhoqQvBAMDA0Ehqf/0v5yIlORlrVyzGoBFjUa1mHZQpa422HbqiboMm2Ll1EwAg7O0b7N+9HeMmT0f5ilVgaWUNt76DYG1rhwN7dgAADA0zz6lFqTLi/WhoaMDUrDgiPvx9f9jq6n35jPrh2MbERGeprn+V3bn4OpOSOaaaxDEEAPNSpRERnv0lXV9XZb99Eyr36/hrCVQU98gDlCbK8uXLY+vWrbh9+zZu376NLVu2wNXV9afbaWpqQkdHR+Lxp6ajASAtQ4ig1zGoZVdE3CYQALXti+Lmc+nTZAU01CD8YalRxpcGAQRyj9m9dhmcuBOG6I9ZV2TbmOni4MT62HH5FWbtufcrLzHPUFfXgI2tPW4GXBe3CYVC3Aq4DkcnF6nbODo5S/QHgBvXr2bbXzyuSITUVMlrQUUiEQ4f3I9mLVtDTf3P/RtURuoaGrC1s8eN69fEbUKhEDduXIOTs/T3tZOLC25clzwX169dhZOLCwDArHhxGBkZ48aNb2MmJibi/r0giTE/fPiAPr16ws7OHtNn+kBFRfJjztnZBbdv3UJaWprEfixKlfrrpkABQF1dHVY2drhz89tiOKFQiDs3r8P+y62hfmTn6Iw7tyQXz90OuCbun56ejvT0dKioSE7hqaioQCTMrBqmfLk+TuWHX4YqKqoQfuljZWMHdQ0NhIa+Fj+fnp6GD+/CUKSo6S+8WuWmrq4BKxs73P7hM+r2zRuwd5J+LhycXHDrpuT74uaNa3BwdBGPaWvvgDchryX6vAkNQRHTYtnG8uzJYwCA4Zc/xIh+RqEJo4qKClRVVWU+1NSUYtZcpuXHH6NnHUt0rlEKVsV0sKBXRRTUVMO2S5nXai0fUBVeHb99GJy8G4be9cuiXRVzlDQuhDoORTHxHyecvBsG4ZfphZ+N+VUpk8KoZm2CzReyLnaxLZ6ZLJ6/H47lxx/DRFcLJrpaMNTWzNL3b9G1hxsO7tuNI4cO4NXLF5gzyxtJSUlo0TqzUj118nj4LVko7t+5a09cu3oZW/034PWrl1i9YhmCHz1Ex85dAQBJSZ+xfMki3L8XiPfvwhD86CFmTJ2EyIgPqN+wscS+bwZcx7uwt2jd9h+psb188RxPHwcjISEenxI/4unjYDx9HPybjoTi9XBzx749u3DowH68fPECM6dPQ1JSEtq0zVwMNMlzHBYvWiDu3617T1y98h82bVyPVy9fYIXfUjx88ACdu3YHkHkz/249emLNqhW4cO4snj19gsme42BsYoJ69RsAyEwW+/bqAVNTU3iMHY/YmBhERUYiKjJSvJ+mzVtCXV0d06ZMwvPnz3Di+DFs3eKPHj3d/9zB+cM6dOmJIwf34sTRgwh59RKL5sxAcnISmrRoAwCYPW0i1vj5ivu379QdAdeuYNfWTQh9/RIb1yzHk+CHaNuhCwCgUOHCcC5XASuXLkTg7Zt4/+4tThw5gFPHD6NGnfoAgJIWpWBWvCQW/uuN4If3Efb2DXZt3YTbAddQo3Y98Tit2nbExtV+uHn9KkJDXmHRnJkAgDr1G/25A/QHde7mhsMH9uD4kQN4/eoF5vtMR1JSEpq3zPyMmjHFEyuXfbukpUPn7rhx9Qq2b9mIkNcvsW6VHx4/eoD2HbuK+3Tp4Y6zp4/j0P7dePsmBHt3bsXV/y6gbYfMu1SEvQ3FxrUr8Dj4Id6/C8Pli+cwc+pEuJSrAMuy1uJx3r4JwbMnwYiJjkJKcgqePQnGsyfBSEv7OxdKknwUmo3t378/2+euXbuGJUuWiP8SVWb7b4TCUFsLnu2dYKKrhQehsegw7zwiEzKnj4sbFhQnggAw/+ADiCDCxH+cYKpfANEJKTgRGIaZu4NyPOZX3WqXwbuYzzj3IOvUQ6uKJWGso4VONUqhU41S4vbQyES4eBzK7cOgFBo2bobY2FisXrEE0VFRsLK2xeLlq8XTPR/ev5eoeDi5uGLG7HlY6bcYy5cuQomS5pi3aKn4HowqKqp4/foljo4+gLi4WOjq6cHO3hGr129BGUvJBVmH9u+Fk7MrLEqVlhrbqKED8P79O/HP3TtnJk4BgX9n0tikaTPExsRg+bIliIqKhLWNLZavWiu+PCD8h3Ph4loOPnPnY9kSXyz1XYiS5hbwXeonvgcjALj36YekpCRMnzYFHz8mwLVceSxftRaampl/BF2/egWhoSEIDQ1Bo3qSNzYOeph5XzltbW2sXLMOs2dOR5cO7aCnr48BAwf/tfdgBIB6DZsgPi4GG1f7Zd4s2soGc3xXihd8RXx4L1EtdHByweQZ/2L9ymVYu2IxzEqYY8bcxeJ7MALAlJnzsMbPF7OmTkBCQjyKFDVFn4HDxNcdqqmp499Fy7HazxeTRg9FUlISihUvgQlTZkncAHzgcA+oqqrCZ5onUlJSYOvgiAXL10Fb5++r9gJA/UZNERcbg7UrlyEmOgqWVjZYsHSV+Fx8CJc8F47Orpg6ay7WLF+C1X6+KF7CHD7zl4rvwQgAtes2wBjPqdiycQ185/ugpLkFZs7xhbNLeQCZ5+JWwHXs2r4ZyUlJMClSFHXqNYDbd7dEAoB/Z0yVuLm3e7fMP353HzoF02Jmv+2YKI08MjWsKEpxH8bvPXnyBBMmTMDhw4fRrVs3TJ8+Hebm5nKN8afvw0jZ+9P3YSTZ/uR9GEm2P3kfRpLtT96HkWRT6H0YWy7/eaffJOlw1nv2KhuleZe8e/cO/fr1g6OjI9LT0xEYGIhNmzbJnSwSERERyU0gUNwjD1B4whgfH4/x48fD0tISDx8+xNmzZ3H48GE4ODgoOjQiIiIigoKvYZw7dy7mzJmDokWLYvv27WjdurUiwyEiIiIiKRSaME6YMAEFChSApaUlNm3ahE2bNkntt2/fn/8+SyIiIspHuOhFJoUmjD179oQgj8zdExEREeVXCk0YN27cqMjdExEREWViAUsm1l+JiIiISCbl/xoVIiIiot+N1zDKxKNDRERERDIxYSQiIiIimTglTURERMRFLzKxwkhEREREMrHCSERERPke7wstGyuMRERERCQTE0YiIiIikolT0kRERJTvcUpaNlYYiYiIiEgmVhiJiIiIWGCUiRVGIiIiIpKJFUYiIiLK93gNo2ysMBIRERGRTEwYiYiIiEgmTkkTERFRvscpadlYYSQiIiIimVhhJCIionyPFUbZWGEkIiIiIpmYMBIRERGRTJySJiIionyPU9KyscJIRERERDKxwkhERETEAqNMrDASERERkUysMBIREVG+x2sYZWOFkYiIiIhkYsJIRERERDJxSpqIiIjyPU5Jy8YKIxERERHJxAojERER5XusMMrGCiMRERERycSEkYiIiCiP8fPzg4WFBbS0tFC5cmUEBATI7O/r6wtra2sUKFAAJUqUwKhRo5CcnJzj/XFKmoiIiPK9vDQlvXPnTnh4eGDlypWoXLkyfH190bhxYzx58gQmJiZZ+m/btg0TJkzA+vXrUa1aNTx9+hS9evWCQCDAwoULc7RPVhiJiIiIFCglJQUJCQkSj5SUlGz7L1y4EP369YO7uzvs7OywcuVKFCxYEOvXr5fa/+rVq6hevTq6du0KCwsLNGrUCF26dPlpVfJ7TBiJiIiIBIp7+Pj4QFdXV+Lh4+MjNczU1FTcvn0bDRo0ELepqKigQYMGuHbtmtRtqlWrhtu3b4sTxJcvX+LYsWNo1qxZjg8Pp6SJiIiIFMjT0xMeHh4SbZqamlL7RkVFISMjA0WKFJFoL1KkCB4/fix1m65duyIqKgo1atSASCRCeno6Bg4ciIkTJ+Y4RlYYiYiIKN8TCAQKe2hqakJHR0fikV3C+CsuXLiA2bNnY/ny5bhz5w727duHo0ePYsaMGTkegxVGIiIiojzCyMgIqqqq+PDhg0T7hw8fULRoUanbeHl5oUePHujbty8AwNHREZ8+fUL//v0xadIkqKj8vH7ICiMRERFRHqGhoYHy5cvj7Nmz4jahUIizZ8+iatWqUrf5/PlzlqRQVVUVACASiXK0X1YYiYiIKN/LS7fV8fDwgJubGypUqIBKlSrB19cXnz59gru7OwCgZ8+eMDMzEy+cadmyJRYuXAhXV1dUrlwZz58/h5eXF1q2bClOHH+GCSMRERFRHtKpUydERkZiypQpCA8Ph4uLC06cOCFeCBMaGipRUZw8eTIEAgEmT56MsLAwGBsbo2XLlpg1a1aO9ykQ5bQWmYcY9Nim6BDoi1erOys6BPqOpjqvQlEWMYmpig6BvlBX5ftCWRhrK66OZdJ7l8L2HbG+o8L2nVN8lxARERGRTEwYiYiIiEgmXsNIRERElHfWvCgEK4xEREREJBMrjERERJTv5aXb6igCK4xEREREJBMrjERERJTvscIo21+ZMHoPlP7VOPTnvfiQqOgQ6Du2ZjqKDoG+iP+cpugQ6IvE5HRFh0BfGGvrKjoEyganpImIiIhIpr+ywkhEREQkD05Jy8YKIxERERHJxAojERER5XusMMrGCiMRERERycSEkYiIiIhk4pQ0EREREWekZWKFkYiIiIhkYoWRiIiI8j0uepGNFUYiIiIikokVRiIiIsr3WGGUjRVGIiIiIpKJCSMRERERycQpaSIiIsr3OCUtGyuMRERERCQTK4xERERELDDKxAojEREREcnEhJGIiIiIZOKUNBEREeV7XPQiGyuMRERERCSTUiSM/v7+SElJydKempoKf39/BURERERE+YlAIFDYIy9QioTR3d0d8fHxWdo/fvwId3d3BURERERERF8pRcIoEomkZthv376Frq6uAiIiIiIioq8UuujF1dVVXI6tX78+1NS+hZORkYFXr16hSZMmCoyQiIiI8oO8MjWsKApNGNu0aQMACAwMROPGjVG4cGHxcxoaGrCwsED79u0VFB0RERERAQpOGKdOnQoAsLCwQKdOnaClpaXIcIiIiCifYoVRNqW4D6ObmxuAzFXREREREAqFEs+XLFlSEWEREREREZQkYXz27Bl69+6Nq1evSrR/XQyTkZGhoMiIiIgoX2CBUSalSBh79eoFNTU1HDlyBKampiwLExERESkRpUgYAwMDcfv2bdjY2Cg6FCIiIiL6gVIkjHZ2doiKilJ0GERERJRPcXZTNqW4cfecOXMwbtw4XLhwAdHR0UhISJB4EBEREZHiKEWFsUGDBgCA+vXrS7Rz0QsRERH9CawwyqYUCeP58+cVHQIRERERZUMpEsbatWsrOgQiIiIiyoZSJIxfff78GaGhoUhNTZVod3JyUlBERERElB9wRlo2pUgYIyMj4e7ujuPHj0t9ntcwEhERESmOUqySHjlyJOLi4nDjxg0UKFAAJ06cwKZNm1C2bFkcOnRI0eERERHRX04gECjskRcoRYXx3LlzOHjwICpUqAAVFRWYm5ujYcOG0NHRgY+PD5o3b67oEImIiIjyLaWoMH769AkmJiYAAH19fURGRgIAHB0dcefOHUWGRkRERPmAQKC4R16gFAmjtbU1njx5AgBwdnbGqlWrEBYWhpUrV8LU1FTB0RERERHlb0oxJT1ixAi8f/8eADB16lQ0adIEW7duhYaGBjZu3KjY4IiIiIjyOaVIGLt37y7+//LlyyMkJASPHz9GyZIlYWRkpMDIiIiIKD/IK4tPFEUppqSnT5+Oz58/i38uWLAgypUrh0KFCmH69OkKjIyIiIiIlCJh9Pb2RmJiYpb2z58/w9vbWwERERERUX7CRS+yKUXCKBKJpJaCg4KCYGBgoICIiIiIiOgrhV7DqK+vL75ppZWVlUTSmJGRgcTERAwcOFCBERIRERGRQhNGX19fiEQi9O7dG97e3tDV1RU/p6GhAQsLC1StWlWBERIREVF+oKKSR+aGFUShCaObmxvS09MhEAhQr149lChRQpHhEBEREZEUCr+GUU1NDYMGDYJQKFR0KERERJRPcdGLbApPGAGgUqVKuHv3rqLDICIiIiIplOLG3YMHD8bo0aPx9u1blC9fHoUKFZJ43snJSUGRERERUX7AG3fLphQJY+fOnQEAw4cPF7cJBALx7XYyMjIUFRoRERFRvqcUCeOrV68UHQIRERERZUMpEkZzc3NFh0BERET5GGekZVOKhBEAXrx4AV9fXwQHBwMA7OzsMGLECJQpU0bBkeXMvbOHcPfEHnyOj4VRidKo1W0wipS2ltr3xe3LuHVkJ+Ij3kGYkQ69ImZwadwONtUaiPt8jo/F1T3rEPrgDlKTPqGYlQNqdRsMvSJm4j4PLhzD0xvnERnyAmnJn9Fv2R5oFiwssa8jS6YiKvQlkhLioFmoMErYuaLqP31QWN/w9xwIJXDq0C4c3rMF8THRKFm6LHoNHgtLG3upfc8e24//zhzD25AXAIBSljbo5D5Eon/A5XM4c3QfXj17jMSP8fBZvgUWZSTPbWpqCras9sW1C6eRlpYK5/JV4D5sPPS+O84bl8/H04dBeBPyAmYlLPDvim2/4dUrlx3bt2LThnWIjoqElbUNxk/0gqNj9tcknzp5HMuXLca7sDCUNLfAiFFjULNWbfHzIpEIK/yWYN+e3fj4MQEuruUw0WsazM0tAAA3A26gX++eUsfesn03HBydcDPgBrZu3ogH9+8j8VMiSpY0h5t7HzRv0SpXX7uyObZ/J/bv9EdcTDQsylih3/BxsLJ1kNo39NULbNuwAi+eBiPyw3v0HjIarf7plqVfdGQE/Fcvxp2Aq0hJTkZRsxIYPn4aLK3txH3ehLyE/+oleBh0BxkZ6ShhXhrjvefBuIgpPoS/w4AuLaTGMHbqHFSv0zB3XrySOX14N47u2YL42MzPqJ6DxqCMtfTPqPPHD+C/s0fxNuQlgMzPqI69Bov7p6enY8+mFQi8dRWR78NQoFBhOLhWRCf3odA3NM4yXlpqKqaOckfoy2eYtWwLzMtYiZ8TiUQ4tncrzp/Yj6gP4dDW1UOD5u3Rukvv33AUKK9RioTx5MmTaNWqFVxcXFC9enUAwJUrV2Bvb4/Dhw+jYUPl/tB4FnARl3euQZ0ew1C0tDUCTx/AoYWT0G32WhTU0cvSX7OQNiq06Ax90xJQVVPD66AAnF2/EAV09GDuUAEikQhHl3lDVVUNzYdPhYZWQQSe2oeD8z3RdeZqqGtqAQDSU1Ng7lAB5g4VcG3vBqmxFbdxRoXmnVFQ1wCf4qJxZecanFg+E/9MWvQ7D4nCXLtwCptX+6LPsAmwtHHA8f3b8e+kYViwbg909bJ+zWTwvduoVrcRrOycoK6uicO7NsFn4lDMW70TBkYmAICU5GRY2zujSq0GWOM7S+p+N69chLsBlzFisg8KFiqMjX7zsGj6OHgvWifRr07jlnj++CFCXz3L/RevZE4eP4YFc30waYo3HJ2csXXzJgwe0AcHD5+AgWHWP1gC796B57jRGDbCA7Vq18XxY4cxavgQ7Ni9D5ZlM3+pbVy/Btu2bsaMWf/CzKw4li9bjMED+mDfwWPQ1NSEi6srzly4LDGu39LFCLhxDfYOjgCAoMC7KGtljV69+8HQ0AiXLp6H18Tx0C6sjVp16v7+A6MAl8+dxPoVCzFo1ERY2Tri0J6t8B43BH7++6Gnn/V9kZKSjKLFzFC9TkOs91sgdczEjwmYMMwdjq4V4PXvUujq6ePd21AUKqwt7vM+7A0mDu+D+k1bo0uvgShQsBDevH4JdQ1NAICRcRFs2HtKYtxTh/dh/05/lKtcPRePgPK4fvE0tq72hfuwCbC0tseJAzswZ/JwzFuzO9vPqKp1GsPK1gnqGho4vNsfcyYNw78rd8DAyASpKcl4/eIJ2nTpjZKlrfD5YwI2r1qIhd6jMWOJf5bxtq9fCn0DY4S+zPoZtHnlAty/cwNd+o5ACYsy+PQxAYkfE37LcVBGXPQim1IkjBMmTMCoUaPw77//ZmkfP3680ieMgSf3wb5WE9jVbAQAqNtzGELuBSD4v5Mo37xTlv7FbZwlfnZu2AaPr5zG+6cPYe5QAXEfwvDhxWN0mbEShmYWAIA6PYZh/agueHrjPOxrNQUAuDRqCwB4+zgo29hcGrUT/7+OURGUb9YRR5dNR0Z6OlTVlOL056qj+7ahXpM2qNM4s1rUZ7gn7gZcwYWTh9C6U68s/YdOmCnxc/9RkxFw5Twe3L2JWg2bAwBqNmgGAIgMfyd1n58/JeL8yYMYNmEmHFwqAgAGeEzBmH4d8Cz4PsraZiYqvQaPAQAkxK/OFwnjZv8NaPdPR7Rp2x4AMHmKN/67dAEH9u9F7779s/TftsUf1arXRK/efQEAQ4aNxPVrV7Fj2xZMnjodIpEIWzf7o1//QahbL7MaP2P2XNSvXQ3nz55Bk2bNoa6uASOjb1WVtLQ0XDh/Fl26dhf/MujbX/LrRrv1cMO1q1dw9sypvzZhPLh7Kxo1b4v6TVsDAAZ5TMLtG5dx9vhBtO/qnqV/WRt7lP1SZfdfvUTqmPu2b4SRSREMH+8tbitiaibRZ+s6P5SrXB29Bo4Ut5maffuCBlVVVegbGElsc/3yeVSv0xAFChSU70XmEcf3b0Pdpm1Qu1FLAID7sAkIvHkFF08dRquObln6Dx4/Q+LnfiMm4ebl83gYeBM1GzRHwUKFMWH2Mok+PQeNxdSRvRAVEQ4jk6Li9qCbV/Hgzg2MmPQvgm5dldgmLPQVzh7dC5+VO1Cs+JfLxIpKnk/K35TiPozBwcHo06dPlvbevXvj0aNHCogo5zLS0xAR8gwl7FzFbQIVFRS3c0X4i+Cfbi8SifDm0V3Ehr9FMWtH8ZgAoKauITGmqpo63j97+MuxJid+xJPr52FaxvavTBbT09Lw6tljOJSrJG5TUVGBg2slPHt0P0djpKQkIz09HYW1dXK835fPgpGRng4H12/7NStpASOTongWnLP9/m3S0lIR/OghKlepJm5TUVFB5SrVcC9I+j1X7wUFovIPXwVatVoN3AsKBACEvX2LqKhIVK76bUxtbW04OjkjKJsxL144h/i4OLRu015mvImJH6Grq5eDV5b3pKWl4cXTYDiVryxuU1FRgXO5ynjy8N4vjxtw9SIsre0wd9o4uLWtj1H9uuDUkX3i54VCIW5dv4xixc0xbexguLWtj7GDeuL65fPZjvn8ySO8ev4EDZu1+eW4lNnXzyj7L39YApnnwt6lIp7n8LMiJSUZGRmyP6OSPidCIBCgYKFvlyjFx0Zj7eLZGDhmGjS0tLJsc/fGfzAuaobAG5cxqldrjHRrjTW+M5H4MV6OV0h/M6VIGI2NjREYGJilPTAwECYmJn8+IDkkfUyASChEgR+mngvq6OFzfGy226V8/oRVg9pgRf8WOOI7BbW6DUZJ+3IAAP2iJaBtaIJrezYg+dNHZKSn4faxXUiMjcKnuBi5Y7y6ex1WDmyNtcM74GNMBJoNnyb3GHlBQkIchMKMLNM6uvoGiIuNztEY29Ythb6hkUTS+TPxMdFQU1eXmIoDAF09A8TF5Gy/f5vY2FhkZGTA8IepZ0NDQ0RFRUndJioqCoaGktUmQ6Nv/aOiIsVjfM/A0BDR2Yy5f98eVK1eA0WKFpX6PACcPHEMDx/cR6u27bLtk5d9jM98X/w49ayrb4DY/+Pf54d3YThxcA9MzUpg6lw/NGn1D9YunYdzJw4DAOLjYpCc9Bn7tm9AuUrVMHXeclSpWRdzpozBg8DbUsc8c+wgipuXgo2Ds9Tn87qPXz+jpJyL+Bx+Ru1Yvwz6Bkawd5X+GZWamoId65ehau1G4oRRJBJh1cLpqN+8LUpb2UndLiI8DNER4bjx31kMGDMN/UdPwetnj7Fk1gQ5XmHeJhAIFPbIC5SizNSvXz/0798fL1++RLVqmdWDK1euYM6cOfDw8JC5bUpKClJSUiTa0lJTxNfIKCsNrQLoNG050lKS8PZRIC7vWA0d46IobuMMVTU1NB3ihXMbFmHtsA4QqKighJ0rzB0rQiQSyb0v1yb/wLZmY3yMjsDNg1twZu08tBgxPc/8I/1TDu7ciGsXTsNr3kpoKPm/H/q5D+HhuHblMuYu8M22z82A65jqNRFTps2EpWXZPxfcX0AkEqKMtR169BsGAChd1gahr17g5OE9qNekJUTCzM+qStXqoFWH7pl9LK3x+GEQTh7eAweX8hLjpaQk49LZ4+jYs9+ffSF5yKFdm3D94mlMmrtC6mdUeno6ls6eCJFIhF5Dx4vbTx3aheTPn9GqY69sxxYJRUhLS8XAMVNh+mVKuu+oyfAa1hPv3oZ8m6amfEspEkYvLy9oa2tjwYIF8PT0BAAUK1YM06ZNk7iZtzQ+Pj7w9vaWaGviPhzN+oz8XeFKKKCtA4GKCpIS4iTaPyfEoaCufrbbCVRUoFekGADAuGQZxL4Pxe2jO8XXN5pYlEVn7+VI+fwJwvQ0FNDRw+4ZI2BiIf8vtQLauiigrQv9osVhYFoCG8f0QPiLYJhaSv9LM6/S0dGDiooq4n+owsbHxkisVpbmyO7NOLRzEyb+6wfz0vIdY10DQ6SnpeFT4keJKmN8XAz0DP7e1eiy6OvrQ1VVFdHRklWT6OhoGBkZSd3GyMgI0dGSlcLoqG/9v16bGB0dDWPjbzMPMdHRsLK2yTLewQN7oaunh9p16knd362bARg+ZBDGjPNEy9Ztcvza8hpt3cz3RVxs1veF/v/x71Pf0AglzEtLtBU3L4Vr/50V71dVVQ0lLH7oU7IUgu8HZhnv6sUzSE1JRt1G0ldN/w20v35GSTkXuj/5jDq6ZwuO7NqECbOXoWSprJ9RmcmiJ6Ij3sPz3+US09GPgm7i2eP76NWqhsQ2XsPdUK1uYwwcMw16BkZQVVUVJ4sAYFbCAgAQHRGeLxJG1lBkU4opaYFAgFGjRuHt27eIj49HfHw83r59ixEjRvy0Cubp6Sne5uujYY9BfyhyQFVNHSbmZfEmOFDcJhIK8TY4EEXL2OZ4HJFIJL528XuaBQuhgI4e4j6EIeL1M5RyrSpl65z7WqGUtq+8Tk1dHaXK2uDB3ZviNqFQiIeBN1HWzjHb7Q7t8se+beswYdYSlMlmukaW0mUzrwn9fr/v3rxGVES4eMFLfqOurgFbO3sE3LgmbhMKhQi4cQ1Ozq5St3FydkHA9esSbdevXYWTswsAwKx4cRgZGSPg+rcxExMTcf9eEJx/GFMkEuHggX1o2bIN1NXVs+zrZsANDBs8ACM8xuCfDlkXpv1N1NXVUcbKFvfuBIjbhEIh7t0JgLX9r3/tqo29C8LevJZoe/c2BMZFTMX7tbSxk9InVNzne2eOHUTFarWhq5f9H9p53dfPqIeBP35G3YKljM+KI7v9cWD7OoybsVjqlPLXZPHDuzeYMNsP2j9cItVj4BjM9tuKWX5bMMtvC8ZOz7xLxlDPWejglvn70srOCRkZGfjw7q14u/dhoQAgsXCG8i+lqDB+FRERgSdPngAAbGxsYGyc9R5SP9LU1ISmpmRpXl3jz1435tK4Hc6snQ8Ti7IoUsoaQaf3Iz0lGbY1MldNn14zD4X0DVHtn8x7Wd06ugMmFlbQNTZFRnoaQu7dxJNrZ1G7x1DxmM9vXoKWti60DUwQHfYa/21bgVLlqqKkw7dpnE/xMfgcH4v4iMzVu9FvX0NdqwC0DUygVVgb4S8eI+L1U5iWtYdmwcJIiHyP6/v9oWtiClM5ktm8pHm7rlgx3xulrWxhaW2P4/u3IyU5SbwicfncqdA3MkaX3pnH+tDOTdi9eRWGjp8J4yKmiIvJrHBpFSgIrS+rNBMT4hEVGY7YL9Wv929CAAB6+obQMzBCwUKFUbdxa2xZvQiFtXVQoFAhbPSbh7K2jhIJY3jYGyQnf0ZcTDRSU1Pw+kXmv/XiJUtDTUpSk9f16OkOr0njYWfvAAcHJ2zdsglJSUlo3SbzWsHJnuNgYlIEw0eNBgB07d4Tfd17wH/jetSsVRsnjh/Do4cPMGXadACZf1h269ETa1avQElzc5iZFYffssUwNjFB3foNJPYdcOM6wt6+Rdv2/2SJ62bAdQwbMhBdu/VEg4aNxNdGqqur/7ULX1p36IbF/06FpZUdytra4/CebUhOTkL9Jpl3E/Cd7QVDYxPx9HJaWhrefLnvX3p6GmKiIvDy+RMUKFAApmYlAQCtOnTDhKHu2L1lHWrUbYinwQ9x6sg+DPaYLN5v2049MX/6BNg7lYOjawXcCbiKm1cvYabvaon43oeF4tG9O/D6V/qK7L9J07ZdsWqBN0qVtUWZL7fVSUlJQu2GmZXVlfOnQt/QBJ3chwAADu/ahL2bV2Pw+BkwkvIZlZ6ejiWzJuD188cY7b0QQmGGuE9hbV2oqatnSfi0ChQAABQxLQ5D4yIAAHvXSrCwtMGaRTPQfYAHRCIhNvrNg4NrZYmq49+Ml2nJphQJ48ePHzF48GBs374dQqEQQObtFjp16gQ/Pz/o6uoqOELZylaqjaSP8Qg4sBmf4mNhXKI0Wo6aKZ6S/hgTAYHKt3+I6SnJuLh5GRJjo6CmoQH9oiXQsN84lK307QbFn+JicHnHanxOiEMhPQNYV62Piq26Suz3wfmjuHloq/jnff9m3ralfm8P2NZoBDVNTby4fQU3DmxGekoyCuoZwNyhAiq0nAjV71Zg/02q1mmEhPg47PFfhbjYaJiXtsKEWUvEU9JRkeES5+L00b1IT0uD78zxEuO0794P//TIvPXL7euXsHLBdPFzS3wmZenTY+AoCFQEWDRjPNLTUuFUoQp6D5Ucc7XvTATfuyP+2XNw5nVdSzYdhHHRYrl1CJRG46bNEBsbgxXLliAqKhLWNrZYvnItDL9MMb9//x4ClW+THC6u5TB7znz4LfXF0sULUdLcAouW+InvwQgAvXr3Q1JSEmZMm4KPHxPgWq48lq9cm+WPxv379sDZxRWlSme98f+hgweQnJSE9WtXYf3aVeL28hUqYd3Gzbl9GJRCjXqNER8fi+0bVyA2Jhqlylhj6pxl4ksmIiPCJc5FTHQkPPp1Ef98YOdmHNi5GfbO5THLdw2AzFvvTJgxH5vXLMMu/zUoYloMfYaMQe2GzcTbValZDwNHTcTebRuwduk8FCthjvHe82DnKFkRPnPsIAyNi8Clwv83g5IXVKndEAnxsdi7ZTXiY6JhXsYK42YsFk9JR0V8gEDw7VycPboP6elpWRaftO3WF+2790dsdATuXL8EAJg0pLtEn4lzVsDOSfJa0eyoqKhg9LQF8F8xHzPHDYCmlhacKlRDt34j/p+XS38RgehXVlHksk6dOuHu3btYunQpqn65rca1a9cwYsQIuLi4YMeOHXKNt/QKv5taWVQ3y5/X8CkrW7Oc3y6Ifq/XkZ8UHQJ9kZicrugQ6IuKpRVXIHL1Pqewfd+dKv1aa2WiFBXGI0eO4OTJk6hR49sFuY0bN8aaNWvQpEkTBUZGRERE+QFnpGVTikUvhoaGUqeddXV1oa//914ATURERJQXKEXCOHnyZHh4eCA8PFzcFh4ejrFjx8LLy0uBkREREVF+wBt3y6YUU9IrVqzA8+fPUbJkSZQsmbkCLzQ0FJqamoiMjMSqVd8uTL9z5052wxARERHRb6AUCWObNm0UHQIRERERZUMpEsapU6cqOgQiIiLKx/LIzLDCKEXC+L3ExETxvRi/0tHhrUCIiIiIFEUpEsZXr15h6NChuHDhApKTk8XtIpEIAoEAGRkZCoyOiIiI/nZ5ZfGJoihFwti9e3eIRCKsX78eRYoU4UkjIiIiUiJKkTAGBQXh9u3bsLa2VnQoRERElA+xViWbUtyHsWLFinjz5o2iwyAiIiIiKZSiwrh27VoMHDgQYWFhcHBwgLq6usTzTk5OCoqMiIiIiJQiYYyMjMSLFy/g7u4ubhMIBFz0QkRERH8E10/IphQJY+/eveHq6ort27dz0QsRERGRklGKhDEkJASHDh2CpaWlokMhIiKifIi1KtmUYtFLvXr1EBQUpOgwiIiIiEgKpagwtmzZEqNGjcL9+/fh6OiYZdFLq1atFBQZERERESlFwjhw4EAAwPTp07M8x0UvRERE9Ltx/YRsSpEw/vjd0URERESkPJQiYSQiIiJSJBYYZVNYwrhkyRL0798fWlpaWLJkicy+w4cP/0NREREREdGPFJYwLlq0CN26dYOWlhYWLVqUbT+BQMCEkYiIiH4rXsMom8ISxlevXkn9fyIiIiJSLkpxH0YiIiIiUl5KseglIyMDGzduxNmzZxEREZFl1fS5c+cUFBkRERHlB5yRlk0pEsYRI0Zg48aNaN68ORwcHHgdAREREZESUYqEcceOHdi1axeaNWum6FCIiIgoH2KxSjaluIZRQ0MDlpaWig6DiIiIiKRQioRx9OjRWLx4MUQikaJDISIiIqIfKMWU9OXLl3H+/HkcP34c9vb2UFdXl3h+3759CoqMiIiI8gNOScumFAmjnp4e2rZtq+gwiIiIiEgKpUgYN2zYoOgQiIiIKB9jgVE2hSaM+vr6UkvAurq6sLKywpgxY9CwYUMFREZEREREXyk0YfT19ZXaHhcXh9u3b6NFixbYs2cPWrZs+WcDIyIiIiIxhSaMbm5uMp93cXGBj48PE0YiIiL6rbjoRTaluK1Odlq0aIHHjx8rOgwiIiKifE0pFr1kJyUlBRoaGooOg4iIiP5yLDDKptQVxnXr1sHFxUXRYRARERHlawqtMHp4eEhtj4+Px507d/D06VNcunTpD0dFRERE+Q2vYZRNoQnj3bt3pbbr6OigYcOG2LdvH0qVKvWHoyIiIiKi7yk0YTx//rwid09EREREOaDU1zASERER/QkCgeIev8LPzw8WFhbQ0tJC5cqVERAQILN/XFwchgwZAlNTU2hqasLKygrHjh3L8f6UepU0EREREUnauXMnPDw8sHLlSlSuXBm+vr5o3Lgxnjx5AhMTkyz9U1NT0bBhQ5iYmGDPnj0wMzNDSEgI9PT0crxPJoxERESU76nkoUUvCxcuRL9+/eDu7g4AWLlyJY4ePYr169djwoQJWfqvX78eMTExuHr1KtTV1QEAFhYWcu2TU9JERERECpSSkoKEhASJR0pKitS+qampuH37Nho0aCBuU1FRQYMGDXDt2jWp2xw6dAhVq1bFkCFDUKRIETg4OGD27NnIyMjIcYxMGImIiIgUyMfHB7q6uhIPHx8fqX2joqKQkZGBIkWKSLQXKVIE4eHhUrd5+fIl9uzZg4yMDBw7dgxeXl5YsGABZs6cmeMYOSVNRERE+Z4iZ6Q9PT2z3JtaU1Mz18YXCoUwMTHB6tWroaqqivLlyyMsLAzz5s3D1KlTczQGE0YiIiIiBdLU1MxxgmhkZARVVVV8+PBBov3Dhw8oWrSo1G1MTU2hrq4OVVVVcZutrS3Cw8ORmpqao69h5pQ0ERER5XsCgUBhD3loaGigfPnyOHv2rLhNKBTi7NmzqFq1qtRtqlevjufPn0MoFIrbnj59ClNT0xwliwATRiIiIqI8xcPDA2vWrMGmTZsQHByMQYMG4dOnT+JV0z179oSnp6e4/6BBgxATE4MRI0bg6dOnOHr0KGbPno0hQ4bkeJ+ckiYiIqJ8TyXv3FUHnTp1QmRkJKZMmYLw8HC4uLjgxIkT4oUwoaGhUFH5VhMsUaIETp48iVGjRsHJyQlmZmYYMWIExo8fn+N9CkQikSjXX4mCLb3yStEh0BfVzQwVHQJ9x9ZMR9Eh0BevIz8pOgT6IjE5XdEh0BcVS+sqbN9NV9xQ2L6PD6qssH3nFKekiYiIiEgmTkkTERFRvifv4pP8hhVGIiIiIpKJFUYiIiLK91hglO2vTBj7VS6l6BCIlJJ+xaGKDoG+iL25TNEh0Bdp6cKfdyLK5zglTUREREQy/ZUVRiIiIiJ5CMA5aVlYYSQiIiIimVhhJCIionwvL33TiyKwwkhEREREMrHCSERERPkeb9wtGyuMRERERCQTE0YiIiIikolT0kRERJTvcUZaNoVWGNPT0+Hv748PHz4oMgwiIiIikkGhFUY1NTUMHDgQwcHBigyDiIiI8jkVlhhlUvg1jJUqVUJgYKCiwyAiIiKibCj8GsbBgwfDw8MDb968Qfny5VGoUCGJ552cnBQUGREREREBSpAwdu7cGQAwfPhwcZtAIIBIJIJAIEBGRoaiQiMiIqJ8gjPSsik8YXz16pWiQyAiIiIiGRSeMJqbmys6BCIiIsrn+E0vsil80QsAbN68GdWrV0exYsUQEhICAPD19cXBgwcVHBkRERERKTxhXLFiBTw8PNCsWTPExcWJr1nU09ODr6+vYoMjIiKifEEgUNwjL1B4wrh06VKsWbMGkyZNgqqqqri9QoUKuH//vgIjIyIiIiJACRLGV69ewdXVNUu7pqYmPn36pICIiIiIiOh7Cl/0UqpUKQQGBmZZ/HLixAnY2toqKCoiIiLKT/hNL7IpPGH08PDAkCFDkJycDJFIhICAAGzfvh0+Pj5Yu3atosMjIiIiyvcUnjD27dsXBQoUwOTJk/H582d07doVxYoVw+LFi8U39SYiIiL6nVhflE3hCSMAdOvWDd26dcPnz5+RmJgIExMTRYdERERERF8ofNHL+vXrxd/2UrBgQSaLREREREomVxLGuLi4X97Wx8cHlpaWKFmyJHr06IG1a9fi+fPnuREWERERUY4IBAKFPfICuRPGOXPmYOfOneKfO3bsCENDQ5iZmSEoKEjuAJ49e4bQ0FD4+PigYMGCmD9/PqytrVG8eHF0795d7vGIiIiIKHfJnTCuXLkSJUqUAACcPn0ap0+fxvHjx9G0aVOMHTv2l4IwMzNDt27dsGjRIixevBg9evTAhw8fsGPHjl8aj4iIiEgeKgLFPfICuRe9hIeHixPGI0eOoGPHjmjUqBEsLCxQuXJluQM4deoULly4gAsXLuDu3buwtbVF7dq1sWfPHtSqVUvu8YiIiIgod8mdMOrr6+PNmzcoUaIETpw4gZkzZwIARCKR+Hug5dGkSRMYGxtj9OjROHbsGPT09OQeg4iIiOj/kVeuJVQUuaek27Vrh65du6Jhw4aIjo5G06ZNAQB3796FpaWl3AEsXLgQ1atXx9y5c2Fvb4+uXbti9erVePr0qdxjEREREVHukzthXLRoEYYOHQo7OzucPn0ahQsXBgC8f/8egwcPljuAkSNHYt++fYiKisKJEydQrVo1nDhxAg4ODihevLjc4xERERFR7pJ7SlpdXR1jxozJ0j5q1KhfDkIkEuHu3bu4cOECzp8/j8uXL0MoFMLY2PiXxyQiIiLKKc5Iy5ajhPHQoUM5HrBVq1ZyBdCyZUtcuXIFCQkJcHZ2Rp06ddCvXz/UqlWL1zMSERERKYEcJYxt2rTJ0WACgUDuhS82NjYYMGAAatasCV1dXbm2JSIiIsoNXPQiW44SRqFQ+NsCmDdvXpa2uLg4VheJiIiIlMT/9dWAycnJ/3cA0r45xsDA4Je/OYaIiIiIcpfcCWNGRgZmzJgBMzMzFC5cGC9fvgQAeHl5Yd26dXIHIO2bY06cOPF/fXMMERERkTz4TS+yyZ0wzpo1Cxs3bsTcuXOhoaEhbndwcMDatWvlDiC7b44ZN24cbt68Kfd4RERERJS75E4Y/f39sXr1anTr1g2qqqridmdnZzx+/FjuAL5+cwwAnDhxAg0aNADw698cQ0RERCQvgUCgsEdeIPd9GMPCwqR+o4tQKERaWprcAXz95piyZcvmyjfHEBEREVHukjthtLOzw3///Qdzc3OJ9j179sDV1VXuABYtWgQLCwu8efMGc+fO/b+/OYaIiIhIXnmjzqc4cieMU6ZMgZubG8LCwiAUCrFv3z48efIE/v7+OHLkiNwB/I5vjiEiIiKi3CN3wti6dWscPnwY06dPR6FChTBlyhSUK1cOhw8fRsOGDX8piGfPnuH8+fOIiIjIcs/HKVOm/NKYRERERJQ75E4YAaBmzZo4ffp0rgSwZs0aDBo0CEZGRihatKjExZ8CgYAJIxEREf12Knlk8Ymi/FLCCAC3bt1CcHAwgMzrGsuXL/9L48ycOROzZs3C+PHjfzUUIiIiIvqN5E4Y3759iy5duuDKlSvir++Li4tDtWrVsGPHDhQvXlyu8WJjY9GhQwd5wyAiIiLKNSwwyib3fRj79u2LtLQ0BAcHIyYmBjExMQgODoZQKETfvn3lDqBDhw44deqU3NsRERER0Z8hd4Xx4sWLuHr1KqytrcVt1tbWWLp0KWrWrCl3AJaWlvDy8sL169fh6OgIdXV1ieeHDx8u95hERERElHvkThhLlCgh9QbdGRkZKFasmNwBrF69GoULF8bFixdx8eJFiecEAgETRiIiIvrt8so3riiK3AnjvHnzMGzYMPj5+aFChQoAMhfAjBgxAvPnz5c7gFevXsm9DRERERH9OTlKGPX19SUy70+fPqFy5cpQU8vcPD09HWpqaujduzfatGnzWwIlIiIi+l1YYJQtRwmjr6/vbw3i7du3OHToEEJDQ5Gamirx3MKFC3/rvomIiIhIthwljG5ubr8tgLNnz6JVq1YoXbo0Hj9+DAcHB7x+/RoikQjlypX7bfslIiIiopyR+7Y630tOTkZCQoLEQ16enp4YM2YM7t+/Dy0tLezduxdv3rxB7dq1eX9GIiIi+iNUBAKFPfICuRPGT58+YejQoTAxMUGhQoWgr68v8ZBXcHAwevbsCQBQU1NDUlISChcujOnTp2POnDlyj6coO7ZtRdOG9VDR1RHdOnfA/Xv3ZPY/dfI4WrdogoqujmjfpiX+uyS5QlwkEsFv6WLUr10Dlco5oX+fXggJeS3RJz4uDp7jRqNapXKoUaUCpnpNxOdPnyT6PH3yGL16dEVFV0c0ql8bG9atyZXXq8x4LpTHgI618PioN2KvL8Il/zGoYG+ebV81NRV49m+Ch4emIvb6ItzYOQENq9lK9Hl81BtJd5dleSya0FHcp3e76ji5ZgQ+/DcPSXeXQbdwgWz3qaGuhus7JiDp7jI4WZn9/y9YifF9oTx27diKlk3ro1pFZ7h164QH92WfizOnTqB962aoVtEZndq3wuX/vp2L9LQ0LFk0H53at0KNyuXQpEEtTJk0HpERERJjhLx+BY8RQ1C/dlXUrlYBfdy64VbAjSz7OnxwPzr/0xrVKjqjYZ3qmDN7eu68aMrz5E4Yx40bh3PnzmHFihXQ1NTE2rVr4e3tjWLFisHf31/uAAoVKiS+btHU1BQvXrwQPxcVFSX3eIpw4vgxzJ/rgwGDh2DH7v2wtrbBoAF9EB0dLbV/4N07mDB2NNq2+wc79xxA3Xr1MXLYEDx79lTcZ8O6Ndi+dTMmT52GLdt3oUCBAhjUvw9SUlLEfTzHj8GL58+xcu0GLPFbiTu3bmH6tG/fvZ2YmIiB/frAtFgxbN+9D6NGj8PK5cuwZ9fO33cwFIznQnn806gc5oxui1mrjqNq1zm49zQMh5YPgbF+Yan9pw1uib7ta8Bj7m64tp+JtXsuY+eCfnC2/vbtUTW6z4NFA0/xo9nApQCAfafvivsU1FLH6auPMG/9z78QYPbI1ngfGf9/vlLlx/eF8jh14hgWzZ+DfgOGYMuOvbCytsawQf0Qk825CAq8i0kTxqB12/bYunMf6tStjzEjh+H5l3ORnJyMx48foW//Qdiycy/mLVyCkNev4TFisMQ4o4YNQkZGOlau2YjN2/fAytoaI4cNQlRUpLjPFv+NWL7UF71698OufYexfPV6VKlW4/cdDCUjECjukRfInTAePnwYy5cvR/v27aGmpoaaNWti8uTJmD17NrZu3Sp3AFWqVMHly5cBAM2aNcPo0aMxa9Ys9O7dG1WqVJF7PEXYvGkD2v3TEW3atkcZS0tMnuoNLS0tHNi3V2r/rVv8Ua1GTfTq3Rely5TB0OEjYWtnhx3btgDI/Mt962Z/9BswCHXrNYCVtQ1m+sxFZEQEzp09AwB4+eIFrlz+D1Onz4STkzPKla+ACRMn48Txo4iI+AAAOHbkENLS0jB9xmxYWpZF02bN0aVbD2z23/BnDowC8Fwoj+Hd62HDvqvYfOg6Hr8Mx7BZO5CUnAq3NlWl9u/aohLmrjuFk5cf4XVYNNbsvoyTVx5hRI964j5RsYn4EP1R/GhW0wEvQiPx3+1n4j7Ltl3A/A2ncePea5nxNapuh/pVbOG5aH+uvF5lxveF8ti6eRPatOuAVm3aoXQZS3hOngYtLS0cOrBPav8dW/1RtVoN9OzVB6VKl8GgoSNgY2uLXTu2AQAKa2tj+ar1aNi4KSwsSsHRyQXjPCcj+NFDhL9/BwCIi41FaGgIevXuh7JW1ihpboGhI0YjOTkJL55nvncSEuKxwm8xvGf9iybNWqB4iZIoa2WN2nXqSY2L8h+5E8aYmBiULl0aAKCjo4OYmBgAQI0aNXDp0iW5A1i4cCEqV64MAPD29kb9+vWxc+dOWFhYYN26dXKP96elpaYi+NFDVKlaTdymoqKCKlWq4V7QXanb3AsMRJUqkr80q1WvgXuBgQCAsLdvERUVicpVvo2pra0NRydn8ZhBQXehraMDewdHcZ/KVatBRUVFPNUUFBSI8hUqQF1DQ2I/r1+9QkL831dV4blQHupqqnC1LYFzN56I20QiEc7deIJKTqWkbqOhrobkVMkvBUhKTkU11zLZ7qNzs4rYdPCa3PGZGGhjuVcX9PHyx+ek1J9vkIfxfaE80tJS8Tj4ISp/d2xVVFRQqUpV3LsXKHWbe/eCUOmHc1G1Wg3cz6Y/ACQmfoRAIEBhbR0AgK6eHswtSuHo4YNI+vwZ6enp2LdnJwwMDGFrZw8AuHHtKkRCISIiPuCfNs3RrGEdTBg7CuHh7/+/F52HCAQChT3yArkTxtKlS4tvtm1jY4Ndu3YByKw86unpyR1A6dKl4eTkBCBzenrlypW4d+8e9u7dC3Pz7K93UhaxcbHIyMiAoaGhRLuhoWG2U+pRUVEwNDTK2j866svzmVMEhkbZjxkdFQUDAwOJ59XU1KCjq4voL9tHRUXBIMt+jMTP/W14LpSHkX5hqKmpIiLmo0R7RHQCihrqSN3mzLVgDO9eD2VKGkMgEKBeZRu0rueCokbS+7eq6wQ97QLYcjjrdVg/s3p6d6zZcxl3HoXKvW1ew/eF8oiLjUNGRgYMfjgXBoaGiM7m9UZLOUay+qekpGCp7wI0btochQtnXv4hEAiwfPV6PHkcjFrVKqB6JRds3bwRS5avho6OLoDMPwKEQhE2rF2N0WM9MWeBLxLi4zBkQB+kpf3df1RRzsidMLq7uyMoKAgAMGHCBPj5+UFLSwujRo3C2LFjcz3An0lJScmyUvv7a2iIKG8YM28PXoRGIGifFxICfLFoQgf4H7oOoVAktb9bm2o4eeWR3NcgDu5SG9oFtXJ0jSNRXpKeloYJY0dBJBJhwqSp4naRSIQ5s2dA38AAazZswaatO1Gnbn14DB+MqMjMxTFCkRDp6WkYO34SqlavAUcnF8z6dwHehIbgVkCAol4SKRG5vxpw1KhR4v9v0KABHj9+jNu3b8PS0lJcKfyTfHx84O3tLdE2yWsqJk+Z9kf2r6+nD1VV1SwXj0dHR8PIyEjqNkZGRoiOjsra/8tfkUZGxpltUdEwNjaR6GNtYwMAMDQyEl8O8FV6ejoS4uNh+GV7IyMjxGTZT5T4ub8Nz4XyiIpNRHp6BkwMtCXaTQx1EB4t/fZbUbGJ6OixBpoaajDULYR3kfGYObw1XoVlXQxQ0lQf9Spbo/MY+VfU1qlohcpOpRB/w1ei/crWcdhx/Bb6Tdks95jKjO8L5aGnrwdVVdUsC1xioqNhmM3rNZRyjKT1/5oshr9/hxVrNoiriwBwM+A6Ll+6gHP/3RC3T5hkjxvXr+LIoYPo1aef+JyWKvPtEhB9AwPo6ekjPPzdr7/oPOT/us9gPvB/Hx9zc3O0a9dOIckikHkfx/j4eInH2PGef2z/6hoasLWzx43r366jEgqFuHHjGpycXaVu4+TighvXr0u0Xb92FU4uLgAAs+LFYWRkjBs3vo2ZmJiI+/eCxGM6O7viY0ICHj18IO4TcOM6hEIhHL+cC2dnF9y+dQtpaWkS+7EoVQo6urr/3wtXQjwXyiMtPQN3g9+gbmVrcZtAIEDdSlYIuCf7++NTUtPxLjIeamoqaFPfBUcuZL3lSI9WVRER8xHH/3sod2yj5+5BpU4+qNz5X1Tu/C/aDFuROeaEDZi27LDc4yk7vi+Uh7q6Bmxs7RFw49uxFQqFuHnjOpycXKRu4+TkjJs3JM/FjetX4fhd/6/JYmhoCJavWg89Pclb3CUnJQMAVFQkr5UTCFQgFAkBAM4umect5PW392d8fBzi4mJhavp333KKciZHFcYlS5bkeMDhw4f/cjC/QlNTE5qamhJtyel/NAT0cHOH18TxsLd3gIOjE7Zs3oSkpCS0adsOADDJcxxMTIpgxKjRAIBu3XuiT68e2LRxPWrVqo0Tx4/h4YMH8JqWeb8rgUCAbj16Ys2qFTAvaQ6z4sXht3QxjE1MUK9+AwBA6TJlUL1GTXhP9cLkKd5IT0+Dz6wZaNK0OUxMigAAmjZviZXL/TBtyiS49+mH58+eYesWf4wd9+cS6j+N50J5LNlyDmum98DtR6G49eA1hnati4IFNOF/MPOX39oZPfAuIh5Tlh4CAFR0MEcxEz0EPXkLMxM9TBrQDCoqAizceEZiXIFAgJ6tq2DrkRvIyBBm2W8RQ20UMdRBmZKZFRiHssXw8VMy3oTHIjbhM96Ex0r0T/yceQnLyzeRCIuIy+3DoBT4vlAe3Xq4YZqXJ+zsHWDv4IhtW/yRlJSElm3aAgCmTBoPE5MiGDrCAwDQuVtP9O/TE1s2bUCNWrVx8sQxPHr4EBO9MmfW0tPSMG7MSDwJfoRFS1cgQ5ghvsZUV1cX6uoacHJ2gbaODqZO9kS/AYOhqamJA/v24F1YGGrUrA0AMLcohdp162P+nNmYNGU6ChUqBL8li2BhUQoVKlZSwJH68/LK4hNFyVHCuGjRohwNJhAI5E4Yp0+fjjFjxqBgwYIS7UlJSZg3bx6mTJmSzZbKo0nTZoiNicHyZUsQFRUJaxtbLF+1VjxlEP7+PVQE34q5Lq7l4DN3PpYt8cVS34UoaW4B36V+KFvWStzHvU8/JCUlYfq0Kfj4MQGu5cpj+aq1Esmxz5z58Jk1A/37uEFFRQX1GzbCBM/J4ue1tbWxcs06zJ45HV06tIOevj4GDByMfzp2+gNHRTF4LpTHnlN3YKRfGFMGNUcRQ23cexKG1kP8xAthShQ1kLg+UVNTHVOHtEApMyMkfk7BySsP0cfLH/GJSRLj1qtsjZKmBth0QLLq8lXff2pi8sBm4p/PrM+8jKbflM2/tEDmb8D3hfJo1KQZYmNjsXL5EkRHRcHK2hZLl68WL/YJD38PFZVv58LZxRWzfOZh+bLF8Fu6CCVKmmO+71JYfjkXERERuHThHACga8e2EvtauXYTKlSsBD19fSxdvgbLl/piUL9eSE9PR+kylliweBmsrG3E/b1n/ouF83wwcuhAqKgIUK58RSxZsQZq6uq/+7BQHiAQiUTSryj/Q1RVVfH+/XuYmJhItEdHR8PExAQZGRlyj/mnK4xEeYV+xaGKDoG+iL25TNEh0Bdp6Vkr1aQY2lqKu5Jw+IHHCtv3kjY2P++kYHIvesltIpFIahk4KCgoyy0ZiIiIiH4HFc5Iy6SwhFFfX198w0orKyuJpDEjIyPzK6MGDlRUeERERET0hcISRl9fX4hEIvTu3Rve3t7Q/W5FnIaGBiwsLFC1qvSvECMiIiLKTawwyqawhNHNzQ0AUKpUKVSvXh1qagqfHSciIiIiKRR+n8pPnz7h7NmzWdpPnjyJ48ePKyAiIiIiym/4XdKy/VLC+N9//6F79+6oWrUqwsLCAACbN2/G5cuX5R5rwoQJUldCi0QiTJgw4VfCIyIiIqJcJHfCuHfvXjRu3BgFChTA3bt3xd/bHB8fj9mzZ8sdwLNnz2BnZ5el3cbGBs+fP5d7PCIiIiLKXXInjDNnzsTKlSuxZs0aqH93M8/q1avjzp07cgegq6uLly9fZml//vw5ChUqJPd4RERERPJSESjukRfInTA+efIEtWrVytKuq6uLuLg4uQNo3bo1Ro4ciRcvXojbnj9/jtGjR6NVq1Zyj0dEREREuUvuhLFo0aJSp4ovX76M0qVLyx3A3LlzUahQIdjY2KBUqVIoVaoUbG1tYWhoiPnz58s9HhEREZG8BALFPfICue9l069fP4wYMQLr16+HQCDAu3fvcO3aNYwZMwZeXl5yB6Crq4urV6/i9OnTCAoKQoECBeDk5CS1iklEREREf57cCeOECRMgFApRv359fP78GbVq1YKmpibGjBmDYcOG/VIQAoEAjRo1Eo+VV5aYExEREeUHck9JCwQCTJo0CTExMXjw4AGuX7+OyMhIzJgx45cCEAqFmDFjBszMzFC4cGG8evUKAODl5YV169b90phERERE8lARCBT2yAt++cbdGhoasLOzQ6VKlVC4cOFfDmDmzJnYuHEj5s6dCw0NDXG7g4MD1q5d+8vjEhEREVHukHtKum7dujKnjM+dOyfXeP7+/li9ejXq16+PgQMHitudnZ3x+PFjecMjIiIikpvCv/pOycmdMLq4uEj8nJaWhsDAQDx48ED8/dDyCAsLg6WlZZZ2oVCItLQ0uccjIiIiotwld8K4aNEiqe3Tpk1DYmKi3AHY2dnhv//+g7m5uUT7nj174OrqKvd4RERERPLKI5cSKozcCWN2unfvjkqVKsl978QpU6bAzc0NYWFhEAqF2LdvH548eQJ/f38cOXIkt8IjIiIiol+Ua1P2165dg5aWltzbtW7dGocPH8aZM2dQqFAhTJkyBcHBwTh8+DAaNmyYW+ERERER0S+Su8LYrl07iZ9FIhHev3+PW7duyX3j7vT0dMyePRu9e/fG6dOn5Q2FiIiIKFfkldvbKIrcCaOurq7EzyoqKrC2tsb06dPRqFEj+Xaupoa5c+eiZ8+e8oZBRERERH+IXAljRkYG3N3d4ejoCH19/VwJoH79+rh48SIsLCxyZTwiIiIiebHAKJtcCaOqqioaNWqE4ODgXEsYmzZtigkTJuD+/fsoX748ChUqJPF8q1atcmU/RERERPRr5J6SdnBwwMuXL1GqVKlcCWDw4MEAgIULF2Z5TiAQICMjI1f2Q0RERES/Ru6EcebMmRgzZgxmzJghtSKoo6Mj13hCoVDeEIiIiIhylQqnpGXK8W11pk+fjk+fPqFZs2YICgpCq1atULx4cejr60NfXx96enpyT1OnpaVBTU0NDx48kDtwIiIiIvozclxh9Pb2xsCBA3H+/Plc27m6ujpKlizJaWciIiJSKN5WR7YcJ4wikQgAULt27VwNYNKkSZg4cSI2b94MAwODXB2biIiIiP5/cl3DKPgN2feyZcvw/PlzFCtWDObm5lmuibxz506u75OIiIjoeywwyiZXwmhlZfXTpDEmJkauANq0aSNXfyIiIiL6s+RKGL29vbN808v/a+rUqbk6HhERERHlLrkSxs6dO8PExOS3BHL79m0EBwcDAOzt7eHq6vpb9kNERET0I95WR7YcJ4y/4/pFAIiIiEDnzp1x4cIF6OnpAQDi4uJQt25d7NixA8bGxr9lv0RERESUMzm+D+PXVdK5bdiwYfj48SMePnyImJgYxMTE4MGDB0hISMDw4cN/yz6JiIiIvidQ4H95QY4rjL/rG1lOnDiBM2fOwNbWVtxmZ2cHPz8/NGrU6Lfsk4iIiIhyLscVxt9FKBRCXV09S7u6ujq/NpCIiIhICSg8YaxXrx5GjBiBd+/eidvCwsIwatQo1K9fX4GRERERUX6hIlDcIy9QeMK4bNkyJCQkwMLCAmXKlEGZMmVQqlQpJCQkYOnSpYoOj4iIiCjfk+u2Or9DiRIlcOfOHZw5cwaPHz8GANja2qJBgwYKjoyIiIjyi7xS6VMUhSeMQOYtexo2bIiGDRsqOhQiIiIi+oHCpqTPnTsHOzs7JCQkZHkuPj4e9vb2+O+//xQQGREREeU3AoFAYY+8QGEJo6+vL/r16wcdHZ0sz+nq6mLAgAFYuHChAiIjIiIiou8pLGEMCgpCkyZNsn2+UaNGuH379h+MiIiIiIikUdg1jB8+fJB6/8Wv1NTUEBkZ+QcjIiIiovyKi15kU1iF0czMDA8ePMj2+Xv37sHU1PQPRkRERERE0igsYWzWrBm8vLyQnJyc5bmkpCRMnToVLVq0UEBkRERElN8IBIp7/Ao/Pz9YWFhAS0sLlStXRkBAQI6227FjBwQCAdq0aSPX/hQ2JT158mTs27cPVlZWGDp0KKytrQEAjx8/hp+fHzIyMjBp0iRFhUdERESklHbu3AkPDw+sXLkSlStXhq+vLxo3bownT57AxMQk2+1ev36NMWPGoGbNmnLvU2EVxiJFiuDq1atwcHCAp6cn2rZti7Zt22LixIlwcHDA5cuXUaRIEUWFR0RERKSUFi5ciH79+sHd3R12dnZYuXIlChYsiPXr12e7TUZGBrp16wZvb2+ULl1a7n0q9Mbd5ubmOHbsGGJjY/H8+XOIRCKULVsW+vr6igyLiIiI8hkVBd4PMSUlBSkpKRJtmpqa0NTUzNI3NTUVt2/fhqenp7hNRUUFDRo0wLVr17Ldx/Tp02FiYoI+ffr80n2uFf5d0gCgr6+PihUrolKlSkwWiYiIKF/x8fGBrq6uxMPHx0dq36ioKGRkZGSZhS1SpAjCw8OlbnP58mWsW7cOa9as+eUYleKrAYmIiIgUSZG31fH09ISHh4dEm7Tq4q/4+PEjevTogTVr1sDIyOiXx2HCSERERKRA2U0/S2NkZARVVVV8+PBBov3Dhw8oWrRolv4vXrzA69ev0bJlS3GbUCgEkHnP6ydPnqBMmTI/3a9STEkTERERKVJeua2OhoYGypcvj7Nnz4rbhEIhzp49i6pVq2bpb2Njg/v37yMwMFD8aNWqFerWrYvAwECUKFEiR/tlhZGIiIgoD/Hw8ICbmxsqVKiASpUqwdfXF58+fYK7uzsAoGfPnjAzM4OPjw+0tLTg4OAgsb2enh4AZGmXhQkjERERUR7SqVMnREZGYsqUKQgPD4eLiwtOnDghXggTGhoKFZXcnUQWiEQiUa6OqASS0xUdAZFy0q84VNEh0BexN5cpOgT6Ii1dqOgQ6AttLcVdKed35bXC9j2kuoXC9p1Tf2WF8VXEJ0WHQF+UNCqo6BDoOxHXlyg6BPrCdsxRRYdAXwTMbKzoEOgLbS6tUFp/ZcJIREREJA8F3rc7T2AqT0REREQyMWEkIiIiIpk4JU1ERET5niK/6SUvYIWRiIiIiGRihZGIiIjyPRWuepGJFUYiIiIikokJIxERERHJxClpIiIiyvc4Iy0bK4xEREREJBMrjERERJTvcdGLbKwwEhEREZFMrDASERFRvscCo2ysMBIRERGRTEwYiYiIiEgmTkkTERFRvscKmmw8PkREREQkEyuMRERElO8JuOpFJlYYiYiIiEgmJoxEREREJBOnpImIiCjf44S0bKwwEhEREZFMrDASERFRvsfvkpaNFUYiIiIikokVRiIiIsr3WF+UjRVGIiIiIpKJCSMRERERycQpaSIiIsr3uOZFNlYYiYiIiEgmVhiJiIgo3+N3ScvGCiMRERERycSEkYiIiIhk4pQ0ERER5XusoMnG40NEREREMrHCSERERPkeF73IxgojEREREcnECiMRERHle6wvysYKIxERERHJxISRiIiIiGTilDQRERHle1z0IhsrjEREREQkEyuMRERElO+xgiYbjw8RERERycSEkYiIiIhk4pQ0ERER5Xtc9CIbK4xEREREJBMrjERERJTvsb4oGyuMRERERCQTK4xERESU7/ESRtlYYSQiIiIimZgwEhEREZFMnJImIiKifE+Fy15kUmiFMSkpCZ8/fxb/HBISAl9fX5w6dUqBURERERHR9xSaMLZu3Rr+/v4AgLi4OFSuXBkLFixA69atsWLFCkWGRkRERPmIQKC4R16g0ITxzp07qFmzJgBgz549KFKkCEJCQuDv748lS5YoMjQiIiIi+kKhCePnz5+hra0NADh16hTatWsHFRUVVKlSBSEhIYoMjYiIiIi+UOiiF0tLSxw4cABt27bFyZMnMWrUKABAREQEdHR0FBma3I7t34n9O/0RFxMNizJW6Dd8HKxsHaT2DX31Ats2rMCLp8GI/PAevYeMRqt/umXpFx0ZAf/Vi3En4CpSkpNR1KwEho+fBktruyx9VyychZOH90qMdT/wFrxG9Zcaw7wVm1HWxv7/eMXKa+f2rfDfuA7RUVGwsrbBOM/JcHB0yrb/6ZMnsGLZYrx7F4aSJc0xfNQY1KhVW/z82TOnsHfXDgQ/eoj4+Hhs370f1ja2EmP0c++B27duSrS179AJk6Z4AwDi4mIxacJYPHv6BPFxcTAwMETtuvUwdIQHChcunIuvXrns2rEVmzeuR3RUFMpa2WCs5ySZ5+LMqRNYsWwJ3r8LQ4mS5hg2ajRq1Mw8F+lpaVi+bDGu/HcJYW/forB2YVSqXBXDRo6GsYmJeIxRwwbj6ZPHiI2JhraODipVqYrhI8eI+7x+9Qo+M6fh1YsXSEz8CGNjEzRu1hz9Bw6Bmrr67z0gCtSjhjn61ysNY21NBL9LwLS9DxEUGi+17/ahVVDF0jBL+7mHEeizJvPf+YgmZdHStRhM9bSQliHC/TfxWHDsCQJD4gAAZgYFMKxRWVQrawhjbU18SEjGgVth8Dv9HGkZInGfy1PqZdlP20VXxOP8jfbu2obt/hsQEx2FMmWtMWrcRNg5ZP++OHf6JNauWIrw92EoXsIcg4Z7oGqNWhJ9Xr96gRVLFiLw9i1kZGTAonRpzJzri6KmxST6iUQijBk+EDeuXsbs+UtQq259AEB8XBy8J4/Di2dPkRAfB30DQ9SoXRcDhoxEob/4M+p7Ai56kUmhCeOUKVPQtWtXjBo1CvXq1UPVqlUBZFYbXV1dFRmaXC6fO4n1KxZi0KiJsLJ1xKE9W+E9bgj8/PdDT98gS/+UlGQULWaG6nUaYr3fAqljJn5MwIRh7nB0rQCvf5dCV08f796GolBh7Sx9r/93Dk8e3YeBkbFEu429MzbslVxAtG39Cty7EyA16fwbnDxxDAvn/YuJXtPg6OSMrZs3YciAvth/+DgMDLP+AgwKvIOJ40dj6AgP1KxdByeOHoHHiKHYtmsvLMtaAchcnOXiWh4NGzfFjGle2e67bfsOGDR0uPhnLa0C4v9XEaigTt36GDJsBPT0DfAmNBRzZk3H7PipmD1X+r+BvO7UiWNYNG8OPL2mwcHRCdu3+GPYwH7Ye+hYNufiLiaNH4Mhw0dlnotjRzBmxDBs2bkHlmWtkJycjMfBj9B3wCCUtbLBx4R4zJ/jA4/hg7F5xx7xOBUqVULvvv1hZGyMiIgILF4wF+NHj8D6zdsBAGrqamjesjVsbO2gra2Np0+eYJb3FIiEIgwZMeqPHZ8/qbmrKSa1scXkXQ8QGBKH3rVLYdPAyqg/+wKiE1Oz9B+4/jbUVb9NQOkXUsexsTVxLOi9uO1VxCdM3fsAodGfoaWuij61S2HTwEqoO/MCYj6looxJYagIgEm77uN11CdYF9WGT2cnFNRQw+xDwRL76+Z3HU/DE8U/x33KGtPf4uyp41i2cC7GTJwKOwdH7Nq2GR5DB2D7viPQN8j6vrgfdBfek8ZiwNCRqFazNk4fPwrP0cOwfuselLYsCwAIexOKwX16oEXrdugzYCgKFSqEVy+fQ1NTM8t4u7b5QyDlojmBigA1a9dD/8HDoadvgLdvQrHw35lIiPfGtNnzcv9AUJ6j0ITxn3/+QY0aNfD+/Xs4OzuL2+vXr4+2bdsqMDL5HNy9FY2at0X9pq0BAIM8JuH2jcs4e/wg2nd1z9K/rI29uLrnv1r6tZr7tm+EkUkRDB/vLW4rYmqWpV90ZATWLJmLqXP9MMNzuMRz6urq0DcwEv+cnp6GgCsX0KxtZ6kfGH+Drf4b0bZ9B7Ru2x4AMGmKNy7/dxEH9++Fe9+s1dZtWzajavUacHPvAwAYPGwErl+/ip3bt4qrgy1aZp7Xd2FvZe5bq0ABGP2QtH+lo6uLDp26iH8uVswMHTp3gf+G9fK/yDxiq/8mtGnfAa3atAMAeHpNw+X/LuLQgX3o1adflv47tvqjavUa6PnlXAwaOgI3rl3Frh3bMNFrGgpra2P5asnjNW7iZLh17Yjw9+/ElZRuPXqJnzctZga33v0wZuRQpKelQU1dHcWLl0Dx4iUk+ty+FYC7d27n9iFQGn3rlMLOa2+wJyDz3/Ck3fdR184EHSqXwMqzL7L0j/+cJvFzy3KmSErLwLHAbwnjoTvvJPrMPBCMTlVLwqaYNq4+i8alx5G49DhS/Pyb6CSUPvcS3aqbZ0kYYz+nIepjyv/9OvOCHVs2oWXbf9C8VebvuLETp+La5Us4cnAferhnfV/s3r4FlavWQNeevQEA/QYPx80b17B31zaMnTgVALB6+RJUrV4Lg0eMEW9nVqJklrGePQnGji2bsHbzTrRuXEfiOR0dXbTt0Fn8c1HTYmjboTO2b97wf7/mvOIv/bWYaxR+4+6iRYtCW1sbp0+fRlJSEgCgYsWKsLGxUXBkOZOWloYXT4PhVL6yuE1FRQXO5SrjycN7vzxuwNWLsLS2w9xp4+DWtj5G9euCU0f2SfQRCoXw9ZmMNp16omSpMj8f88olfEyIR/2mrX45LmWWlpaK4EcPUblKNXGbiooKKlepintBgVK3uR8UKNEfAKpWq55tf1mOHz2MejWroEPblljqu0D871mayIgPOHfmNMpVqCj3fvKCtLRUPA5+iMpVqorbVFRUUKly9ufiXlAQKlWuKtFWtVoN3JdxLhITP0IgEKCwtvRLWOLj43Di2GE4ubhmO938JjQE165cRrkKFWS/qDxKXVUAh+K6uPw0StwmEgFXnkahnIVejsboWLkEjtx5j6TUjGz30aVaSSQkpSH4XUK242gXUEPc56zVwzV9K+DmjAbYNbwqGtibSNny75CWloqnjx+hQiXJ90WFSlXw8H6Q1G0e3AtEhcpVJNoqV62OB/cCAWT+Hrh6+SJKlDSHx5B+aNGgJvr17IxL589KbJOclATvSePgMX4yDLP5w/Z7UZERuHj+DFzK/Z3vC5KfQiuM0dHR6NixI86fPw+BQIBnz56hdOnS6NOnD/T19bFgwc+n6lJSUpCSIvmXaWpKOjSklOJ/h4/xcRAKM7JMPevqG+Bt6OtfHvfDuzCcOLgHrTp0wz/deuPZ44dYu3Qe1NTUUa9JSwCZVUgVVTW0aN/lJ6NlOnP8AFwqVoWRcZFfjkuZxcXGIiMjI8t0p4GhEV6/eiV1m6ioKBj+0N/Q0AjRUVFS+2enSbMWMC1WDMbGJnj29CmWLJqP169fY4HvUol+nuM8cPH8OSQnJ6NWnbqY4j1Trv3kFXGxcdmcC8Nsz0V0VBQMDI2y9M/uXKSkpGDpogVo3LR5lutAlyyaj13btyE5OQmOTs5YtCzrbbp69+iCx8GPkJqairb/dMTAIcOz9Pkb6BfSgJqqSpYKXtTHFJQpUuin2zuX1IVNMR1M2JH1D+B6diZY4uaKAuqqiEhIQY/lNxD7KU3KKIC5UUH0rGkBn4PfqoufU9Ix88Aj3H4VC6FQhCbORbGqTwUMWHcLZx5GyPlKlV98XPbvi5DX0t8XMdFRWaaq9Q0MERMdDQCIjYlG0ufP2LJxHfoNHoZBwz1w/eplTBo7AktWbYBr+cw/SpcsnAMHJ1fUrJP1mtHvTZ04BpcvnEdKSjKq16qD8V7Tf/Xl5jm8cbdsCq0wjho1Curq6ggNDUXBggXF7Z06dcKJEydyNIaPjw90dXUlHquXzf9dIf8xIpEQpa1s0KPfMJQua4PGLdujYfO2OHk481qt508e4cje7Rgx3jtH08tRkR8QePMaGjRt85sjz5/ad+iEatVroqyVNZq1aInps+fg/NnTePMmVKLf6HGe2LpzHxYtWY63b95g4bx/FRRx3paeloYJY0ZBJBJhwuSpWZ7v2asPtu7ai2Wr1kJFVRVTJ02ASCSS6DN73kJs2bkXM/+djyuXLmLzxr/38oD/R8cqJfD4XYLUBTLXnkej+bz/0H7xVVx8HIllvcrBsLBGln5FdDWxcUAlHA98jx3X34jbYz+lYd2FVwgMicO9N/GYe+QJDtwOQ/96P58xoUxf/13XqF0Xnbq5oay1LXq490O1mrVxYO9OAMDli+dw5+YNDB8z/qfjDfcYj/Vbd+PfhUsR9vYNli6c81vjp7xDoRXGU6dO4eTJkyhevLhEe9myZXN8Wx1PT094eHhItL2KTs+1GH9GW1cPKiqqiIuNkWiPj42RegFzTukbGqGEeWmJtuLmpXDtv8xphkf37yI+LgZ9OzUTPy8UZmDjikU4vGcb1uw4KrHt2eOHoK2ji0rVJVfW/U309PWhqqoq/sv7q5joKBj+ULn6ysjICNE/9I+OjoKhkfT+OeX4ZSXwm9AQlPjuWiIjI2MYGRmjVOnS0NHVRR+3bug7YBCMjf+uaTg9fb1szkV0tsfW0MgIMdFRP+2fnpaGCWNHIfz9O6xYu0HqKnM9fX3o6evD3KIUSpUqg+aN6uL+vUA4OX9bTFe0qCkAoHQZSwiFGZg1fSq6u7lDVVX1l16zsor9lIr0DCGMtCVnXYy0NRGZIPu6wQIaqmjhWgyLjj+V+nxSagZCoj4jJOozAkPicG5SHXSsUgIrzny7LtJERxPbh1TBndex8Nx1/6fxBobEoYbV//f+U1a6evK/LwwMjRAbI9k/NiZaXKXMHFMNFqUlk2zzUqVxP/AOAOD2zRsIe/sGTetIXvIxedxIOLmWx7LVG8VthkbGMDQyhnmp0tDW0cWQvj3Rq+8gGBn/fBqb/m4KrTB++vRJorL4VUxMjNTVXdJoampCR0dH4vGnpqOBzIUlZaxsce9OgLhNKBTi3p0AWNtnf5uEn7Gxd0HYm9cSbe/ehsC4SOYvuToNm8N33U4sWrtd/DAwMkabTj0xba6fxHYikQjnThxCnUYtoKb29942RF1dA7Z29gi4cU3cJhQKEXD9OpycXaRu4+jsItEfAG5cu5pt/5x68uQxAMDIKPtEUCgUAgDSUv++FaHq6hqwsbVHwI3r4jahUIibN7I/F07Ozrj5XX8AuHH9Khy/6/81WQwNCcHy1euhp6f/01hEoszjnJoqfar0a2zp6ekQfTknf5O0DBEevI1H9bLfEhKBAKhmZYg7r+NkbtvMxRSaaio4cCssR/tSEQAaat9+rRTR1cSOoVVw/208xm4Lwg9FXqnszHQQ8ZNENq9SV9eAlY0dbt+UfF/cvnkD9o7OUrdxcHLBrQDJ98XNG9fg4OQiHtPW3gFvQl5L9HkTEoIiRTMXgnXv1RebduzHhm17xQ8AGOYxHhOnZn9ZzNfqZVra3/cZJQ2/6UU2hVQY3717h2LFiqFmzZrw9/fHjBkzAAACgQBCoRBz585F3bp1FRHaL2ndoRsW/zsVllZ2KGtrj8N7Mq+dqt8kc3GJ72wvGBqboEe/YQAyF8q8CXkJIHPlckxUBF4+f4ICBQrA1CyzGtWqQzdMGOqO3VvWoUbdhnga/BCnjuzDYI/JAAAdXT3o6OpJxKGqqgY9A0OYlbSQaL93JwAf3oehYfM2v+8gKIluPXth6qQJsLN3gL2jE7Zt3oSkpCTxSl2vieNhYmKCYSNHAwC6du+Bfu49sXnTetSoWQcnTxzFo4cPMXnqt+t24uPjEP7+PSIjMq+pev3lWiNDIyMYGRnjzZtQnDh6BNVr1oKenh6ePX2KBXN9UK58BVhZWwMALl+6iOjoKNg7OKJgwYJ48eI5fBfMg4trORQzk6yw/y269XTDtMmesLNzgL2jI7Zt8UdSUhJatslcHTpl4niYFCmCoSMyZwg6d+uJ/r17YsumDahRqzZOHj+GRw8fYuKX1erpaWkYN3okngQ/wqJlK5AhzEBUVOYqXF1dXaira+DBvSA8fPgALq7loKOjg7dv3mCF3xIUL1FSnKgeP3oYampqsCxrBXUNDQQ/fAC/JYvQqHHTv/Y+jGsvvMKCrs649yYOQaHx6F3bAgU11LDnRub08IJuzgiPT8a8I08ktutUuQRO3f+AuB9WTRfQUMWQhpY48+ADIhNSoF9IHT1qWqCorpZ4JXURXU1sH1oVYTFJmH0wGAaFv/0h//V6ynYVzZCWIcLDt5nT3U2ciqJD5RJSr5f8W3Tu7oZZUyfCxtYetl9uq5OUlCReNT1jiieMjU0wcFjmLZ46dOmOof16YfvmjahWoxbOnDqOx48eYNykaeIxu/Rwx1TP0XB2LY9yFSvhxtXLuPrfBSxZlbnC+WvV8EdFipqKP3+uXb6EmJho2No5oEDBgnj14jmWL54PR2dXmBbLeocOyn8UkjDa29vDz88P8+bNQ7169XDr1i2kpqZi3LhxePjwIWJiYnDlyhVFhPZLatRrjPj4WGzfuAKxMdEoVcYaU+csg96XKenIiHAIVL791R0THQmPft8WqhzYuRkHdm6GvXN5zPJdAyDz1jsTZszH5jXLsMt/DYqYFkOfIWNQu2EzyOvMsYOwsXdG8ZKl/s9XqvwaN2mG2JgYrPBbiuioSFjb2GLZyjXi6Z7w9++g8t2fc84u5TDr3/lYvswXyxYvQklzCyxcvEx8D0YAuHj+HKZ5TRT/7Dk2M8HpP2gIBg4eBnV1ddy4fhXbtmQmp0WKmqJew0bo23+QeBtNLU3s37sbC+b9i7TUVBQpWhT16jeCu5Tby/wtGjVphtjYWKxcvuTLTdRtsXTFavHlAeHh76Hy3fvC2cUVs/6dh+VLF8NvySKUKGmO+YuXis9FREQELl04BwDo2kHytlsr121ChYqVoKVVAOfPnMbq5UuRlJQEIyNjVK1eA33mDYKGRua1daqqqti0fi1CQ15DJAJMi5miY+du6NrD7U8cFoU4evc9DAtpwKOpFYx0NBEcloBeqwIQ9eUejMX0C0D4Q/mvtEkhVCxjgB7Lb2QZL0MoQhmTwmjvXhz6hdUR9ykN90Lj0HHJNTz7cj/FGtbGKGVcCKWMC+G6dwOJ7UuN/HbJzLBGljDTL4B0oQgvIxIxbNMdHA8Kz+1DoDTqN2qKuNgYrF25DDHRUbC0ssGCpavEC74+hL+X+IxydHbF1FlzsWbFEqz280XxkubwWbBUfA9GAKhdrwHGTJyKLRvWwHe+D0qaW2DmXF84u5bPcVyampo4vH8Pli6Yg9S0VJgUKYradRugu3vf3HvxSi6vVPoURSD68UrwP2D58uUYP348mjRpgpUrV2LlypUICgpCYmIiypUrhyFDhsDU1PSXxw9+9ykXo6X/R0mjrJcckOL8mBSQ4jiNP67oEOiLgJmNFR0CfWFcWHFLK04FR/6802/SyFb5rxFVyJkZPHgwmjZtij59+sDe3h6rV6/GpEmTFBEKEREREf2EwlL5UqVK4dy5c1i2bBnat28PW1tbqKlJhnPnzh0FRUdERET5Cb9LWjaF3lYnJCQE+/btg76+Plq3bp0lYSQiIiIixVNYhrZmzRqMHj0aDRo0wMOHD2HMezwRERGRgqiwwCiTQhLGJk2aICAgAMuWLUPPnj0VEQIRERER5ZBCEsaMjAzcu3cvyze8EBERESkCr2GUTSEJ4+nTpxWxWyIiIiL6BQr9akAiIiIiUn5clkxERET5Hr/pRTZWGImIiIhIJlYYiYiIKN/johfZWGEkIiIiIpmYMBIRERGRTJySJqL/tXfn4TVcbxzAvzd7IjuRhZAQiSCSWqpBE4kQtGpr+ZUSSy21VmJp1Bba2pcGtVaidmprbUUqltq3ULIQiVAhRBbZl3t+f4SpK8ltqJqQ78dzn8c9c2bmnZl75745Z+YMEVGFxye9qMcWRiIiIiJSiy2MREREVOHxphf12MJIRERERGoxYSQiIiIitdglTURERBUen/SiHlsYiYiIiEgttjASERFRhccGRvXYwkhEREREarGFkYiIiCo8DV7EqBZbGImIiIhILSaMRERERKQWu6SJiIiowmOHtHpsYSQiIiIitdjCSERERMQmRrXYwkhEREREajFhJCIiIiK12CVNREREFZ6CfdJqsYWRiIiIiNRiCyMRERFVeHzQi3psYSQiIiIitdjCSERERBUeGxjVYwsjEREREanFhJGIiIiI1GKXNBERERH7pNViCyMRERERqcUWRiIiIqrwOHC3emxhJCIiIiK1mDASERERkVrskiYiIqIKj096UY8tjERERESkFlsYiYiIqMJjA6N6bGEkIiIiIrXYwkhERETEJka12MJIRERERGoxYSQiIiJ6wyxZsgR2dnbQ09NDs2bNcObMmVLrrly5Eu+//z7MzMxgZmYGHx8ftfVLwoSRiIiIKjyFjP9e1ObNm+Hv748pU6bgwoULcHV1ha+vL5KSkkqsHx4ejk8//RSHDx/GyZMnYWtri7Zt2+Kvv/4q+/4RQogXjrSci7ybKXcI9ESNKgZyh0DPUL59X/c3VsPx++QOgZ44842v3CHQExaG8t1acfHWY9nW/U5Noxeq36xZMzRt2hSLFy8GACiVStja2mLEiBH46quv/nH+wsJCmJmZYfHixejTp0+Z1smbXoiIiKjCk3Pg7tzcXOTm5qqU6erqQldXt1jdvLw8nD9/HoGBgVKZhoYGfHx8cPLkyTKtLysrC/n5+TA3Ny9zjOySJiIiIpLRjBkzYGJiovKaMWNGiXUfPnyIwsJCWFpaqpRbWlri3r17ZVrf+PHjYWNjAx8fnzLHyBZGIiIiIhkFBgbC399fpayk1sVXYebMmdi0aRPCw8Ohp6dX5vmYMBIREVGFJ+cwjKV1P5ekSpUq0NTUxP3791XK79+/DysrK7Xzzp07FzNnzsShQ4fQsGHDF4qRXdJEREREbwgdHR00btwYYWFhUplSqURYWBjc3d1LnW/27NmYPn069u/fjyZNmrzwet/KFkbeB1p+ZOUVyh0CPUNfW1PuEOiJ377ykjsEeuKzn87LHQI98dvQZvKt/A160ou/vz/8/PzQpEkTvPvuu1i4cCEyMzPRr18/AECfPn1QrVo16TrIWbNmYfLkydiwYQPs7Oykax0NDQ1haGhYpnW+lQkjERER0duqR48eePDgASZPnox79+7Bzc0N+/fvl26ESUhIgIbG353IS5cuRV5eHj7++GOV5UyZMgVTp04t0zrfynEYr3EcxnLDwvi/uWiXXg5bGMuPuynZcodAT4zYfkXuEOgJOVsYL9/OkG3dDW3L1sonJ17DSERERERqMWEkIiIiIrV4DSMRERFVeHI+6eVNwBZGIiIiIlKLLYxERERU4bGBUT22MBIRERGRWrK3MGZmZmLmzJkICwtDUlISlEqlyvSbN2/KFBkRERERAeUgYfz8889x5MgR9O7dG9bW1lDwqlMiIiJ63Zh+qCV7wrhv3z7s2bMHLVq0kDsUIiIiIiqB7AmjmZkZzM3N5Q6DiIiIKjAFmxjVkv2ml+nTp2Py5MnIysqSOxQiIiIiKoHsLYzz5s1DbGwsLC0tYWdnB21tbZXpFy5ckCkyIiIiqih4C4V6sieMnTt3ljsEIiIiIlJD9oRxypQpcodARERERGrInjA+df78eURGRgIA6tevj3feeUfmiIiIiKiiYI+0erInjElJSfjf//6H8PBwmJqaAgBSU1Ph5eWFTZs2wcLCQt4AiYiIiCo42e+SHjFiBB4/foyrV6/i0aNHePToEf7880+kp6dj5MiRcodHREREFYFCxtcbQPYWxv379+PQoUNwdnaWyurVq4clS5agbdu2MkZGREREREA5aGFUKpXFhtIBAG1t7WLPlSYiIiKi10/2hNHb2xujRo3C3bt3pbK//voLo0ePRuvWrWWMjIiIiCoKhYz/3gSyJ4yLFy9Geno67OzsULt2bdSuXRv29vZIT0/HokWL5A6PiIiIqMKT/RpGW1tbXLhwAYcOHUJUVBQAwNnZGT4+PjJHRkRERBUFn/SinuwJIwAoFAq0adMGbdq0kTsUIiIiInqOLAljcHAwBg0aBD09PQQHB6uty6F1iIiI6L/GBkb1ZEkYFyxYgF69ekFPTw8LFiwotZ5CoWDCSERERCQzWRLGuLi4Ev9PREREROWP7HdJT5s2DVlZWcXKs7OzMW3aNBkiIiIiogqHT3pRS/aEMSgoCBkZGcXKs7KyEBQUJENERERERPQs2e+SFkJAUcK97BERETA3N5chIiIiIqpo3pQBtOUiW8JoZmYGhUIBhUIBR0dHlaSxsLAQGRkZGDJkiFzhEREREdETsiWMCxcuhBAC/fv3R1BQEExMTKRpOjo6sLOzg7u7u1zhEREREdETsiWMfn5+AAB7e3u0aNECWlqy944TERFRBcUnvagn+00vRkZGiIyMlN7v2rULnTt3xoQJE5CXlydjZEREREQElIOEcfDgwYiJiQEA3Lx5Ez169ICBgQG2bt2KcePGyRwdERERVQQcVUc92RPGmJgYuLm5AQC2bt0KT09PbNiwAaGhodi2bZu8wRERERGR/AmjEAJKpRIAcOjQIXTo0AEAYGtri4cPH8oZGhERERGhHIzD2KRJE3zzzTfw8fHBkSNHsHTpUgBFjwy0tLSUOToiIiKqEN6UvmGZyN7CuHDhQly4cAHDhw/H119/DQcHBwDAzz//jObNm8scHRERERHJ3sLYsGFDXLlypVj5nDlzoKmpKUNEREREVNHwSS/qyd7CCACpqalYtWoVAgMD8ejRIwDAtWvXkJSUJHNkRERERCR7C+Ply5fRunVrmJqaIj4+HgMHDoS5uTm2b9+OhIQE/PTTT3KHSERERG85DtytnuwtjP7+/ujXrx+uX78OPT09qbxDhw44evSojJEREREREVAOEsazZ89i8ODBxcqrVauGe/fuyRARERERET1L9i5pXV1dpKenFyuPiYmBhYWFDBERERFRRcMeafVkb2H86KOPMG3aNOTn5wMAFAoFEhISMH78eHTr1k3m6IiIiIhI9oRx3rx5yMjIQNWqVZGdnQ1PT084ODjAyMgI3377rdzhERERUUXAh0mrJXuXtImJCQ4ePIjjx4/j8uXLyMjIQKNGjeDj4yN3aERERESEcpAwPtWyZUu0bNlS7jCIiIiI6DmyJ4zTpk1TO33y5MmvKRIiIiKqqPikF/VkTxh37Nih8j4/Px9xcXHQ0tJC7dq1mTASERERyUz2hPHixYvFytLT09G3b1906dJFhoiIiIioouGTXtST/S7pkhgbGyMoKAiTJk2SOxQiIiKiCk/2FsbSpKWlIS0tTe4wiIiIqAJgA6N6sieMwcHBKu+FEEhMTMTatWvRvn17maJ6cXt3bMbOzT8h9VEy7Go74vOR4+Do3KDEuglxsdgYshSxMZF4cD8R/YcFoOPHvVTqDPrfB3hwP7HYvO06fYLBXwYCAPLychHyw3wcP3wABXl5cGvqjsFfBsLUvDIAIO5GDLZvDEHklUt4nJYKCytr+Hb8GB0/7vmKt7582bZlAzb+FIJHyQ9Ru44TRo+bgHoNGpZa//eDv2HV0kW4l/gXqtvWxBcj/eHe0kOlTnxcLJYGz8el8+dQWFgIu1q18M3shbCytgEAzP52Ks6dPoWHD5NgoG+ABq5u+GKEP2ra15KWEXn1CpYtWoDoyGuAQoF69Rvgi1EBqONY97/ZEeXAlk3r8VPoj0h++BB1HOtiXOBENHAp/VgcPLAfSxd/j8S7f8G2Rk2MHD0GLd/3BFB0ffPSxd/j+LEj+OvOHRgaGaJZs+YY8aU/LKpaSsv4ccUyHD8WjujoKGhra+PIH2dV1pGamoKJX43F9evRSEtNhbl5ZXh6eWPYSH8YGhr+J/uhPNizYzO2b1qDlEfJsK/tiMGjxpd6jroVF4v1q39AbEwkku4l4vPhY9Dpk14l1gWAretX46cVi/DRxz0xcMRYqTwl+SFWL12IS+dPITsrE9Vs7dC99wC08Px72LQbMZFYs+x7XI++Cg0NTTT3aI0BwwKgb2Dw6ja+nOnYwBIfu1nD3EAbN5Oz8MOxeEQnZZZYt41TFYxpXVulLK9AiY4r/v5cm+prYYB7DTS2NUElHU38mfgYS47F425arlRndidnuFYzVlnOnqv3EXwkvtT1PNU95DzSsgteZlPpLSJ7wrhgwQKV9xoaGrCwsICfnx8CAwNliurFHP/9N4QsnY8hoyfA0dkFv/68HtPGDcPin3bA1My8WP3c3BxY2lRD81ZtELJkXonLnLNsHZTKQul9Qlwspo75Ai1atZHKVi+Zh/OnjmPslFmoVMkQK4JnYdbkMZixOAQAEBtzDSam5vhywjeoUtUSUVcjsHTet9DU1ECHLv97xXuhfAg7sA+L58/GmAlTUK+BC7ZsWAv/4YOxcftumD1JpJ91JeIigr4ei8HDv0Tz9z1xcN8eBAaMwOr1P6OWQx0AwF+3EzB0QG982KkrBgwejkqVKiHu5g3o6upKy3Fyroe27T+EpZU10tPSsHrFEoweNhBbfz0ATU1NZGVlImDEYLT08ELAV5NQUFiI1csXI2D4IGzfEwYtbe3Xto9elwP792L+nJmYMGkqGri4YsO6NRg+5HNs/2UfzCsXPxYRly7g6/EBGD7SH+97tsK+vbsRMGo41m/eBoc6jsjJyUFU5DV8PngoHB2d8Dg9HXNmfYfRI4di3aZt0nLy8/Pg07YdXFzdsGvHtmLr0dDQgKdXawwdMQpmZua4nZCAmd9NQ1raFHw3q+Tv45vu2O+/YdWSeRjm/zUc6zXAL1s3YPKYoVi2bmfJ56icHFjZVEfLVm2warH6fRITeRX7f9kGu9p1ik2b/90kZGY8xqTvFsLYxBRHDu3D7KnjMX/5etR2rIvkh0mY5D8E73u1xeAvv0JWZiZWLZ6DhTMnI3Da3Fe2/eWJp4M5BrWogUVH4hB1PxNdGlrh2w/rYsDGiFKTsszcAgzYcFl6LyBUpk9p74hCpcDUfTHIyitEV1crzPzIGQM3XkZugVKqt/dqEn46c0d6/+y0IzeScS5BtVdvTOta0NbUYLJIAMrBNYxxcXEqr9jYWJw6dQrfffcdjIyM5A6vTH7Zuh5tPuiC1u07wdauFob4fw1dPT2E7dtVYv06deuj75DReN/bt9REwcTUDGbmVaTXuZNHYWVTHfVdGwMAMjMeI2zvTvQb6o+Gjd5Fbad6GDF+KqKuRiD6WtGJxadDZ3w+YiwauDWGlU11tGrzAbzbdcTJY7//NzuiHNi0bg06dvkYH3zUBfa1HDB2whTo6elh967tJdbfunEdmrm3RM8+/WFnXxsDh46EY9162LZlg1RnxQ/BcG/hgaGjxsCxrjOq2dZAS09vlQS0U9fucGvUBNY21eDkXA8Dh45E0v17uHf3LwBAQnwc0tPSMGDIcNSws0et2g7oN3AoHiUn4969u//tTpHJup9C0aXbJ/ioczfUqu2ACZOCoKevh107iydxALBx/Vq4t2iJPv0GwL5WbQwdPgp1nethy6b1AAAjIyP8sGI12vq2h519Lbi4umH8hEmIvHYViYl/78Mhw0aiV+++cKjjWOJ6jI1N8EmPT1Gvvgusbarh3ffc8UmPT3HpwvlXvxPKiZ1b1sH3w67w6dAJNexqY2hA0Tnq4N6dJdZ3dK6P/l+MhkfrdtDWKf2PmeysLMz7ZgJGjJ0EQyPjYtOjrkbgw67/g6NzA1jZVEePPgNRydAIN2KuAQDOnjgGLS0tDBkdiOo17ODoXB9D/b/GiSNhuHsn4ZVse3nT1dUa+68l4UDUQySkZCP4SBxyC5TwrWtR6jwCQEp2vvRKfSaBq2aih3pWRlh0JB4xSZm4k5qDRUfioaupAa86qn+Y5RYUqiwnK//vRom8QqEyTSkEXKsZ47fIB698H5RXCoV8rzeB7Anjmy4/Px+xMZFwbdxMKtPQ0EDDRs0QffWymjlfbB1HDu5D6/adoHjyyYqNiURBQYHKeqvXsIeFpZXa9WZlZsDIyOSVxFXe5OfnISbqGpq86y6VaWhooMm77+HqlYgS5/nz8iU0afaeSlkz9xb48/IlAIBSqcSJ40dgW6Mm/IcNxIc+72Ngn//h6OGwUuPIzs7C3l92wLpadVS1sgIA1KhpDxMTU+zetR35+XnIzcnB7l3bYGdfC1bW1f7llpc/+fl5iIq8inffay6VaWho4N1m7rgScanEeS5HXEKzZs1Vytybt8DlUuoDQEbGYygUChiVkKyU1YOk+zgcdhCNmjR96WWUZ/n5+bhRwjnKrfG/P0ctWzgDTdzfh1uT90qcXre+K44dPoDH6WlQKpU4GrYfeXm5cHFr8iS2PGhpaUND4++fIp0nLffXrlz6V7GVR1oaCtSxqIQLd9KlMgHg4p001LMqvYFEX1sTP/V2w7o+bpja3hE1zfSladqaRb8JeYV/txYKAPlKJepbqy7Ty7EKtvRrhOU9XNDvPVvoapWeAvg4VUFugRLHYpNfcCvpbSV7l3SXLl2kJOifbN9evJUoNzcXubm5KmV5uQXSSee/9jgtFUplIUye69YxNTPHXwnxr2QdZ44fRmbGY3i3+0gqS32UDC1tbVQyVD0hmJhVRuqjkr/gUX9G4I/DBzFxxvevJK7yJi01FYWFhcW6O80rV8at+LgS53mU/LBYV7WZeWU8Si7ahymPkpGdlYV1oT9i4NAR+GKkP06dOI6vx45C8PIQvNP47yRj+5aNWBo8D9nZ2ahR0x4Ll6yEtrYOAMCgUiUsWhGKwIARWLNqGQCgum1NzF+yAlpasn8NX7nUlBQUFhai8nPHonLlKoiPK/lYJD98WMKxq4Lkhw9LrJ+bm4vgBXPh2/6Dl7r2cMI4f4SH/47cnBx4eHph0tRvXngZb4L0tBQoCwthVuwcVRl3/sU56mjYfsTGRGH+8nWl1hk/dTZmB41Hz46toKmpBV09PUz4Zj5sqtcAADRs9C5+XDIf2zeuQcePeyI3JxtrVhRd156S/Pa1bBnraUFTQ4HUrHyV8pTsfNg+kwQ+605qDuYfvombD7NQSVcTH7tZY0HXehi06QoeZubhdmoO7j/ORf/3bPH9kTjk5CvR1dUKFoa6MDf4u3X48PWHSHqch+TMPNhXNsAA9xqobqqH6fuvl7heX+eqOHw9GXmFosTpb6c3pKlPJrK3MJqYmCAsLAznzp2Tys6fP4/ff/8dxsbGMDExkV4lmTFjhkodExMTrFz8dl37cmjvTjRq1hzmVUrvsvgnt+JuYMbE0ejhNwhuTd3/eQYCUHQTFgC09PRCj15+qOPkjN79BqL5+57YuW2zSt227T/E6g3bsHjlGtjWrIlJXwVIf8zk5uRgxrRJcHF9B8tDN+CH1etQy8EBY0d9gdycnNe+XW+6/Px8fDXmSwgBBE6c+lLL8B8XiPWbt2P+9z/gzp3bmD9n5qsN8i32IOkeVi6ag4BJ36r943z9j0uQmfEY38xfhgUr1qFz988we+o4xMcWJSk17Wvjy8Bp2LFlLT72dUfvLj6wtK4GU/PKUGjI/vNULkTez8Ch6Ie4mZyFK3cfY9r+60jLKUCH+lUBAIVKgWn7Y1DNVA/bBjTBL4OawrWaMc7cSoV4Jtfbd+0Bzt9OQ/yjbBy+now5YbFoWcsc1sbFj5+zpSFqmutjf2TS69pMegPI3rRhaWmJ7t27Y9myZdDU1AQAFBYWYujQoTA2NsacOXPUzh8YGAh/f3+VspvJr+8CXSMTU2hoaCIt5ZFKeWrKI+lu5X8j6d5dXL5wBuOCVJNgU/PKKMjPR2bGY5VWxrSU5GLrvR1/E1MChqDNh13xSe/P/3VM5ZWJqSk0NTWl1sGnHiUno3KVKiXOY165ClKea5FNeZQstXQVLVMLdrVU7x6saV8LVy5dUCkzNDKCoZERbGvURH2XhmjfqjmOHj6ENu0+wMH9e3Av8S6Wh26Qut+mfDsb7Vs1x7Ejv8PHt8O/2vbyxtTMDJqamkh+7lgkJz9ElVKOReUqVUo4dg+LHbv8/Hx8NXY0EhPvYtmq0Je+s7lKFQtUqWIBe/taMDYxwed9e+HzwV/AwqLqSy2vvDI2MYOGpiZSip2jkku8EawsbkRHIjXlEb4c+PeIC8rCQlyNuIDdOzZj+8HTSLp3F7t3bMbi0J9R077o+2Pv4ISrly9gz87NGBYwEQDQqk17tGrTHimPkqGnpw+FQoFdW9bByrr6S25x+ZWeU4BCpYCpgep1oWb62kh5rtWxNIVKgRsPMmFj8neid+NBFoZu+RMGOprQ1lAgLacA33erj5hS7rwGgKj7GQAAGxM9JKar9tK1q2eBGw8yceNBVlk3jSoA2f+EW716NcaMGSMliwCgqakJf39/rF69+h/n19XVhbGxscrrdXVHA4C2tjZqOzrj8oUzUplSqcSVC2fgVL/04UPK6vf9v8DE1BxN3FuqlNd2dIaWlhYun/97vX8lxOPB/Xsq602Ii8Uk/0HwavshPvt8+L+OpzzT1taBY916OH/2lFSmVCpx/uxp1HdxLXGeBg3dcO7MKZWys6dPokFDN2mZzvUb4PateJU6t2/dgqWVTamxCFHUOpmflwcAyMnJgYZCoXL5hUKhAYWiKMa3jba2Duo618fZ0yelMqVSibOnT8HF1a3EeRq6uuHMM/UB4PSpE2j4TP2nyeLtW7ewdEUITE3NXkm84skxeHq83iba2tpwcHTG5fOnpTKlUomIf3GOcm38LhaHbEXwqk3Sy8GpHjx9OiB41SZoampKLecaz11ypKGhCaEs3s1pZl4Z+gYGOPb7b9DW0Sn1usg3WYFS4PqDTLzzzPA2CgBu1U1w7d7jMi1DQwHYVzbAo8ziCWZWXiHScgpgY6KLOhaVcDI+pdTl1K5SNGzRoyzVz7yelgY8aleuUDe7PMWbXtSTvYWxoKAAUVFRcHJyUimPiop6Y35IP/qkF4JnTkFtx3qo41wfu3/egJycbLR+cs3h999NgrlFVfQeOAJA0Y/enVs3AQAFBflIfpiEuBvR0NPXh3W1GtJylUolft//C1r5fghNTdVDVcnQCK07dEbI0nkwNDaGgUElrFw0G071G8KpXtGPwK24G5jsPxjvNHXHR90/Q8qjomvBNDQ0YfKKfmjLm/995odvp0xAXef6cH4yrE52djY++KjoMZPTJwfCwqIqhowYDQD45NPPMHxgX2xcG4rmLT1w6MA+RF37E+O+niot89Pe/TAlMACu7zRGo6bv4vSJ4zhxLBzBy4uGL/rrzm38fmA/mro3h6mpGR4k3ce60FXQ1dOVxnNs2swdP3w/F/NmTsfH/+sFpVJgfegqaGpqoVGTZngbfdanL6ZM/ArO9RqggUtDbFi3BtnZ2fioc1cAwOQJ42FhWRUjRgUAAD7t1RsD+/fB2jWr0dKjFQ7s24NrV6/i68nTABR9b8YHjEJU5DUsXLwMhcpCPHxY9KNmYmIiXS+amHgX6WlpuJeYCGVhIaKjIgEAtjVqwMCgEo4fO4JHyQ9Rr74LDAwMEBt7A9/PnwPXdxrBptrb16oFAJ27f4YFMybDoW49ONZtgF0/b0BOdjZ82ncCAMz/diIqW1SF36CRAIr29e34J+eo/KJz1M3rRecom+pF+7FmLQeVdejp68PYxEQqr17TDtbVbLFk3jfoP9QfRsYmOHX8MC6dO4XJM/++jnr39k2o28AV+voGuHTuFFYvXQi/QSNg+IaMkvGitkckYox3bcQ8yER0Uga6NLSCnpYGDkQVfZbHtq6Fh5n5CDl1GwDQq0k1RN7PwN20HBjqaOLjd6xR1UgX+59J6N6vbY607HwkZeTB3twAQ1rWxMm4FFy4XTRMjrWxLrzqVMaZhFQ8zimAfWUDDG5RE5f/SkdccrZKfJ51KkNTQ4GwmJKvHaaKS/aEsV+/fhgwYABiY2Px7rvvAgBOnz6NmTNnol+/fjJHVzYtvX2RnpaCTaFLnwyK64TJsxZLXcMPku6pXI+TkvwA/gM/ld7v2rwWuzavRX3Xxvhm4Uqp/PL503hw/x5aPzmpP6//sAAoFArMnjIW+fl/D9z91Mkjh5CemoIjB/fiyMG9UrmFpTVWbNrzyra/PGndtj1SUx5h1bLFeJT8EA6OdTFv0XKYVy7q1rx/L1GlxcPF9R1M+XY2Vi4NxoolC1G9Rk3MmLdIGoMRADy9fTBmwhSsC1mJhXNnoEZNO3wzeyFc3yka4khXVxcRl85jy8a1eJyeBvPKVeD6TmMsW71e6vKraV8LsxYsweoVP2BI315QaCjg6OSMuYuXo4rFy1+bWp61bdcBKSmPsOyHRUh++ACOTs5YtHQlKj85Fvfu3YVC4+9j4erWCN/OnIulixZiSfAC1Khhh3nfL5aGx3mQdB9HwouGhPr0k84q61r+4xo0aVqUeC9bEozdv+yUpvXs3kWljq6uLnZs24p5c2YiPy8PllZW8GrdFv36D/yvdoXs3vf2RVpqCtavLjpH1XJwQtCcJdLn8/lz1KOHDzDq87/Hat2x6Sfs2PQTGrg1xozvV5VpnVpa2pg6exFClwdjeuAoZGdnwbqaLb4MnIYm770v1YuJ/BMbQpYhOzsL1WvYYVjA1/D2/fAVbXn5c+TGI5joaaPPu9VhZqCNmw+z8PXuKGmoHAtDXTzbAGuoq4kvW9nDzEAbGbkFuP4gE6O3X0VCyt+JnrmBNga3qAFTfW08ysrHoeiH2HDuL2l6gVLgneom6OJqBT0tTTzIyMPxm4+w8VzxIb3aOVvgj5uPkJlXWGza2+4NaeiTjUIIIestUEqlEnPnzsX333+PxMSiJ5tYW1tj1KhRCAgIUOmqLqtrd0u/boNeL4sSLqgm+ehrv/j3if4bd1Oy/7kSvRYjtl+ROwR64reh8vW43E2V75IUG1Md2dZdVrK3MGpoaGDcuHEYN24c0tOLxqYyNn75MdWIiIiIXtSbci2hXGRPGJ/FRJGIiIio/JH9LmkiIiIiKt/KVQsjERERkRwUvO1FLbYwEhEREZFabGEkIiIiYgOjWrInjMHBwSWWKxQK6OnpwcHBAR4eHi81vA4RERER/XuyJ4wLFizAgwcPkJWVBTOzoqePpKSkwMDAAIaGhkhKSkKtWrVw+PBh2NrayhwtERERUcUj+zWM3333HZo2bYrr168jOTkZycnJiImJQbNmzfD9998jISEBVlZWGD16tNyhEhER0VtKIePrTSB7C+PEiROxbds21K5dWypzcHDA3Llz0a1bN9y8eROzZ89Gt27dZIySiIiIqOKSPWFMTExEQUFBsfKCggLcu3cPAGBjY4PHjx+/7tCIiIioguCTXtSTvUvay8sLgwcPxsWLF6Wyixcv4osvvoC3tzcA4MqVK7C3t5crRCIiIqIKTfaE8ccff4S5uTkaN24MXV1d6OrqokmTJjA3N8ePP/4IADA0NMS8efNkjpSIiIjeVgoZ/70JZO+StrKywsGDBxEVFYWYmBgAgJOTE5ycnKQ6Xl5ecoVHREREVOHJnjA+VbduXdStW1fuMIiIiIjoObInjIWFhQgNDUVYWBiSkpKgVCpVpv/+++8yRUZEREQVxpvRMywb2RPGUaNGITQ0FB988AEaNGgABW9TIiIiIipXZE8YN23ahC1btqBDhw5yh0JEREQVFJur1JP9LmkdHR04ODjIHQYRERERlUL2hDEgIADff/89hBByh0JEREREJZC9S/r48eM4fPgw9u3bh/r160NbW1tl+vbt22WKjIiIiCoK3kKhnuwJo6mpKbp06SJ3GERERERUCtkTxpCQELlDICIiogruTXniilxkTxifevDgAaKjowEUPenFwsJC5oiIiIiICCgHN71kZmaif//+sLa2hoeHBzw8PGBjY4MBAwYgKytL7vCIiIioAlAo5Hu9CWRPGP39/XHkyBH8+uuvSE1NRWpqKnbt2oUjR44gICBA7vCIiIiIKjzZu6S3bduGn3/+Ga1atZLKOnToAH19fXTv3h1Lly6VLzgiIiIikr+FMSsrC5aWlsXKq1atyi5pIiIionJA9oTR3d0dU6ZMQU5OjlSWnZ2NoKAguLu7yxgZEREREQHloEt64cKFaNeuHapXrw5XV1cAQEREBPT09PDbb7/JHB0RERFVBG/KzSdykT1hdHFxwfXr17F+/XpERUUBAD799FP06tUL+vr6MkdHRERERLImjPn5+ahbty52796NgQMHyhkKEREREZVC1oRRW1tb5dpFIiIiIjnwSS/qyX7Ty7BhwzBr1iwUFBTIHQoRERERlUD2axjPnj2LsLAwHDhwAC4uLqhUqZLK9O3bt8sUGREREVUUvOlFPdkTRlNTU3Tr1k3uMIiIiIioFLIljHFxcbC3t0dISIhcIRAREREBAK9g/AeyXcNYu3Zt2Nvbo3///li3bh3u3LkjVyhEREREpIZsLYy///47wsPDER4ejo0bNyIvLw+1atWCt7c3vLy84OXlVeIjA4mIiIjo9ZItYWzVqhVatWoFAMjJycGJEyekBHLNmjXSGI1Xr16VK0QiIiKqKNgnrZbsN70AgJ6eHry9vdGyZUt4eXlh3759WL58ufTkFyIiIiKSj6wJY15eHk6dOoXDhw8jPDwcp0+fhq2tLTw8PLB48WJ4enrKGR4RERFVEBy4Wz3ZEkZvb2+cPn0a9vb28PT0xODBg7FhwwZYW1vLFRIRERERlUC2hPHYsWOwtraGt7c3WrVqBU9PT1SuXFmucIiIiIioFLINq5OamooVK1bAwMAAs2bNgo2NDVxcXDB8+HD8/PPPePDggVyhERERUQWjUMj3ehMohBBC7iAA4PHjxzh+/Lh0PWNERATq1KmDP//884WXde1u5n8QIb0MC2NduUOgZ+hra8odAj1xNyVb7hDoiRHbr8gdAj3x29Bmsq07M0++dKiSTvnPGsvFXdIAUKlSJZibm8Pc3BxmZmbQ0tJCZGSk3GERERFRBVD+UzZ5yZYwKpVKnDt3DuHh4Th8+DD++OMPZGZmolq1avDy8sKSJUvg5eUlV3hERERE9IRsCaOpqSkyMzNhZWUFLy8vLFiwAK1atULt2rXlComIiIiISiBbwjhnzhx4eXnB0dFRrhCIiIiIirBPWi3ZEsbBgwfLtWoiIiIiegHl5qYXIiIiIrnwSS/qyTYOIxERERG9nCVLlsDOzg56enpo1qwZzpw5o7b+1q1bUbduXejp6cHFxQV79+59ofUxYSQiIqIK700auHvz5s3w9/fHlClTcOHCBbi6usLX1xdJSUkl1j9x4gQ+/fRTDBgwABcvXkTnzp3RuXPnFxrrutwM3P0qceDu8oMDd5cvHLi7/ODA3eUHB+4uP+QcuDunQLZVQ+8FLxBs1qwZmjZtisWLFwMoGqrQ1tYWI0aMwFdffVWsfo8ePZCZmYndu3dLZe+99x7c3NywbNmyMq2TLYxEREREMsrNzUV6errKKzc3t8S6eXl5OH/+PHx8fKQyDQ0N+Pj44OTJkyXOc/LkSZX6AODr61tq/ZK8lTe91LOpJHcI/1pubi5mzJiBwMBA6OqylU5OPBblx9t0LBytDOQO4V95m46FnK1ar8rbdDzk8qKtfK/S1G9mICgoSKVsypQpmDp1arG6Dx8+RGFhISwtLVXKLS0tERUVVeLy7927V2L9e/fulTlGtjCWU7m5uQgKCir1Lwx6fXgsyg8ei/KDx6J84fF4swUGBiItLU3lFRgYKHdYKt7KFkYiIiKiN4Wurm6ZW4arVKkCTU1N3L9/X6X8/v37sLKyKnEeKyurF6pfErYwEhEREb0hdHR00LhxY4SFhUllSqUSYWFhcHd3L3Eed3d3lfoAcPDgwVLrl4QtjERERERvEH9/f/j5+aFJkyZ49913sXDhQmRmZqJfv34AgD59+qBatWqYMWMGAGDUqFHw9PTEvHnz8MEHH2DTpk04d+4cVqxYUeZ1MmEsp3R1dTFlyhRevFwO8FiUHzwW5QePRfnC41Gx9OjRAw8ePMDkyZNx7949uLm5Yf/+/dKNLQkJCdDQ+LsTuXnz5tiwYQMmTpyICRMmoE6dOti5cycaNGhQ5nW+leMwEhEREdGrw2sYiYiIiEgtJoxEREREpBYTRiIiIiJSiwkjvfHs7OywcOFCucMgIiLwnPy2YsIoo759+0KhUGDmzJkq5Tt37oRCoZApqtenVatW+PLLL4uVh4aGwtTUtMzLOXv2LAYNGvTqAnvFXnR7XsTUqVPh5uZWprr37t3DiBEjUKtWLejq6sLW1hYdO3YsNjZXefFf7jcqnRACPj4+8PX1LTbthx9+gKmpKe7cuSNDZK/GsmXLYGRkhIKCAqksIyMD2traaNWqlUrd8PBwKBQKxMbGvuYo3wylfUfL+zmZXg4TRpnp6elh1qxZSElJkTuUN5aFhQUMDMrnc3nz8/PlDgEAEB8fj8aNG+P333/HnDlzcOXKFezfvx9eXl4YNmzYSy83Ly+vxPLyst1vivK0vxQKBUJCQnD69GksX75cKo+Li8O4ceOwaNEiVK9eXcYI/x0vLy9kZGTg3LlzUtmxY8dgZWWF06dPIycnRyo/fPgwatSogdq1axdbTmmffSrf52R6eUwYZebj4wMrKytpcM2SbNu2DfXr14euri7s7Owwb9681xihvPr27YvOnTtj7ty5sLa2RuXKlTFs2DCVH9jnuz8UCgWWL1+ODz/8EAYGBnB2dsbJkydx48YNtGrVCpUqVULz5s1VWg2ettQtX74ctra2MDAwQPfu3ZGWlibVUSqVmDZtGqpXrw5dXV1p3Kun4uPjoVAosHnzZnh6ekJPTw/r169Hv379kJaWBoVCAYVCIT1Mfu3atWjSpAmMjIxgZWWFnj17IikpSVre09aNsLAwNGnSBAYGBmjevDmio6MBFP11HxQUhIiICGnZoaGhJe7HoUOHQqFQ4MyZM+jWrRscHR1Rv359+Pv749SpU1K9hIQEdOrUCYaGhjA2Nkb37t1VHif1dD+tWrUK9vb20NPTk/b50qVL8dFHH6FSpUr49ttvAQC7du1Co0aNoKenh1q1aiEoKEilZSc1NRWDBw+GpaUl9PT00KBBA+zevRvh4eGl7rfnxcbGolOnTrC0tIShoSGaNm2KQ4cOqdSxs7PDd999h/79+8PIyAg1atRQGbA2Ly8Pw4cPh7W1NfT09FCzZk3pOzlmzBh8+OGHUt2FCxdCoVCoHHsHBwesWrVKer9q1So4OztDT08PdevWxQ8//CBNK+1zUp7Y2tri+++/x5gxYxAXFwchBAYMGIC2bdvinXfeQfv27WFoaAhLS0v07t0bDx8+lOb9+eef4eLiAn19fVSuXBk+Pj7IzMyUcWtUOTk5wdraGuHh4VJZeHg4OnXqBHt7e5XvQ3h4OLy8vAD8fS769ttvYWNjAycnJwDAlStX4O3tLW3voEGDkJGRIS2jLOewxMREfPDBB9DX14e9vT02bNjwj926hYWF8Pf3h6mpKSpXroxx48bBz88PnTt3luqUtAw3NzeV71Jqaio+//xzWFhYwNjYGN7e3oiIiJCmR0REwMvLC0ZGRjA2Nkbjxo1x7tw5td/R59db1vPK2rVrYWdnBxMTE/zvf//D48ePS91+koEg2fj5+YlOnTqJ7du3Cz09PXH79m0hhBA7duwQTw/NuXPnhIaGhpg2bZqIjo4WISEhQl9fX4SEhMgY+avh6ekpRo0aVaw8JCREmJiYCCGK9pGxsbEYMmSIiIyMFL/++qswMDAQK1askOrXrFlTLFiwQHoPQFSrVk1s3rxZREdHi86dOws7Ozvh7e0t9u/fL65duybee+890a5dO2meKVOmiEqVKglvb29x8eJFceTIEeHg4CB69uwp1Zk/f74wNjYWGzduFFFRUWLcuHFCW1tbxMTECCGEiIuLEwCEnZ2d2LZtm7h586aIj48XCxcuFMbGxiIxMVEkJiaKx48fCyGE+PHHH8XevXtFbGysOHnypHB3dxft27eX1nf48GEBQDRr1kyEh4eLq1evivfff180b95cCCFEVlaWCAgIEPXr15eWnZWVVWx/JicnC4VCIb777ju1x6OwsFC4ubmJli1binPnzolTp06Jxo0bC09Pz2L7qV27duLChQsiIiJC2udVq1YVq1evFrGxseLWrVvi6NGjwtjYWISGhorY2Fhx4MABYWdnJ6ZOnSqt77333hP169cXBw4cELGxseLXX38Ve/fuFbm5uaXut+ddunRJLFu2TFy5ckXExMSIiRMnCj09PXHr1i2Vz4i5ublYsmSJuH79upgxY4bQ0NAQUVFRQggh5syZI2xtbcXRo0dFfHy8OHbsmNiwYYMQQohffvlFmJiYiIKCAiGEEJ07dxZVqlQR48ePF0IIcefOHQFAXL9+XQghxLp164S1tbX0Gdi2bZswNzcXoaGhpX5O7t69q/bYyKVTp06iVatWIjg4WFhYWIikpCRhYWEhAgMDRWRkpLhw4YJo06aN8PLyEkIIcffuXaGlpSXmz58v4uLixOXLl8WSJUtKPXZy6dmzp2jbtq30vmnTpmLr1q1iyJAhYvLkyUKIou+Xrq6udNz8/PyEoaGh6N27t/jzzz/Fn3/+KTIyMoS1tbXo2rWruHLliggLCxP29vbCz89PWnZZzmE+Pj7Czc1NnDp1Spw/f154enoKfX19lfPa82bNmiXMzMzEtm3bxLVr18SAAQOEkZGR6NSpk1Tn+XOjEEK4urqKKVOmqKy7Y8eO4uzZsyImJkYEBASIypUri+TkZCGEEPXr1xefffaZiIyMFDExMWLLli3i0qVLar+jz663rOcVQ0NDaT8ePXpUWFlZiQkTJvzToaTXiAmjjJ4mjEII8d5774n+/fsLIVQTxp49e4o2bdqozDd27FhRr1691xrrf6GsCWPNmjWlH2shhPjkk09Ejx49pPclJYwTJ06U3p88eVIAED/++KNUtnHjRqGnpye9nzJlitDU1BR37tyRyvbt2yc0NDREYmKiEEIIGxsb8e2336rE2rRpUzF06FAhxN+JwMKFC0vdHnXOnj0rAEgn3acJ46FDh6Q6e/bsEQBEdna2FLerq6va5Z4+fVoAENu3b1db78CBA0JTU1MkJCRIZVevXhUAxJkzZ6T1aWtri6SkJJV5AYgvv/xSpax169bFktS1a9cKa2trIYQQv/32m9DQ0BDR0dElxlPW/VaS+vXri0WLFknva9asKT777DPpvVKpFFWrVhVLly4VQggxYsQI4e3tLZRKZbFlpaSkCA0NDXH27FmhVCqFubm5mDFjhmjWrJkQoihBrFatmlS/du3aUrL51PTp04W7u7sQovTPSXl0//59UaVKFaGhoSF27Nghpk+frpJoCSHE7du3BQARHR0tzp8/LwCI+Ph4mSIum5UrV4pKlSqJ/Px8kZ6eLrS0tERSUpLYsGGD8PDwEEIIERYWJgBIf3j4+fkJS0tLkZubKy1nxYoVwszMTGRkZEhle/bsERoaGuLevXvSfOrOYZGRkQKAOHv2rDT9+vXrAoDahNHa2lrMnj1bep+fny+qV6/+QgnjsWPHhLGxscjJyVGpU7t2bbF8+XIhhBBGRkZS0vy80r6jz663rOcVAwMDkZ6eLtUZO3as9B2j8oFd0uXErFmzsGbNGkRGRqqUR0ZGokWLFiplLVq0wPXr11FYWPg6Q5RN/fr1oampKb23trZW6botScOGDaX/P31UkouLi0pZTk4O0tPTpbIaNWqgWrVq0nt3d3colUpER0cjPT0dd+/eLfFYPH/MmjRpUqbtOn/+PDp27IgaNWrAyMgInp6eAIq6b0rbFmtrawD4x+1/lijjw5wiIyNha2sLW1tbqaxevXowNTVV2caaNWvCwsKi2PzPb3dERASmTZsGQ0ND6TVw4EAkJiYiKysLly5dQvXq1eHo6FjmbSlJRkYGxowZA2dnZ5iamsLQ0BCRkZFq96NCoYCVlZW0H/v27YtLly7ByckJI0eOxIEDB6S6pqamcHV1RXh4OK5cuQIdHR0MGjQIFy9eREZGBo4cOSIdu8zMTMTGxmLAgAEq2/3NN98Uu3GirJ8TOVWtWhWDBw+Gs7MzOnfujIiICBw+fFhl2+rWrQug6NIAV1dXtG7dGi4uLvjkk0+wcuXKcnl9dqtWrZCZmYmzZ8/i2LFjcHR0hIWFBTw9PaXrGMPDw1GrVi3UqFFDms/FxQU6OjrS+8jISLi6uqJSpUpSWYsWLaTzxlPqzmHR0dHQ0tJCo0aNpOkODg4wMzMrNf60tDQkJiaiWbNmUpmWltYLf6YiIiKQkZGBypUrqxzTuLg46fPq7++Pzz//HD4+Ppg5c+YL3wBU1vOKnZ0djIyMpPdlOc/T68VnSZcTHh4e8PX1RWBgIPr27St3OK+FsbGxyjWCT6WmpsLExER6r62trTJdoVBAqVSqXfaz8zy947yksn9azst49sejNJmZmfD19YWvry/Wr18PCwsLJCQkwNfXt9jF9P827jp16kChUCAqKqrM86hT2vY9X56RkYGgoCB07dq1WF09PT3o6+u/knjGjBmDgwcPYu7cuXBwcIC+vj4+/vhjtfsRUP0cNWrUCHFxcdi3bx8OHTqE7t27w8fHBz///DOAogQjPDwcurq68PT0hLm5OZydnXH8+HEcOXIEAQEB0jYDwMqVK1V+zAGoJAxA2T4n5YGWlha0tIp+KjIyMtCxY0fMmjWrWD1ra2toamri4MGDOHHiBA4cOIBFixbh66+/xunTp2Fvb/+6Qy+Vg4MDqlevjsOHDyMlJUVK+G1sbGBra4sTJ07g8OHD8Pb2VpnvZY/Zy5zDXgUNDY1ifzA+e+1kRkZGses5n3p69/PUqVPRs2dP7NmzB/v27cOUKVOwadMmdOnS5ZXGKtc+orJjC2M5MnPmTPz66684efKkVObs7Iw//vhDpd4ff/wBR0fHYj9AbxonJydcuHChWPmFCxf+davTy0hISMDdu3el96dOnYKGhgacnJxgbGwMGxubEo9FvXr11C5XR0enWGtwVFQUkpOTMXPmTLz//vuoW7fuS/01XdKyn2dubg5fX18sWbKkxJsPUlNTARR91m7fvo3bt29L065du4bU1NR/3MaSNGrUCNHR0XBwcCj20tDQQMOGDXHnzh3ExMS89LYBRcegb9++6NKlC1xcXGBlZYX4+PgXjtfY2Bg9evTAypUrsXnzZmzbtg2PHj0CAHh6euL48eMICwuThl5p1aoVNm7ciJiYGKnM0tISNjY2uHnzZrFtLk8J08tq1KgRrl69Cjs7u2Lb9zSZUigUaNGiBYKCgnDx4kXo6Ohgx44dMkdenJeXF8LDwxEeHq4ynI6Hhwf27duHM2fOSDe8lMbZ2RkREREq36s//vhDOm+UhZOTEwoKCnDx4kWp7MaNG2pbZk1MTGBtbY3Tp09LZQUFBTh//rxKPQsLCyQmJkrv09PTERcXJ71v1KgR7t27By0trWLHs0qVKlI9R0dHjB49GgcOHEDXrl0REhICoGzf0Vd9XiH5MGEsR1xcXNCrVy8EBwdLZQEBAQgLC8P06dMRExODNWvWYPHixRgzZoyMkb4aX3zxBWJiYjBy5EhcvnwZ0dHRmD9/PjZu3Ci12LxOenp68PPzQ0REBI4dO4aRI0eie/fusLKyAgCMHTsWs2bNwubNmxEdHY2vvvoKly5dwqhRo9Qu187ODhkZGQgLC8PDhw+RlZWFGjVqQEdHB4sWLcLNmzfxyy+/YPr06S8cs52dHeLi4nDp0iU8fPgQubm5JdZbsmQJCgsL8e6772Lbtm24fv06IiMjERwcDHd3dwBFd+w//QxeuHABZ86cQZ8+feDp6flS3aeTJ0/GTz/9hKCgIFy9ehWRkZHYtGkTJk6cCKAoCfPw8EC3bt1w8OBBqYXv6d3HJe23ktSpUwfbt2/HpUuXEBERgZ49e75wy8TTz11UVBRiYmKwdetWWFlZSa0sHh4eePz4MXbv3q2SMK5fvx7W1tYqf+AEBQVhxowZCA4ORkxMDK5cuYKQkBDMnz//Bfdg+TNs2DA8evQIn376Kc6ePYvY2Fj89ttv6NevHwoLC3H69Gl89913OHfuHBISErB9+3Y8ePAAzs7OcodejJeXF44fP45Lly5JLYxA0edy+fLlyMvL+8eEsVevXtJ5488//8Thw4cxYsQI9O7dW7oU5p/UrVsXPj4+GDRoEM6cOYOLFy9i0KBB0NfXVzse76hRozBz5kzs3LkTUVFRGDp0qPTH31Pe3t5Yu3Ytjh07hitXrsDPz0+locHHxwfu7u7o3LkzDhw4gPj4eJw4cQJff/01zp07h+zsbAwfPhzh4eG4desW/vjjD5w9e1Y6nmX5jr7q8wrJhwljOTNt2jSVH7tGjRphy5Yt2LRpExo0aIDJkydj2rRpb0W3da1atXD06FFERUXBx8cHzZo1w5YtW7B161a0a9futcfj4OCArl27okOHDmjbti0aNmyoMhzKyJEj4e/vj4CAALi4uGD//v345ZdfUKdOHbXLbd68OYYMGYIePXrAwsICs2fPhoWFBUJDQ7F161bUq1cPM2fOxNy5c1845m7duqFdu3bw8vKChYUFNm7cWGK9WrVq4cKFC/Dy8kJAQAAaNGiANm3aICwsDEuXLgVQ1DK0a9cumJmZwcPDAz4+PqhVqxY2b978wnEBgK+vL3bv3o0DBw6gadOmeO+997BgwQLUrFlTqrNt2zY0bdoUn376KerVq4dx48ZJLRYl7beSzJ8/H2ZmZmjevDk6duwIX19flevBysLIyAizZ89GkyZN0LRpU8THx2Pv3r3Q0Cg6RZqZmcHFxQUWFhbSNXseHh5QKpUqyQYAfP7551i1ahVCQkLg4uICT09PhIaGvhUtjE9b2QsLC9G2bVu4uLjgyy+/hKmpKTQ0NGBsbIyjR4+iQ4cOcHR0xMSJEzFv3jy0b99e7tCL8fLyQnZ2NhwcHFSSO09PTzx+/FgafkcdAwMD/Pbbb3j06BGaNm2Kjz/+GK1bt8bixYtfKJaffvoJlpaW8PDwQJcuXTBw4EAYGRlJw1aVJCAgAL1794afnx/c3d1hZGRUrJs4MDAQnp6e+PDDD/HBBx+gc+fOKmNKKhQK7N27Fx4eHujXrx8cHR3xv//9D7du3YKlpSU0NTWRnJyMPn36wNHREd27d0f79u0RFBQEoGzf0Vd9XiH5KERZr4gneotNnToVO3fuxKVLl+QOhYgquDt37sDW1haHDh1C69atyzxf3759kZqaip07d/53wVGFxZteiIiIZPT7778jIyMDLi4uSExMxLhx42BnZwcPDw+5QyOSMGEkIiKSUX5+PiZMmICbN2/CyMgIzZs3x/r164vdOUwkJ3ZJExEREZFavOmFiIiIiNRiwkhEREREajFhJCIiIiK1mDASERERkVpMGImIiIhILSaMRPSv9e3bF507d5bet2rVCl9++eVrjyM8PBwKhaLYI9KepVAoXmhg46lTp8LNze1fxRUfHw+FQsGB4YnojcWEkegt1bdvXygUCigUCujo6MDBwQHTpk1DQUHBf77u7du3l/nZ2GVJ8oiISF4cuJvoLdauXTuEhIQgNzcXe/fuxbBhw6CtrY3AwMBidfPy8qCjo/NK1mtubv5KlkNEROUDWxiJ3mK6urqwsrJCzZo18cUXX8DHxwe//PILgL+7kb/99lvY2NjAyckJAHD79m10794dpqamMDc3R6dOnRAfHy8ts7CwEP7+/jA1NUXlypUxbtw4PD/+//Nd0rm5uRg/fjxsbW2hq6sLBwcH/Pjjj4iPj4eXlxcAwMzMDAqFAn379gUAKJVKzJgxA/b29tDX14erqyt+/vlnlfXs3bsXjo6O0NfXh5eXl0qcZTV+/Hg4OjrCwMAAtWrVwqRJk5Cfn1+s3vLly2FrawsDAwN0794daWlpKtNXrVoFZ2dn6OnpoW7duvjhhx9KXWdKSgp69eoFCwsL6Ovro06dOggJCXnh2ImIXhe2MBJVIPr6+khOTpbeh4WFwdjYGAcPHgRQ9IgyX19fuLu749ixY9DS0sI333yDdu3a4fLly9DR0cG8efMQGhqK1atXw9nZGfPmzcOOHTvg7e1d6nr79OmDkydPIjg4GK6uroiLi8PDhw9ha2uLbdu2oVu3boiOjoaxsTH09fUBADNmzMC6deuwbNky1KlTB0ePHsVnn30GCwsLeHp64vbt2+jatSuGDRuGQYMG4dy5cwgICHjhfWJkZITQ0FDY2NjgypUrGDhwIIyMjDBu3Dipzo0bN7Blyxb8+uuvSE9Px4ABAzB06FCsX78eALB+/XpMnjwZixcvxjvvvIOLFy9i4MCBqFSpEvz8/Iqtc9KkSbh27Rr27duHKlWq4MaNG8jOzn7h2ImIXhtBRG8lPz8/0alTJyGEEEqlUhw8eFDo6uqKMWPGSNMtLS1Fbm6uNM/atWuFk5OTUCqVUllubq7Q19cXv/32mxBCCGtrazF79mxpen5+vqhevbq0LiGE8PT0FKNGjRJCCBEdHS0AiIMHD5YY5+HDhwUAkZKSIpXl5OQIAwMDceLECZW6AwYMEJ9++qkQQojAwEBRr149lenjx48vtqznARA7duwodfqcOXNE48aNpfdTpkwRmpqa4s6dO1LZvn37hIaGhkhMTBRCCFG7dm2xYcMGleVMnz5duLu7CyGEiIuLEwDExYsXhRBCdOzYUfTr16/UGIiIyhu2MBK9xXbv3g1DQ0Pk5+dDqVSiZ8+emDp1qjTdxcVF5brFiIgI3LhxA0ZGRirLycnJQWxsLNLS0pCYmIhmzZpJ07S0tNCkSZNi3dJPXbp0CZqamvD09Cxz3Ddu3EBWVhbatGmjUp6Xl4d33nkHABAZGakSBwC4u7uXeR1Pbd68GcHBwYiNjUVGRgYKCgpgbGysUqdGjRqoVq2aynqUSiWio6NhZGSE2NhYDBgwAAMHDpTqFBQUwMTEpMR1fvHFF+jWrRsuXLiAtm3bonPnzmjevPkLx05E9LowYSR6i3l5eWHp0qXQ0dGBjY0NtLRUv/KVKlVSeZ+RkYHGjRtLXa3PsrCweKkYnnYxv4iMjAwAwJ49e1QSNaDousxX5eTJk+jVqxeCgoLg6+sLExMTbNq0CfPmzXvhWFeuXFksgdXU1Cxxnvbt2+PWrVvYu3cvDh48iNatW2PYsGGYO3fuy28MEdF/iAkj0VusUqVKcHBwKHP9Ro0aYfPmzahatWqxVranrK2tcfr0aXh4eAAoakk7f/48GjVqVGJ9FxcXKJVKHDlyBD4+PsWmP23hLCwslMrq1asHXV1dJCQklNoy6ezsLN3A89SpU6f+eSOfceLECdSsWRNff/21VHbr1q1i9RISEnD37l3Y2NhI69HQ0ICTkxMsLS1hY2ODmzdvolevXmVet4WFBfz8/ODn54f3338fY8eOZcJIROUW75ImIkmvXr1QpUoVdOrUCceOHUNcXBzCw8MxcuRI3LlzBwAwatQozJw5Ezt37kRUVBSGDh2qdgxFOzs7+Pn5oX///ti5c6e0zC1btgAAatasCYVCgd27d+PBgwfIyMiAkZERxowZg9GjR2PNmjWIjY3FhQsXsGjRIqxZswYAMGTIEFy/fh1jx45FdHQ0NmzYgNDQ0Bfa3jp16iAhIQGbNm1CbGwsgoODsWPHjmL19PT04Ofnh4iICBw7dgwjR45E9+7dYWVlBQAICgrCjBkzEBwcjJiYGFy5cgUhISGYP39+ieudPHkydu3ahRs3buDq1avYvXs3nJ2dXyh2IqLXiQkjEUkMDAxw9OhR1KhRA127doWzszMGDBiAnJwcqcUxICAAvXv3hp+fH9zd3WFkZIQuXbqoXe7SpUvx8ccfY+jQoahbty4GDhyIzMxMAEC1atUQFBSEr776CpaWlhg+fDgAYPr06Zg0aRJmzJgBZ2dntGvXDnv27IG9vT2AousKt23bhp07d8LV1RXLli3Dd99990Lb+9FHH2H06NEYPnw43NzccOLECUyaNKlYPQcHB3Tt2hUdOnRA27Zt0bBhQ5Vhcz7//HOsWrUKISEhcHFxgaenJ0JDQ6VYn6ejo4PAwEA0bNgQHh4e0NTUxKZNm14odiKi10khSrtSnYiIiIgIbGEkIiIion/AhJGIiIiI1GLCSERERERqMWEkIiIiIrWYMBIRERGRWkwYiYiIiEgtJoxEREREpBYTRiIiIiJSiwkjEREREanFhJGIiIiI1GLCSERERERq/R+2yvbZmMAUmQAAAABJRU5ErkJggg==","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} +{"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��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��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��\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":"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","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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","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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Ip0+fwsbGBgDg4eGB1NRUREdHi32OHDmC/Px8tG7dWuwTERGBnJwcsU9YWBicnJxgbm5e3iUTERERkYyUOrCmp6cjJiYGMTExAIC4uDjExMQgPj4e6enpmDp1Kk6fPo179+7h8OHD6NWrF+rVqwcfHx8AQMOGDdG1a1eMGjUKUVFROHnyJMaPH48BAwbA1tYWADBw4EDo6elh5MiRuHr1KrZt24bly5erXfInIiIioqqh1IH13LlzaNq0KZo2bQoACAwMRNOmTTFjxgxoa2vj0qVL6NmzJxo0aICRI0eiefPmOH78OPT19cV9bNq0Cc7OzujSpQu6deuG999/X22NVVNTUxw8eBBxcXFo3rw5pkyZghkzZnBJKyIiIqIqSCEIgiB1EeVBpVLB1NQUaWlpZTKf1WH6vjKoqnzcW9Bd6hKIiIiISq2kea3c57ASEREREb0LBlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikrVSB9aIiAj06NEDtra2UCgU2L17t7gtJycH06ZNg5ubG6pVqwZbW1sMHToUjx8/VtuHg4MDFAqF2mvBggVqfS5duoT27dvDwMAAdnZ2WLRo0dsdIRERERFVaqUOrBkZGXB3d0dwcHChbZmZmTh//jy++eYbnD9/Hrt27UJsbCx69uxZqO+cOXOQkJAgviZMmCBuU6lU8Pb2hr29PaKjo7F48WLMmjULa9asKW25RERERFTJ6ZT2A76+vvD19S1ym6mpKcLCwtTaVq5ciVatWiE+Ph516tQR242NjaFUKovcz6ZNm5CdnY1ff/0Venp6aNSoEWJiYrB06VKMHj26tCUTERERUSVW7nNY09LSoFAoYGZmpta+YMECWFpaomnTpli8eDFyc3PFbZGRkejQoQP09PTENh8fH8TGxiIlJaXI78nKyoJKpVJ7EREREVHlV+oR1tJ4+fIlpk2bhk8++QQmJiZi+8SJE9GsWTNYWFjg1KlTCAoKQkJCApYuXQoASExMhKOjo9q+rK2txW3m5uaFvmv+/PmYPXt2OR4NEREREUmh3AJrTk4O+vXrB0EQsGrVKrVtgYGB4p8bN24MPT09jBkzBvPnz4e+vv5bfV9QUJDaflUqFezs7N6ueCIiIiKSjXIJrAVh9f79+zhy5Ija6GpRWrdujdzcXNy7dw9OTk5QKpVISkpS61Pwvrh5r/r6+m8ddomIiIhIvsp8DmtBWL116xYOHToES0vLN34mJiYGWlpasLKyAgB4eHggIiICOTk5Yp+wsDA4OTkVOR2AiIiIiDRXqUdY09PTcfv2bfF9XFwcYmJiYGFhARsbG3z00Uc4f/489u7di7y8PCQmJgIALCwsoKenh8jISJw5cwaenp4wNjZGZGQkAgICMHjwYDGMDhw4ELNnz8bIkSMxbdo0XLlyBcuXL8cPP/xQRodNRERERJWFQhAEoTQfCA8Ph6enZ6F2Pz8/zJo1q9DNUgWOHj2KTp064fz58xg3bhxu3LiBrKwsODo6YsiQIQgMDFS7pH/p0iX4+/vj7NmzqFGjBiZMmIBp06aVuE6VSgVTU1OkpaW9cUpCSThM3/fO+ygv9xZ0l7oEIiIiolIraV4rdWCtLBhYiYiIiOStpHmt3NdhJSIiIiJ6FwysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGulDqwRERHo0aMHbG1toVAosHv3brXtgiBgxowZsLGxgaGhIby8vHDr1i21Ps+ePcOgQYNgYmICMzMzjBw5Eunp6Wp9Ll26hPbt28PAwAB2dnZYtGhR6Y+OiIiIiCq9UgfWjIwMuLu7Izg4uMjtixYtwooVK7B69WqcOXMG1apVg4+PD16+fCn2GTRoEK5evYqwsDDs3bsXERERGD16tLhdpVLB29sb9vb2iI6OxuLFizFr1iysWbPmLQ6RiIiIiCozhSAIwlt/WKFASEgIevfuDeDV6KqtrS2mTJmCzz//HACQlpYGa2trrF+/HgMGDMD169fh4uKCs2fPokWLFgCA0NBQdOvWDQ8fPoStrS1WrVqFr776ComJidDT0wMATJ8+Hbt378aNGzeKrCUrKwtZWVnie5VKBTs7O6SlpcHExORtD1HkMH3fO++jvNxb0F3qEoiIiIhKTaVSwdTU9I15rUznsMbFxSExMRFeXl5im6mpKVq3bo3IyEgAQGRkJMzMzMSwCgBeXl7Q0tLCmTNnxD4dOnQQwyoA+Pj4IDY2FikpKUV+9/z582Fqaiq+7OzsyvLQiIiIiEgiZRpYExMTAQDW1tZq7dbW1uK2xMREWFlZqW3X0dGBhYWFWp+i9vHP7/i3oKAgpKWlia8HDx68+wERERERkeR0pC6grOjr60NfX1/qMoiIiIiojJXpCKtSqQQAJCUlqbUnJSWJ25RKJZKTk9W25+bm4tmzZ2p9itrHP7+DiIiIiKqGMg2sjo6OUCqVOHz4sNimUqlw5swZeHh4AAA8PDyQmpqK6Ohosc+RI0eQn5+P1q1bi30iIiKQk5Mj9gkLC4OTkxPMzc3LsmQiIiIikrlSB9b09HTExMQgJiYGwKsbrWJiYhAfHw+FQoHJkyfj22+/xZ49e3D58mUMHToUtra24koCDRs2RNeuXTFq1ChERUXh5MmTGD9+PAYMGABbW1sAwMCBA6Gnp4eRI0fi6tWr2LZtG5YvX47AwMAyO3AiIiIiqhxKPYf13Llz8PT0FN8XhEg/Pz+sX78eX3zxBTIyMjB69Gikpqbi/fffR2hoKAwMDMTPbNq0CePHj0eXLl2gpaWFvn37YsWKFeJ2U1NTHDx4EP7+/mjevDlq1KiBGTNmqK3VSkRERERVwzutwypnJV3Xq6S4DisRERFR2ZJkHVYiIiIiorLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREslbmgdXBwQEKhaLQy9/fHwDQqVOnQts+++wztX3Ex8eje/fuMDIygpWVFaZOnYrc3NyyLpWIiIiIKgGdst7h2bNnkZeXJ76/cuUKPvjgA3z88cdi26hRozBnzhzxvZGRkfjnvLw8dO/eHUqlEqdOnUJCQgKGDh0KXV1dzJs3r6zLJSIiIiKZK/PAWrNmTbX3CxYswHvvvYeOHTuKbUZGRlAqlUV+/uDBg7h27RoOHToEa2trNGnSBHPnzsW0adMwa9Ys6OnplXXJRERERCRj5TqHNTs7G7/99htGjBgBhUIhtm/atAk1atSAq6srgoKCkJmZKW6LjIyEm5sbrK2txTYfHx+oVCpcvXq12O/KysqCSqVSexERERFR5VfmI6z/tHv3bqSmpmLYsGFi28CBA2Fvbw9bW1tcunQJ06ZNQ2xsLHbt2gUASExMVAurAMT3iYmJxX7X/PnzMXv27LI/CCIiIiKSVLmOsK5duxa+vr6wtbUV20aPHg0fHx+4ublh0KBB2LhxI0JCQnDnzp13+q6goCCkpaWJrwcPHrxr+VQBHj16hMGDB8PS0hKGhoZwc3PDuXPnxO3p6ekYP348ateuDUNDQ7i4uGD16tVq+1izZg06deoEExMTKBQKpKamVvBREBERUXkqtxHW+/fv49ChQ+LIaXFat24NALh9+zbee+89KJVKREVFqfVJSkoCgGLnvQKAvr4+9PX137FqqkgpKSlo164dPD09sX//ftSsWRO3bt2Cubm52CcwMBBHjhzBb7/9BgcHBxw8eBDjxo2Dra0tevbsCQDIzMxE165d0bVrVwQFBUl1OERERFROyi2wrlu3DlZWVujevftr+8XExAAAbGxsAAAeHh747rvvkJycDCsrKwBAWFgYTExM4OLiUl7lkgQWLlwIOzs7rFu3TmxzdHRU63Pq1Cn4+fmhU6dOAF6N0P/000+IiooSA+vkyZMBAOHh4RVRNhEREVWwcpkSkJ+fj3Xr1sHPzw86Ov/LxHfu3MHcuXMRHR2Ne/fuYc+ePRg6dCg6dOiAxo0bAwC8vb3h4uKCIUOG4OLFizhw4AC+/vpr+Pv7cwRVw+zZswctWrTAxx9/DCsrKzRt2hQ///yzWp+2bdtiz549ePToEQRBwNGjR3Hz5k14e3tLVDURERFVtHIJrIcOHUJ8fDxGjBih1q6np4dDhw7B29sbzs7OmDJlCvr27Ys///xT7KOtrY29e/dCW1sbHh4eGDx4MIYOHaq2bitphrt372LVqlWoX78+Dhw4gLFjx2LixInYsGGD2OfHH3+Ei4sLateuDT09PXTt2hXBwcHo0KGDhJUTERFRRSqXKQHe3t4QBKFQu52dHY4dO/bGz9vb2+Ovv/4qj9JIRvLz89GiRQvxgRBNmzbFlStXsHr1avj5+QF4FVhPnz6NPXv2wN7eHhEREfD394etrS28vLykLJ+IiIgqSLkua0X0OjY2NoXmJTds2BC///47AODFixf48ssvERISIs6Fbty4MWJiYvD9998zsBIREVUR5bqsFdHrtGvXDrGxsWptN2/ehL29PQAgJycHOTk50NJS/zHV1tZGfn5+hdVJRERE0uIIK0kmICAAbdu2xbx589CvXz9ERUVhzZo1WLNmDQDAxMQEHTt2xNSpU2FoaAh7e3scO3YMGzduxNKlS8X9JCYmIjExEbdv3wYAXL58GcbGxqhTpw4sLCwkOTYiIiIqOwqhqMmmGkClUsHU1BRpaWkwMTF55/05TN9XBlWVj3sLXr90mJTedN4yb0ch9dgG5KQ8ho6pNUxa9oZxk67i9rz0FKQc24CX984j/2U6tE2sYOzuA+OWvcXH/aae2IS0k1sK7duy22RUdyt62oCczxkREVFVUdK8xhFWkpRRvVYwqteq2O3a1c1Ro/vk1+7D7P1BMHt/UBlXRkRERHLBOaxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrZR5YZ82aBYVCofZydnYWt798+RL+/v6wtLRE9erV0bdvXyQlJantIz4+Ht27d4eRkRGsrKwwdepU5ObmlnWpRERERFQJ6JTHThs1aoRDhw7970t0/vc1AQEB2LdvH3bs2AFTU1OMHz8effr0wcmTJwEAeXl56N69O5RKJU6dOoWEhAQMHToUurq6mDdvXnmUS0REREQyVi6BVUdHB0qlslB7Wloa1q5di82bN6Nz584AgHXr1qFhw4Y4ffo02rRpg4MHD+LatWs4dOgQrK2t0aRJE8ydOxfTpk3DrFmzoKenVx4lExEREZFMlcsc1lu3bsHW1hZ169bFoEGDEB8fDwCIjo5GTk4OvLy8xL7Ozs6oU6cOIiMjAQCRkZFwc3ODtbW12MfHxwcqlQpXr14t9juzsrKgUqnUXkRERERU+ZV5YG3dujXWr1+P0NBQrFq1CnFxcWjfvj2eP3+OxMRE6OnpwczMTO0z1tbWSExMBAAkJiaqhdWC7QXbijN//nyYmpqKLzs7u7I9MCIiIiKSRJlPCfD19RX/3LhxY7Ru3Rr29vbYvn07DA0Ny/rrREFBQQgMDBTfq1QqhlYiIiIiDVDuy1qZmZmhQYMGuH37NpRKJbKzs5GamqrWJykpSZzzqlQqC60aUPC+qHmxBfT19WFiYqL2IiIiIqLKr9wDa3p6Ou7cuQMbGxs0b94curq6OHz4sLg9NjYW8fHx8PDwAAB4eHjg8uXLSE5OFvuEhYXBxMQELi4u5V0uEREREclMmU8J+Pzzz9GjRw/Y29vj8ePHmDlzJrS1tfHJJ5/A1NQUI0eORGBgICwsLGBiYoIJEybAw8MDbdq0AQB4e3vDxcUFQ4YMwaJFi5CYmIivv/4a/v7+0NfXL+tyiYiIiEjmyjywPnz4EJ988gmePn2KmjVr4v3338fp06dRs2ZNAMAPP/wALS0t9O3bF1lZWfDx8cF///tf8fPa2trYu3cvxo4dCw8PD1SrVg1+fn6YM2dOWZdKRERERJVAmQfWrVu3vna7gYEBgoODERwcXGwfe3t7/PXXX2VdGhERERFVQuU+h5WIiIiI6F0wsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrJV5YJ0/fz5atmwJY2NjWFlZoXfv3oiNjVXr06lTJygUCrXXZ599ptYnPj4e3bt3h5GREaysrDB16lTk5uaWdblEREREJHM6Zb3DY8eOwd/fHy1btkRubi6+/PJLeHt749q1a6hWrZrYb9SoUZgzZ4743sjISPxzXl4eunfvDqVSiVOnTiEhIQFDhw6Frq4u5s2bV9YlExEREZGMlfkIa2hoKIYNG4ZGjRrB3d0d69evR3x8PKKjo9X6GRkZQalUii8TExNx28GDB3Ht2jX89ttvaNKkCXx9fTF37lwEBwcjOzu7rEsmqjRKcgXj5cuX8Pf3h6WlJapXr46+ffsiKSlJrQ+vYBARUWVS7nNY09LSAAAWFhZq7Zs2bUKNGjXg6uqKoKAgZGZmitsiIyPh5uYGa2trsc3HxwcqlQpXr14t8nuysrKgUqnUXkSapuAKxunTpxEWFoacnBx4e3sjIyND7BMQEIA///wTO3bswLFjx/D48WP06dNH3F5wBSM7OxunTp3Chg0bsH79esyYMUOKQyIiInqjMp8S8E/5+fmYPHky2rVrB1dXV7F94MCBsLe3h62tLS5duoRp06YhNjYWu3btAgAkJiaqhVUA4vvExMQiv2v+/PmYPXt2OR0JkTyEhoaqvV+/fj2srKwQHR2NDh06IC0tDWvXrsXmzZvRuXNnAMC6devQsGFDnD59Gm3atBGvYBw6dAjW1tZo0qQJ5s6di2nTpmHWrFnQ09OT4tCIiIiKVa4jrP7+/rhy5Qq2bt2q1j569Gj4+PjAzc0NgwYNwsaNGxESEoI7d+689XcFBQUhLS1NfD148OBdyyeSvX9fwYiOjkZOTg68vLzEPs7OzqhTpw4iIyMBvN0VDCIiIimVW2AdP3489u7di6NHj6J27dqv7du6dWsAwO3btwEASqWy0Jy7gvdKpbLIfejr68PExETtRaTJirqCkZiYCD09PZiZman1tba2Fq9OvM0VDCIiIimVeWAVBAHjx49HSEgIjhw5AkdHxzd+JiYmBgBgY2MDAPDw8MDly5eRnJws9gkLC4OJiQlcXFzKumSiSqm4KxhERESapswDq7+/P3777Tds3rwZxsbGSExMRGJiIl68eAEAuHPnDubOnYvo6Gjcu3cPe/bswdChQ9GhQwc0btwYAODt7Q0XFxcMGTIEFy9exIEDB/D111/D398f+vr6ZV0yUaVT3BUMpVKJ7OxspKamqvVPSkoSr068zRUMIiIiKZV5YF21ahXS0tLQqVMn2NjYiK9t27YBAPT09HDo0CF4e3vD2dkZU6ZMQd++ffHnn3+K+9DW1sbevXuhra0NDw8PDB48GEOHDlVbt5WoKnrTFYzmzZtDV1cXhw8fFttiY2MRHx8PDw8PALyCQURElU+ZrxIgCMJrt9vZ2eHYsWNv3I+9vT3++uuvsiqLSCP4+/tj8+bN+OOPP8QrGABgamoKQ0NDmJqaYuTIkQgMDISFhQVMTEwwYcIEeHh4oE2bNgDUr2AsWrQIiYmJvIJBRESyVq7LWhFR6TlM31fstvurVgF49Xjjf7LsNhnV3V6tDCBU88Yzywfw6tYTQl4ODBybwfKDcWr7zX0/ELcPBqNpi9ZQ6OqjumsXbMptg82v+W4AuLeg+1seFRER0dtjYCWqROyn7X1jH4WOHiy9x8LSe2yxfXRMrWD9MdctJiKiyqHcn3RFRERERPQuGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJqMrJy8vDN998A0dHRxgaGuK9997D3Llz1Z7UJwgCZsyYARsbGxgaGsLLywu3bt2SsGoioqqLgZWIqpyFCxdi1apVWLlyJa5fv46FCxdi0aJF+PHHH8U+ixYtwooVK7B69WqcOXMG1apVg4+PD16+fClh5UREVRMDKxFVOadOnUKvXr3QvXt3ODg44KOPPoK3tzeioqIAvBpdXbZsGb7++mv06tULjRs3xsaNG/H48WPs3r1b2uIl9ujRIwwePBiWlpYwNDSEm5sbzp07V2Tfzz77DAqFAsuWLavYIolI4zCwElGV07ZtWxw+fBg3b94EAFy8eBEnTpyAr68vACAuLg6JiYnw8vISP2NqaorWrVsjMjJSkprlICUlBe3atYOuri7279+Pa9euYcmSJTA3Ny/UNyQkBKdPn4atra0ElRKRptGRugAiooo2ffp0qFQqODs7Q1tbG3l5efjuu+8waNAgAEBiYiIAwNraWu1z1tbW4raqaOHChbCzs8O6devENkdHx0L9Hj16hAkTJuDAgQPo3r17RZZIRBqKI6xEVOVs374dmzZtwubNm3H+/Hls2LAB33//PTZs2CB1abK2Z88etGjRAh9//DGsrKzQtGlT/Pzzz2p98vPzMWTIEEydOhWNGjWSqFIi0jQMrERU5UydOhXTp0/HgAED4ObmhiFDhiAgIADz588HACiVSgBAUlKS2ueSkpLEbVXR3bt3sWrVKtSvXx8HDhzA2LFjMXHiRLWgv3DhQujo6GDixIkSVkpEmoZTAoioysnMzISWlvrv69ra2sjPzwfw6jK3UqnE4cOH0aRJEwCASqXCmTNnMHbs2IouVzby8/PRokULzJs3DwDQtGlTXLlyBatXr4afnx+io6OxfPlynD9/HgqFQuJqiUiTcISViKqcHj164LvvvsO+fftw7949hISEYOnSpfjwww8BAAqFApMnT8a3336LPXv24PLlyxg6dChsbW3Ru3dvaYuXkI2NDVxcXNTaGjZsiPj4eADA8ePHkZycjDp16kBHRwc6Ojq4f/8+pkyZAgcHBwkqJiJNwRFWItIIDtP3lbhvvnl3qJQp6DVwOPIz06Bd3QJGDbtga74Htv3//QhCIwguXfHhQD/kv8yAQW0XWHhPh/Osw6Wq694CzbnpqF27doiNjVVru3nzJuzt7QEAQ4YMUVtZAQB8fHwwZMgQDB8+vMLqJCLNw8BKRFWOlr4RLLxGw8JrdLF9FAoFzNoPhln7wRVYmbwFBASgbdu2mDdvHvr164eoqCisWbMGa9asAQBYWlrC0tJS7TO6urpQKpVwcnKSomQi0hCcEkBERCXSsmVLhISEYMuWLXB1dcXcuXOxbNkycTkwIqLywhFWIqIqqjTTKP5HAXRfACWAFwC+uwN897r9DAjGskRgWSm/S5OmUvzb/PnzsWvXLty4cQOGhoZo27YtFi5cyFHoN4iIiMDixYsRHR2NhIQEhISEVOk55SWhSeeMI6xEREQV6NixY/D398fp06cRFhaGnJwceHt7IyMjQ+rSZC0jIwPu7u4IDg6WupRKQ5POGUdYiYiIKlBoaKja+/Xr18PKygrR0dHo0KGDRFXJn6+vr/j4ZCoZTTpnHGElIiKSUFpaGgDAwsJC4kqI5IuBlYiISCL5+fmYPHky2rVrB1dXV6nLIZItTgkgIiKSiL+/P65cuYITJ05IXQqRrMl6hDU4OBgODg4wMDBA69atERUVJXVJREREZWL8+PHYu3cvjh49itq1a0tdDpGsyTawbtu2DYGBgZg5cybOnz8Pd3d3+Pj4IDk5WerSiIiI3pogCBg/fjxCQkJw5MgRODo6Sl0SkezJdkrA0qVLMWrUKPFxfqtXr8a+ffvw66+/Yvr06YX6Z2VlISsrS3xfMIldpVKVST35WZllsp/yUFbHWB7ket54zt4Oz1vp8Zy9HTmft3cVGBiInTt3YvPmzQCAW7duAQBMTExgaGgoZWmylp6ejrt374rvr1+/jho1asDc3Bx2dnYSViZfleGcFfxbFwThtf0Uwpt6SCA7OxtGRkbYuXOn2gK3fn5+SE1NxR9//FHoM7NmzcLs2bMrsEoiIiIiKgsPHjx47dQYWY6w/v3338jLy4O1tbVau7W1NW7cuFHkZ4KCghAYGCi+z8/Px7Nnz2BpaQmFQlGu9ZaWSqWCnZ0dHjx4ABMTE6nLqRR4zt4Oz1vp8Zy9HZ630uM5ezs8b6Un53MmCAKeP38OW1vb1/aTZWB9G/r6+tDX11drMzMzk6aYEjIxMZHdD47c8Zy9HZ630uM5ezs8b6XHc/Z2eN5KT67nzNTU9I19ZHnTVY0aNaCtrY2kpCS19qSkJCiVSomqIiIiIiIpyDKw6unpoXnz5jh8+LDYlp+fj8OHD8PDw0PCyoiIiIioosl2SkBgYCD8/PzQokULtGrVCsuWLUNGRoa4akBlpq+vj5kzZxaawkDF4zl7Ozxvpcdz9nZ43kqP5+zt8LyVniacM1muElBg5cqVWLx4MRITE9GkSROsWLECrVu3lrosIiIiIqpAsg6sRERERESynMNKRERERFSAgZWIiIiIZI2BlYiIiIhkjYGViIhKJTc3Fxs3biy0VjYRUXnhTVckSy9evIAgCDAyMgIA3L9/HyEhIXBxcYG3t7fE1RGRkZERrl+/Dnt7e6lLIQ20ZcsWPH/+vMT9rays0Lt37/IrqJJYvHgxUlJSSty/du3aGDduXDlWVHYYWEmWvL290adPH3z22WdITU2Fs7MzdHV18ffff2Pp0qUYO3as1CXKUkZGBhYsWIDDhw8jOTkZ+fn5atvv3r0rUWXytnHjRvTv37/QGoXZ2dnYunUrhg4dKlFl8tWpUycEBASgV69eUpdSKfTt2xcJCQkl7u/i4oJffvmlHCuSN1dXV3zxxRcoaUQJDg5GVFRUOVclf40bN8bKlStLfN6mTp1aac6bbB8coMkKfpAUCoXElcjX+fPn8cMPPwAAdu7cCWtra1y4cAG///47ZsyYwcBajE8//RTHjh3DkCFDYGNjw5+xEho+fDi6du0KKysrtfbnz59j+PDhDKxFGDduHAIDA/HgwQM0b94c1apVU9veuHFjiSqTp7t37+LChQsl7t+qVatyrEb+dHV1S/XvbuXKleVYTeWhra2NDh06lLh/ZRqzZGCtQBs3bsTixYtx69YtAECDBg0wdepUDBkyROLK5CczMxPGxsYAgIMHD6JPnz7Q0tJCmzZtcP/+fYmrk6/9+/dj3759aNeundSlVCqCIBQZ7h8+fAhTU1MJKpK/AQMGAAAmTpwotikUCvFc5uXlSVWaLPGXx9Ip7fni+X1Fk88bA2sFWbp0Kb755huMHz9eDBMnTpzAZ599hr///hsBAQESVygv9erVw+7du/Hhhx/iwIED4vlJTk6GiYmJxNXJl7m5OSwsLKQuo9Jo2rQpFAoFFAoFunTpAh2d//0nMS8vD3FxcejatauEFcpXXFyc1CUQURXCwFpBfvzxR6xatUrtEkfPnj3RqFEjzJo1i4H1X2bMmIGBAwciICAAnTt3hoeHB4BXo61NmzaVuDr5mjt3LmbMmIENGzaIN6xR8Qpu0oiJiYGPjw+qV68ubtPT04ODgwP69u0rUXXyxputiKgiMbBWkISEBLRt27ZQe9u2bUs1Eb+q+Oijj/D+++8jISEB7u7uYnuXLl3w4YcfSliZvC1ZsgR37tyBtbU1HBwcoKurq7b9/PnzElUmTzNnzgQAODg4oH///jAwMJC4osrl//7v/7B69WrExcUhMjIS9vb2WLZsGRwdHXkzFr2TnJwcRERElKhvZZqHWd6ysrKwcePGEvUVBKFSnTsG1gpSr149bN++HV9++aVa+7Zt21C/fn2JqpI3pVKJ9PR0hIWFoUOHDjA0NETLli0r1ZybisZlXd6On58fgFerAhS1ukKdOnWkKEvWVq1ahRkzZmDy5Mn47rvvxDmrZmZmWLZsGQPrv2RkZGDEiBEl6lvZgkR5GDJkCPbv31/i/gX/hqu6r776qlTLgf07k8gZl7WqIL///jv69+8PLy8vcQ7ryZMncfjwYWzfvp2jhv/y9OlT9OvXD0ePHoVCocCtW7dQt25djBgxAubm5liyZInUJZIGuXXrFkaMGIFTp06ptfMGouK5uLhg3rx56N27N4yNjXHx4kXUrVsXV65cQadOnfD3339LXaKs3L17Fzk5OSXub2hoyF+UqNTi4uJK/XNmZ2dXjhWVHY6wVpC+ffvizJkzWLp0KXbv3g0AaNiwIaKiojgnswgBAQHQ1dVFfHw8GjZsKLb3798fgYGBDKxvEB0djevXrwMAGjVqxJ+xNxg2bBh0dHSwd+9eLgdWQnFxcUX+XOnr6yMjI0OCiuTtzJkzpV4In4GVSsvX1xdt27Z94wh9wYoeV69e5TqsVFjz5s2xadMmqcuoFA4ePIgDBw6gdu3aau3169fnslavkZycjAEDBiA8PBxmZmYAgNTUVHh6emLr1q2oWbOmtAXKVExMDKKjo+Hs7Cx1KZWGo6MjYmJiCt18FRoaqvZLJr3y3XfflWoh/ILRa6LSMDQ0xK+//lri/i1btizHasoWA2s509LSeuNojUKhQG5ubgVVVDlkZGQUeZf7s2fPCj2NiP5nwoQJeP78Oa5evSqGhmvXrsHPzw8TJ07Eli1bJK5QnlxcXHgJu5QCAwPh7++Ply9fQhAEREVFYcuWLZg/f36VfkJTcbgQPlUErsNKby0kJKTYbZGRkVixYkWhGzyqssePH8PW1hbt27fHxo0bMXfuXACv/lHl5+dj0aJF8PT0lLhK+QoNDcWhQ4fURrhcXFwQHBwMb29vCSuTt4ULF+KLL77AvHnz4ObmVmh1Ba79W9inn34KQ0NDfP3118jMzMTAgQNha2uL5cuXiw8VoP/R5CBBVBEYWMtZUXfKxsbGYvr06fjzzz8xaNAgzJkzR4LK5KlRo0YIDg7G4sWL0blzZ5w7dw7Z2dn44osvcPXqVTx79gwnT56UukzZys/PLxS2gFejO/zFqHheXl4AXi2b9k+86er1Bg0ahEGDBiEzMxPp6emFHm1LRFRWGFgr0OPHjzFz5kxs2LABPj4+iImJgaurq9Rlycp3332HMWPGoGvXrrh27RpWr14NY2NjpKeno0+fPvD394eNjY3UZcpW586dMWnSJGzZsgW2trYAgEePHiEgIKBQGKP/OXr0qNQlVDq//vorPD094ejoCCMjIz6ogsqNp6cn7O3tsX79erHNz88PDx48wJEjR6QrTANUpoWiGFgrQFpaGubNm4cff/wRTZo0weHDh9G+fXupy5KlcePGwdfXFyNHjkSjRo2wZs0afPXVV1KXVWmsXLkSPXv2hIODg7hUyYMHD+Dq6orffvtN4urkq2PHjlKXUOnMnz8fo0aNQq1atdCxY0d07NgRnTp1Qr169aQuTZZKuxB+ZQoS5c3e3l78BbxArVq1oKWlJVFF8mVvby8+GbIk3NzcyrGassV1WMvZokWLsHDhQiiVSsybN4+LaZfCypUrERAQgIYNG6o94x3gE5teRxAEHDp0CDdu3ADwavm0gkve9HqZmZmIj49Hdna2Wnvjxo0lqkjeHj16hPDwcERERODYsWO4desWbGxs0KlTJ/6C9C+LFi1CSkpKifvXrl0b/v7+5VgRUeXCwFrOtLS0YGhoCC8vL2hraxfbb9euXRVYlfzdv38fw4cPx5UrVzBmzJhCgbXgkZpEZeHJkycYPnx4sU/W4RzW18vMzMTx48exZcsWbNq0CYIgcOWTf8nJySnVqKmWllah/+5VJTxfb6dv376lety7i4tLpVnVg3+75Wzo0KG827OUfv75Z0yZMgVeXl64evUq1w59gxUrVmD06NEwMDDAihUrXtt34sSJFVRV5TJ58mSkpqbizJkz6NSpE0JCQpCUlIRvv/2WD6koxsGDBxEeHo7w8HBcuHABDRs2RMeOHbFz50506NBB6vJkp1GjRoXWlS6OIAjIzMzEmTNnyrkq+So4XyVdAD8jI6PSLIBfnu7evYsLFy6UuH+rVq3KsZqyxRFWkpWuXbsiKioKy5YtK9WahVWZo6Mjzp07B0tLSzg6OhbbT6FQ4O7duxVYWeVhY2ODP/74A61atYKJiQnOnTuHBg0aYM+ePVi0aBFOnDghdYmyo6WlhZo1a2LKlCkYPXq0+KAKKlrTpk1LFSRatmyJs2fPlmNF8sbz9XaaNWtWqilzrVq1qjRBnyOsJCt5eXm4dOlSiUci6NUjMov6M5VcRkaGuCSTubk5njx5ggYNGsDNzY3zpYuxdOlSREREYNGiRVi+fLl401WnTp3QoEEDqcuTHa7DWjo8X/RvvMWOZCUsLIxh9R3MmTMHmZmZhdpfvHjB9X5fw8nJCbGxsQAAd3d3/PTTT3j06BFWr17NZdSKMXnyZOzatQt///03QkND0bZtW4SGhsLV1ZX/homozDGwEmmQ2bNnIz09vVB7ZmYmZs+eLUFFlcOkSZPEGxVmzpyJ/fv3o06dOlixYgXmzZsncXXyJQgCzp8/j7CwMBw4cABHjx5Ffn4+550TUZnjlAAiDVLwZKZ/u3jxIiwsLCSoqHIYPHiw+OfmzZvj/v37uHHjBurUqYMaNWpIWJl89ejRAydPnoRKpYK7uzs6deqEUaNGoUOHDpzPSiSRjIwMjBgxokR9K9t6vwysRBrA3NwcCoUCCoUCDRo0UAuteXl5SE9Px2effSZhhfI2Z84cfP755+LTmoyMjNCsWTNxKsWMGTMkrlB+nJ2dMWbMGLRv3x6mpqZSlyN7enp6aNu2bYn7V/VflHR1ddG2bdsSBypLS8tyrqhy2L9/P3Jyckrc39DQsByrKVtcJYBIA2zYsAGCIGDEiBFYtmyZWoDQ09ODg4NDqZ5+UtVoa2sjISFBvPGqwNOnT2FlZcV1WEsoNTWVo6vFmDhxIp48eVLi/vXq1cPcuXPLsSLSRFu2bMHz589L3N/Kygq9e/cuv4LKEAMrkQY5duwY2rVrxwW0S0lLSwtJSUmF5l4eOXIE/fv3L1XQqCoWLlwIBwcH9O/fHwDQr18/7Ny5EzY2Nvjrr7/g7u4ucYXy0qRJE+zZs6fEI4Yff/xxpVluqDxMmjSp1AGfN5YCrq6u+OKLL0r8cxYcHFxpfs74fzUiDWJsbIzr16+Lz4f+448/sG7dOri4uGDWrFnQ09OTuEJ54VSKt7d69Wps2rQJwKvVPcLCwhAaGort27dj6tSpOHjwoMQVyotCoUCdOnVK3L+qjyWFh4djz549JeorCAL69evHwIpXUylKs4b5ypUry7GassXASqRBxowZg+nTp8PNzQ13795F//790adPH+zYsQOZmZlYtmyZ1CXKyrJly8SpFLNnz+ZUilJITEyEnZ0dAGDv3r3o168fvL294eDggNatW0tcnfxwXdHS0dLSgr29fYn7V/WAX0CTf84YWIk0yM2bN9GkSRMAwI4dO9CxY0ds3rwZJ0+exIABAxhY/8XPzw+5ublQKBTo3LmzGMDozczNzfHgwQPY2dkhNDQU3377LYBXwYFzfuldaXLworfDdViJNIggCMjPzwcAHDp0CN26dQMA2NnZ4e+//5ayNNnS0dHB2LFjxfNGJdOnTx8MHDgQH3zwAZ4+fQpfX18AwIULF1CvXj2JqyMiTcMRViIN0qJFC3z77bfw8vLCsWPHsGrVKgCvHtlqbW0tcXXy1apVK1y4cKFUlyCruh9++AEODg548OABFi1ahOrVqwMAEhISMG7cOImrk5/SPG2Ol7fpbeXk5CAiIqJEfSvbzxlXCSDSIJcuXcKgQYMQHx+PwMBAzJw5EwAwYcIEPH36FJs3b5a4Qnnavn07goKCEBAQgObNm6NatWpq2xs3bixRZaQpIiIi8OLFixL3NzU1RZs2bcqxInlr2LAhPvnkkxL1FQQB+/btqzR3u5enRYsWISUlpcT9a9euDX9//3KsqOwwsBJVAS9fvoS2tjZ0dXWlLkWWtLQKz45SKBTik8M4J7Not27dwtGjR5GcnFxoSgUftkDvggGf/o2BlUjDpKamYufOnbhz5w6mTp0KCwsLnD9/HtbW1qhVq5bU5cnS/fv3X7udUwUK+/nnnzF27FjUqFEDSqVS7aYXhUKB8+fPS1gdEWkaBlYiDXLp0iV06dIFZmZmuHfvHmJjY1G3bl18/fXXiI+Px8aNG6UukTSEvb09xo0bh2nTpkldChFVAVwlgEiDBAYGYvjw4bh16xYMDAzE9m7dupV4In5VdefOHUyYMAFeXl7w8vLCxIkTcefOHanLkq2UlBR8/PHHUpdBRFUEAyuRBjl79izGjBlTqL1WrVpITEyUoKLK4cCBA3BxcUFUVBQaN26Mxo0b48yZM2jUqBHCwsKkLk+WPv74Yz7NiogqDJe1ItIg+vr6UKlUhdpv3ryJmjVrSlBR5TB9+nQEBARgwYIFhdqnTZuGDz74QKLK5KtevXr45ptvcPr0abi5uRW6oW/ixIkSVUZEmohzWIk0yKeffoqnT59i+/btsLCwwKVLl6CtrY3evXujQ4cOfNJVMQwMDHD58mXUr19frf3mzZto3LgxXr58KVFl8uXo6FjsNoVCgbt371ZgNUT0b56enrC3t8f69evFNj8/Pzx48ABHjhyRrrC3xBFWIg2yZMkSfPTRR7CyssKLFy/QsWNHJCYmwsPDA999953U5clWzZo1ERMTUyiwxsTEwMrKSqKq5C0uLk7qEojoNezt7WFra6vWVqtWrSKX8asMOMJKpIFOnDiBS5cuIT09Hc2aNYOXl5fUJcnanDlz8MMPP2D69Olo27YtAODkyZNYuHAhAgMD8c0330hcIRFR1cbASkRVniAIWLZsGZYsWYLHjx8DAGxtbTF16lRMnDhRbY1R+p+HDx9iz549iI+PR3Z2ttq2pUuXSlQVUdWVk5NTqkeuamlpQUenclxsZ2Al0iBvelY5nz70Zs+fPwcAGBsbS1yJvB0+fBg9e/ZE3bp1cePGDbi6uuLevXsQBAHNmjWrlHPkiCq7Bg0aoHbt2m8MrQVP8svIyKg0j7RlYCXSIE2bNlV7n5OTg7i4OOjo6OC9997j04feIDk5GbGxsQAAZ2dnrqzwGq1atYKvry9mz54NY2NjXLx4EVZWVhg0aBC6du2KsWPHSl0iUZXTtGlTXLhwocT9W7ZsibNnz5ZjRWWncowDE1GJFPUfKpVKhWHDhuHDDz+UoKLK4fnz5xg3bhy2bNmC/Px8AIC2tjb69++P4OBgmJqaSlyh/Fy/fh1btmwBAOjo6ODFixeoXr065syZg169ejGwEkmgtNOXKtN0p8p5qxgRlZiJiQlmz57NG4de49NPP8WZM2ewb98+pKamIjU1FXv37sW5c+eKfBADAdWqVRPnrdrY2Kg9Fezvv/+Wqiwi0lAcYSWqAtLS0pCWliZ1GbK1d+9eHDhwAO+//77Y5uPjg59//hldu3aVsDL5atOmDU6cOIGGDRuiW7dumDJlCi5fvoxdu3ahTZs2UpdHRBqGgZVIg6xYsULtvSAISEhIwP/93//B19dXoqrkz9LSssjL/qampjA3N5egIvlbunQp0tPTAQCzZ89Geno6tm3bhvr163OFACIqc7zpikiD/PvpQ1paWqhZsyY6d+6MoKAg3vlejDVr1mDHjh34v//7PyiVSgBAYmIi/Pz80KdPH04LIKJKoXXr1tDW1i7x0lZmZmbYv39/OVdVNhhYiajKa9q0KW7fvo2srCzUqVMHABAfHw99ff1CT7/iSgtERBWPUwKIqMrr3bu31CUQEb2zSZMm4cmTJyXuX69evTeu3y0XHGEl0iAffvhhiZcp2bVrVzlXQ0REFcnd3R179uwpUV9BENCvX79K8+AAjrASaRBTU1OEhITA1NQULVq0AABER0cjLS0NvXv3rlRr7kklPT1dXIu1gImJiUTVEBGVnJaWFuzt7UvcvzKNWTKwEmkQa2tr9OvXD6tXr4a2tjYAIC8vD+PGjYOJiQkWL14scYXyFBcXh/HjxyM8PBwvX74U2wVBgEKhQF5enoTVydOcOXPw+eefw8jISK39xYsXWLx4MR8DTCQBTX5wAKcEEGmQmjVr4sSJE3ByclJrj42NRdu2bfH06VOJKpO3du3aQRAETJo0CdbW1oX+I96xY0eJKpMvbW1tJCQkwMrKSq396dOnsLKyYsgnkkCzZs1KdWNoq1atOCWAiCpebm4ubty4USiw3rhxo9BlbvqfixcvIjo6utB5o+IVjD7/28WLF2FhYSFBRUSkyRhYiTTI8OHDMXLkSNy5cwetWrUCAJw5cwYLFizA8OHDJa5Ovlq2bIkHDx4wsJaAubk5FAoFFAoFGjRooBZa8/LykJ6ejs8++0zCComqrhcvXpT4rv/KdoGdUwKINEh+fj6+//57LF++HAkJCQBePed90qRJmDJlijivldTduXMHn332GQYPHgxXV1fo6uqqbW/cuLFElcnPhg0bIAgCRowYgWXLlqk9IUxPTw8ODg7w8PCQsEKiqisiIgIvXrwocX9TU9NK8yhlBlYiDaVSqQDwDveSOH36NAYOHIh79+6JbQqFgjddvcaxY8fQrl076OjwQh0RlT8GViKq8lxcXNCwYUN88cUXRd50VZplYqqKv/76C9ra2vDx8VFrP3DgAPLz8+Hr6ytRZUSkiRhYiajKq1atGi5evIh69epJXUql0bhxYyxYsADdunVTaw8NDcW0adNw8eJFiSojIk2kJXUBRERS69y5MwNWKd26dQsuLi6F2p2dnXH79m0JKiIiTcbJR0RU5fXo0QMBAQG4fPky3NzcCt101bNnT4kqky9TU1PcvXsXDg4Oau23b99GtWrVpCmKiDQWpwQQUZWnpVX8xSbedFW0MWPGIDIyEiEhIXjvvfcAvAqrffv2RcuWLfHLL79IXCERaRIGViINsmLFiiLbFQoFDAwMUK9ePXTo0IHLW9E7S0tLQ9euXXHu3DnUrl0bAPDw4UO0b98eu3btgpmZmbQFEpFGYWAl0iCOjo548uQJMjMzYW5uDgBISUmBkZERqlevjuTkZNStWxdHjx6FnZ2dxNVSZScIAsLCwnDx4kUYGhqicePG6NChg9RlEZEGYmAl0iBbtmzBmjVr8Msvv6hdph0zZgxGjx6Ndu3aYcCAAVAqldi5c6fE1UprxYoVGD16NAwMDIodmS4wceLECqqqcnr58iX09fWLfFQrEVFZYGAl0iDvvfcefv/9dzRp0kSt/cKFC+jbty/u3r2LU6dOoW/fvuKTsKoqR0dHnDt3DpaWlnB0dCy2n0KhwN27dyuwssohPz8f3333HVavXo2kpCTcvHkTdevWxTfffAMHBweMHDlS6hKJSINwlQAiDZKQkIDc3NxC7bm5uUhMTAQA2Nra4vnz5xVdmuzExcUV+WcqmW+//RYbNmzAokWLMGrUKLHd1dUVy5YtY2AlojLFdViJNIinpyfGjBmDCxcuiG0XLlzA2LFj0blzZwDA5cuXXzuiSFQSGzduxJo1azBo0CC1m/jc3d1x48YNCSsjIk3EEVYiDbJ27VoMGTIEzZs3F9cSzc3NRZcuXbB27VoAQPXq1bFkyRIpy5SdvLw8rF+/HocPH0ZycjLy8/PVth85ckSiyuTr0aNHRT4ZLD8/Hzk5ORJURESajIGVSIMolUqEhYXhxo0buHnzJgDAyckJTk5OYh9PT0+pypOtSZMmYf369ejevTtcXV1581AJuLi44Pjx47C3t1dr37lzJ5o2bSpRVUSkqRhYiTSQs7MznJ2dpS6j0ti6dSu2b9+Obt26SV1KpTFjxgz4+fnh0aNHyM/Px65duxAbG4uNGzdi7969UpdHRBqGqwQQaRBe2n47tra2CA8PR4MGDaQupVI5fvw45syZg4sXLyI9PR3NmjXDjBkz4O3tLXVpRKRhGFiJNMj48ePFS9s2NjaFLm3/8MMPElUmb0uWLMHdu3excuVKTgcogdzcXMybNw8jRowQn3JFRFSeGFiJNEiNGjWwceNGXtoupQ8//BBHjx6FhYUFGjVqJN6wVmDXrl0SVSZf1atXx5UrV+Dg4CB1KURUBXAOK5EG0dPTK/LObXo9MzMzfPjhh1KXUal06dIFx44dY2AlogrBEVYiDcJL21RRVq9ejdmzZ2PQoEFo3rw5qlWrpra9Z8+eElVGRJqIgZVIg/DSdumYm5sXGexNTU3RoEEDfP755/jggw8kqEz+tLSKf+6MQqFAXl5eBVZDRJqOUwKINAgvbZfOsmXLimxPTU1FdHQ0/vOf/2Dnzp3o0aNHxRZWCfx7BQoiovLEEVYiomIsXboUO3fuxKlTp6QuRVZycnJgaGiImJgYuLq6Sl0OEVUBxV/TIaJK68mTJzhx4gROnDiBJ0+eSF1OpfWf//wHN27ckLoM2dHV1UWdOnV42Z+IKgwDK5EGycjIwIgRI2BjY4MOHTqgQ4cOsLW1xciRI5GZmSl1eZVOVlYW9PT0pC5Dlr766it8+eWXePbsmdSlEFEVwCkBRBpkzJgxOHToEFauXIl27doBAE6cOIGJEyfigw8+wKpVqySusHKZPHkybty4gdDQUKlLkZ2mTZvi9u3byMnJgb29faFVAs6fPy9RZUSkiXjTFZEG+f3337Fz50506tRJbOvWrRsMDQ3Rr18/BtZ/CQwMLLI9LS0N58+fx82bNxEREVHBVVUOvXv3lroEIqpCGFiJNEhmZiasra0LtVtZWXFKQBEuXLhQZLuJiQk++OAD7Nq1C46OjhVcVeUwc+ZMqUsgoiqEUwKINEiXLl1gaWmJjRs3wsDAAADw4sUL+Pn54dmzZzh06JDEFZKmiY6OxvXr1wEAjRo1QtOmTSWuiIg0EQMrkQa5fPkyunbtiqysLLi7uwMALl68CAMDAxw4cACNGjWSuELSFMnJyRgwYADCw8NhZmYG4NX6tZ6enti6dStq1qwpbYFEpFEYWIk0TGZmJjZt2iQux9SwYUMMGjQIhoaGEldGmqR///64e/cuNm7ciIYNGwIArl27Bj8/P9SrVw9btmyRuEIi0iQMrEQaIicnB87Ozti7d68YIIjKi6mpKQ4dOoSWLVuqtUdFRcHb2xupqanSFEZEGonrsBJpCF1dXbx8+VLqMqiKyM/Ph66ubqF2XV1dPraViMocAyuRBvH398fChQuRm5srdSmk4Tp37oxJkybh8ePHYtujR48QEBCALl26SFgZEWkiTgkg0iAffvghDh8+jOrVq8PNza3QYu67du2SqDLSNA8ePEDPnj1x9epV2NnZiW2urq7Ys2cPateuLXGFRKRJuA4rkQYxMzND3759pS6DqgA7OzucP38ehw4dUrvBz8vLS+LKiEgTcYSVSAPExcVxgXsiItJYnMNKpAHee+89ODo6YsSIEfjtt9/w8OFDqUsiDXXkyBG4uLhApVIV2paWloZGjRrh+PHjElRGRJqMI6xEGiA8PFx8nTlzBtnZ2ahbty46d+4MT09PeHp6FvnIVqLS6tmzJzw9PREQEFDk9hUrVuDo0aMICQmp4MqISJMxsBJpmJcvX+LUqVNigI2KihLXaL169arU5VElZ29vj9DQ0GLX+r1x4wa8vb0RHx9fwZURkSZjYCXSUNnZ2Th58iT279+Pn376Cenp6cjLy5O6LKrkDAwMcOXKFdSrV6/I7bdv34abmxtevHhRwZURkSbjHFYiDZGdnY2IiAjMnj0bnp6eMDMzw2effYaUlBSsXLkScXFxUpdIGqBWrVq4cuVKsdsvXboEGxubCqyIiKoCjrASaYDOnTvjzJkzcHR0RMeOHdG+fXt07NiRwYHK3IQJExAeHo6zZ8/CwMBAbduLFy/QqlUreHp6YsWKFRJVSESaiIGVSAPo6urCxsYGvXv3RqdOndCxY0dYWlpKXRZpoKSkJDRr1gza2toYP348nJycALyauxocHIy8vDycP3+eN/kRUZliYCXSABkZGTh+/DjCw8Nx9OhRxMTEoEGDBujYsaMYYGvWrCl1maQh7t+/j7Fjx+LAgQMo+F+IQqGAj48PgoODuSYwEZU5BlYiDfT8+XOcOHECR48eRXh4OC5evIj69eu/du4hUWmlpKTg9u3bEAQB9evXh7m5udQlEZGG4qNZiTRQtWrVYGFhAQsLC5ibm0NHRwfXr1+XuizSMObm5mjZsqXUZRBRFcARViINkJ+fj3PnzolTAk6ePImMjAzUqlVLfHCAp6cn7O3tpS6ViIio1BhYiTSAiYkJMjIyoFQqxXDaqVMnvPfee1KXRkRE9M4YWIk0wE8//QRPT080aNBA6lKIiIjKHAMrEREREckan3RFRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpE76xTp06YPHlyifvfu3cPCoUCMTExb/V9s2bNQpMmTd7qs5VJbGwslEolnj9/Lrbt3r0b9erVg7a2dqnOeVXQqVMnrF+/XuoyKrU2bdrg999/l7oMokIYWIlkRKFQYPfu3aX6zNatW6FQKNC7d+9yqakkdu3ahblz55a4v52dHRISEuDq6qrWfv/+fRgaGiI9Pb2sSywkPDwcCoUCqampZbbPBQsWQKFQFAqSL1++hL+/PywtLVG9enX07dsXSUlJb9xfUFAQJkyYAGNjY7FtzJgx+Oijj/DgwQPMnTsXL1++xLBhw+Dm5gYdHZ0y/Tl49uwZBg0aBBMTE5iZmWHkyJFv/LtJTEzEkCFDoFQqUa1aNTRr1qxQAHrTfmfNmgWFQlHoVa1atTI7NildunQJ7du3h4GBAezs7LBo0aLX9l+/fn2R50OhUCA5OVnsFxwcjIYNG8LQ0BBOTk7YuHGj2n46depU5D66d+8u9vn6668xffp05Ofnl+1BE70jBlaiSuzevXv4/PPP0b59e0nrsLCwUAtVb6KtrQ2lUgkdHfWnQ//xxx/w9PRE9erVy7rEcnf27Fn89NNPaNy4caFtAQEB+PPPP7Fjxw4cO3YMjx8/Rp8+fV67v/j4eOzduxfDhg0T29LT05GcnAwfHx/Y2trC2NgYeXl5MDQ0xMSJE+Hl5VWmxzRo0CBcvXoVYWFh2Lt3LyIiIjB69OjXfmbo0KGIjY3Fnj17cPnyZfTp0wf9+vXDhQsXSrzfzz//HAkJCWovFxcXfPzxx2V6fFJQqVTw9vaGvb09oqOjsXjxYsyaNQtr1qwp9jP9+/cvdD58fHzQsWNHWFlZAQBWrVqFoKAgzJo1C1evXsXs2bPh7++PP//8U9zPrl271PZx5coVaGtrq51XX19fPH/+HPv37y+/k0D0NgQiemcqlUoYOHCgYGRkJCiVSmHp0qVCx44dhUmTJol97O3thTlz5ggDBgwQjIyMBFtbW2HlypVq2wGIL3t7+9d+Z25urtC2bVvhl19+Efz8/IRevXqpbX/27JkwZMgQwczMTDA0NBS6du0q3Lx587X7PHr0qABACA0NFZo0aSIYGBgInp6eQlJSkvDXX38Jzs7OgrGxsfDJJ58IGRkZ4ueKOtbvvvtOGD58uFC9enXBzs5O+Omnn8TtcXFxAgDhwoULat/fuXNnYdWqVWItLVu2FIyMjARTU1Ohbdu2wr179wRBEISZM2cK7u7uwsaNGwV7e3vBxMRE6N+/v6BSqcR9vXz5UpgwYYJQs2ZNQV9fX2jXrp0QFRWl9v3/fPn5+QmCIAg7duwQXF1dBQMDA8HCwkLo0qWLkJ6e/trz9vz5c6F+/fpCWFhYoXORmpoq6OrqCjt27BDbrl+/LgAQIiMji93n4sWLhRYtWhT6u/nn6+jRo2qfKern4G1du3ZNACCcPXtWbNu/f7+gUCiER48eFfu5atWqCRs3blRrs7CwEH7++ee33m9MTIwAQIiIiHhtzR07dhTWrVtX7Pbc3FxhxIgRgoODg2BgYCA0aNBAWLZsWaF+a9euFVxcXAQ9PT1BqVQK/v7+4raUlBRh9OjRgpWVlaCvry80atRI+PPPP19b1z/997//FczNzYWsrCyxbdq0aYKTk1OJ95GcnCzo6uqqnWcPDw/h888/V+sXGBgotGvXrtj9/PDDD4KxsXGhn+/hw4cLgwcPLnE9RBWBI6xEZSAwMBAnT57Enj17EBYWhuPHj+P8+fOF+i1evBju7u64cOECpk+fjkmTJiEsLAzAqxE6AFi3bh0SEhLE98WZM2cOrKysMHLkyCK3Dxs2DOfOncOePXsQGRkJQRDQrVs35OTkvPF4Zs2ahZUrV+LUqVN48OAB+vXrh2XLlmHz5s3Yt28fDh48iB9//PG1+1iyZAlatGiBCxcuYNy4cRg7dixiY2OL7Z+amooTJ06gZ8+eyM3NRe/evdGxY0dcunQJkZGRGD16NBQKhdj/zp072L17N/bu3Yu9e/fi2LFjWLBggbj9iy++wO+//44NGzbg/PnzqFevHnx8fPDs2TPY2dmJl6ljY2ORkJCA5cuXIyEhAZ988glGjBiB69evIzw8HH369IHwhuer+Pv7o3v37kWOcEZHRyMnJ0dtm7OzM+rUqYPIyMhi93n8+HG0aNFCfN+2bVvx/P3+++9ISEhA27ZtX1tXgYI5w+Hh4SXqDwCRkZEwMzNTq8HLywtaWlo4c+ZMsZ9r27Yttm3bhmfPniE/Px9bt27Fy5cv0alTp7fe7y+//IIGDRq885WE/Px81K5dGzt27MC1a9cwY8YMfPnll9i+fbvYZ9WqVfD398fo0aNx+fJl7NmzB/Xq1RM/7+vri5MnT+K3337DtWvXsGDBAmhra4ufVygUr51HGxkZiQ4dOkBPT09s8/HxQWxsLFJSUkp0HBs3boSRkRE++ugjsS0rKwsGBgZq/QwNDREVFVXsv/m1a9diwIABhaZatGrVCsePHy9RLUQVRurETFTZqVSqQiNoqampgpGRUaFRx65du6p9tn///oKvr6/4HoAQEhLyxu88fvy4UKtWLeHJkyeCIBQeWbt586YAQDh58qTY9vfffwuGhobC9u3bi91vwSjeoUOHxLb58+cLAIQ7d+6IbWPGjBF8fHzE90WNsP5zhCY/P1+wsrISR0+LGmHdtGmTOKL49OlTAYAQHh5eZJ0zZ84UjIyM1EZUp06dKrRu3VoQBEFIT08XdHV1hU2bNonbs7OzBVtbW2HRokVqx5qSkiL2iY6OFgCII7klsWXLFsHV1VV48eJFkedi06ZNgp6eXqHPtWzZUvjiiy+K3a+7u7swZ84ctbaUlJQiR1YLFDfC+vDhQ8HJyUk4c+bMmw/o//vuu++EBg0aFGqvWbOm8N///rfYz6WkpAje3t4CAEFHR0cwMTERDhw48Nb7ffHihWBubi4sXLjwjTW/aYS1KP7+/kLfvn3F97a2tsJXX31VZN8DBw4IWlpaQmxsbLH7c3JyEnbt2lXs9g8++EAYPXq0WtvVq1cFAMK1a9dKVHPDhg2FsWPHqrUFBQUJSqVSOHfunJCfny+cPXtWsLa2FgAIjx8/LrSPM2fOCACK/Jn4448/BC0tLSEvL69E9RBVBI6wEr2ju3fvIicnB61atRLbTE1N4eTkVKivh4dHoffXr18vdt/x8fGoXr26+Jo3bx6eP3+OIUOG4Oeff0aNGjWK/Nz169eho6OD1q1bi22WlpZwcnISv8/X11fcb6NGjdQ+/895mNbW1jAyMkLdunXV2v55s0dR/rkPhUIBpVL52s/88ccf6NmzJ4BXc2KHDRsGHx8f9OjRQxz9/CcHBwe1ebM2Njbi/u/cuYOcnBy0a9dO3K6rq4tWrVq99ny7u7ujS5cucHNzw8cff4yff/5ZHPU6fvy42t/Fpk2b8ODBA0yaNAmbNm0qNLr1rl68eFFm+6xVqxZu3Lih9jNaXr755hukpqbi0KFDOHfuHAIDA9GvXz9cvnz5rfYXEhKC58+fw8/Pr0zqCw4ORvPmzVGzZk1Ur14da9asQXx8PAAgOTkZjx8/RpcuXYr8bExMDGrXro0GDRoUu/8bN27gww8/LJNaixIZGYnr168XurLyzTffwNfXF23atIGuri569eolnjMtrcL/q1+7di3c3NyK/JkwNDREfn4+srKyyucgiN6Czpu7EJFUbG1t1ZZ+srCwwJ07d3Dv3j306NFDbC+4o1dHR+e1l93/6ZdffsGLFy8AvApz//TP9wqFotB2hULxxruIS/OZ7OxshIaG4ssvvxTb1q1bh4kTJyI0NBTbtm3D119/jbCwMLRp06bU+y8pbW1thIWF4dSpU+K0h6+++gpnzpxBixYt1P4urK2tcfjwYSQnJ6NZs2Zie15eHiIiIrBy5UpkZWVBqVQiOzsbqampMDMzE/slJSVBqVQWW0uNGjVKfIm4PBT1C0Zubi6ePXtWbN137tzBypUrceXKFfGXIHd3dxw/fhzBwcFYvXp1qff7yy+/4D//+Q+sra3f+Zi2bt2Kzz//HEuWLIGHhweMjY2xePFicSqCoaHhaz//pu0loVQqC60QUfD+dT8PBX755Rc0adIEzZs3L1Tbr7/+ip9++glJSUmwsbHBmjVrYGxsjJo1a6r1zcjIwNatWzFnzpwiv+PZs2eoVq1amRwvUVnhCCvRO6pbty50dXXV5pympaXh5s2bhfqePn260PuGDRuK73V1dZGXlye+19HRQb169cSXhYUFnJ2dcfnyZcTExIivnj17wtPTEzExMbCzs0PDhg2Rm5urNifw6dOniI2NhYuLC4BXo24F+7W3ty+z8/E2wsPDYW5uDnd3d7X2pk2bIigoCKdOnYKrqys2b95cov2999570NPTw8mTJ8W2nJwcnD17Vjz+gjmE/zzfwKvg265dO8yePRsXLlyAnp4eQkJCYGhoqPZ3YWxsjC5duhT6u2jRogUGDRqEmJgYaGtro3nz5tDV1cXhw4fF74iNjUV8fHyhEfd/H/u1a9dKdLzlwcPDA6mpqYiOjhbbjhw5gvz8fLWR+3/KzMwEUHhET1tbW/xlojT7jYuLw9GjR4udp11aJ0+eRNu2bTFu3Dg0bdoU9erVw507d8TtxsbGcHBwUPu7+qfGjRvj4cOHRf7bLikPDw9ERESozSsNCwuDk5MTzM3NX/vZ9PR0bN++/bXnQ1dXF7Vr14a2tja2bt2K//znP4X+Pnbs2IGsrCwMHjy4yH1cuXIFTZs2LcVREZU/Blaid2RsbAw/Pz9MnToVR48exdWrVzFy5EhoaWmp3SQEvPof5qJFi3Dz5k0EBwdjx44dmDRpkri94H+WiYmJxY6uGRgYwNXVVe1lZmYGY2NjuLq6Qk9PD/Xr10evXr0watQonDhxAhcvXsTgwYNRq1Yt9OrVq1zPx9vYs2ePOB0AeBVUgoKCEBkZifv37+PgwYO4deuWWrh/nWrVqmHs2LGYOnUqQkNDce3aNYwaNQqZmZni/+zt7e2hUCiwd+9ePHnyBOnp6Thz5gzmzZuHc+fOIT4+Hrt27cKTJ0+K/d6Cc/7PV7Vq1WBpaSmuMWtqaoqRI0ciMDAQR48eRXR0NIYPHw4PDw9xtLgoPj4+iIyMLBSoi3Lt2jXExMTg2bNnSEtLE8NzgUePHsHZ2RlRUVElOn8A0LBhQ3Tt2hWjRo1CVFQUTp48ifHjx2PAgAGwtbUtcr/Ozs6oV68exowZg6ioKNy5cwdLlixBWFiYuD5sSfZb4Ndff4WNjQ18fX1LXPfr1K9fH+fOncOBAwdw8+ZNfPPNN4Vubpw1axaWLFmCFStW4NatWzh//rx4g2HHjh3RoUMH9O3bF2FhYYiLi8P+/fsRGhoqft7Z2RkhISHF1jBw4EDo6elh5MiRuHr1KrZt24bly5cjMDBQ7BMSEgJnZ+dCn922bRtyc3OLDJo3b97Eb7/9hlu3biEqKgoDBgzAlStXMG/evEJ9165di969e8PS0rLIGo8fPw5vb+9ij4FIElJPoiXSBEUta9WqVSth+vTpYh97e3th9uzZwscffyz2W758udp+9uzZI9SrV0/Q0dF547JW//S6Za1MTU0FQ0NDwcfHp8TLWv3zRqR169YJpqamav0KlpUqUNRNVz/88IPaZ9zd3YWZM2cKglD4pis7OzshLCxM7JuYmCj07t1bsLGxEfT09AR7e3thxowZ4k0g//5+QXi1RM8/z9mLFy+ECRMmCDVq1Ci0rFWBOXPmCEqlUlAoFIKfn59w7do1wcfHR1wKq0GDBsKPP/742nP2b/8+FwW1jBs3TjA3NxeMjIyEDz/8UEhISHjtfnJycgRbW1shNDRUbCvupqt/L4lW8CpQcL6Lu1mrOE+fPhU++eQToXr16oKJiYkwfPhw4fnz56/d782bN4U+ffoIVlZWgpGRkdC4ceNCy1y9ab+CIAh5eXlC7dq1hS+//LLE9b7ppquXL18Kw4YNE0xNTQUzMzNh7NixwvTp0wv9LK1evVpwcnISdHV1BRsbG2HChAlqtQ8fPlywtLQUDAwMBFdXV2Hv3r3idgBvvPHr4sWLwvvvvy/o6+sLtWrVEhYsWKC2fd26dUJR/3v28PAQBg4cWOQ+r127JjRp0kQwNDQUTExMhF69egk3btwo1O/GjRsCAOHgwYNF7ufhw4eCrq6u8ODBg9ceA1FFUwjCG9ZrIaJSy8jIQK1atbBkyRJxRM/BwQGTJ0/m4zT/5fz58+jcuTOePHlSaF5qVRccHIw9e/bgwIEDUpdSKXTq1AnDhg1Te9gClc60adOQkpLy2gcZEEmBN10RlYELFy6Id2GnpaWJNzPI8fK73OTm5uLHH39kWC3CmDFjkJqaiufPn5fqSWJEb8vKykptegKRXDCwEpWR77//HrGxsdDT00Pz5s1x/PjxYpedov9p1apVhSy3VBnp6Ojgq6++kroMqkKmTJkidQlEReKUACIi0gjr169HkyZN0KRJE6lLIaIyxsBKRERERLLGZa2IiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNb+H9c3ZJt4cE3cAAAAAElFTkSuQmCC","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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RIzg7OwMA/Pz8kJKSgtjYWLHPoUOHUFBQgJYtW4p9oqOjkZubK/aJjIxE3bp1YWdnp+uSiYiIiEhGyhxY09PToVaroVarAQDx8fFQq9VISEhAeno6Jk2ahJMnT+LOnTs4ePAg3n33XXh6eiIwMBAAUL9+fXTp0gUjRozA6dOncfz4cYwdOxb9+vWDi4sLAKB///5QKpUYNmwYrly5gp9//hnLli3T+MqfiIiIiP4dyhxYz549C19fX/j6+gIAwsLC4OvrixkzZsDQ0BAXL15Ejx49UKdOHQwbNgxNmzbF0aNHYWJiIh5j06ZNqFevHjp16oSuXbvirbfe0lhj1cbGBvv370d8fDyaNm2KTz/9FDNmzOCSVkRERET/QgpBEASpi9CFtLQ02NjYIDU1VevzWd2n7tXq8XTtzvxuUpdAREREVERp85rO57ASEREREVUEAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyVqZA2t0dDS6d+8OFxcXKBQK7N69W9yXm5uLKVOmwNvbGxYWFnBxccHgwYNx//59jWO4u7tDoVBoPObPn6/R5+LFi2jbti1MTU3h6uqKBQsWlO8dEhEREZFeK3NgzcjIgI+PD1auXFlkX2ZmJs6dO4cvvvgC586dw86dOxEXF4cePXoU6TtnzhwkJiaKj3Hjxon70tLSEBAQADc3N8TGxmLhwoWYNWsW1qxZU9ZyiYiIiEjPGZX1CUFBQQgKCip2n42NDSIjIzXaVqxYgRYtWiAhIQE1atQQ262srKBSqYo9zqZNm5CTk4N169ZBqVSiQYMGUKvVWLx4MUaOHFnsc7Kzs5GdnS1up6WllfWtEREREZEM6XwOa2pqKhQKBWxtbTXa58+fDwcHB/j6+mLhwoXIy8sT98XExKBdu3ZQKpViW2BgIOLi4vDkyZNiX2fevHmwsbERH66urjp5P0RERET0Zuk0sD579gxTpkzBhx9+CGtra7F9/Pjx2Lp1Kw4fPoxRo0Zh7ty5mDx5srg/KSkJTk5OGscq3E5KSir2taZNm4bU1FTxce/ePR28IyIiIiJ608o8JaC0cnNz8cEHH0AQBKxatUpjX1hYmPhzo0aNoFQqMWrUKMybNw8mJiblej0TE5NyP5eIiIiI5EsnI6yFYfXu3buIjIzUGF0tTsuWLZGXl4c7d+4AAFQqFZKTkzX6FG6XNO+ViIiIiConrQfWwrB648YNHDhwAA4ODq99jlqthoGBARwdHQEAfn5+iI6ORm5urtgnMjISdevWhZ2dnbZLJiIiIiIZK/OUgPT0dNy8eVPcjo+Ph1qthr29PZydnfHee+/h3LlzCA8PR35+vjjn1N7eHkqlEjExMTh16hT8/f1hZWWFmJgYhIaGYuDAgWIY7d+/P2bPno1hw4ZhypQpuHz5MpYtW4YlS5Zo6W0TERERkb5QCIIglOUJUVFR8Pf3L9IeHByMWbNmwcPDo9jnHT58GB06dMC5c+fw8ccf4/r168jOzoaHhwcGDRqEsLAwjTmoFy9eREhICM6cOYMqVapg3LhxmDJlSqnrTEtLg42NDVJTU187JaGs3Kfu1erxdO3O/G5Sl0BERERURGnzWpkDq75gYP0fBlYiIiKSo9LmNZ2vw0pEREREVBEMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGtlDqzR0dHo3r07XFxcoFAosHv3bo39giBgxowZcHZ2hpmZGTp37owbN25o9Hn8+DEGDBgAa2tr2NraYtiwYUhPT9foc/HiRbRt2xampqZwdXXFggULyv7uiIiIiEjvlTmwZmRkwMfHBytXrix2/4IFC7B8+XKsXr0ap06dgoWFBQIDA/Hs2TOxz4ABA3DlyhVERkYiPDwc0dHRGDlypLg/LS0NAQEBcHNzQ2xsLBYuXIhZs2ZhzZo15XiLRERERKTPFIIgCOV+skKBXbt2oWfPngCej666uLjg008/xcSJEwEAqampcHJywoYNG9CvXz9cu3YNXl5eOHPmDJo1awYAiIiIQNeuXfHXX3/BxcUFq1atwueff46kpCQolUoAwNSpU7F7925cv369VLWlpaXBxsYGqampsLa2Lu9bLJb71L1aPZ6u3ZnfTeoSiIiIiIoobV7T6hzW+Ph4JCUloXPnzmKbjY0NWrZsiZiYGABATEwMbG1txbAKAJ07d4aBgQFOnTol9mnXrp0YVgEgMDAQcXFxePLkSbGvnZ2djbS0NI0HEREREek/rQbWpKQkAICTk5NGu5OTk7gvKSkJjo6OGvuNjIxgb2+v0ae4Y7z4Gi+bN28ebGxsxIerq2vF3xARERERSa7SrBIwbdo0pKamio979+5JXRIRERERaYFWA6tKpQIAJCcna7QnJyeL+1QqFR48eKCxPy8vD48fP9boU9wxXnyNl5mYmMDa2lrjQURERET6T6uB1cPDAyqVCgcPHhTb0tLScOrUKfj5+QEA/Pz8kJKSgtjYWLHPoUOHUFBQgJYtW4p9oqOjkZubK/aJjIxE3bp1YWdnp82SiYiIiEjmyhxY09PToVaroVarATy/0EqtViMhIQEKhQITJkzAV199hT179uDSpUsYPHgwXFxcxJUE6tevjy5dumDEiBE4ffo0jh8/jrFjx6Jfv35wcXEBAPTv3x9KpRLDhg3DlStX8PPPP2PZsmUICwvT2hsnIiIiIv1gVNYnnD17Fv7+/uJ2YYgMDg7Ghg0bMHnyZGRkZGDkyJFISUnBW2+9hYiICJiamorP2bRpE8aOHYtOnTrBwMAAffr0wfLly8X9NjY22L9/P0JCQtC0aVNUqVIFM2bM0FirlYiIiIj+HSq0DquccR3W/+E6rERERCRHkqzDSkRERESkbQysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQka1oPrO7u7lAoFEUeISEhAIAOHToU2Td69GiNYyQkJKBbt24wNzeHo6MjJk2ahLy8PG2XSpXA6z5va9asQYcOHWBtbQ2FQoGUlJRSHWP+/Plv+J0QERFRSYy0fcAzZ84gPz9f3L58+TLefvttvP/++2LbiBEjMGfOHHHb3Nxc/Dk/Px/dunWDSqXCiRMnkJiYiMGDB8PY2Bhz587Vdrmk5173ecvMzESXLl3QpUsXTJs2rcTjzJkzByNGjBC3raysdFc0ERERlYnWA2vVqlU1tufPn49atWqhffv2Ypu5uTlUKlWxz9+/fz+uXr2KAwcOwMnJCY0bN8aXX36JKVOmYNasWVAqldoumfTY6z5vEyZMAABERUW98jhWVlYlfiaJiIhIWjqdw5qTk4P/+7//w9ChQ6FQKMT2TZs2oUqVKmjYsCGmTZuGzMxMcV9MTAy8vb3h5OQktgUGBiItLQ1Xrlwp8bWys7ORlpam8aB/l5I+b6Uxf/58ODg4wNfXFwsXLuQUFCIiIhnR+gjri3bv3o2UlBR89NFHYlv//v3h5uYGFxcXXLx4EVOmTEFcXBx27twJAEhKStIIqwDE7aSkpBJfa968eZg9e7b23wTpjeI+b6Uxfvx4NGnSBPb29jhx4gSmTZuGxMRELF68WDeFEhERUZnoNLCuXbsWQUFBcHFxEdtGjhwp/uzt7Q1nZ2d06tQJt27dQq1atcr9WtOmTUNYWJi4nZaWBldX13Ifj/RPcZ+30njxc9OoUSMolUqMGjUK8+bNg4mJibbLJCIiojLS2ZSAu3fv4sCBAxg+fPgr+7Vs2RIAcPPmTQCASqVCcnKyRp/C7VfNMTQxMYG1tbXGg/49Svt5K42WLVsiLy8Pd+7cqXhhREREVGE6C6zr16+Ho6MjunXr9sp+arUaAODs7AwA8PPzw6VLl/DgwQOxT2RkJKytreHl5aWrcknPlfbzVhpqtRoGBgZwdHTUQmVERERUUTqZElBQUID169cjODgYRkb/e4lbt25h8+bN6Nq1KxwcHHDx4kWEhoaiXbt2aNSoEQAgICAAXl5eGDRoEBYsWICkpCRMnz4dISEh/HqWilXS5w14Pu85KSlJHMG/dOkSrKysUKNGDdjb2yMmJganTp2Cv78/rKysEBMTg9DQUAwcOBB2dnZSvB0iIiJ6iU4C64EDB5CQkIChQ4dqtCuVShw4cABLly5FRkYGXF1d0adPH0yfPl3sY2hoiPDwcIwZMwZ+fn6wsLBAcHCwxrqtVPm5T91b6r5Z8efwICEBPz2uia0vPS/l2CakHt8ibrdr1w4A4NB1Aiy9OyM76SYe71+N3KnTgfxcGNk4waJBEKKq9ipTDXfmV3xkl4iIiIqnEARBkLoIXUhLS4ONjQ1SU1O1Pp+1LEFGDvQxTPEcExERVX6lzWs6XYeViIiIiKiiGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNa0HlhnzZoFhUKh8ahXr564/9mzZwgJCYGDgwMsLS3Rp08fJCcnaxwjISEB3bp1g7m5ORwdHTFp0iTk5eVpu1QiIiIi0gNGujhogwYNcODAgf+9iNH/XiY0NBR79+7F9u3bYWNjg7Fjx6J37944fvw4ACA/Px/dunWDSqXCiRMnkJiYiMGDB8PY2Bhz587VRblEREREJGM6CaxGRkZQqVRF2lNTU7F27Vps3rwZHTt2BACsX78e9evXx8mTJ9GqVSvs378fV69exYEDB+Dk5ITGjRvjyy+/xJQpUzBr1iwolcpiXzM7OxvZ2dnidlpami7eGhERERG9YTqZw3rjxg24uLigZs2aGDBgABISEgAAsbGxyM3NRefOncW+9erVQ40aNRATEwMAiImJgbe3N5ycnMQ+gYGBSEtLw5UrV0p8zXnz5sHGxkZ8uLq66uKtEREREdEbpvXA2rJlS2zYsAERERFYtWoV4uPj0bZtWzx9+hRJSUlQKpWwtbXVeI6TkxOSkpIAAElJSRphtXB/4b6STJs2DampqeLj3r172n1jRERERCQJrU8JCAoKEn9u1KgRWrZsCTc3N2zbtg1mZmbafjmRiYkJTExMdHZ8IiIiIpKGzpe1srW1RZ06dXDz5k2oVCrk5OQgJSVFo09ycrI451WlUhVZNaBwu7h5sURERERUuek8sKanp+PWrVtwdnZG06ZNYWxsjIMHD4r74+LikJCQAD8/PwCAn58fLl26hAcPHoh9IiMjYW1tDS8vL12XS0REREQyo/UpARMnTkT37t3h5uaG+/fvY+bMmTA0NMSHH34IGxsbDBs2DGFhYbC3t4e1tTXGjRsHPz8/tGrVCgAQEBAALy8vDBo0CAsWLEBSUhKmT5+OkJAQfuVPRERE9C+k9cD6119/4cMPP8SjR49QtWpVvPXWWzh58iSqVq0KAFiyZAkMDAzQp08fZGdnIzAwEP/973/F5xsaGiI8PBxjxoyBn58fLCwsEBwcjDlz5mi7VCIiIiLSA1oPrFu3bn3lflNTU6xcuRIrV64ssY+bmxt+//13bZdGRERERHpI53NYiYiIiIgqgoGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkTeuBdd68eWjevDmsrKzg6OiInj17Ii4uTqNPhw4doFAoNB6jR4/W6JOQkIBu3brB3Nwcjo6OmDRpEvLy8rRdLhERERHJnJG2D3jkyBGEhISgefPmyMvLw2effYaAgABcvXoVFhYWYr8RI0Zgzpw54ra5ubn4c35+Prp16waVSoUTJ04gMTERgwcPhrGxMebOnavtkomIiIhIxrQeWCMiIjS2N2zYAEdHR8TGxqJdu3Ziu7m5OVQqVbHH2L9/P65evYoDBw7AyckJjRs3xpdffokpU6Zg1qxZUCqV2i6biIiIiGRK53NYU1NTAQD29vYa7Zs2bUKVKlXQsGFDTJs2DZmZmeK+mJgYeHt7w8nJSWwLDAxEWloarly5UuzrZGdnIy0tTeNBRERERPpP6yOsLyooKMCECRPQpk0bNGzYUGzv378/3Nzc4OLigosXL2LKlCmIi4vDzp07AQBJSUkaYRWAuJ2UlFTsa82bNw+zZ8/W0TshIiIiIqnoNLCGhITg8uXLOHbsmEb7yJEjxZ+9vb3h7OyMTp064datW6hVq1a5XmvatGkICwsTt9PS0uDq6lq+womIiIhINnQ2JWDs2LEIDw/H4cOHUb169Vf2bdmyJQDg5s2bAACVSoXk5GSNPoXbJc17NTExgbW1tcaDiIiIiPSf1gOrIAgYO3Ysdu3ahUOHDsHDw+O1z1Gr1QAAZ2dnAICfnx8uXbqEBw8eiH0iIyNhbW0NLy8vbZdMRERERDKm9SkBISEh2Lx5M3799VdYWVmJc05tbGxgZmaGW7duYfPmzejatSscHBxw8eJFhIaGol27dmjUqBEAICAgAF5eXhg0aBAWLFiApKQkTJ8+HSEhITAxMdF2yUREREQkY1ofYV21ahVSU1PRoUMHODs7i4+ff/4ZAKBUKnHgwAEEBASgXr16+PTTT9GnTx/89ttv4jEMDQ0RHh4OQ0ND+Pn5YeDAgRg8eLDGuq1ERERE9O+g9RFWQRBeud/V1RVHjhx57XHc3Nzw+++/a6ssIiIiItJTOl+HlYj0W3R0NLp37w4XFxcoFArs3r1bY/+sWbNQr149WFhYwM7ODp07d8apU6fE/VFRUUVuxVz4OHPmzBt+N0REpI8YWInolTIyMuDj44OVK1cWu79OnTpYsWIFLl26hGPHjsHd3R0BAQF4+PAhAKB169ZITEzUeAwfPhweHh5o1qzZm3wrRESkp3S6DisR6b+goCAEBQWVuL9///4a24sXL8batWtx8eJFdOrUCUqlUmM5utzcXPz6668YN24cFAqFzuomIqLKgyOsRKQ1OTk5WLNmDWxsbODj41Nsnz179uDRo0cYMmTIG66OiIj0FUdYiajCwsPD0a9fP2RmZsLZ2RmRkZGoUqVKsX3Xrl2LwMDA195QhIiIqBBHWImowvz9/aFWq3HixAl06dIFH3zwgcaNPwr99ddf2LdvH4YNGyZBlUREpK8YWImowiwsLODp6YlWrVph7dq1MDIywtq1a4v0W79+PRwcHNCjRw8JqiQiIn3FwEpEWldQUIDs7GyNNkEQsH79egwePBjGxsYSVUZERPqIc1iJ6JXS09Nx8+ZNcTs+Ph5qtRr29vZwcHDA119/jR49esDZ2Rn//PMPVq5cib///hvvv/++xnEOHTqE+Ph4DB8+/E2/BSIi0nMMrET/Qu5T95a677OEi0je8pm4HRYWBgCwaNgJDoEhePhbFBZ8+x3ys9JgaGYNpao27PrOQ7ef7gC4Iz7v4Z6FMKlWH1023AJwq0z13pnfrUz99Zm7uzvu3r1bpP3jjz/WWAtXEAR07doVERER2LVrF3r27PkGqyQierMYWInolUxrNILblPAS9zv2+rxUx6naY5K2SqrUzpw5g/z8fHH78uXLePvtt4uMWC9dupTr2BLRvwYDKxGRjFStWlVje/78+ahVqxbat28vtqnVaixatAhnz56Fs7Pzmy6RiOiN40VXREQylZOTg//7v//D0KFDxdHUzMxM9O/fHytXrtS4gxiV3qxZs6BQKDQe9erVAwDcuXOnyL7Cx/bt2yWunOjfiyOsREQytXv3bqSkpOCjjz4S20JDQ9G6dWu8++670hVWCTRo0AAHDhwQt42Mnv86dHV1RWJiokbfNWvWYOHCha+8RTER6RYDKxGRTK1duxZBQUFwcXEB8Py2tocOHcL58+clrkz/GRkZFTtCbWhoWKR9165d+OCDD2BpafmmyiOil3BKABGRDN29excHDhzQWAbs0KFDuHXrFmxtbWFkZCSOCvbp0wcdOnSQqFL9dOPGDbi4uKBmzZoYMGAAEhISiu0XGxsLtVrNu7MRSYwjrEREMrR+/Xo4OjqiW7f/Lek1derUIuvYent7Y8mSJejevfubLlFvtWzZEhs2bEDdunWRmJiI2bNno23btrh8+TKsrKw0+q5duxb169dH69atJaqWiAAGViIi2SkoKMD69esRHBwsjqICgEqlKvZr7Bo1asDDw+NNlqjXXpyL2qhRI7Rs2RJubm7Ytm2bxkhqVlYWNm/ejC+++EKKMonoBQysREQ6UJabM7wsK/4cHiQk4KfHNbG1FMcZufEsJpys2O1u/003Z3iZra0t6tSpo3FHNwDYsWMHMjMzMXjwYIkqI6JCnMNKRCQzZh5N4DYlHMb21V7b121KOMzr+L2Bqiqv9PR03Lp1q8iatmvXrkWPHj2KrI1LRG8eAysREf2rTJw4EUeOHMGdO3dw4sQJ9OrVC4aGhvjwww/FPjdv3kR0dHSROcNUPtHR0ejevTtcXFygUCiwe/duqUuqdCr7OeaUACIi0jsVmXLxcO9pLP1uPfKz0mBoZgOT6l6w7T0PzRedFvs8OfIjDCyrYNThXCiiyv9aL/o3T7vIyMiAj48Phg4dit69e0tdTqVU2c8xAysREf2rVH13ymv72LUPhl374DdQzb9DUFAQb7ygY5X9HHNKABERERHJGgMrEREREckaAysRERERyZqsA+vKlSvh7u4OU1NTtGzZEqdPn379k4iIiIioUpFtYP35558RFhaGmTNn4ty5c/Dx8UFgYCAePHggdWlERERE9AbJdpWAxYsXY8SIERgyZAgAYPXq1di7dy/WrVuHqVOnFumfnZ2N7OxscTs1NRUAkJaWpvXaCrIztX5MXdLFOdA1nmPd4vnVPZ5j3dK38wvo3znWpvT0dNy+fVvcvnbtGqpUqQI7Ozu4urpKWFnloa/nuPDfhSAIr+ynEF7XQwI5OTkwNzfHjh070LNnT7E9ODgYKSkp+PXXX4s8Z9asWZg9e/YbrJKIiIiItOHevXuoXr16iftlOcL6zz//ID8/H05OThrtTk5OuH79erHPmTZtGsLCwsTtgoICPH78GA4ODlAoFDqtVxvS0tLg6uqKe/fuwdraWupyKiWeY93i+dU9nmPd4vnVPZ5j3dO3cywIAp4+fQoXF5dX9pNlYC0PExMTmJiYaLTZ2tpKU0wFWFtb68UHTJ/xHOsWz6/u8RzrFs+v7vEc654+nWMbG5vX9pHlRVdVqlSBoaEhkpOTNdqTk5OhUqkkqoqIiIiIpCDLwKpUKtG0aVMcPHhQbCsoKMDBgwfh5+cnYWVERERE9KbJdkpAWFgYgoOD0axZM7Ro0QJLly5FRkaGuGpAZWNiYoKZM2cWmdZA2sNzrFs8v7rHc6xbPL+6x3Ose5X1HMtylYBCK1aswMKFC5GUlITGjRtj+fLlaNmypdRlEREREdEbJOvASkREREQkyzmsRERERESFGFiJiIiISNYYWImIiIhI1hhYiYjoXycvLw8bN24sst43EckTL7qiSisrKwuCIMDc3BwAcPfuXezatQteXl4ICAiQuDoikpq5uTmuXbsGNzc3qUupdBYuXIgnT56Uun/16tXx8ccf67Ai0neyXYeVqKLeffdd9O7dG6NHj0ZKSgpatmwJY2Nj/PPPP1i8eDHGjBkjdYl6LSMjA/Pnz8fBgwfx4MEDFBQUaOy/ffu2RJVVLhs3bkTfvn2LrKmYk5ODrVu3YvDgwRJVpv9atGgBtVrNwKoDP/30E1asWIHSjolNmjSJgbWM+vTpg8TExFL39/Lywg8//KDDinSLgVVGCv9hKxQKiSupHM6dO4clS5YAAHbs2AEnJyecP38ev/zyC2bMmMHAWkHDhw/HkSNHMGjQIDg7O/NzqyNDhgxBly5d4OjoqNH+9OlTDBkyhIG1Aj7++GOEhYXh3r17aNq0KSwsLDT2N2rUSKLK9J+hoSHatWtX6v78srfsbt++jfPnz5e6f4sWLXRYje4xsMrAxo0bsXDhQty4cQMAUKdOHUyaNAmDBg2SuDL9lpmZCSsrKwDA/v370bt3bxgYGKBVq1a4e/euxNXpvz/++AN79+5FmzZtpC6lUhMEodg/Bv766y/Y2NhIUFHl0a9fPwDA+PHjxTaFQiGe8/z8fKlK03tl/QOWf/CW3b/tnDGwSmzx4sX44osvMHbsWPEX/7FjxzB69Gj8888/CA0NlbhC/eXp6Yndu3ejV69e2Ldvn3guHzx4AGtra4mr0392dnawt7eXuoxKy9fXFwqFAgqFAp06dYKR0f/+d52fn4/4+Hh06dJFwgr1X3x8vNQlEFEpMbBK7Ntvv8WqVas0vtbr0aMHGjRogFmzZjGwVsCMGTPQv39/hIaGomPHjvDz8wPwfLTV19dX4ur035dffokZM2bgxx9/FC9sI+3p2bMnAECtViMwMBCWlpbiPqVSCXd3d/Tp00ei6ioHzl0l0h8MrBJLTExE69ati7S3bt26TJOpqaj33nsPb731FhITE+Hj4yO2d+rUCb169ZKwssph0aJFuHXrFpycnODu7g5jY2ON/efOnZOossph5syZAAB3d3f07dsXpqamEldUOf30009YvXo14uPjERMTAzc3NyxduhQeHh549913pS5Pb2VnZ2Pjxo2l6isIAuew0msxsErM09MT27Ztw2effabR/vPPP6N27doSVVV5qFQqpKenIzIyEu3atYOZmRmaN2/+r5v7owuFI4CkW8HBwQCerwpQ3GoMNWrUkKKsSmHVqlWYMWMGJkyYgK+//lqcs2pra4ulS5cysFbA559/jqdPn5a6/8u/A+n1MjIyMHTo0FL1rQx/FHAdVon98ssv6Nu3Lzp37izOYT1+/DgOHjyIbdu2cSSwAh49eoQPPvgAhw8fhkKhwI0bN1CzZk0MHToUdnZ2WLRokdQlEr3WjRs3MHToUJw4cUKjnRcGVZyXlxfmzp2Lnj17wsrKChcuXEDNmjVx+fJldOjQAf/884/UJeqt+Ph45Obmlrq/mZkZXF1ddVhR5XP79u0yn2N9/gOXI6wS69OnD06dOoXFixdj9+7dAID69evj9OnTnGdZQaGhoTA2NkZCQgLq168vtvft2xdhYWEMrFoSGxuLa9euAQAaNGjAz62WffTRRzAyMkJ4eDiXD9Oy+Pj4Yj+vJiYmyMjIkKCiyiMoKAitW7d+7ahe4aoMV65cwenTp99QdZXDqVOnyjSK7ejoyMBKFdO0aVNs2rRJ6jIqnf3792Pfvn2oXr26Rnvt2rW5rJUWPHjwAP369UNUVBRsbW0BACkpKfD398fWrVtRtWpVaQusJNRqNWJjY1GvXj2pS6l0PDw8ir1xQEREhMYfuVR2ZmZmWLduXan7N2/eXIfVVE5ff/01Jk+eXOqv+gu/TdBXDKwSMTAweO1IiUKhQF5e3huqqPLJyMgo9ur1x48fF7lrEJXduHHj8PTpU1y5ckX85X716lUEBwdj/Pjx2LJli8QVVg5eXl78alpHwsLCEBISgmfPnkEQBJw+fRpbtmzBvHnz9PqOQHLAdVh1z9jYuEw3DlmxYoUOq9E9BlaJ7Nq1q8R9MTExWL58eZGLK6h07t+/DxcXF7Rt2xYbN27El19+CeD5/xALCgqwYMEC+Pv7S1yl/ouIiMCBAwc0RqK8vLywcuVKBAQESFhZ5fLNN99g8uTJmDt3Lry9vYusxsA1hctv+PDhMDMzw/Tp05GZmYn+/fvDxcUFy5YtE28qQCRX/7Y/ChhYJVLc1adxcXGYOnUqfvvtNwwYMABz5syRoDL916BBA6xcuRILFy5Ex44dcfbsWeTk5GDy5Mm4cuUKHj9+jOPHj0tdpt4rKCgoEp6A53/1848t7encuTOA58uxvYgXXWnHgAEDMGDAAGRmZiI9Pb3ILXCJSB4YWGXg/v37mDlzJn788UcEBgZCrVajYcOGUpelt77++muMGjUKXbp0wdWrV7F69WpYWVkhPT0dvXv3RkhICJydnaUuU+917NgRn3zyCbZs2QIXFxcAwN9//43Q0NAi4YrK7/Dhw1KXUGmtW7cO/v7+8PDwgLm5OW+AISEuWESvw2WtJJSamoq5c+fi22+/RePGjfHNN9+gbdu2UpdVKcTHx2PYsGG4evUq1qxZgx49ekhdUqVz79499OjRA1euXBGXo7l37x4aNmyIPXv2FLnYjUhuateujdu3b6NatWpo37492rdvjw4dOsDT01Pq0vRer169kJSUVOr+9evXL9NFWgR4e3tj5cqVpeorCAImTpyIM2fO6Lgq3WFglciCBQvwzTffQKVSYe7cuVygWkdWrFiB0NBQ1K9fX+Ne7ADvxKQNgiDgwIEDuH79OoDnv3QKv8Im7crMzERCQgJycnI02hs1aiRRRZXD33//jaioKERHR+PIkSO4ceMGnJ2d0aFDB/zf//2f1OURlWjBggV48uRJqftXr14dISEhOqxItxhYJWJgYAAzMzN07twZhoaGJfbbuXPnG6yqcrl79y6GDBmCy5cvY9SoUUUCa+GtL4nk7OHDhxgyZAj++OOPYvdzDqt2ZGZm4ujRo9iyZQs2bdoEQRC4SksF9OnTp0y3F/fy8uLKDGWUm5tbpqkUBgYGRX4P6hP9rVzPDR48WO+v2JOz77//Hp9++ik6d+6MK1eucE1QLVm+fDlGjhwJU1NTLF++/JV9x48f/4aqqtwmTJiAlJQUnDp1Ch06dMCuXbuQnJyMr776ije/qKD9+/cjKioKUVFROH/+POrXr4/27dtjx44daNeundTl6bXbt2/j/Pnzpe7fokULHVZTOTVo0KDUU68EQUBmZiZOnTql46p0hyOsVOl06dIFp0+fxtKlS8u0Rh29noeHB86ePQsHBwd4eHiU2E+hUOD27dtvsLLKy9nZGb/++itatGgBa2trnD17FnXq1MGePXuwYMECHDt2TOoS9ZaBgQGqVq2KTz/9FCNHjhRvgEEV16RJkzJNu2rRogXvdFVGvr6+ZfqjoHnz5no9h5UjrFTp5Ofn4+LFi7zoRwfi4+OL/Zl0JyMjQ1xqyc7ODg8fPkSdOnXg7e3NedgVtHjxYkRHR2PBggVYtmyZeNFVhw4dUKdOHanLI3qlf9s6rAZSF0CkbZGRkQyrb8CcOXOQmZlZpD0rK4trCGtR3bp1ERcXBwDw8fHBd999h7///hurV6/m8mwVNGHCBOzcuRP//PMPIiIi0Lp1a0RERKBhw4b8fwiRzDCwElG5zJ49G+np6UXaMzMzMXv2bAkqqpw++eQT8eKVmTNn4o8//kCNGjWwfPlyzJ07V+Lq9J8gCDh37hwiIyOxb98+HD58GAUFBZz3TiQznBJAROVSeKell124cAH29vYSVFQ5DRw4UPy5adOmuHv3Lq5fv44aNWqgSpUqElam/7p3747jx48jLS0NPj4+6NChA0aMGIF27dpxPmsFZWRkYOjQoaXqKwgCbxxAr8XASkRlYmdnB4VCAYVCgTp16miE1vz8fKSnp2P06NESVli5zJkzBxMnThTvwmRubo4mTZqIUy9mzJghcYX6q169ehg1ahTatm0LGxsbqcupVP744w/k5uaWur+ZmZkOq6mclEolWrduXer++v4HLlcJIKIy+fHHHyEIAoYOHYqlS5dq/KJXKpVwd3eHn5+fhBVWLoaGhkhMTCxyj/tHjx7B0dGR67BqWUpKCkdXtWDLli14+vRpqfs7OjqiZ8+euiuoEho/fjwePnxY6v6enp748ssvdViRbjGwElG5HDlyBG3atNHrhaj1gYGBAZKTk4vMqTx06BD69u1bpl9YpOmbb76Bu7s7+vbtCwD44IMPsGPHDjg7O+P333+Hj4+PxBXqr4YNG2Ly5Mml/qp/5cqVXNaqjBo3bow9e/aU+hy///77en2O+ZuGiMrFysoK165dg7e3NwDg119/xfr16+Hl5YVZs2ZBqVRKXKF+49QL3Vu9ejU2bdoE4PnqIpGRkYiIiMC2bdswadIk7N+/X+IK9ZexsXGZ1sFesWKFDqupnBQKBWrUqFHq/vo+PsnASkTlMmrUKEydOhXe3t64ffs2+vbti969e2P79u3IzMzE0qVLpS5Rry1dulScejF79mxOvdCBpKQkuLq6AgDCw8PxwQcfICAgAO7u7mjZsqXE1em3f9saoVL4t51jBlYiKpc///wTjRs3BgBs374d7du3x+bNm3H8+HH069ePgbWCgoODkZeXB4VCgY4dO4rBirTHzs4O9+7dg6urKyIiIvDVV18BeD4SxbnBRPLCdViJqFwEQUBBQQEA4MCBA+jatSsAwNXVFf/884+UpVUaRkZGGDNmjHieSbt69+6N/v374+2338ajR48QFBQEADh//jw8PT0lro6IXsQRViIql2bNmuGrr75C586dceTIEaxatQrA81u2Ojk5SVxd5dGiRQucP38ebm5uUpdS6SxZsgTu7u64d+8eFixYAEtLSwBAYmIiPv74Y4mr02+5ubmIjo4uVV99n1splbLcVbAynGOuEkBE5XLx4kUMGDAACQkJCAsLw8yZMwEA48aNw6NHj7B582aJK6wctm3bhmnTpiE0NBRNmzaFhYWFxv5GjRpJVBlRyRYsWIAnT56Uun/16tUREhKiw4oqn+joaGRlZZW6v42NDVq1aqXDinSLgZWItOrZs2cwNDSEsbGx1KVUCgYGRWduKRQK8U5jnGtZMTdu3MDhw4fx4MGDIlMveFMGIvlgYCWicktJScGOHTtw69YtTJo0Cfb29jh37hycnJxQrVo1qcurFO7evfvK/ZwqUH7ff/89xowZgypVqkClUmlcRa1QKHDu3DkJqyOiFzGwElG5XLx4EZ06dYKtrS3u3LmDuLg41KxZE9OnT0dCQgI2btwodYlEr+Tm5oaPP/4YU6ZMkboUInoNrhJAROUSFhaGIUOG4MaNGzA1NRXbu3btWuqLLah0bt26hXHjxqFz587o3Lkzxo8fj1u3bkldlt578uQJ3n//fanLIKJSYGAlonI5c+YMRo0aVaS9WrVqSEpKkqCiymnfvn3w8vLC6dOn0ahRIzRq1AinTp1CgwYNEBkZKXV5eu3999/n3ayI9ASXtSKicjExMUFaWlqR9j///LPIfe+p/KZOnYrQ0FDMnz+/SPuUKVPw9ttvS1SZ/vP09MQXX3yBkydPwtvbu8iFguPHj5eoMiJ6GeewElG5DB8+HI8ePcK2bdtgb2+PixcvwtDQED179kS7du14pystMTU1xaVLl1C7dm2N9j///BONGjXCs2fPJKpM/3l4eJS4T6FQ4Pbt22+wmsrL398fbm5u2LBhg9gWHByMe/fu4dChQ9IVRnqFI6xEVC6LFi3Ce++9B0dHR2RlZaF9+/ZISkqCn58fvv76a6nLqzSqVq0KtVpdJLCq1Wo4OjpKVFXlEB8fL3UJ/wpubm5wcXHRaKtWrVqxS7YRlYQjrERUIceOHcPFixeRnp6OJk2aoHPnzlKXVKnMmTMHS5YswdSpU9G6dWsAwPHjx/HNN98gLCwMX3zxhcQVEhHpHgMrEZGMCYKApUuXYtGiRbh//z4AwMXFBZMmTcL48eM11g6lsvvrr7+wZ88eJCQkICcnR2Pf4sWLJapK/+Xm5pbpdqAGBgYwMuKXvlQyBlYiKpfX3cOadwnSvqdPnwIArKysJK6kcjh48CB69OiBmjVr4vr162jYsCHu3LkDQRDQpEkTzq+sgDp16qB69eqvDa2Fd23LyMjA6dOn31B1pI8YWImoXHx9fTW2c3NzER8fDyMjI9SqVYt3CdKyBw8eIC4uDgBQr149rsSgBS1atEBQUBBmz54NKysrXLhwAY6OjhgwYAC6dOmCMWPGSF2i3vL19cX58+dL3b958+Y4c+aMDisifcfxdyIql+J+GaWlpeGjjz5Cr169JKiocnr69Ck+/vhjbNmyRbzXvaGhIfr27YuVK1fCxsZG4gr117Vr17BlyxYAgJGREbKysmBpaYk5c+bg3XffZWCtgLJOVeHUFnodXqJHRFpjbW2N2bNn80IgLRo+fDhOnTqFvXv3IiUlBSkpKQgPD8fZs2eLvXEDlZ6FhYU4b9XZ2Vnj7mH//POPVGURUTE4wkpEWpWamorU1FSpy6g0wsPDsW/fPrz11ltiW2BgIL7//nt06dJFwsr0X6tWrXDs2DHUr18fXbt2xaeffopLly5h586daNWqldTlEdELGFiJqFyWL1+usS0IAhITE/HTTz8hKChIoqoqHwcHh2K/9rexsYGdnZ0EFVUeixcvRnp6OgBg9uzZSE9Px88//4zatWtzhQAimeFFV0RULi/fJcjAwABVq1ZFx44dMW3aNF7JriVr1qzB9u3b8dNPP0GlUgEAkpKSEBwcjN69e3NaAMlSy5YtYWhoWOqlrWxtbfHHH3/ouCrSZwysREQy5uvri5s3byI7Oxs1atQAACQkJMDExKTI3a+4MgMRVVacEkBEJGM9e/aUugSiMvvkk0/w8OHDUvf39PR87drO9O/GEVYiKpdevXqVeimanTt36rgaIpITHx8f7Nmzp1R9BUHABx98wBsH0CtxhJWIysXGxga7du2CjY0NmjVrBgCIjY1FamoqevbsyXUVdSA9PV1ci7WQtbW1RNUQlczAwABubm6l7s+xM3odBlYiKhcnJyd88MEHWL16NQwNDQEA+fn5+Pjjj2FtbY2FCxdKXGHlEB8fj7FjxyIqKgrPnj0T2wVBgEKhQH5+voTV6bc5c+Zg4sSJMDc312jPysrCwoULeXvhCuCNA0jbOCWAiMqlatWqOHbsGOrWravRHhcXh9atW+PRo0cSVVa5tGnTBoIg4JNPPoGTk1ORX+zt27eXqDL9Z2hoiMTERDg6Omq0P3r0CI6OjvxjoAKaNGlSposAW7RowSkB9EocYSWicsnLy8P169eLBNbr168X+dqayu/ChQuIjY0tcp6p4gpHqV924cIF2NvbS1AREZWEgZWIymXIkCEYNmwYbt26hRYtWgAATp06hfnz52PIkCESV1d5NG/eHPfu3WNg1SI7OzsoFAooFArUqVNHI7Tm5+cjPT0do0ePlrBC/ZeVlVXqq/75RS+VBqcEEFG5FBQU4D//+Q+WLVuGxMREAM/vx/7JJ5/g008/Fee1UsXcunULo0ePxsCBA9GwYUMYGxtr7G/UqJFElemvH3/8EYIgYOjQoVi6dKnGncSUSiXc3d3h5+cnYYX6Lzo6GllZWaXub2Njw9vh0isxsBJRhaWlpQHgFeu6cPLkSfTv3x937twR2xQKBS+60oIjR46gTZs2MDLil41EcsfASkQkY15eXqhfvz4mT55c7EVXZVk6iDT9/vvvMDQ0RGBgoEb7vn37UFBQgKCgIIkqI6KXMbASEcmYhYUFLly4AE9PT6lLqXQaNWqE+fPno2vXrhrtERERmDJlCi5cuCBRZUT0MgOpCyAiopJ17NiRwUlHbty4AS8vryLt9erVw82bNyWoiIhKwok7REQy1r17d4SGhuLSpUvw9vYuctFVjx49JKpM/9nY2OD27dtwd3fXaL958yYsLCykKYqIisUpAUREMmZgUPIXYbzoqmJGjRqFmJgY7Nq1C7Vq1QLwPKz26dMHzZs3xw8//CBxhURUiIGViMpl+fLlxbYrFAqYmprC09MT7dq14/JWJFupqano0qULzp49i+rVqwMA/vrrL7Rt2xY7d+6Era2ttAUSkYiBlYjKxcPDAw8fPkRmZibs7OwAAE+ePIG5uTksLS3x4MED1KxZE4cPH4arq6vE1RIVTxAEREZG4sKFCzAzM0OjRo3Qrl07qcsiopcwsBJRuWzZsgVr1qzBDz/8oPF16qhRozBy5Ei0adMG/fr1g0qlwo4dOySuVr8sX74cI0eOhKmpaYkj2YXGjx//hqqq3J49ewYTE5Nib9VKRNJjYCWicqlVqxZ++eUXNG7cWKP9/Pnz6NOnD27fvo0TJ06gT58+4p2wqHQ8PDxw9uxZODg4wMPDo8R+CoUCt2/ffoOVVS4FBQX4+uuvsXr1aiQnJ+PPP/9EzZo18cUXX8Dd3R3Dhg2TukQi+v+4SgARlUtiYiLy8vKKtOfl5SEpKQkA4OLigqdPn77p0vRefHx8sT+Tdn311Vf48ccfsWDBAowYMUJsb9iwIZYuXcrASiQjXIeViMrF398fo0aNwvnz58W28+fPY8yYMejYsSMA4NKlS68cISSS0saNG7FmzRoMGDBA4+JAHx8fXL9+XcLKiOhlHGElonJZu3YtBg0ahKZNm4prg+bl5aFTp05Yu3YtAMDS0hKLFi2Ssky9l5+fjw0bNuDgwYN48OABCgoKNPYfOnRIosr0399//13sHcQKCgqQm5srQUVEVBIGViIqF5VKhcjISFy/fh1//vknAKBu3bqoW7eu2Mff31+q8iqNTz75BBs2bEC3bt3QsGFDXhSkRV5eXjh69Cjc3Nw02nfs2AFfX1+JqiKi4jCwElGF1KtXD/Xq1ZO6jEpr69at2LZtW5H73VPFzZgxA8HBwfj7779RUFCAnTt3Ii4uDhs3bkR4eLjU5RHRC7hKABGVC7+qfjNcXFwQFRWFOnXqSF1KpXT06FHMmTMHFy5cQHp6Opo0aYIZM2YgICBA6tKI6AUMrERULmPHjhW/qnZ2di7yVfWSJUskqqxyWbRoEW7fvo0VK1ZwOoAW5eXlYe7cuRg6dKh4lysiki8GViIqlypVqmDjxo38qlrHevXqhcOHD8Pe3h4NGjQQL3ArtHPnTokq03+Wlpa4fPky3N3dpS6FiF6Dc1iJqFyUSmWxV1iTdtna2qJXr15Sl1EpderUCUeOHGFgJdIDHGElonLhV9Wk71avXo3Zs2djwIABaNq0KSwsLDT29+jRQ6LKiOhlDKxEVC78qlq37Ozsiv1DwMbGBnXq1MHEiRPx9ttvS1BZ5WFgUPK9cxQKBfLz899gNUT0KpwSQETlwq+qdWvp0qXFtqekpCA2NhbvvPMOduzYge7du7/ZwiqRl1e2ICL54ggrEZEeWrx4MXbs2IETJ05IXYpeys3NhZmZGdRqNRo2bCh1OUT0GiV/H0JEVAoPHz7EsWPHcOzYMTx8+FDqcv413nnnHd7vvgKMjY1Ro0YNfu1PpCcYWImoXDIyMjB06FA4OzujXbt2aNeuHVxcXDBs2DBkZmZKXV6ll52dDaVSKXUZeu3zzz/HZ599hsePH0tdChG9BqcEEFG5jBo1CgcOHMCKFSvQpk0bAMCxY8cwfvx4vP3221i1apXEFVZuEyZMwPXr1xERESF1KXrL19cXN2/eRG5uLtzc3IqsEnDu3DmJKiOil/GiKyIql19++QU7duxAhw4dxLauXbvCzMwMH3zwAQNrBYWFhRXbnpqainPnzuHPP/9EdHT0G66qcunZs6fUJRBRKTGwElG5ZGZmwsnJqUi7o6MjpwRowfnz54ttt7a2xttvv42dO3fCw8PjDVdVucycOVPqEoiolDglgIjKpVOnTnBwcMDGjRthamoKAMjKykJwcDAeP36MAwcOSFwhUenExsbi2rVrAIAGDRrA19dX4oqI6GUMrERULpcuXUKXLl2QnZ0NHx8fAMCFCxdgamqKffv2oUGDBhJXSPRqDx48QL9+/RAVFQVbW1sAz9e59ff3x9atW1G1alVpCyQiEQMrEZVbZmYmNm3aJC6vVL9+fQwYMABmZmYSV0b0en379sXt27exceNG1K9fHwBw9epVBAcHw9PTE1u2bJG4QiIqxMBKRGWWm5uLevXqITw8XPxFT6RvbGxscODAATRv3lyj/fTp0wgICEBKSoo0hRFREVyHlYjKzNjYGM+ePZO6DKIKKSgogLGxcZF2Y2Nj3raVSGYYWImoXEJCQvDNN98gLy9P6lKIyqVjx4745JNPcP/+fbHt77//RmhoKDp16iRhZUT0Mk4JIKJy6dWrFw4ePAhLS0t4e3sXWXR9586dElVGVDr37t1Djx49cOXKFbi6uoptDRs2xJ49e1C9enWJKySiQlyHlYjKxdbWFn369JG6DKJyc3V1xblz53DgwAGNCwc7d+4scWVE9DKOsBJRmcTHx3PBeiIieqM4h5WIyqRWrVrw8PDA0KFD8X//93/466+/pC6JqEwOHToELy8vpKWlFdmXmpqKBg0a4OjRoxJURkQl4QgrEZVJVFSU+Dh16hRycnJQs2ZNdOzYEf7+/vD39y/2lq1EctGjRw/4+/sjNDS02P3Lly/H4cOHsWvXrjdcGRGVhIGViMrt2bNnOHHihBhgT58+La7ReuXKFanLIyqWm5sbIiIiSlxD+Pr16wgICEBCQsIbroyISsLASkQVlpOTg+PHj+OPP/7Ad999h/T0dOTn50tdFlGxTE1NcfnyZXh6eha7/+bNm/D29kZWVtYbroyISsI5rERUZjk5OYiOjsbs2bPh7+8PW1tbjB49Gk+ePMGKFSsQHx8vdYlEJapWrRouX75c4v6LFy/C2dn5DVZERK/DEVYiKpOOHTvi1KlT8PDwQPv27dG2bVu0b9+ev+BJb4wbNw5RUVE4c+YMTE1NNfZlZWWhRYsW8Pf3x/LlyyWqkIhexsBKRGVibGwMZ2dn9OzZEx06dED79u3h4OAgdVlEpZacnIwmTZrA0NAQY8eORd26dQE8n7u6cuVK5Ofn49y5c7x4kEhGGFiJqEwyMjJw9OhRREVF4fDhw1Cr1ahTpw7at28vBtiqVatKXSbRK929exdjxozBvn37UPhrUKFQIDAwECtXruRaw0Qyw8BKRBXy9OlTHDt2DIcPH0ZUVBQuXLiA2rVrv3KOIJFcPHnyBDdv3oQgCKhduzbs7OykLomIisFbsxJRhVhYWMDe3h729vaws7ODkZERrl27JnVZRKViZ2eH5s2bS10GEb0GR1iJqEwKCgpw9uxZcUrA8ePHkZGRgWrVqok3DvD394ebm5vUpRIRUSXBwEpEZWJtbY2MjAyoVCoxnHbo0AG1atWSujQiIqqkGFiJqEy+++47+Pv7o06dOlKXQkRE/xIMrEREREQka7zTFRERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEVVYhw4dMGHChFL3v3PnDhQKBdRqdbleb9asWWjcuHG5nqtP4uLioFKp8PTpU7Ft9+7d8PT0hKGhYZnO+b+Bu7s7oqKipC5Db+Xk5MDd3R1nz56VuhSiIhhYiWREoVBg9+7dZXrO1q1boVAo0LNnT53UVBo7d+7El19+Wer+rq6uSExMRMOGDTXa7969CzMzM6Snp2u7xCKioqKgUCiQkpJSoePMmjULCoVC41GvXj2NPs+ePUNISAgcHBxgaWmJPn36IDk5+bXHnjZtGsaNGwcrKyuxbdSoUXjvvfdw7949fPnll3j27Bk++ugjeHt7w8jISKufg8ePH2PAgAGwtraGra0thg0b9sr/NoV/iBT32L59u9ivuP1bt24V9x87dgxt2rSBg4MDzMzMUK9ePSxZskRr70tqUVFRaNKkCUxMTODp6YkNGza8sn9xnzGFQgELCwuxz86dO9GsWTPY2trCwsICjRs3xk8//aRxnJ07dyIgIAAODg7F/sGoVCoxceJETJkyRVtvlUhrGFiJ9NidO3cwceJEtG3bVtI67O3tNULV6xgaGkKlUsHISPPu0L/++iv8/f1haWmp7RJ1qkGDBkhMTBQfx44d09gfGhqK3377Ddu3b8eRI0dw//599O7d+5XHTEhIQHh4OD766COxLT09HQ8ePEBgYCBcXFxgZWWF/Px8mJmZYfz48ejcubNW39eAAQNw5coVREZGIjw8HNHR0Rg5cmSJ/Qv/EHnxMXv2bFhaWiIoKEij7/r16zX6vRi0LSwsMHbsWERHR+PatWuYPn06pk+fjjVr1mj1/UkhPj4e3bp1g7+/P9RqNSZMmIDhw4dj3759JT5n4sSJRc6rl5cX3n//fbGPvb09Pv/8c8TExODixYsYMmQIhgwZonHcjIwMvPXWW/jmm29KfK0BAwbg2LFjuHLlinbeMJG2CERUYWlpaUL//v0Fc3NzQaVSCYsXLxbat28vfPLJJ2IfNzc3Yc6cOUK/fv0Ec3NzwcXFRVixYoXGfgDiw83N7ZWvmZeXJ7Ru3Vr44YcfhODgYOHdd9/V2P/48WNh0KBBgq2trWBmZiZ06dJF+PPPP195zMOHDwsAhIiICKFx48aCqamp4O/vLyQnJwu///67UK9ePcHKykr48MMPhYyMDPF5xb3Xr7/+WhgyZIhgaWkpuLq6Ct999524Pz4+XgAgnD9/XuP1O3bsKKxatUqspXnz5oK5ublgY2MjtG7dWrhz544gCIIwc+ZMwcfHR9i4caPg5uYmWFtbC3379hXS0tLEYz179kwYN26cULVqVcHExERo06aNcPr0aY3Xf/ERHBwsCIIgbN++XWjYsKFgamoq2NvbC506dRLS09NLPGeFtZQkJSVFMDY2FrZv3y62Xbt2TQAgxMTElPi8hQsXCs2aNRO3C//bvPg4fPiwxnOK+xyU19WrVwUAwpkzZ8S2P/74Q1AoFMLff/9d6uM0btxYGDp0qEYbAGHXrl1lqqdXr17CwIEDX9nHzc2tyDl50T///CP069dPcHFxEczMzISGDRsKmzdv1uiTn58vfPPNN0KtWrUEpVIpuLq6Cl999ZW4/969e0K/fv0EOzs7wdzcXGjatKlw8uTJUr+PyZMnCw0aNNBo69u3rxAYGFjqY6jVagGAEB0d/cp+vr6+wvTp04u0l/Tvr5C/v3+xzyOSEkdYibQgLCwMx48fx549exAZGYmjR4/i3LlzRfotXLgQPj4+OH/+PKZOnYpPPvkEkZGRAIAzZ84A+N/IU+F2SebMmQNHR0cMGzas2P0fffQRzp49iz179iAmJgaCIKBr167Izc197fuZNWsWVqxYgRMnTuDevXv44IMPsHTpUmzevBl79+7F/v378e23377yGIsWLUKzZs1w/vx5fPzxxxgzZgzi4uJK7J+SkoJjx46hR48eyMvLQ8+ePdG+fXtcvHgRMTExGDlyJBQKhdj/1q1b2L17N8LDwxEeHo4jR45g/vz54v7Jkyfjl19+wY8//ohz587B09MTgYGBePz4MVxdXfHLL78AeD5PNDExEcuWLUNiYiI+/PBDDB06FNeuXUNUVBR69+4N4TX3V7lx4wZcXFxQs2ZNDBgwAAkJCeK+2NhY5Obmaox+1qtXDzVq1EBMTEyJxzx69CiaNWsmbrdu3Vo8f7/88gsSExPRunXrV9ZVqPCr+rLM74yJiYGtra1GDZ07d4aBgQFOnTpVqmPExsZCrVYX+xkNCQlBlSpV0KJFC6xbt+6V5/j8+fM4ceIE2rdvX+r6i/Ps2TM0bdoUe/fuxeXLlzFy5EgMGjQIp0+fFvtMmzYN8+fPxxdffIGrV69i8+bNcHJyAvB8hLt9+/b4+++/sWfPHly4cAGTJ09GQUEBgNKd55iYmCIj4YGBga/8LLzshx9+QJ06dUr8ZkUQBBw8eBBxcXFo165dqY9bqEWLFjh69GiZn0ekU9LmZSL9l5aWVmQELSUlRTA3Ny8y6tilSxeN5/bt21cICgoSt1HKkaejR48K1apVEx4+fCgIQtGRtT///FMAIBw/flxs++effwQzMzNh27ZtJR63cBTvwIEDYtu8efMEAMKtW7fEtlGjRmmMCBU3wvriaFhBQYHg6Ogojp4WN8KzadMmcUTx0aNHAgAhKiqq2DpnzpwpmJuba4yoTpo0SWjZsqUgCIKQnp4uGBsbC5s2bRL35+TkCC4uLsKCBQs03uuTJ0/EPrGxsQIAcSS3NH7//Xdh27ZtwoULF4SIiAjBz89PqFGjhljbpk2bBKVSWeR5zZs3FyZPnlzicX18fIQ5c+ZotD158qTYkdVCJY2w/vXXX0LdunWFU6dOlfp9ff3110KdOnWKtFetWlX473//W6pjjBkzRqhfv36R9jlz5gjHjh0Tzp07J8yfP18wMTERli1bVqRftWrVBKVSKRgYGBQ5F8V53Qhrcbp16yZ8+umngiA8/7dsYmIifP/998X2/e677wQrKyvh0aNHxe4vzXmuXbu2MHfuXI22vXv3CgCEzMzM19ablZUl2NnZCd98802RfSkpKYKFhYVgZGQkmJiYCGvXri32GK8bYV22bJng7u7+2lqI3iSOsBJV0O3bt5Gbm4sWLVqIbTY2Nqhbt26Rvn5+fkW2r127VuKxExISYGlpKT7mzp2Lp0+fYtCgQfj+++9RpUqVYp937do1GBkZoWXLlmKbg4MD6tatK75eUFCQeNwGDRpoPL9Ro0biz05OTjA3N0fNmjU12h48eFBi3S8fQ6FQQKVSvfI5v/76K3r06AHg+Xy8jz76CIGBgejevbs4+vkid3d3jXmzzs7O4vFv3bqF3NxctGnTRtxvbGyMFi1avPJ8+/j4oFOnTvD29sb777+P77//Hk+ePAHwfMTzxf8WmzZtAvD8PL7//vto1KgRAgMD8fvvvyMlJQXbtm175fl5naysLJiamlboGIWqVauG69eva3xGdS0rKwubN28udnT1iy++QJs2beDr64spU6Zg8uTJWLhwYZF+R48exdmzZ7F69WosXboUW7ZsqVBN+fn5+PLLL+Ht7Q17e3tYWlpi37594oj4tWvXkJ2djU6dOhX7fLVaDV9fX9jb2xe7/02c5127duHp06cIDg4uss/KygpqtRpnzpzB119/jbCwsHKtmmBmZobMzEwtVEukPUav70JEUnFxcdG4ktfe3h63bt3CnTt30L17d7G98CtJIyOjV37t/qIffvgBWVlZAJ6HuRe9uK1QKIrsVygU4muWpCzPycnJQUREBD777DOxbf369Rg/fjwiIiLw888/Y/r06YiMjESrVq3KfPzSMjQ0RGRkJE6cOCFOe/j8889x6tQpNGvWTOO/ReHXxC+ztbVFnTp1cPPmTQCASqVCTk4OUlJSYGtrK/ZLTk6GSqUqsZYqVaqIYVkKxf2BkZeXh8ePH7+y7kI7duxAZmYmBg8e/Nq+LVu2xJdffons7GyYmJiI7R4eHgAAb29vJCcnY9asWfjwww/L+E7+Z+HChVi2bBmWLl0Kb29vWFhYYMKECcjJyQHwPKi9yuv2l4ZKpSqyQkRycjKsra1LdfwffvgB77zzTrGfPwMDA3h6egIAGjdujGvXrmHevHno0KFDmWp8/PgxqlatWqbnEOkaR1iJKqhmzZowNjbWmHOampqKP//8s0jfkydPFtmuX7++uG1sbIz8/Hxx28jICJ6enuLD3t4e9erVw6VLl6BWq8VHjx49xKuOXV1dUb9+feTl5WnMNXz06BHi4uLg5eUF4PloUOFx3dzctHY+yiMqKgp2dnbw8fHRaPf19cW0adNw4sQJNGzYEJs3by7V8WrVqgWlUonjx4+Lbbm5uThz5oz4/pVKJQBonG/gefBt06YNZs+ejfPnz0OpVGLXrl0wMzPT+G9R0qoI6enpuHXrFpydnQEATZs2hbGxMQ4ePCj2iYuLQ0JCQpER95ff+9WrV0v1fnXBz88PKSkpiI2NFdsOHTqEgoICjZH7kqxduxY9evQoVfBRq9Wws7PTCKsvKygoQHZ2dumKL8Hx48fx7rvvYuDAgfDx8UHNmjU1/p3Wrl0bZmZmGv+tXtSoUSOo1Wo8fvy43DX4+fkVOX5kZOQrPwuF4uPjcfjw4RLnrb+svOfs8uXL8PX1LfPziHSJgZWogqysrBAcHIxJkybh8OHDuHLlCoYNGwYDAwONi4SA578wFyxYgD///BMrV67E9u3b8cknn4j73d3dcfDgQSQlJZU4umZqaoqGDRtqPGxtbWFlZYWGDRtCqVSidu3aePfddzFixAgcO3YMFy5cwMCBA1GtWjW8++67Oj0f5bFnzx5xOgDw/BfztGnTEBMTg7t372L//v24ceOGRrh/FQsLC4wZMwaTJk1CREQErl69ihEjRiAzM1P8Ze/m5gaFQoHw8HA8fPgQ6enpOHXqFObOnYuzZ88iISEBO3fuxMOHD1/5uhMnTsSRI0dw584dnDhxAr169YKhoaE4EmhjY4Nhw4YhLCwMhw8fRmxsLIYMGQI/Pz9xtLg4hRfivByoi3P16lUxSKWmpop/yBT6+++/Ua9ePY2Li16nfv366NKlC0aMGIHTp0/j+PHjGDt2LPr16wcXF5dXHvfmzZuIjo7G8OHDixz3t99+ww8//IDLly/j5s2bWLVqFebOnYtx48aJfVauXInffvsNN27cwI0bN7B27Vr85z//wcCBA0tdf3Fq164tjqBfu3YNo0aN0hjtNDU1FacobNy4Ebdu3cLJkyexdu1aAMCHH34IlUqFnj174vjx47h9+zZ++eUX8YKp0pzn0aNH4/bt25g8eTKuX7+O//73v9i2bRtCQ0PFPitWrCh2WsK6devg7OxcZIkwAJg3bx4iIyNx+/ZtXLt2DYsWLcJPP/2kcc4eP34MtVot/iEUFxcHtVqNpKQkjWMdPXoUAQEBpTmlRG+O1JNoiSqD4pa1atGihTB16lSxj5ubmzB79mzh/fffF/u9fKHJnj17BE9PT8HIyOi1y1q96FXLWtnY2AhmZmZCYGBgqZe1evFCpPXr1ws2NjYa/V5eyqm4i66WLFmi8RwfHx9h5syZgiAUvejD1dVViIyMFPsmJSUJPXv2FJydnQWlUim4ubkJM2bMEPLz84t9fUEQhCVLlmics6ysLGHcuHFClSpViixrVWjOnDmCSqUSFAqFEBwcLFy9elUIDAwUl8KqU6eO8O23377ynPXt21ess1q1akLfvn2FmzdvavTJysoSPv74Y3EppF69egmJiYmvPG5ubq7g4uIiREREiG0lXXT18pJohY9Chee7rBckPXr0SPjwww8FS0tLwdraWhgyZIjw9OnT1x532rRpgqurq/jf60V//PGH0LhxY8HS0lKwsLAQfHx8hNWrV2v0Xb58udCgQQPB3NxcsLa2Fnx9fYX//ve/xR7v5fPwqvf46NEj4d133xUsLS0FR0dHYfr06cLgwYM1/u3k5+cLX331leDm5iYYGxsLNWrU0LhI6s6dO0KfPn0Ea2trwdzcXGjWrJl4kVVpz/Phw4eFxo0bC0qlUqhZs6awfv16jf0zZ84s8u8/Pz9fqF69uvDZZ58Ve8zPP/9c8PT0FExNTQU7OzvBz89P2Lp1q0af9evXF/s5Kfx3KQiCcOLECcHW1rZUF4ARvUkKQXjNei1EVGYZGRmoVq0aFi1aJI7oubu7Y8KECbyd5kvOnTuHjh074uHDh0Xmpf7brVy5Env27HnlovL0P+7u7tiwYUOZ52zS//Tt2xc+Pj4a88mJ5IAXXRFpwfnz58Wrg1NTUzFnzhwAkOXX73KTl5eHb7/9lmG1GKNGjUJKSgqePn1apjuJEZVHTk4OvL29NaYnEMkFAyuRlvznP/9BXFwclEolmjZtiqNHj5a47BT9T4sWLd7ockv6xMjICJ9//rnUZdC/hFKpxPTp06Uug6hYnBJARESVwtKlS9GzZ0+4u7tLXQoRaRkDKxERERHJGpe1IiIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZ+3/AYC6RzFYccwAAAABJRU5ErkJggg==","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��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"]},{"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 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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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dugQPDw+4u7vj/v37AICHDx8qvX788UcoFAp4eXmJ+3jdzxMRERFVbwpBEIQ3/rBCgX379mHIkCEAXoyuWltbY+7cufjoo48AAOnp6bCwsMDWrVsxcuRIxMXFwcHBAdHR0ejQoQMAICgoCP3798e9e/dgbW2NjRs34pNPPkFSUhK0tbUBAAsWLMD+/ftx9erVUmvJzc1Fbm6u+D4jIwM2NjZIT0+HoaHhm56iyG7Bn2+9j8pye9UAqUt4Izk5OTAwMMCBAwcwYMD/PwdnZ2f069cPK1asKPGZIUOG4NmzZwgJCQGAcv08ERERkTxlZGTAyMjotXlNpXNYExISkJSUBHd3d7HNyMgInTt3RkREBAAgIiICxsbGYrgAAHd3d2hoaCAyMlLs06NHDzGsAoCnpyfi4+Px9OnTUo+9cuVKGBkZiS8bGxtVnhpVgoKCAhQWFkJXV1epXU9PD+Hh4SX6Jycn488//8T48ePFtvL8PBEREVH1ptLAmpSUBACwsLBQarewsBC3JSUlwdzcXGm7pqYmTE1NlfqUto9/H+NlCxcuRHp6uvi6e/fu258QVSoDAwO4uLjgs88+w4MHD1BYWIiff/4ZERERePjwYYn+27Ztg4GBAYYNGya2lefniYiIiKo3tVklQEdHB4aGhkovkr+ffvoJgiCgfv360NHRQUBAAP7zn/9AQ6Pkj+aPP/4Ib2/vEiOyREREpN5UGlgtLS0BvPjq9t+Sk5PFbZaWlkhJSVHaXlBQgNTUVKU+pe3j38cg9dC4cWOcOHECmZmZuHv3LqKiopCfn49GjRop9Tt58iTi4+Px4YcfKrWX5+eJiIiIqjeVBlZ7e3tYWlqKN8QALybTRkZGwsXFBQDg4uKCtLQ0xMTEiH2OHTuGoqIidO7cWewTFhaG/Px8sU9wcDCaN28OExMTVZZMMqGvrw8rKys8ffoUR44cweDBg5W2BwYGwtnZGU5OTkrt5fl5IiIiouqtwoE1MzMTsbGxiI2NBfDiRqvY2FgkJiZCoVBg1qxZWLFiBQ4ePIhLly5hzJgxsLa2FlcSaNmyJfr27YsJEyYgKioKp06dwrRp0zBy5Ejxju5Ro0ZBW1sb48ePx5UrV7Br1y6sW7cOc+bMUdmJkzwcOXIEQUFBSEhIQHBwMNzc3NCiRQuMHTtW7JORkYHdu3eXGF0FyvfzRERERNVbhZe1Cg0NhZubW4l2Hx8fbN26FYIgYMmSJdi8eTPS0tLwzjvv4Ntvv0WzZs3EvqmpqZg2bRr++OMPaGhowMvLCwEBAahTp47Y5+LFi/D19UV0dDTq1q2L6dOnY/78+eWus7zLJJQXl7V6M6+7bllxJ5EWtg0Fzx6jlq4BajfvCuMeY6Choy/2eRYbhKch36PBtO1K7cUKc54hNXgTcm5GAVCgdvOuMHWfBA1tvTKPK+drRkREVFOUN6+91TqscsbAKg9yvW5yvmZEREQ1hSTrsBIRERERqRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJmsoDa2FhIRYtWgR7e3vo6emhcePG+OyzzyAIgthHEAQsXrwYVlZW0NPTg7u7O65fv660n9TUVHh7e8PQ0BDGxsYYP348MjMzVV0uEREREcmcygPr6tWrsXHjRqxfvx5xcXFYvXo1/Pz88M0334h9/Pz8EBAQgE2bNiEyMhL6+vrw9PTE8+fPxT7e3t64cuUKgoODcejQIYSFhWHixImqLpeIiIiIZE5T1Ts8ffo0Bg8ejAEDBgAA7OzssHPnTkRFRQF4Mbrq7++PTz/9FIMHDwYAbN++HRYWFti/fz9GjhyJuLg4BAUFITo6Gh06dAAAfPPNN+jfvz++/PJLWFtblzhubm4ucnNzxfcZGRmqPjUiIiIikoDKR1i7du2KkJAQXLt2DQBw4cIFhIeHo1+/fgCAhIQEJCUlwd3dXfyMkZEROnfujIiICABAREQEjI2NxbAKAO7u7tDQ0EBkZGSpx125ciWMjIzEl42NjapPjYiIiIgkoPIR1gULFiAjIwMtWrRArVq1UFhYiM8//xze3t4AgKSkJACAhYWF0ucsLCzEbUlJSTA3N1cuVFMTpqamYp+XLVy4EHPmzBHfZ2RkMLQSERERqQGVB9bffvsNO3bswC+//AJHR0fExsZi1qxZsLa2ho+Pj6oPJ9LR0YGOjk6l7Z+IiIiIpKHywDpv3jwsWLAAI0eOBAC0bt0ad+7cwcqVK+Hj4wNLS0sAQHJyMqysrMTPJScno23btgAAS0tLpKSkKO23oKAAqamp4ueJiIiIqGZQ+RzW7OxsaGgo77ZWrVooKioCANjb28PS0hIhISHi9oyMDERGRsLFxQUA4OLigrS0NMTExIh9jh07hqKiInTu3FnVJRMRERGRjKl8hHXgwIH4/PPP0bBhQzg6OuL8+fNYu3Ytxo0bBwBQKBSYNWsWVqxYgaZNm8Le3h6LFi2CtbU1hgwZAgBo2bIl+vbtiwkTJmDTpk3Iz8/HtGnTMHLkyFJXCCAiIiIi9aXywPrNN99g0aJFmDp1KlJSUmBtbY1JkyZh8eLFYp+PP/4YWVlZmDhxItLS0vDOO+8gKCgIurq6Yp8dO3Zg2rRp6N27NzQ0NODl5YWAgABVl0tEREREMqcQ/v0IKjWSkZEBIyMjpKenw9DQ8K33Z7fgTxVUVTlurxogdQllkut1k/M1IyIiqinKm9dUPoeViIiIiEiVGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWKiWw3r9/Hx988AHMzMygp6eH1q1b4+zZs+J2QRCwePFiWFlZQU9PD+7u7rh+/brSPlJTU+Ht7Q1DQ0MYGxtj/PjxyMzMrIxyiYiIiEjGVB5Ynz59im7dukFLSwuHDx/GP//8g6+++gomJiZiHz8/PwQEBGDTpk2IjIyEvr4+PD098fz5c7GPt7c3rly5guDgYBw6dAhhYWGYOHGiqsslIiIiIpnTVPUOV69eDRsbG2zZskVss7e3F/8sCAL8/f3x6aefYvDgwQCA7du3w8LCAvv378fIkSMRFxeHoKAgREdHo0OHDgCAb775Bv3798eXX34Ja2trVZdNRERERDKl8hHWgwcPokOHDnj//fdhbm6Odu3a4fvvvxe3JyQkICkpCe7u7mKbkZEROnfujIiICABAREQEjI2NxbAKAO7u7tDQ0EBkZGSpx83NzUVGRobSi4iIiIiqP5UH1lu3bmHjxo1o2rQpjhw5gilTpmDGjBnYtm0bACApKQkAYGFhofQ5CwsLcVtSUhLMzc2VtmtqasLU1FTs87KVK1fCyMhIfNnY2Kj61IiIiIhIAioPrEVFRWjfvj2++OILtGvXDhMnTsSECROwadMmVR9KycKFC5Geni6+7t69W6nHIyIiIqKqofLAamVlBQcHB6W2li1bIjExEQBgaWkJAEhOTlbqk5ycLG6ztLRESkqK0vaCggKkpqaKfV6mo6MDQ0NDpRcRERERVX8qD6zdunVDfHy8Utu1a9dga2sL4MUNWJaWlggJCRG3Z2RkIDIyEi4uLgAAFxcXpKWlISYmRuxz7NgxFBUVoXPnzqoumYiIiIhkTOWrBMyePRtdu3bFF198geHDhyMqKgqbN2/G5s2bAQAKhQKzZs3CihUr0LRpU9jb22PRokWwtrbGkCFDALwYke3bt684lSA/Px/Tpk3DyJEjuUIAERERUQ2j8sDasWNH7Nu3DwsXLsTy5cthb28Pf39/eHt7i30+/vhjZGVlYeLEiUhLS8M777yDoKAg6Orqin127NiBadOmoXfv3tDQ0ICXlxcCAgJUXS4RERERyZxCEARB6iIqQ0ZGBoyMjJCenq6S+ax2C/5UQVWV4/aqAVKXUCa5Xjc5XzMiIqKaorx5rVIezUpEREREpCoMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQka5UeWFetWgWFQoFZs2aJbc+fP4evry/MzMxQp04deHl5ITk5WelziYmJGDBgAGrXrg1zc3PMmzcPBQUFlV0uEREREclMpQbW6OhofPfdd2jTpo1S++zZs/HHH39g9+7dOHHiBB48eIBhw4aJ2wsLCzFgwADk5eXh9OnT2LZtG7Zu3YrFixdXZrlEREREJEOVFlgzMzPh7e2N77//HiYmJmJ7eno6AgMDsXbtWvTq1QvOzs7YsmULTp8+jTNnzgAA/v77b/zzzz/4+eef0bZtW/Tr1w+fffYZNmzYgLy8vMoqmYiIiIhkqNICq6+vLwYMGAB3d3el9piYGOTn5yu1t2jRAg0bNkRERAQAICIiAq1bt4aFhYXYx9PTExkZGbhy5Uqpx8vNzUVGRobSi4iIiIiqP83K2Omvv/6Kc+fOITo6usS2pKQkaGtrw9jYWKndwsICSUlJYp9/h9Xi7cXbSrNy5UosW7ZMBdUTERERkZyofIT17t27mDlzJnbs2AFdXV1V775MCxcuRHp6uvi6e/dulR2biIiIiCqPygNrTEwMUlJS0L59e2hqakJTUxMnTpxAQEAANDU1YWFhgby8PKSlpSl9Ljk5GZaWlgAAS0vLEqsGFL8v7vMyHR0dGBoaKr2IiIiIqPpTeWDt3bs3Ll26hNjYWPHVoUMHeHt7i3/W0tJCSEiI+Jn4+HgkJibCxcUFAODi4oJLly4hJSVF7BMcHAxDQ0M4ODioumQiIiIikjGVz2E1MDBAq1atlNr09fVhZmYmto8fPx5z5syBqakpDA0NMX36dLi4uKBLly4AAA8PDzg4OGD06NHw8/NDUlISPv30U/j6+kJHR0fVJRMRERGRjFXKTVev8/XXX0NDQwNeXl7Izc2Fp6cnvv32W3F7rVq1cOjQIUyZMgUuLi7Q19eHj48Pli9fLkW5RERERCShKgmsoaGhSu91dXWxYcMGbNiwoczP2Nra4q+//qrkyoiIiIhI7ir90axERERERG+DgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWoGlm5ciU6duwIAwMDmJubY8iQIYiPj1fqM2nSJDRu3Bh6enqoV68eBg8ejKtXryr1iY6ORu/evWFsbAwTExN4enriwoULVXkqRERE5cbASlSNnDhxAr6+vjhz5gyCg4ORn58PDw8PZGVliX2cnZ2xZcsWxMXF4ciRIxAEAR4eHigsLAQAZGZmom/fvmjYsCEiIyMRHh4OAwMDeHp6Ij8/X6pTIyIiKpNCEARB6iIqQ0ZGBoyMjJCeng5DQ8O33p/dgj9VUFXluL1qgNQllEmu103O16wiHj16BHNzc5w4cQI9evQotc/Fixfh5OSEGzduoHHjxjh79iw6duyIxMRE2NjYAAAuXbqENm3a4Pr162jSpElVngIREdVg5c1rHGElqsbS09MBAKampqVuz8rKwpYtW2Bvby+G0+bNm8PMzAyBgYHIy8tDTk4OAgMD0bJlS9jZ2VVV6UREROXGwEpUTRUVFWHWrFno1q0bWrVqpbTt22+/RZ06dVCnTh0cPnwYwcHB0NbWBgAYGBggNDQUP//8M/T09FCnTh0EBQXh8OHD0NTUlOJUiIiIXomBlaia8vX1xeXLl/Hrr7+W2Obt7Y3z58/jxIkTaNasGYYPH47nz58DAHJycjB+/Hh069YNZ86cwalTp9CqVSsMGDAAOTk5VX0aREREr8XASlQNTZs2DYcOHcLx48fRoEGDEtuNjIzQtGlT9OjRA3v27MHVq1exb98+AMAvv/yC27dvY8uWLejYsSO6dOmCX375BQkJCThw4EBVn0qVKM/qCs+fP4evry/MzMxQp04deHl5ITk5WakPV1cgIpIGAytRNSIIAqZNm4Z9+/bh2LFjsLe3L9dnBEFAbm4uACA7OxsaGhpQKBRin+L3RUVFlVa7lMqzusLs2bPxxx9/YPfu3Thx4gQePHiAYcOGidu5ugIRkXQ4YY2oGvH19cUvv/yCAwcOwMDAAElJSQBejKjq6enh1q1b2LVrFzw8PFCvXj3cu3cPq1atgp6eHvr37w8A6NOnD+bNmwdfX19Mnz4dRUVFWLVqFTQ1NeHm5ibl6VWaoKAgpfdbt26Fubk5YmJi0KNHD6SnpyMwMBC//PILevXqBQDYsmULWrZsiTNnzqBLly64evUqUlNTsXz5cvEGtiVLlqBNmza4c+cOV1cgIqpEDKxEMvOqpcDubNwIAOjZs6dSu1n/WajT2h0Fz57gSdDv+HSFH4qeZ6KWvjF0bBxhPOwLdFobLfY3Gvwpfjy4E5t+3A6FQgFti0YwHrgILuvOvbI2dVkO7OXVFWJiYpCfnw93d3exT4sWLdCwYUNERESgS5cuSqsr/O9//0NhYSFXVyAiqiIMrETViO38Q6/crmlgBov3l712P3r27aBn305VZVUrpa2ukJSUBG1tbRgbGyv1tbCwEEexi1dXGDJkCD777DMAQNOmTXHkyBGurkBEVMk4h5WIapRXra7wKlxdgYhIOhwWIKIao3h1hbCwMKXVFSwtLZGXl4e0tDSlUdbk5GRYWloC+P+rK0REREBDQ0NsMzExwYEDBzBy5MgqPRcioppE5SOsqlo+JjExEQMGDEDt2rVhbm6OefPmoaCgQNXlElEN8LrVFZydnaGlpYWQkBCxLT4+HomJiXBxcQFQM1dXICKSC5UHVlUsH1NYWIgBAwYgLy8Pp0+fxrZt27B161YsXrxY1eUSUQ3g6+uLn3/+Gb/88ou4ukJSUpL4Vb6RkRHGjx+POXPm4Pjx44iJicHYsWPh4uKCLl26AHixusLTp0/h6+uLuLg4XLlyBWPHjlXr1RWIiORCIQiCUJkHePToEczNzXHixAlx+Zh69erhl19+wXvvvQcAuHr1Klq2bCnejXv48GG8++67ePDgASwsLAAAmzZtwvz58/Ho0SPxEZP/lpubK64zCQAZGRmwsbFBeno6DA0N3/o8XnXnttTkfOe2XK8br9mbqa7X7c7qd0ttL15dAQCEgjykHgtEdtwJCIX50LVvD7M+U1GrjonYPyfhPNJP7UTe4zv/f3WF7mOgU79FmceW8zUjIpJaRkYGjIyMXpvXKn0O65ssHxMREYHWrVuLYRUAPD09MWXKFFy5cgXt2pW8u3nlypVYtuz1d0cTUc3zutUVAEChqQ0zjykw85hSZp+avLoCEZGUKnWVgDddPiYpKUkprBZvL95WmoULFyI9PV183b17V8VnQ0RERERSqNQR1uLlY8LDwyvzMAAAHR0d6OjoVPpxiIiIiKhqVdoIa/HyMcePHy9z+Zh/+/fyMZaWliVWDSh+X9yHiIiIiGoGlQdWVSwf4+LigkuXLiElJUXsExwcDENDQzg4OKi6ZCIiIiKSMZVPCfD19cUvv/yCAwcOiMvHAC+WjdHT01NaPsbU1BSGhoaYPn260vIxHh4ecHBwwOjRo+Hn54ekpCR8+umn8PX15df+RERERDWMygPrxo0bAQA9e/ZUat+yZQv++9//AgC+/vpraGhowMvLC7m5ufD09MS3334r9q1VqxYOHTqEKVOmwMXFBfr6+vDx8cHy5ctVXS4RERERyZzKA2t5lnXV1dXFhg0bsGHDhjL72Nra4q+//lJlaURERERUDVXqslZERERERG+LgZWIiIiIZI2BlYiIShUWFoaBAwfC2toaCoUC+/fvV9ouCAIWL14MKysr6Onpwd3dHdevX1fqY2dnB4VCofRatWpVFZ4FEakDBlYiIipVVlYWnJycyrzfwM/PDwEBAdi0aRMiIyOhr68PT09PPH/+XKnf8uXL8fDhQ/E1ffr0qiifiNRIpT7pioiIqq9+/fqhX79+pW4TBAH+/v749NNPMXjwYADA9u3bYWFhgf3792PkyJFiXwMDAz70hYjeCkdYiYiowhISEpCUlAR3d3exzcjICJ07d0ZERIRS31WrVsHMzAzt2rXDmjVrUFBQUNXlElE1xxFWIiKqsOKHwlhYWCi1W1hYiNsAYMaMGWjfvj1MTU1x+vRpLFy4EA8fPsTatWurtF4iqt4YWImIqNLMmTNH/HObNm2gra2NSZMmYeXKlXxyIRGVG6cEEBFRhRXPSU1OTlZqT05OfuV81c6dO6OgoAC3b9+uzPKISM0wsBIRUYXZ29vD0tISISEhYltGRgYiIyPh4uJS5udiY2OhoaEBc3PzqiiTiNQEpwQQEVGpMjMzcePGDfF9QkICYmNjYWpqioYNG2LWrFlYsWIFmjZtCnt7eyxatAjW1tYYMmQIACAiIgKRkZFwc3ODgYEBIiIiMHv2bHzwwQcwMTGR6KyIqDpiYCUiqqHsFvz5yu3PEy8ieef/xPfF81H1W/VG3QGzIQiOEBz6YugoHxQ9z4JuAweYeixAi6UvRl1zk24g9e9NyF/wKVCYD00jC+g79kNovaGvPfbtVQPe8uyISJ0wsBIRUal0G7aB7fxDZW5XKBQw7v4BjLt/UOp2HcsmsBrzVWWVR0Q1COewEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERFVobCwMAwcOBDW1tZQKBTYv3+/1CVVC7xuFadO14yBlYiIqAplZWXByckJGzZskLqUaoXXreLU6ZppSl0AERFRTdKvXz/069dP6jKqHV63ilOna8YRViIiIiKSNQZWIiIiIpI1BlYiIiIikjVZB9YNGzbAzs4Ourq66Ny5M6KioqQuiYiIiIiqmGwD665duzBnzhwsWbIE586dg5OTEzw9PZGSkiJ1aURERERUhWS7SsDatWsxYcIEjB07FgCwadMm/Pnnn/jxxx+xYMGCEv1zc3ORm5srvk9PTwcAZGRkqKSeotxsleynMqjqHCuDXK8br9mb4XWrOF6zNyPn6/a2MjMzcevWLfF9XFwc6tatCxMTE9jY2EhYmbzxulVcdbhmxf/WBUF4ZT+F8LoeEsjLy0Pt2rWxZ88eDBkyRGz38fFBWloaDhw4UOIzS5cuxbJly6qwSiIiIiJShbt376JBgwZlbpflCOvjx49RWFgICwsLpXYLCwtcvXq11M8sXLgQc+bMEd8XFRUhNTUVZmZmUCgUlVpvRWVkZMDGxgZ3796FoaGh1OVUC7xmb4bXreJ4zd4Mr1vF8Zq9GV63ipPzNRMEAc+ePYO1tfUr+8kysL4JHR0d6OjoKLUZGxtLU0w5GRoayu4HR+54zd4Mr1vF8Zq9GV63iuM1ezO8bhUn12tmZGT02j6yvOmqbt26qFWrFpKTk5Xak5OTYWlpKVFVRERERCQFWQZWbW1tODs7IyQkRGwrKipCSEgIXFxcJKyMiIiIiKqabKcEzJkzBz4+PujQoQM6deoEf39/ZGVliasGVGc6OjpYsmRJiSkMVDZeszfD61ZxvGZvhtet4njN3gyvW8WpwzWT5SoBxdavX481a9YgKSkJbdu2RUBAADp37ix1WURERERUhWQdWImIiIiIZDmHlYiIiIioGAMrEREREckaAysRERERyRoDKxERVUhBQQG2b99eYq1sIqLKwpuuSJZycnIgCAJq164NALhz5w727dsHBwcHeHh4SFwdEdWuXRtxcXGwtbWVupRqIT8/HxX5362GhgY0NWW78mSl27lzJ549e1bu/ubm5hgyZEjlFUSSY2AlWfLw8MCwYcMwefJkpKWloUWLFtDS0sLjx4+xdu1aTJkyReoSZWv79u0YMWJEifX28vLy8Ouvv2LMmDESVSZPWVlZWLVqFUJCQpCSkoKioiKl7bdu3ZKoMnnr2bMnZs+ejcGDB0tdSrXQrFkzNGjQ4LWhVaFQQBAEZGVlISoqqoqqk59WrVrh448/LnfI37BhQ42+Xv+mrmGfgVUCxZdcoVBIXIl81a1bFydOnICjoyN++OEHfPPNNzh//jx+//13LF68GHFxcVKXKFu1atXCw4cPYW5urtT+5MkTmJubo7CwUKLK5Ok///kPTpw4gdGjR8PKyqrEv8uZM2dKVJm8/fbbb1i4cCFmz54NZ2dn6OvrK21v06aNRJXJU7t27XD+/Ply9+/YsSOio6MrsSJ54/V6c+oa9mvu9w0S2L59O9asWYPr168DePEb97x58zB69GiJK5Of7OxsGBgYAAD+/vtvDBs2DBoaGujSpQvu3LkjcXXyJghCqb8M3bt3D0ZGRhJUJG+HDx/Gn3/+iW7dukldSrUycuRIAMCMGTPEtuLRQYVCwV+MXlLRAYqaPqDB6/XmtLS0KvRN2vr16yuxGtVhYK0ia9euxaJFizBt2jTxf4zh4eGYPHkyHj9+jNmzZ0tcobw0adIE+/fvx9ChQ3HkyBHx+qSkpMDQ0FDi6uSpXbt2UCgUUCgU6N27t9L8t8LCQiQkJKBv374SVihPJiYmMDU1lbqMaichIUHqEoioFOoa9hlYq8g333yDjRs3Kv3WM2jQIDg6OmLp0qUMrC9ZvHgxRo0ahdmzZ6NXr15wcXEB8GK0tV27dhJXJ0/Fc5BiY2Ph6emJOnXqiNu0tbVhZ2cHLy8viaqTr88++wyLFy/Gtm3bxJv86PV4sxURVSUG1iry8OFDdO3atUR7165d8fDhQwkqkrf33nsP77zzDh4+fAgnJyexvXfv3hg6dKiElcnXkiVLAAB2dnYYMWIEdHV1Ja6oevjqq69w8+ZNWFhYwM7ODlpaWkrbz507J1Fl8vfTTz9h06ZNSEhIQEREBGxtbeHv7w97e3vejEVvJT8/H2FhYeXqy1txagYG1irSpEkT/Pbbb/jf//6n1L5r1y40bdpUoqrkzdLSEpmZmQgODkaPHj2gp6eHjh07VpuvL6Ti4+MD4MWqAKXd9d6wYUMpypKt6nB3rBxt3LgRixcvxqxZs/D555+Lc1aNjY3h7+/PwPoSbW3tUgctylK3bt1KrEb+Ro8ejcOHD5e7f/F/96jiYb+6BH6uElBFfv/9d4wYMQLu7u7iHNZTp04hJCQEv/32G0cNX/LkyRMMHz4cx48fh0KhwPXr19GoUSOMGzcOJiYm+Oqrr6QuUbauX7+OcePG4fTp00rtvBmGVMnBwQFffPEFhgwZAgMDA1y4cAGNGjXC5cuX0bNnTzx+/FjqEmVlxowZePToUbn7N2nSBJ999lklVkTqys/PD0+fPi13/wYNGsDX17cSK1INjrBWES8vL0RGRmLt2rXYv38/AKBly5aIiorinMxSzJ49G1paWkhMTETLli3F9hEjRmDOnDkMrK/w3//+F5qamjh06FCpyzRR6WJiYsTl0hwdHfnv8jUSEhJKvUY6OjrIysqSoCJ5CwsLw8GDB8s9mvX+++8zsNIbmT17doUfUlEdMLBWIWdnZ+zYsUPqMqqFv//+G0eOHEGDBg2U2ps2bcplrV4jNjYWMTExaNGihdSlVAspKSkYOXIkQkNDYWxsDABIS0uDm5sbfv31V9SrV0/aAmXK3t4esbGxJW6+CgoKUvolk15QKBQVmo7DLz/pTTk6Opb4f2dZBEFAdnY2IiMjK7mqt8fAWsk0NDReO8KlUChQUFBQRRVVD1lZWaXesZ2amlriCU6kzMHBgV/HVsD06dPx7NkzXLlyRQxa//zzD3x8fDBjxgzs3LlT4grlac6cOfD19cXz588hCAKioqKwc+dOrFy5Ej/88IPU5cmOui41RPKjr6+PY8eOlbt/x44dK7Ea1WFgrWT79u0rc1tERAQCAgJK3BRTkz148ADW1tbo3r07tm/fLn4lplAoUFRUBD8/P7i5uUlcpbytXr0aH3/8Mb744gu0bt26xF3vXMdWWVBQEI4ePao0Kujg4IANGzbAw8NDwsrk7cMPP4Senh4+/fRTZGdnY9SoUbC2tsa6devEhwoQUdVT11+OGFgrWWl3ysbHx2PBggX4448/4O3tjeXLl0tQmTw5Ojpiw4YNWLNmDXr16oWzZ88iLy8PH3/8Ma5cuYLU1FScOnVK6jJlzd3dHcCLJcD+jTddla6oqKhEqAdePC2Gv0y+mre3N7y9vZGdnY3MzMwSjwMmIlIVBtYq9ODBAyxZsgTbtm2Dp6cnYmNj0apVK6nLkpXPP/8ckyZNQt++ffHPP/9g06ZNMDAwQGZmJoYNGwZfX19YWVlJXaasHT9+XOoSqpVevXph5syZ2LlzJ6ytrQEA9+/fx+zZs0uEfvr/fvzxR7i5ucHe3h61a9fmQxdeIycnp9yDE5y/qszNzQ22trbYunWr2Obj44O7d+9W6Ktvqt4YWKtAeno6vvjiC3zzzTdo27YtQkJC0L17d6nLkqWpU6eiX79+GD9+PBwdHbF582Z88sknUpdVrbi6ukpdQrWyfv16DBo0CHZ2drCxsQEA3L17F61atcLPP/8scXXytXLlSkyYMAH169eHq6srXF1d0bNnTzRp0kTq0mTpu+++Q05OTrn7e3p6VmI11Yutra34y2Sx+vXrV5u720k1uA5rJfPz88Pq1athaWmJL774gotpV8D69esxe/ZstGzZEpqayr9b8elDr5ednY3ExETk5eUptbdp00aiiuRLEAQcPXoUV69eBfBiybniqRVUtvv37yM0NBRhYWE4ceIErl+/DisrK/Ts2ZNhn0giXbp0qVCYNzY2xl9//VWJFakGA2sl09DQgJ6eHtzd3VGrVq0y++3du7cKq5K/O3fuYOzYsbh8+TImTZpUIrAWP4aUSnr06BHGjh1b5lNiOIeVVC07OxsnT57Ezp07sWPHDgiCwJVP6K3k5+dXeC3Rl/8/UVOp60Mq+LdbycaMGVNt7sCTi++//x5z586Fu7s7rly5wnUwK2jWrFlIS0tDZGQkevbsiX379iE5ORkrVqzgAxf+T0BAACZOnAhdXV0EBAS8su+MGTOqqKrq5e+//0ZoaChCQ0Nx/vx5tGzZEq6urtizZw969OghdXlUzRWvJfq60KpQKCAIArKyshAVFVVF1cmbuj6kgiOsJCt9+/ZFVFQU/P39MWbMGKnLqZasrKxw4MABdOrUCYaGhjh79iyaNWuGgwcPws/PD+Hh4VKXKDl7e3ucPXsWZmZmsLe3L7OfQqHArVu3qrCy6kNDQwP16tXD3LlzMXHiRPGhC0Sq0K5dO5w/f77c/Tt27Ijo6OhKrKj6UNdrxxFWkpXCwkJcvHix3E/poJKysrLE5YVMTEzw6NEjNGvWDK1bt+bc3/+TkJBQ6p+p/NauXYuwsDD4+flh3bp14k1XPXv2RLNmzaQuj6o5dV1LtCqo67XjLXYkK8HBwQyrb6l58+aIj48HADg5OeG7777D/fv3sWnTJi4JVorly5cjOzu7RHtFliGqiWbNmoW9e/fi8ePHCAoKQteuXREUFIRWrVrx3zARqRwDK5GamTlzJh4+fAjgxc1phw8fRsOGDREQEIAvvvhC4urkZ9myZcjMzCzRnp2djWXLlklQUfUhCALOnTuH4OBgHDlyBMePH0dRURHnnRORynFKAJGa+eCDD8Q/Ozs7486dO7h69SoaNmyIunXrSliZPBU/AexlFy5cgKmpqQQVVQ8DBw7EqVOnkJGRAScnJ/Ts2RMTJkxAjx49OJ+VSELq+pAKBlYiNbN8+XJ89NFH4pOHateujfbt24v/EVu8eLHEFcqDiYkJFAoFFAoFmjVrphRaCwsLkZmZicmTJ0tYoby1aNECkyZNQvfu3WFkZCR1OaRmtLS00LVr13IHKjMzs0quqPpQ14dUcJUAIjVTq1YtPHz4sMRz3Z88eQJzc3Ouw/p/tm3bBkEQMG7cOPj7+yuFLm1tbdjZ2cHFxUXCCquftLQ0jq4SUaXgCCuRmuFX3OXj4+MD4MUSV926deOi4xW0evVq2NnZYcSIEQCA4cOHY8+ePbCyssJff/0FJycniSuk6mzmzJkVXvyeN0mqN46wEqmJ4q+409PTYWhoWOZX3Bs2bJCwSvk5d+4ctLS00Lp1awDAgQMHsGXLFjg4OGDp0qXQ1taWuEJ5sre3x44dO9C1a1cEBwdj+PDh2LVrF3777TckJibi77//lrpEqsacnJxw8ODBcvUVBAHDhw/ngwPUHIcUiNSEv7+/+BX3smXL+BV3OU2aNAkLFixA69atcevWLYwYMQLDhg3D7t27kZ2dDX9/f6lLlKWkpCTY2NgAAA4dOoThw4fDw8MDdnZ26Ny5s8TVUXWnoaEBW1vbcvfn2Jv6Y2AlUhM+Pj4oKCiAQqFAr169xDBBr3bt2jW0bdsWALB79264urril19+walTpzBy5EgG1jKYmJjg7t27sLGxQVBQEFasWAHgRXDgPGl6W+q6+D29Oa7DSqRGNDU1MWXKFBQVFUldSrUhCIJ4vY4ePYr+/fsDAGxsbPD48WMpS5O1YcOGYdSoUejTpw+ePHmCfv36AQDOnz+PJk2aSFwdEakbjrASqZlOnTrh/PnzFfo6rSbr0KEDVqxYAXd3d5w4cQIbN24E8OKRrRYWFhJXJ19ff/017OzscPfuXfj5+aFOnToAgIcPH2Lq1KkSV0dE6oaBlUjNTJ06FXPnzsW9e/fg7OwMfX19pe1t2rSRqDJ58vf3h7e3N/bv349PPvlEHB3cs2cPunbtKnF18qWlpYWPPvqoRPvs2bMlqIbUjboufk9vjqsEEKkZDY2SM30UCoW43BXnF5bP8+fPUatWLWhpaUldimxdv34dx48fR0pKSolpKHxABb2NsLCwCi1+b2RkhC5dulRiRSQ1BlYiNXPnzp1XbudUgZLS0tKwZ88e3Lx5E/PmzYOpqSnOnTsHCwsL1K9fX+ryZOn777/HlClTULduXVhaWird9KJQKHDu3DkJqyMidcPASkQ12sWLF9G7d28YGxvj9u3biI+PR6NGjfDpp58iMTER27dvl7pEWbK1tcXUqVMxf/58qUshohqAqwQQqaGbN29i+vTpcHd3h7u7O2bMmIGbN29KXZYszZkzB2PHjsX169ehq6srtvfv3x9hYWESViZvT58+xfvvvy91GURUQzCwEqmZI0eOwMHBAVFRUWjTpg3atGmDyMhIODo6Ijg4WOryZCc6OhqTJk0q0V6/fn0kJSVJUFH18P777/NpVkRUZbhKAJGaWbBgAWbPno1Vq1aVaJ8/fz769OkjUWXypKOjg4yMjBLt165dQ7169SSoqHpo0qQJFi1ahDNnzqB169Ylbk6bMWOGRJURkTriHFYiNaOrq4tLly6hadOmSu3Xrl1DmzZt8Pz5c4kqk6cPP/wQT548wW+//QZTU1NcvHgRtWrVwpAhQ9CjRw8+6aoM9vb2ZW5TKBS4detWFVZDROqOI6xEaqZevXqIjY0tEVhjY2Nhbm4uUVXy9dVXX+G9996Dubk5cnJy4OrqiqSkJLi4uODzzz+XujzZSkhIkLoEIqpBGFiJ1MyECRMwceJE3Lp1S1z4/tSpU1i9ejXmzJkjcXXyY2RkhODgYISHh+PixYvIzMxE+/bt4e7uLnVpRET0fzglgEjNCIIAf39/fPXVV3jw4AEAwNraGvPmzcOMGTOU1sskehv37t3DwYMHkZiYiLy8PKVta9eulagqIlJHDKxEauzZs2cAAAMDA4krka/XPf6RT2wqXUhICAYNGoRGjRrh6tWraNWqFW7fvg1BENC+fXscO3ZM6hKJSI0wsBKpqZSUFMTHxwMAWrRowTvey9CuXTul9/n5+UhISICmpiYaN27MJzaVoVOnTujXrx+WLVsGAwMDXLhwAebm5vD29kbfvn0xZcoUqUskIjXCwEqkZp49e4apU6di586d4vPda9WqhREjRmDDhg0wMjKSuEL5y8jIwH//+18MHToUo0ePlrocWTIwMEBsbCwaN24MExMThIeHw9HRERcuXMDgwYNx+/ZtqUskIjXCBwcQqZkPP/wQkZGR+PPPP5GWloa0tDQcOnQIZ8+eLXWBfCrJ0NAQy5Ytw6JFi6QuRbb09fXFeatWVlZKT1J7/PixVGURkZriKgFEaubQoUM4cuQI3nnnHbHN09MT33//Pfr27SthZdVLeno60tPTpS5Dtrp06YLw8HC0bNkS/fv3x9y5c3Hp0iXs3bsXXbp0kbo8IlIzDKxEasbMzKzUr/2NjIxgYmIiQUXyFhAQoPReEAQ8fPgQP/30E/r16ydRVfK3du1aZGZmAgCWLVuGzMxM7Nq1C02bNuUKAUSkcpzDSqRmNm/ejN27d+Onn36CpaUlACApKQk+Pj4YNmwYpwW85OUnNmloaKBevXro1asXFi5cyBUWiIhkgIGVSM20a9cON27cQG5uLho2bAgASExMhI6OTomnX/EOeCIiqg44JYBIzQwZMkTqEoiIiFSKI6xEVKMNHTq03E//2rt3byVXQ0REpeEIK5Eay8zMFNdiLWZoaChRNfJkZGSEffv2wcjICB06dAAAxMTEID09HUOGDOGjbImIZICBlUjNJCQkYNq0aQgNDcXz58/FdkEQoFAoUFhYKGF18mNhYYHhw4dj06ZNqFWrFgCgsLAQU6dOhaGhIdasWSNxhfK0fPlyfPTRR6hdu7ZSe05ODtasWcNH2hKRSnFKAJGa6datGwRBwMyZM2FhYVFihNDV1VWiyuSpXr16CA8PR/PmzZXa4+Pj0bVrVzx58kSiyuStVq1aePjwIczNzZXanzx5AnNzc/5iREQqxRFWIjVz4cIFxMTElAhgVLqCggJcvXq1xPW6evVqiekU9P8Vj9i/7MKFCzA1NZWgIiJSZwysRGqmY8eOuHv3LgNrOY0dOxbjx4/HzZs30alTJwBAZGQkVq1ahbFjx0pcnfyYmJhAoVBAoVCgWbNmSqG1sLAQmZmZmDx5soQVEpE64pQAIjVz8+ZNTJ48GR988AFatWoFLS0tpe1t2rSRqDJ5Kioqwpdffol169bh4cOHAAArKyvMnDkTc+fOFee10gvbtm2DIAgYN24c/P39lZ6qpq2tDTs7O7i4uEhYIRGpIwZWIjVz5swZjBo1Crdv3xbbFAoFb7oqh4yMDABcSaE8Tpw4gW7dukFTk1/UEVHlY2AlUjMODg5o2bIlPv7441JvurK1tZWoMlInf/31F2rVqgVPT0+l9iNHjqCoqAj9+vWTqDIiUkcMrERqRl9fHxcuXECTJk2kLoXUWJs2bbBq1Sr0799fqT0oKAjz58/HhQsXJKqMiNSRhtQFEJFq9erVi2GBKt3169fh4OBQor1Fixa4ceOGBBURkTrj5CMiNTNw4EDMnj0bly5dQuvWrUvcdDVo0CCJKiN1YmRkhFu3bsHOzk6p/caNG9DX15emKCJSW5wSQKRmNDTK/uKEN12RqkyaNAkRERHYt28fGjduDOBFWPXy8kLHjh3xww8/SFwhEakTBlYiqtECAgJKbVcoFNDV1UWTJk3Qo0cPLm/1kvT0dPTt2xdnz55FgwYNAAD37t1D9+7dsXfvXhgbG0tbIBGpFQZWIqrR7O3t8ejRI2RnZ8PExAQA8PTpU9SuXRt16tRBSkoKGjVqhOPHj8PGxkbiauVFEAQEBwfjwoUL0NPTQ5s2bdCjRw+pyyIiNcTASqQGAgICMHHiROjq6pY5YlhsxowZVVRV9bBz505s3rwZP/zwg9JX25MmTcLEiRPRrVs3jBw5EpaWltizZ4/E1crT8+fPoaOjU+qjWomIVIGBlUgN2Nvb4+zZszAzM4O9vX2Z/RQKBW7dulWFlclf48aN8fvvv6Nt27ZK7efPn4eXlxdu3bqF06dPw8vLS3wSFr14Qtjnn3+OTZs2ITk5GdeuXUOjRo2waNEi2NnZYfz48VKXSERqhKsEEKmBhISEUv9Mr/fw4UMUFBSUaC8oKEBSUhIAwNraGs+ePavq0mRtxYoV2LZtG/z8/DBhwgSxvVWrVvD392dgJSKV4jqsRFSjubm5YdKkSTh//rzYdv78eUyZMgW9evUCAFy6dOmVI9c10fbt27F582Z4e3sr3ZDm5OSEq1evSlgZEakjjrASqZnCwkJs3boVISEhSElJQVFRkdL2Y8eOSVSZPAUGBmL06NFwdnYW16wtKChA7969ERgYCACoU6cOvvrqKynLlJ379++X+jS1oqIi5OfnS1AREakzBlYiNTNz5kxs3boVAwYMQKtWrXgjzGtYWloiODgYV69exbVr1wAAzZs3R/PmzcU+bm5uUpUnWw4ODjh58iRsbW2V2vfs2YN27dpJVBURqSsGViI18+uvv+K3334r8Yx3erUWLVqgRYsWUpdRbSxevBg+Pj64f/8+ioqKsHfvXsTHx2P79u04dOiQ1OURkZrhKgFEasba2hqhoaFo1qyZ1KVUC5xC8eZOnjyJ5cuX48KFC8jMzET79u2xePFieHh4SF0aEakZBlYiNfPVV1/h1q1bWL9+PacDlMO0adPEKRRWVlYlrtnXX38tUWXyVVBQgC+++ALjxo0Tn3JFRFSZGFiJ1MzQoUNx/PhxmJqawtHRUbyRqNjevXslqkye6tati+3bt3MKRQXVqVMHly9fhp2dndSlEFENwDmsRGrG2NgYQ4cOlbqMakNbW7vUu93p1Xr37o0TJ04wsBJRleAIKxHVaJxC8WY2bdqEZcuWwdvbG87OztDX11faPmjQIIkqIyJ1xMBKpCZMTExKDVxGRkZo1qwZPvroI/Tp00eCyuSNUyjejIZG2c+dUSgUKCwsrMJqiEjdcUoAkZrw9/cvtT0tLQ0xMTF49913sWfPHgwcOLBqC5M5TqF4My+vpkBEVJk4wkpUQ6xduxZ79uzB6dOnpS6Fqrn8/Hzo6ekhNjYWrVq1krocIqoByv5Oh4jUyrvvvstnvL/Co0ePEB4ejvDwcDx69EjqcmRNS0sLDRs25Nf+RFRlGFiJaojc3Fxoa2tLXYbsZGVlYdy4cbCyskKPHj3Qo0cPWFtbY/z48cjOzpa6PNn65JNP8L///Q+pqalSl0JENQCnBBDVELNmzcLVq1cRFBQkdSmyMmnSJBw9ehTr169Ht27dAADh4eGYMWMG+vTpg40bN0pcoTy1a9cON27cQH5+PmxtbUusEnDu3DmJKiMidcSbrojUxJw5c0ptT09Px7lz53Dt2jWEhYVVcVXy9/vvv2PPnj3o2bOn2Na/f3/o6elh+PDhDKxlGDJkiNQlEFENwsBKpCbOnz9faruhoSH69OmDvXv3wt7evoqrkr/s7GxYWFiUaDc3N+eUgFdYsmSJ1CUQUQ3CKQFEVKP17t0bZmZm2L59O3R1dQEAOTk58PHxQWpqKo4ePSpxhfIWExODuLg4AICjoyPatWsncUVEpI4YWImoRrt06RL69u2L3NxcODk5AQAuXLgAXV1dHDlyBI6OjhJXKE8pKSkYOXIkQkNDYWxsDODFmr9ubm749ddfUa9ePWkLJCK1wsBKRDVednY2duzYIS771bJlS3h7e0NPT0/iyuRrxIgRuHXrFrZv346WLVsCAP755x/4+PigSZMm2Llzp8QVEpE6YWAlohorPz8fLVq0wKFDh8TQReVjZGSEo0ePomPHjkrtUVFR8PDwQFpamjSFEZFa4jqsRFRjaWlp4fnz51KXUS0VFRVBS0urRLuWlhYf20pEKsfASkQ1mq+vL1avXo2CggKpS6lWevXqhZkzZ+LBgwdi2/379zF79mz07t1bwsqISB1xSgAR1WhDhw5FSEgI6tSpg9atW5dYAH/v3r0SVSZvd+/exaBBg3DlyhXY2NiIba1atcLBgwfRoEEDiSskInXCdViJqEYzNjaGl5eX1GVUOzY2Njh37hyOHj2qdLOau7u7xJURkTriCCsR1UgJCQl8kAIRUTXBOaxEVCM1btwY9vb2GDduHH7++Wfcu3dP6pKqhWPHjsHBwQEZGRkltqWnp8PR0REnT56UoDIiUmccYSWiGik0NFR8RUZGIi8vD40aNUKvXr3g5uYGNze3Uh/ZWtMNGjQIbm5umD17dqnbAwICcPz4cezbt6+KKyMidcbASkQ13vPnz3H69GkxwEZFRYlrtF65ckXq8mTF1tYWQUFBZa5be/XqVXh4eCAxMbGKKyMidcbASkT0f/Ly8nDq1CkcPnwY3333HTIzM1FYWCh1WbKiq6uLy5cvo0mTJqVuv3HjBlq3bo2cnJwqroyI1BnnsBJRjZWXl4ewsDAsW7YMbm5uMDY2xuTJk/H06VOsX78eCQkJUpcoO/Xr18fly5fL3H7x4kVYWVlVYUVEVBNwhJWIaqRevXohMjIS9vb2cHV1Rffu3eHq6sqw9RrTp09HaGgooqOjoaurq7QtJycHnTp1gpubGwICAiSqkIjUEQMrEdVIWlpasLKywpAhQ9CzZ0+4urrCzMxM6rJkLzk5Ge3bt0etWrUwbdo0NG/eHMCLuasbNmxAYWEhzp07xxvWiEilGFiJqEbKysrCyZMnERoaiuPHjyM2NhbNmjWDq6urGGDr1asndZmydOfOHUyZMgVHjhxB8f9CFAoFPD09sWHDBq5vS0Qqx8BKRATg2bNnCA8Px/HjxxEaGooLFy6gadOmr5yvWdM9ffoUN27cgCAIaNq0KUxMTKQuiYjUFB/NSkQEQF9fH6ampjA1NYWJiQk0NTURFxcndVmyZmJigo4dO0pdBhHVABxhJaIaqaioCGfPnhWnBJw6dQpZWVmoX7+++OAANzc32NraSl0qEVGNx8BKRDWSoaEhsrKyYGlpKYbTnj17onHjxlKXRkREL2FgJaIa6bvvvoObmxuaNWsmdSlERPQaDKxEREREJGt80hURERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxGJFAoF9u/fX+7+W7duhbGx8Rsfr2fPnpg1a9Ybf766CAwMhIeHh1Lb0qVLYWFhUeFrru5u374NhUIhdRnVWlBQENq2bYuioiKpSyFSGQZWIpmbMWMGnJ2doaOjg7Zt21bqsR4+fIh+/fqVu/+IESNw7dq1Eu3btm3DO++8o8rSyrR06VKVXJfnz5/D19cXZmZmqFOnDry8vJCcnKzUJzExEQMGDEDt2rVhbm6OefPmoaCg4LX7XbRoEZYsWSK2xcXFYdmyZfjuu+/Ea37lyhV4eXnBzs4OCoUC/v7+b31OxS5evIju3btDV1cXNjY28PPze2X/rVu3QqFQlPpKSUkBAISGhpa6PSkpSdzPxo0b0aZNGxgaGsLQ0BAuLi44fPiwys5Lahs2bICdnR10dXXRuXNnREVFvbJ/z549S71mAwYMEPssXboULVq0gL6+PkxMTODu7o7IyEhxe1nXXaFQIDo6GgDQt29faGlpYceOHZVz4kQSYGAlqgbGjRuHESNGVPpxLC0toaOjU+7+enp6MDc3L9F+4MABDBo0SJWlVbrZs2fjjz/+wO7du3HixAk8ePAAw4YNE7cXFhZiwIAByMvLw+nTp7Ft2zZs3boVixcvfuV+9+zZA0NDQ3Tr1k1su3nzJgBg8ODB4jXPzs5Go0aNsGrVKlhaWqrsvDIyMuDh4QFbW1vExMRgzZo1WLp0KTZv3lzmZ0aMGIGHDx8qvTw9PeHq6lri7zs+Pl6p37+3N2jQAKtWrUJMTAzOnj2LXr16YfDgwbhy5YrKzk8qu3btwpw5c7BkyRKcO3cOTk5O8PT0FAN9afbu3at0rS5fvoxatWrh/fffF/s0a9YM69evx6VLlxAeHg47Ozt4eHjg0aNHAICuXbuW+Lv58MMPYW9vjw4dOoj7+e9//4uAgIDKuwBEVU0gIsk8f/5cmD59ulCvXj1BR0dH6NatmxAVFVVq3yVLlghOTk7l2m9x38DAQMHGxkbQ19cXpkyZIhQUFAirV68WLCwshHr16gkrVqxQ+hwAYd++fYIgCEJCQoIAQPj999+Fnj17Cnp6ekKbNm2E06dPi/23bNkiGBkZKe0jJydH0NfXF+Li4gRBEIQNGzYITZo0EXR0dARzc3PBy8tL7Ovq6ipMnz5dmDdvnmBiYiJYWFgIS5YsUdrfnTt3hEGDBgn6+vqCgYGB8P777wtJSUni8QEovbZs2SIUFRUJS5YsEWxsbARtbW3ByspKmD59epnXKy0tTdDS0hJ2794ttsXFxQkAhIiICEEQBOGvv/4SNDQ0xGMLgiBs3LhRMDQ0FHJzc8vc94ABA4SPPvpIfL9kyZISNb/M1tZW+Prrr8vcZ0V8++23gomJiVKN8+fPF5o3b17ufaSkpAhaWlrC9u3bxbbjx48LAISnT59WqB4TExPhhx9+KHN78c/dq0RFRQnu7u6CmZmZYGhoKPTo0UOIiYlR6vP06VNh4sSJgrm5uaCjoyM4OjoKf/zxh7g9PDxccHV1FfT09ARjY2PBw8NDSE1NLfd5dOrUSfD19RXfFxYWCtbW1sLKlSvLvY+vv/5aMDAwEDIzM8vsk56eLgAQjh49Wur2vLw8oV69esLy5cuV2u/cuSMAEG7cuFHueojkjCOsRBL6+OOP8fvvv2Pbtm04d+4cmjRpAk9PT6Smpr71vm/evInDhw8jKCgIO3fuRGBgIAYMGIB79+7hxIkTWL16NT799FOlrxtL88knn+Cjjz5CbGwsmjVrhv/85z+v/Bo8JCQE9evXR4sWLXD27FnMmDEDy5cvR3x8PIKCgtCjRw+l/tu2bYO+vj4iIyPh5+eH5cuXIzg4GABQVFSEwYMHIzU1FSdOnEBwcDBu3boljjaPGDECc+fOhaOjozjaNGLECPz+++/4+uuv8d133+H69evYv38/WrduXWbNMTExyM/Ph7u7u9jWokULNGzYEBEREQCAiIgItG7dGhYWFmIfT09PZGRkvHLEMDw8XGnk66OPPsKWLVsAQKy5vIq/qq+IiIgI9OjRA9ra2kp1x8fH4+nTp+Xax/bt21G7dm289957Jba1bdsWVlZW6NOnD06dOlXmPgoLC/Hrr78iKysLLi4uFTqHlz179gw+Pj4IDw/HmTNn0LRpU/Tv3x/Pnj0D8OLnpl+/fjh16hR+/vln/PPPP1i1ahVq1aoFAIiNjUXv3r3h4OCAiIgIhIeHY+DAgSgsLATw+uucl5eHmJgYpZ8XDQ0NuLu7iz8v5REYGIiRI0dCX1+/zONs3rwZRkZGcHJyKrXPwYMH8eTJE4wdO1apvWHDhrCwsMDJkyfLXQ+RnGlKXQBRTZWVlYWNGzdi69at4rzR77//HsHBwQgMDMS8efPeav9FRUX48ccfYWBgAAcHB7i5uSE+Ph5//fUXNDQ00Lx5c6xevRrHjx9H586dy9zPRx99JM6xW7ZsGRwdHXHjxg20aNGi1P7/ng6QmJgIfX19vPvuuzAwMICtrS3atWun1L9Nmzbi/M6mTZti/fr1CAkJQZ8+fRASEoJLly4hISEBNjY2AF6EJ0dHR0RHR6Njx46oU6cONDU1lb5GT0xMhKWlJdzd3aGlpYWGDRuiU6dOZZ5jUlIStLW1S9xAZmFhIc7JTEpKUgqrxduLt5UmLS0N6enpsLa2Ftvq1KkjHqeiX/0bGRmhefPmFfpMUlIS7O3tldr+XbeJiclr9xEYGIhRo0ZBT09PbLOyssKmTZvQoUMH5Obm4ocffkDPnj0RGRmJ9u3bi/0uXboEFxcXPH/+HHXq1MG+ffvg4OBQoXN4Wa9evZTeb968GcbGxjhx4gTeffddHD16FFFRUYiLixMfvduoUSOxv5+fHzp06IBvv/1WbHN0dBT//Lrr/PjxYxQWFpb683D16tVynUNUVBQuX76MwMDAEtsOHTqEkSNHIjs7G1ZWVggODkbdunVL3U9gYCA8PT3RoEGDEtusra1x586dctVDJHccYSWSyM2bN5Gfn680t1FLSwudOnVCXFxcufdTp04d8TV58mSx3c7ODgYGBuJ7CwsLODg4QENDQ6ntVXPugBeBspiVlRUAlPkZQRDwxx9/iIG1T58+sLW1RaNGjTB69Gjs2LED2dnZZe6/+BjF+4+Li4ONjY0YVgHAwcEBxsbGr7xG77//PnJyctCoUSNMmDAB+/btE0eFv/jiC6VrlpiY+Mrzfxs5OTkAAF1dXZXsb+jQoeUORKoSERGBuLg4jB8/Xqm9efPmmDRpEpydndG1a1f8+OOP6Nq1K77++usS/WJjYxEZGYkpU6bAx8cH//zzz1vVlJycjAkTJqBp06YwMjKCoaEhMjMzxb/L2NhYNGjQQAyrLyseYS1LVVznwMBAtG7dutRfpNzc3BAbG4vTp0+jb9++GD58eKn/5u7du4cjR46U+LsppqenV+LfG1F1xcBKVM3FxsaKr+XLl4vtWlpaSv0UCkWpba9b+ubfnyn+mrSsz0RFRaGgoABdu3YFABgYGODcuXPYuXMnrKyssHjxYjg5OSEtLe2Vdb7tcjw2NjaIj4/Ht99+Cz09PUydOhU9evRAfn4+Jk+erHTNrK2tYWlpiby8PKW6gBfBqHgU1NLSssSqAcXvyxopNTMzg0KhKPdX75XhTer+tx9++AFt27aFs7Pza/t26tQJN27cUGrT1tZGkyZN4OzsjJUrV8LJyQnr1q2rwBmU5OPjg9jYWKxbtw6nT59GbGwszMzMkJeXBwBKI8Gled3216lbty5q1apV6nUtzzXNysrCr7/+WmbQ1NfXR5MmTdClSxcEBgZCU1Oz1JHYLVu2wMzMrMwbHFNTU1GvXr1ynBGR/DGwEkmkcePG0NbWVpr3l5+fj+jo6Ap9ZdqkSRPxVdod+1XpwIEDGDBggDhXEAA0NTXh7u4OPz8/XLx4Ebdv38axY8fKtb+WLVvi7t27uHv3rtj2zz//IC0tTbxG2tra4tzDf9PT08PAgQMREBCA0NBQRERE4NKlSzA1NVW6ZpqamnB2doaWlhZCQkLEz8fHxyMxMVGcb+ni4oJLly4pjXQFBwfD0NCwzL8vbW1tODg4vPWI4ttwcXFBWFgY8vPzxbbg4GA0b978tdMBMjMz8dtvv5UZrF4WGxsrjsKXpaioCLm5ueXaX1lOnTqFGTNmoH///nB0dISOjg4eP34sbm/Tpg3u3btX6pJrxdv//XddUdra2nB2dlbaR1FREUJCQso1P3f37t3Izc3FBx98UK7jlXbNBEHAli1bMGbMmBK/9AEvllO7efNmiSk4RNUVAyuRRPT19TFlyhTMmzcPQUFB+OeffzBhwgRkZ2crBYQbN24gNjYWSUlJyMnJEUcGi0eT5OTgwYNKoz2HDh1CQEAAYmNjcefOHWzfvh1FRUXlnofp7u6O1q1bw9vbG+fOnUNUVBTGjBkDV1dX8UYmOzs7JCQkIDY2Fo8fP0Zubi62bt2KwMBAXL58Gbdu3cLPP/8MPT092NralnocIyMjjB8/HnPmzMHx48cRExODsWPHwsXFBV26dAEAeHh4wMHBAaNHj8aFCxdw5MgRfPrpp/D19X3lUmCenp4IDw9/7bnm5eUp/d3ev38fsbGxSiOW+/btK3PucFlGjRoFbW1tjB8/HleuXMGuXbuwbt06zJkz57X73bVrFwoKCkoNVv7+/jhw4ABu3LiBy5cvY9asWTh27Bh8fX3FPgsXLkRYWBhu376NS5cuYeHChQgNDYW3t3eFzuFlTZs2xU8//YS4uDhERkbC29tbadTU1dUVPXr0gJeXF4KDg5GQkCDegFhcV3R0NKZOnYqLFy/i6tWr2Lhxoxh6y3Od58yZg++//x7btm1DXFwcpkyZgqysLKWbn8aMGYOFCxeW+GxgYCCGDBkCMzMzpfasrCz873//w5kzZ3Dnzh3ExMRg3LhxuH//vtLSVwBw7NgxJCQk4MMPPyy1vjNnzkBHR+etb3Ajkg2plykgqslycnKE6dOnC3Xr1i1zWStXV9cSyyABEBISEsrcb2lLYPn4+AiDBw8use+ZM2eK71HKslbnz58Xtz99+lQAIBw/flwQBOVlrW7cuCHo6OgoLdFz8uRJwdXVVTAxMRGXxdq1a1eZxxcEQRg8eLDg4+Mjvn/VslaC8GJpMC8vL8HY2Fhc1mrfvn1C586dBUNDQ0FfX1/o0qVLmcsCFcvJyRGmTp0qmJiYCLVr1xaGDh0qPHz4UKnP7du3hX79+gl6enpC3bp1hblz5wr5+fmv3O+VK1cEPT09IS0tTWzbt29fiaWbiq/3yy9XV1exT/EyXhV14cIF4Z133hF0dHSE+vXrC6tWrVLaXtZ+XVxchFGjRpW6z9WrVwuNGzcWdHV1BVNTU6Fnz57CsWPHlPqMGzdOsLW1FbS1tYV69eoJvXv3Fv7+++9X1lqeZa3OnTsndOjQQdDV1RWaNm0q7N69u8RSYE+ePBHGjh0rmJmZCbq6ukKrVq2EQ4cOidtDQ0OFrl27Cjo6OoKxsbHg6ekpLtFV3uv8zTffCA0bNhS0tbWFTp06CWfOnFHa7urqqvSzLAiCcPXqVQFAqdchJydHGDp0qGBtbS0uxzZo0KBSl7r7z3/+I3Tt2rXM2iZOnChMmjTptedAVF0oBEEQqjYiE5E6Wrt2LY4ePYq//vpL6lJk5/3330f79u1LHW0jZbdv34a9vT34v6Y39/jxYzRv3hxnz54tsUIEUXXFKQFEpBINGjRgICvDmjVrUKdOHanLoBri9u3b+PbbbxlWSa1whJWIiGSDI6xEVBqOsBIRkWwYGxuLD5IgIirGEVYiIiIikjWOsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBIRERGRrP0/iT+xZliJQRYAAAAASUVORK5CYII=","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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","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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Pnj2LFi1a4Nq1a6hfv36VjIWIiIjkp7x5jWdYqUwFBQUoLCyEiYmJSrupqSkOHz6M3NxcAFDZrqenB2NjYxw+fLjUY+bk5GDNmjVwd3eHi4uL5oonIiIirVHhwBoXF4eePXvC2dkZCoUC27dvV9kuCAJmzJgBJycnmJqawt/fv8ScxoyMDISGhsLCwgJWVlYYMmQIsrOzVfqcPXsWnTt3homJCVxcXLBo0aKKj45ei7m5Oby9vfHFF1/g3r17KCwsxIYNG3Ds2DHcv38fjRs3Rt26dTFt2jQ8efIEeXl5WLhwIe7cuYP79++rHOvbb79FzZo1UbNmTezevRuxsbEwMjKSaGRERERUnVQ4sObk5KBFixaIiooqdfuiRYsQGRmJlStXIj4+HmZmZggMDMSLFy/EPqGhobhw4QJiY2Oxa9cuxMXFYfjw4eJ2pVKJgIAAuLq6IjExEYsXL8asWbOwatWqSgyRXsePP/4IQRBQu3ZtGBsbIzIyEu+//z709PRgaGiIrVu34sqVK7CxsUGNGjVw4MABBAUFQU9P9VsrNDQUp0+fxqFDh9CoUSP07dtX5XuCiIiIqCyvNYdVoVBg27Zt6NOnD4C/z646Oztj0qRJ+PjjjwEAWVlZcHBwwNq1a9G/f39cunQJXl5eSEhIQJs2bQAA0dHR6NGjB+7cuQNnZ2esWLECn332GdLS0sSzcFOnTsX27dvLfXU557CqV05ODpRKJZycnNCvXz9kZ2fjjz/+/2uUlZWFvLw82NnZoX379mjTpk2Zf9Tk5eXB2toa//3vf/H+++9X1RCIiIhIZiSZw5qSkoK0tDT4+/uLbZaWlmjfvj2OHTsGADh27BisrKzEsAoA/v7+0NPTQ3x8vNjHx8dH5SPjwMBAJCcn48mTJ6W+dm5uLpRKpcqD1MfMzAxOTk548uQJYmJi0Lt3b5XtlpaWsLOzw9WrV3Hy5MkS2/9JEAQIgiDOgSUiIiJ6GQN1HiwtLQ0A4ODgoNLu4OAgbktLS4O9vb1qEQYGsLGxUenj7u5e4hjF26ytrUu89vz58zF79mz1DIRExctQeXh44Nq1a5g8eTIaN26MQYMGAQB+++032NnZoW7dujh37hzGjRuHPn36ICAgAABw48YN/PLLLwgICICdnR3u3LmDBQsWwNTUFD169JByaERERFRNqDWwSmnatGmYOHGi+FypVPIq9Er491SInEt/ITNuHQqePoK+iTlqeHSElfeHaDh9DwBAeXIvlCe2ojAnE/o1rVGzSVecrNdfPE7B08d4HL0Fn3+5CEUvsqFvZgVjlyawemce2i1JUHktOU6FICIiIumpNbA6OjoC+PvuR05OTmL7gwcP0LJlS7FPenq6yn4FBQXIyMgQ93d0dMSDBw9U+hQ/L+7zb8bGxjA2NlbLOOj/mXl2hpln5zK3W7TpBYs2vcrcbmBuC4f3eOabiIiIKk+tc1jd3d3h6OiIffv2iW1KpRLx8fHw9vYGAHh7eyMzMxOJiYlin/3796OoqAjt27cX+8TFxSE/P1/sExsbCw8Pj1KnAxARERGR9qpwYM3OzkZSUhKSkpIA/H2hVVJSElJTU6FQKDB+/Hh8+eWX2LlzJ86dO4cPP/wQzs7O4koCnp6e6N69O4YNG4YTJ07gyJEjiIiIQP/+/eHs7AwAGDBgAIyMjDBkyBBcuHABv/zyC77++muVj/yJiIiISDdUeErAyZMn4efnJz4vDpFhYWFYu3YtPvnkE+Tk5GD48OHIzMzEm2++iejoaJW7IW3cuBERERHo1q0b9PT0EBISgsjISHG7paUl9uzZg/DwcLRu3Rq1atXCjBkzVNZqJSIiIiLd8FrrsMoZ12GtHF0dNxEREVU9SdZhJSIiIiJSNwZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1tQfWwsJCTJ8+He7u7jA1NUX9+vXxxRdfQBAEsY8gCJgxYwacnJxgamoKf39/XL16VeU4GRkZCA0NhYWFBaysrDBkyBBkZ2eru1wiIiIikjm1B9aFCxdixYoVWL58OS5duoSFCxdi0aJF+Oabb8Q+ixYtQmRkJFauXIn4+HiYmZkhMDAQL168EPuEhobiwoULiI2Nxa5duxAXF4fhw4eru1wiIiIikjkDdR/w6NGj6N27N4KDgwEAbm5u2LRpE06cOAHg77Ory5Ytw+eff47evXsDANavXw8HBwds374d/fv3x6VLlxAdHY2EhAS0adMGAPDNN9+gR48e+M9//gNnZ+cSr5ubm4vc3FzxuVKpVPfQiIiIiEgCaj/D2rFjR+zbtw9XrlwBAJw5cwaHDx9GUFAQACAlJQVpaWnw9/cX97G0tET79u1x7NgxAMCxY8dgZWUlhlUA8Pf3h56eHuLj40t93fnz58PS0lJ8uLi4qHtoRERERCQBtZ9hnTp1KpRKJRo3bgx9fX0UFhZi7ty5CA0NBQCkpaUBABwcHFT2c3BwELelpaXB3t5etVADA9jY2Ih9/m3atGmYOHGi+FypVDK0EhEREWkBtQfWX3/9FRs3bsRPP/2EJk2aICkpCePHj4ezszPCwsLU/XIiY2NjGBsba+z4RERERCQNtQfWyZMnY+rUqejfvz8AoFmzZrh16xbmz5+PsLAwODo6AgAePHgAJycncb8HDx6gZcuWAABHR0ekp6erHLegoAAZGRni/kRERESkG9Q+h/XZs2fQ01M9rL6+PoqKigAA7u7ucHR0xL59+8TtSqUS8fHx8Pb2BgB4e3sjMzMTiYmJYp/9+/ejqKgI7du3V3fJRERERCRjaj/D2rNnT8ydOxd169ZFkyZNcPr0aSxZsgSDBw8GACgUCowfPx5ffvklGjZsCHd3d0yfPh3Ozs7o06cPAMDT0xPdu3fHsGHDsHLlSuTn5yMiIgL9+/cvdYUAIiIiItJeag+s33zzDaZPn47Ro0cjPT0dzs7OGDFiBGbMmCH2+eSTT5CTk4Phw4cjMzMTb775JqKjo2FiYiL22bhxIyIiItCtWzfo6ekhJCQEkZGR6i6XiIiIiGROIfzzFlRaRKlUwtLSEllZWbCwsKjw/m5T/9BAVeVzc0GwZK+tq+MmIiKiqlfevKb2OaxEREREROrEwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLKmkcB69+5dfPDBB7C1tYWpqSmaNWuGkydPitsFQcCMGTPg5OQEU1NT+Pv74+rVqyrHyMjIQGhoKCwsLGBlZYUhQ4YgOztbE+USERERkYypPbA+efIEnTp1gqGhIXbv3o2LFy/iq6++grW1tdhn0aJFiIyMxMqVKxEfHw8zMzMEBgbixYsXYp/Q0FBcuHABsbGx2LVrF+Li4jB8+HB1l0tEREREMmeg7gMuXLgQLi4uWLNmjdjm7u4u/lsQBCxbtgyff/45evfuDQBYv349HBwcsH37dvTv3x+XLl1CdHQ0EhIS0KZNGwDAN998gx49euA///kPnJ2d1V02EREREcmU2s+w7ty5E23atMF7770He3t7tGrVCt9//724PSUlBWlpafD39xfbLC0t0b59exw7dgwAcOzYMVhZWYlhFQD8/f2hp6eH+Pj4Ul83NzcXSqVS5UFERERE1Z/aA+uNGzewYsUKNGzYEDExMRg1ahTGjh2LdevWAQDS0tIAAA4ODir7OTg4iNvS0tJgb2+vst3AwAA2NjZin3+bP38+LC0txYeLi4u6h0ZEREREElB7YC0qKsIbb7yBefPmoVWrVhg+fDiGDRuGlStXqvulVEybNg1ZWVni4/bt2xp9PSIiIiKqGmoPrE5OTvDy8lJp8/T0RGpqKgDA0dERAPDgwQOVPg8ePBC3OTo6Ij09XWV7QUEBMjIyxD7/ZmxsDAsLC5UHEREREVV/ag+snTp1QnJyskrblStX4OrqCuDvC7AcHR2xb98+cbtSqUR8fDy8vb0BAN7e3sjMzERiYqLYZ//+/SgqKkL79u3VXTIRERERyZjaVwmYMGECOnbsiHnz5qFv3744ceIEVq1ahVWrVgEAFAoFxo8fjy+//BINGzaEu7s7pk+fDmdnZ/Tp0wfA32dku3fvLk4lyM/PR0REBPr3788VAoiIiIh0jNoDa9u2bbFt2zZMmzYNc+bMgbu7O5YtW4bQ0FCxzyeffIKcnBwMHz4cmZmZePPNNxEdHQ0TExOxz8aNGxEREYFu3bpBT08PISEhiIyMVHe5RERERCRzCkEQBKmL0ASlUglLS0tkZWVVaj6r29Q/NFBV+dxcECzZa+vquImIiKjqlTevaeTWrERERERE6sLASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESyxsBKRERERLLGwEpEREREssbASkRERESypvHAumDBAigUCowfP15se/HiBcLDw2Fra4uaNWsiJCQEDx48UNkvNTUVwcHBqFGjBuzt7TF58mQUFBRoulwiIiIikhmNBtaEhAR89913aN68uUr7hAkT8Pvvv+O3337DoUOHcO/ePbzzzjvi9sLCQgQHByMvLw9Hjx7FunXrsHbtWsyYMUOT5RIRERGRDGkssGZnZyM0NBTff/89rK2txfasrCysXr0aS5YsQdeuXdG6dWusWbMGR48exfHjxwEAe/bswcWLF7Fhwwa0bNkSQUFB+OKLLxAVFYW8vDxNlUxEREREMqSxwBoeHo7g4GD4+/urtCcmJiI/P1+lvXHjxqhbty6OHTsGADh27BiaNWsGBwcHsU9gYCCUSiUuXLhQ6uvl5uZCqVSqPIiIiIio+jPQxEF//vlnnDp1CgkJCSW2paWlwcjICFZWVirtDg4OSEtLE/v8M6wWby/eVpr58+dj9uzZaqieiIiIiORE7WdYb9++jXHjxmHjxo0wMTFR9+HLNG3aNGRlZYmP27dvV9lrExEREZHmqD2wJiYmIj09HW+88QYMDAxgYGCAQ4cOITIyEgYGBnBwcEBeXh4yMzNV9nvw4AEcHR0BAI6OjiVWDSh+Xtzn34yNjWFhYaHyICIiIqLqT+2BtVu3bjh37hySkpLER5s2bRAaGir+29DQEPv27RP3SU5ORmpqKry9vQEA3t7eOHfuHNLT08U+sbGxsLCwgJeXl7pLJiIiIiIZU/scVnNzczRt2lSlzczMDLa2tmL7kCFDMHHiRNjY2MDCwgJjxoyBt7c3OnToAAAICAiAl5cXBg4ciEWLFiEtLQ2ff/45wsPDYWxsrO6SiYiIiEjGNHLR1assXboUenp6CAkJQW5uLgIDA/Htt9+K2/X19bFr1y6MGjUK3t7eMDMzQ1hYGObMmSNFuUREREQkoSoJrAcPHlR5bmJigqioKERFRZW5j6urK/78808NV0ZEREREcqfxW7MSEREREb0OBlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGVqJSzJ8/H23btoW5uTns7e3Rp08fJCcnl+h37NgxdO3aFWZmZrCwsICPjw+eP38ubu/Vqxfq1q0LExMTODk5YeDAgbh3715VDoWIiKjaY2AlKsWhQ4cQHh6O48ePIzY2Fvn5+QgICEBOTo7Y59ixY+jevTsCAgJw4sQJJCQkICIiAnp6//9j5efnh19//RXJycnYsmULrl+/jnfffVeKIREREVVbCkEQBKmL0ASlUglLS0tkZWXBwsKiwvu7Tf1DA1WVz80FwZK9tq6O+1UePnwIe3t7HDp0CD4+PgCADh064K233sIXX3xR7uPs3LkTffr0QW5uLgwNDTVVLhERUbVQ3rzGM6xE5ZCVlQUAsLGxAQCkp6cjPj4e9vb26NixIxwcHODr64vDhw+XeYyMjAxs3LgRHTt2ZFglIiKqAAZWolcoKirC+PHj0alTJzRt2hQAcOPGDQDArFmzMGzYMERHR+ONN95At27dcPXqVZX9p0yZAjMzM9ja2iI1NRU7duyo8jEQERFVZwysRK8QHh6O8+fP4+effxbbioqKAAAjRozAoEGD0KpVKyxduhQeHh744YcfVPafPHkyTp8+jT179kBfXx8ffvghtHQmDhERkUYYSF0AkZxFRERg165diIuLQ506dcR2JycnAICXl5dKf09PT6Smpqq01apVC7Vq1UKjRo3g6ekJFxcXHD9+HN7e3pofABERkRbgGVaiUgiCgIiICGzbtg379++Hu7u7ynY3Nzc4OzuXWOrqypUrcHV1LfO4xWdmc3Nz1V80ERGRluIZVqJShIeH46effsKOHTtgbm6OtLQ0AIClpSVMTU2hUCgwefJkzJw5Ey1atEDLli2xbt06XL58GZs3bwYAxMfHIyEhAW+++Sasra1x/fp1TJ8+HfXr1+fZVSIiogpgYCVCyeW8bq1YAQDo0qWLSrttj/Go2cz//541hF6rt9F/8CgUvXgKIzt3WIXMRrfvLwO4jLyHN5Gx93vkT/4URfkvoF/TBqbub8AycDg8Zu4Vjynn5byIiIjkgIGVqBSuU3aVq59lh/dg2eG9UrcZ2bnB8f156iyLiIhIJ3EOKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJmtoD6/z589G2bVuYm5vD3t4effr0KXH7yhcvXiA8PBy2traoWbMmQkJC8ODBA5U+qampCA4ORo0aNWBvb4/JkyejoKBA3eUSERERkcypPbAeOnQI4eHhOH78OGJjY5Gfn4+AgADk5OSIfSZMmIDff/8dv/32Gw4dOoR79+7hnXfeEbcXFhYiODgYeXl5OHr0KNatW4e1a9dixowZ6i6XiIiIiGRO7Xe6io6OVnm+du1a2NvbIzExET4+PsjKysLq1avx008/oWvXrgCANWvWwNPTE8ePH0eHDh2wZ88eXLx4EXv37oWDgwNatmyJL774AlOmTMGsWbNgZGSk7rKJiIiISKY0Poc1KysLAGBjYwMASExMRH5+Pvz9/cU+jRs3Rt26dXHs2DEAwLFjx9CsWTM4ODiIfQIDA6FUKnHhwoVSXyc3NxdKpVLlQURERETVn0YDa1FREcaPH49OnTqhadOmAIC0tDQYGRnByspKpa+DgwPS0tLEPv8Mq8Xbi7eVZv78+bC0tBQfLi4uah4NEREREUlBo4E1PDwc58+fx88//6zJlwEATJs2DVlZWeLj9u3bGn9NIiIiItI8tc9hLRYREYFdu3YhLi4OderUEdsdHR2Rl5eHzMxMlbOsDx48gKOjo9jnxIkTKscrXkWguM+/GRsbw9jYWM2jICIiIiKpqf0MqyAIiIiIwLZt27B//364u7urbG/dujUMDQ2xb98+sS05ORmpqanw9vYGAHh7e+PcuXNIT08X+8TGxsLCwgJeXl7qLpmI/k9cXBx69uwJZ2dnKBQKbN++XWX7rFmz0LhxY5iZmcHa2hr+/v6Ij48Xtx88eBAKhaLUR0JCQhWPhoiItIXaA2t4eDg2bNiAn376Cebm5khLS0NaWhqeP38OALC0tMSQIUMwceJEHDhwAImJiRg0aBC8vb3RoUMHAEBAQAC8vLwwcOBAnDlzBjExMfj8888RHh7Os6hEGpSTk4MWLVogKiqq1O2NGjXC8uXLce7cORw+fBhubm4ICAjAw4cPAQAdO3bE/fv3VR5Dhw6Fu7s72rRpU5VDISIiLaL2KQErVqwAAHTp0kWlfc2aNfjoo48AAEuXLoWenh5CQkKQm5uLwMBAfPvtt2JffX197Nq1C6NGjYK3tzfMzMwQFhaGOXPmqLtcIvqHoKAgBAUFlbl9wIABKs+XLFmC1atX4+zZs+jWrRuMjIxUpu3k5+djx44dGDNmDBQKhcbqJiIi7ab2wCoIwiv7mJiYICoqqsyzOADg6uqKP//8U52lEZEa5eXlYdWqVbC0tESLFi1K7bNz5048fvwYgwYNquLqiIhIm2jsoisi0k67du1C//798ezZMzg5OSE2Nha1atUqte/q1asRGBiocuElERFRRWn8xgFEpF38/PyQlJSEo0ePonv37ujbt6/KBZLF7ty5g5iYGAwZMkSCKivmVRebbd26FQEBAbC1tYVCoUBSUpLK9oyMDIwZMwYeHh4wNTVF3bp1MXbsWPHGKURE9HoYWImoQszMzNCgQQN06NABq1evhoGBAVavXl2i35o1a2Bra4tevXpJUGXFvOpis5ycHLz55ptYuHBhqdvv3buHe/fu4T//+Q/Onz+PtWvXIjo6ulqEdSKi6oBTAojotRQVFSE3N1elTRAErFmzBh9++CEMDQ0lqqz8XnWx2cCBAwEAN2/eLHV706ZNsWXLFvF5/fr1MXfuXHzwwQcoKCiAgQF/1RIRvQ7+FiUiUXZ2Nq5duyY+T0lJQVJSEmxsbGBra4u5c+eiV69ecHJywqNHjxAVFYW7d+/ivffeUznO/v37kZKSgqFDh1b1EGQjKysLFhYWDKtERGrA36REOsxt6h8qz1+knsWDTZ+KzydOnAgAMGvaDbaB4Xj4+0Es+uY7FD5XQt/UAkaODWHdbz6Cf7wJ4Ka438Odi2Fc2xPd114HcL3U1765IFi9g5GRR48e4YsvvsDw4cOlLoWISCswsBKRyKRuc7hO2VXmdvu3PyvXcex6TVZXSdWOUqlEcHAwvLy8MGvWLKnLISLSCrzoiohITZ4+fYru3bvD3Nwc27Ztqxbzd4mIqgMGViIiNVAqlQgICICRkRF27twJExMTqUsiItIanBJARDrvZReb1a1bFxkZGUhNTcW9e/cAAMnJyQAAR0dHODo6imH12bNn2LBhA5RKJZRKJQDAzs4O+vr6VT8oIiItwsBKRDqnIheb1QqegOxze/H4z2Xi9v79+wMALDu9D6s3Q//ePz4eANCgQQOVY9ceuRoGlg7ic22+2IyISFMYWIlI573qYrOazfxRs5l/pfcnIqLXwzmsRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxERFQmNzc3KBSKEo/w8HCpS9Oou3fv4oMPPoCtrS1MTU3RrFkznDx5UuqyiHQWAysREZUpISEB9+/fFx+xsbEAgPfee0/iyjTnyZMn6NSpEwwNDbF7925cvHgRX331FaytraUuTaPmz5+Ptm3bwtzcHPb29ujTpw+Sk5OlLqtKxMXFoWfPnnB2doZCocD27dulLqlKVKdxM7ASEVGZ7Ozs4OjoKD527dqF+vXrw9fXV+rSNGbhwoVwcXHBmjVr0K5dO7i7uyMgIAD169eXujSNOnToEMLDw3H8+HHExsYiPz8fAQEByMnJkbo0jcvJyUGLFi0QFRUldSlVqjqN20DqAoiIqHrIy8vDhg0bMHHiRCgUCqnL0ZidO3ciMDAQ7733Hg4dOoTatWtj9OjRGDZsmNSlaVR0dLTK87Vr18Le3h6JiYnw8fGRqKqqERQUhKCgIKnLqHLVadw8w0pEROWyfft2ZGZm4qOPPpK6FI26ceMGVqxYgYYNGyImJgajRo3C2LFjsW7dOqlLq1JZWVkAABsbG4krIeIZViIiKqfVq1cjKCgIzs7OUpeiUUVFRWjTpg3mzZsHAGjVqhXOnz+PlStXIiwsTOLqqkZRURHGjx+PTp06oWnTplKXQ8QzrERE9Gq3bt3C3r17MXToUKlL0TgnJyd4eXmptHl6eiI1NVWiiqpeeHg4zp8/j59//lnqUogAyDywRkVFwc3NDSYmJmjfvj1OnDghdUlERDppzZo1sLe3R3BwsNSlaFynTp1KXB1/5coVuLq6SlRR1YqIiMCuXbtw4MAB1KlTR+pyiADIOLD+8ssvmDhxImbOnIlTp06hRYsWCAwMRHp6utSlERHplKKiIqxZswZhYWEwMND+mWQTJkzA8ePHMW/ePFy7dg0//fQTVq1apfVrzwqCgIiICGzbtg379++Hu7u71CURiWT7m2fJkiUYNmwYBg0aBABYuXIl/vjjD/zwww+YOnVqif65ubnIzc0VnxdPFlcqlZV6/aLcZ5XaTx0qW7M6cNxVj+Ouero67qYzYyq134tbZ/AwNRXr0pzw04TfKnWM87MDK7WfOlRm3FY9JmHWkpX4bMYsGFjYw9z7A0w7aYRpJys2finHXVETJ07E5s2b8dNPPwEArl69CgCwsLCAqamplKVpXHZ2Nm7cuCE+v3TpEmrVqgVra2u4uLhIWJlmyWHcxb8TBUF4aT+F8KoeEsjLy0ONGjWwefNm9OnTR2wPCwtDZmYmduzYUWKfWbNmYfbs2VVYJRERERGpw+3bt186BUWWZ1gfPXqEwsJCODg4qLQ7ODjg8uXLpe4zbdo0TJw4UXxeVFSEjIwM2NraVvl6gUqlEi4uLrh9+zYsLCyq9LWlxHFz3LqA4+a4dQHHzXFXFUEQ8PTp01euPiLLwFoZxsbGMDY2VmmzsrKSppj/Y2FhoVPf8MU4bt3CcesWjlu3cNy6RapxW1pavrKPLC+6qlWrFvT19fHgwQOV9gcPHsDR0VGiqoiIiIhICrIMrEZGRmjdujX27dsnthUVFWHfvn3w9vaWsDIiIiIiqmqynRIwceJEhIWFoU2bNmjXrh2WLVuGnJwccdUAOTM2NsbMmTNLTFHQdhw3x60LOG6OWxdw3By33MhylYBiy5cvx+LFi5GWloaWLVsiMjIS7du3l7osIiIiIqpCsg6sRERERESynMNKRERERFSMgZWIiIiIZI2BlYiIiIhkjYGViKgMBQUFWL9+fYk1oYmIqGrxoiuqtOfPn0MQBNSoUQMAcOvWLWzbtg1eXl4ICAiQuDoi9ahRowYuXboEV1dXqUupEps2bcLTp0/L3d/e3h59+vTRXEFVZPHixXjy5Em5+9epUwejR4/WYEVVIyQkBPfv3y93fy8vL/z3v//VYEVVQ1ff75SUFOTn55e7v6mpKVxcXDRYUfkxsFKlBQQE4J133sHIkSORmZmJxo0bw9DQEI8ePcKSJUswatQoqUvUmPXr16Nfv34l1qzLy8vDzz//jA8//FCiyjQnJycHCxYswL59+5Ceno6ioiKV7Tdu3JCoMs3q0qULJkyYgN69e0tdSpVo2rQpPvnkE5T3v4aoqCicOHFCw1VpXvPmzbF8+fJyj3vy5MlaMe5WrVrh9OnT5e7frl07rRi3rr7fjRs3RseOHcs97gsXLshm3LK9cUB1VvyNoFAoJK5Es06dOoWlS5cCADZv3gwHBwecPn0aW7ZswYwZM7Q6sA4aNAjdu3eHvb29SvvTp08xaNAgrQysQ4cOxaFDhzBw4EA4OTlp/fd3sdGjR2PixIm4ffs2WrduDTMzM5XtzZs3l6gyzTA0NKzQ9+/y5cs1WE3V0dfXh4+PT7n7a8u5Hl35Of43XX2/TU1N8cMPP5S7f9u2bTVYTcUwsKrR+vXrsXjxYly9ehUA0KhRI0yePBkDBw6UuDLNePbsGczNzQEAe/bswTvvvAM9PT106NABt27dkrg6zRIEodRf9Hfu3IGlpaUEFWne7t278ccff6BTp05Sl1Kl+vfvDwAYO3as2KZQKMTvgcLCQqlK04iKBhhtCTy6Om5dpavvd3UeNwOrmixZsgTTp09HRESE+B/64cOHMXLkSDx69AgTJkyQuEL1a9CgAbZv3463334bMTEx4hjT09NhYWEhcXWa0apVKygUCigUCnTr1g0GBv//I1RYWIiUlBR0795dwgo1x9raGjY2NlKXUeVSUlKkLoGISOcxsKrJN998gxUrVqh8lNarVy80adIEs2bN0srAOmPGDAwYMAATJkxA165d4e3tDeDvs62tWrWSuDrNKL64JCkpCYGBgahZs6a4zcjICG5ubggJCZGoOs364osvMGPGDKxbt0680E4X6MrFVkREcsbAqib3799Hx44dS7R37NixQldgVifvvvsu3nzzTdy/fx8tWrQQ27t164a3335bwso0Z+bMmQAANzc39OvXDyYmJhJXVHW++uorXL9+HQ4ODnBzc4OhoaHK9lOnTklUmeb9+OOPWLlyJVJSUnDs2DG4urpi2bJlcHd317qLsfLz8xEXF1euvtoyrw8AcnNzsX79+nL1FQRBa8aek5ODwYMHl6uvNo1bV9/vipLTuBlY1aRBgwb49ddf8emnn6q0//LLL2jYsKFEVWmeo6MjsrOzERsbCx8fH5iamqJt27aymveiCWFhYQD+XhWgtCvm69atK0VZGqUNSxdVxooVKzBjxgyMHz8ec+fOFeesWllZYdmyZVoXWAcOHIjdu3eXu3/xz0J199lnn1VoOa9//66vrnbv3l3hZY60ga6+366uruKnoeXRrFkzDVZTMVzWSk22bNmCfv36wd/fX5zDeuTIEezbtw+//vqrVp5xfPz4Mfr27YsDBw5AoVDg6tWrqFevHgYPHgxra2t89dVXUpeoMVevXsXgwYNx9OhRlXZtvRBHl3l5eWHevHno06cPzM3NcebMGdSrVw/nz59Hly5d8OjRI6lLJDWozutTvg5dXXdXV9/v6oxnWNUkJCQE8fHxWLJkCbZv3w4A8PT0xIkTJ7R2PueECRNgaGiI1NRUeHp6iu39+vXDxIkTtTqwfvTRRzAwMMCuXbt0aoknAEhMTMSlS5cAAE2aNNHa7+9iKSkppY7R2NgYOTk5ElREmhAUFFSu9SmLV4iQ0/qUr2Pu3LkVWne3+I+36k5X3+/qfKMIBlY1at26NTZu3Ch1GVVmz549iImJQZ06dVTaGzZsqPXLWiUlJSExMRGNGzeWupQqk56ejv79++PgwYOwsrICAGRmZsLPzw8///wz7OzspC1QQ9zd3ZGUlFTi4qvo6GiVP9SoeqvO61O+Dl1dd1dX3+8bN25U+EYRcqEndQHVnZ6eHvT19V/6+OfSR9okJyen1KvFMzIyStwBStt4eXnp3EfBY8aMwdOnT3HhwgVkZGQgIyMD58+fh1KpVFmjVNtMnDgR4eHh+OWXXyAIAk6cOIG5c+di2rRp+OSTT6Quj9SkOq9P+To4bs30l6vqPA7tTFJVaNu2bWVuO3bsGCIjI0tckFPd3bt3D87OzujcuTPWr1+PL774AsDfPwhFRUVYtGgR/Pz8JK5SsxYuXIhPPvkE8+bNQ7NmzUpcMa+N69BGR0dj7969KmcVvby8EBUVhYCAAAkr06yhQ4fC1NQUn3/+OZ49e4YBAwbA2dkZX3/9tXhTASIi0iwG1tdU2hXCycnJmDp1Kn7//XeEhoZizpw5ElSmOU2aNEFUVBQWL16Mrl274uTJk8jLy8Mnn3winn07cuSI1GVqlL+/P4C/l/D6J22+6KqoqKhEMAf+/khR2/4o+7fQ0FCEhobi2bNnyM7OLnFLXiIi0iwGVjW6d+8eZs6ciXXr1iEwMBBJSUlo2rSp1GWp3dy5czFixAh0794dFy9exMqVK2Fubo7s7Gy88847CA8Ph5OTk9RlatSBAwekLqHKde3aFePGjcOmTZvg7OwMALh79y4mTJhQIrhrkx9++AF+fn5wd3dHjRo1dOqmCX5+fnB1dcXatWvFtrCwMNy+fRv79++XrjAZ0JYFdnR13d2K0uWxywUDqxpkZWVh3rx5+Oabb9CyZUvs27cPnTt3lrosjRk9ejSCgoIwZMgQNGnSBKtWrcJnn30mdVlVytfXV+oSqtzy5cvRq1cvuLm5icu73L59G02bNsWGDRskrk5z5s+fj2HDhqF27drw9fWFr68vunTpggYNGkhdmsa5urqKf5wUq127NvT0tO/yh+q8PuXr0NV1d3X1/a7ON4rgOqyvadGiRVi4cCEcHR0xb948rVtE/FWWL1+OCRMmwNPTs8TFZdp856Niz549Q2pqKvLy8lTamzdvLlFFmiUIAvbu3YvLly8D+HvptuLpEdrs7t27OHjwIOLi4nDo0CFcvXoVTk5O6NKli1aHdSLSLjdu3Kjw+rNyuREOA+tr0tPTg6mpKfz9/aGvr19mv61bt1ZhVVXj1q1bGDRoEM6fP48RI0aUCKzFtzHVRg8fPsSgQYPKPDOhjXNY6e8/UP766y9s2rQJGzduhCAIKCgokLostcrPz6/QWRU9PT2tWAmlOq9PSRWnq+93db5RRPX/LSOxDz/8sFovE1FZ33//PSZNmgR/f39cuHBBa9fgLMv48eORmZmJ+Ph4dOnSBdu2bcODBw/w5ZdfatUNEyIjIzF8+HCYmJggMjLypX21dWmrPXv24ODBgzh48CBOnz4NT09P+Pr6YvPmzfDx8ZG6PLVr0qQJ6tSpU+4F1XNycrRiQfXqvD4lVZyuvt/V+UYRDKyv6Z8XI+iK7t2748SJE1i+fHmFFpzWJvv378eOHTvQpk0b6OnpwdXVFW+99RYsLCwwf/58BAcHS12iWixduhShoaEwMTHB0qVLy+ynUCi0NrB2794ddnZ2mDRpEv7880/xpgnayszMrEIXVGnLguq6eOJBl+nq+12dbxTBwEoVVlhYiLNnz5a4w5UuycnJEZc2sra2xsOHD9GoUSM0a9ZMq+bupqSklPpvXbJkyRLExcVh0aJF+Prrr8WLrrp06YJGjRpJXZ7a6eqC6kS6oDr/fGvfpZ6kcbGxsTodVgHAw8MDycnJAIAWLVrgu+++w927d7Fy5UqtXdJrzpw5ePbsWYn258+fa91aw/80fvx4bN26FY8ePUJ0dDQ6duyI6OhoNG3aVOd/DoiIqgoDK1EljBs3TpywP3PmTOzevRt169ZFZGQk5s2bJ3F1mjF79mxkZ2eXaH/27Blmz54tQUVVRxAEnDp1CrGxsYiJicGBAwdQVFSkc3O3Sbv5+fnho48+UmkLCwtD165dpSmI6B84JYCoEj744APx361bt8atW7dw+fJl1K1bF7Vq1ZKwMs0pvovXv505cwY2NjYSVFQ1evbsiSNHjkCpVKJFixbo0qULhg0bBh8fH62fz6pLqvP6lOqiS+vu6ur7XZ1vFMFlrYgqYc6cOfj4449L3PXo+fPnWLx4MWbMmCFRZepnbW0NhUKBrKwsWFhYqITWwsJCZGdnY+TIkYiKipKwSs2ZPHkyfH190blzZ1haWkpdjsa1b98e+vr65f7PysrKqkILz8tVdV6fkipOV9/vRYsW4cmTJ+XuX6dOHYSHh2uwovJjYCWqBH19fdy/f7/EPeUfP34Me3t7rVqHdd26dRAEAYMHD8ayZctUQpuRkRHc3NwqdMcYbZCZmcmzq1qmOq9P+Tp0dd1dXX2/qzMGVqJK0NPTw4MHD0rMYdy/fz/69euHhw8fSlSZ5hw6dAidOnXSiv+sKmLhwoVwc3NDv379AAB9+/bF5s2b4eTkhD///BMtWrSQuEL1GjduXIW+fxs0aKAVF901bdq0QutTRkVFacX6s40aNdLJdXd19f2uznTrfx6i11T88bhCoUCjRo3K/HhcG5mbm+PSpUviPbV37NiBNWvWwMvLC7NmzYKRkZHEFWrGypUrsXHjRgB/r5ARGxuL6Oho/Prrr5g8eTL27NkjcYXqdfDgQezcubNcfQVBQN++fbUisFbn9Slfh66uu6ur73d1xsBKVAHLli0TPx6fPXu2Tn08PmLECEydOhXNmjXDjRs30K9fP7zzzjv47bff8OzZMyxbtkzqEjUiLS0NLi4uAIBdu3ahb9++CAgIgJubG9q3by9xdepXfCOM8tKWD+mq8/qUr4Pj1kx/Uj8GVqIKCAsLQ0FBARQKBbp27SoGGV1w5coVtGzZEgDw22+/wdfXFz/99BOOHDmC/v37a21gtba2xu3bt+Hi4oLo6Gh8+eWXAP4Oato0V7kY/yMnIjnSvrUqiDTMwMAAo0aNQlFRkdSlVClBEMQx7927Fz169AAAuLi44NGjR1KWplHvvPMOBgwYgLfeeguPHz9GUFAQAOD06dNo0KCBxNUREekGnmElqoR27drh9OnTFfrotLpr06YNvvzyS/j7++PQoUNYsWIFgL9v2erg4CBxdZqzdOlSuLm54fbt21i0aBFq1qwJALh//z5Gjx4tcXWkLtV5fUqqOL7ff98owtXVFWvXrhXbwsLCcPv27QrNa64qDKxElTB69GhMmjQJd+7cQevWrWFmZqayvXnz5hJVpjnLli1DaGgotm/fjs8++0w8u7h582Z07NhR4uo0x9DQEB9//HGJ9gkTJkhQjeZV5Fa72vQf+cCBAyu0nmxYWJgGq6k6hoaG6NixY7nfS1tbWw1XVDV09f3+p+p2owgua0VUCaX9QBcv+6JQKLRybmNZXrx4AX19fRgaGkpdisZcvXoVBw4cQHp6eompINp0kwgAiIuLw/Pnz8vd39LSEh06dNBgRUREDKxElXLr1q2XbtfWqQKZmZnYvHkzrl+/jsmTJ8PGxganTp2Cg4MDateuLXV5GvH9999j1KhRqFWrFhwdHVUuMlIoFDh16pSE1RG9Hl1dd1dXVecbRTCwElG5nD17Ft26dYOVlRVu3ryJ5ORk1KtXD59//jlSU1Oxfv16qUvUCFdXV4wePRpTpkyRuhQitWvRokWF193lAvrVV3W+UYQ8YjNRNXT9+nUsW7YMly5dAgB4eXlh3LhxqF+/vsSVacbEiRMxaNAgLFq0CObm5mJ7jx49MGDAAAkr06wnT57gvffek7oMIo3Q1XV3dVV1vlGEPGfWEslcTEwMvLy8cOLECTRv3hzNmzdHfHw8mjRpgtjYWKnL04iEhASMGDGiRHvt2rWRlpYmQUVV47333tO6u1kRFeO6u7qlOr/fPMNKVAlTp07FhAkTsGDBghLtU6ZMwVtvvSVRZZpjbGwMpVJZov3KlSuws7OToKKq0aBBA0yfPh3Hjx9Hs2bNSlxcNnbsWIkqIyLSHZzDSlQJJiYmOHfuHBo2bKjSfuXKFTRv3hwvXryQqDLNGTp0KB4/foxff/0VNjY2OHv2LPT19dGnTx/4+Pho7Z2u3N3dy9ymUChw48aNKqyGqkJ1W5/ydbzxxhsVunCwXbt2spnTqC58v8smp/ebZ1iJKsHOzg5JSUklAmtSUhLs7e0lqkqzvvrqK7z77ruwt7fH8+fP4evri7S0NHh7e2Pu3LlSl6cxKSkpUpdAVay6rU/5OnR13d1/0qX3uzrjGVaiSpgzZw6WLl2KqVOniovmHzlyBAsXLsTEiRMxffp0iSvUnMOHD+Ps2bPIzs7GG2+8AX9/f6lLIqJK4rq7uqV9+/bQ19cv9x8fVlZWFbrBgiYxsBJVgiAIWLZsGb766ivcu3cPAODs7IzJkydj7NixspqoTq/vzp072LlzJ1JTU5GXl6eybcmSJRJVRepUndenpIrj+139MLASvaanT58CgMpST9roVR8batsdn4rt27cPvXr1Qr169XD58mU0bdoUN2/ehCAIeOONN7Rujpuuqs7rU1LF6er7XZ1vFMHASvQa0tPTkZycDABo3LixVl8t36pVK5Xn+fn5SElJgYGBAerXr6+1d3xq164dgoKCMHv2bJibm+PMmTOwt7dHaGgounfvjlGjRkldIqlBq1atcPr06XL3b9u2LRISEjRYEWmSrr7f1flGETy/TVQJT58+xejRo7Fp0ybx3vL6+vro168foqKiYGlpKXGF6lfaL3elUomPPvoIb7/9tgQVVY1Lly5h06ZNAAADAwM8f/4cNWvWxJw5c9C7d28GVi1RndenpIrT1fe7Ot8ogpfAEVXC0KFDER8fjz/++AOZmZnIzMzErl27cPLkyVIX19dWFhYWmD17tlZfZGZmZibOW3VycsL169fFbY8ePZKqLCKiCqvOQZ1nWIkqYdeuXYiJicGbb74ptgUGBuL7779H9+7dJays6mVlZSErK0vqMjSmQ4cOOHz4MDw9PdGjRw9MmjQJ586dw9atW3m1NBFRFWFgJaoEW1vbUj/2t7S0hLW1tQQVaV5kZKTKc0EQcP/+ffz4448ICgqSqCrNW7JkCbKzswEAs2fPRnZ2Nn755Rc0bNiQKwQQEVURXnRFVAmrVq3Cb7/9hh9//BGOjo4AgLS0NISFheGdd97RymkB/77jk56eHuzs7NC1a1dMmzZN61dJIO1WndenpIrT1ffb09MT77//frn6CoKAP/74QzYXXTGwElVCq1atcO3aNeTm5qJu3boAgNTUVBgbG5e4+5W2Xj1PRETVS3W+UQSnBBBVQp8+faQugYjUqDqvT0kVp6vvt4+Pj9QlVBrPsBJRubz99tvlvmJ069atGq6GSL2q8/qUVHF8v6sfnmElek3Z2dniWqzFLCwsJKpGcywtLbFt2zZYWlqiTZs2AIDExERkZWWhT58+slr+hKiiqvP6lFRxfL+rHwZWokpISUlBREQEDh48iBcvXojtgiBAoVCgsLBQwuo0w8HBAX379sXKlSuhr68PACgsLMTo0aNhYWGBxYsXS1yhZsyZMwcff/wxatSoodL+/PlzLF68WGtvSatrqvP6lFRxfL+rH04JIKqETp06QRAEjBs3Dg4ODiV+mfn6+kpUmebY2dnh8OHD8PDwUGlPTk5Gx44d8fjxY4kq0yx9fX3cv38f9vb2Ku2PHz+Gvb29Vv5xooveeOONCl0g2a5dO35EXI3x/a5+eIaVqBLOnDmDxMTEEuFNmxUUFODy5cslxnz58uUSUyK0SfFZ8387c+YMbGxsJKiIiEj3MLASVULbtm1x+/ZtnQqsgwYNwpAhQ3D9+nW0a9cOABAfH48FCxZg0KBBElenftbW1lAoFFAoFGjUqJFKaC0sLER2djZGjhwpYYWkTs+fPy/3VeD8YLL64/td/XBKAFElXL9+HSNHjsQHH3yApk2bwtDQUGV78+bNJapMc4qKivCf//wHX3/9Ne7fvw8AcHJywrhx4zBp0iRxXqu2WLduHQRBwODBg7Fs2TKVO5sZGRnBzc0N3t7eElZI6lSd16ekiuP7Xf0wsBJVwvHjxzFgwADcvHlTbFMoFFp90dU/KZVKANq5GsK/HTp0CJ06dYKBAT+QIiKSCgMrUSV4eXnB09MTn3zySakXXVVkuRSStz///BP6+voIDAxUaY+JiUFRURGCgoIkqoyISHcwsBJVgpmZGc6cOYMGDRpIXQppWPPmzbFgwQL06NFDpT06OhpTpkzBmTNnJKqMiEh36EldAFF11LVrVwYVHXH16lV4eXmVaG/cuDGuXbsmQUVERLqHk7KIKqFnz56YMGECzp07h2bNmpW46KpXr14SVUbqZmlpiRs3bsDNzU2l/dq1azAzM5OmKCIiHcMpAUSVoKdX9ocTunDRlS4ZMWIEjh07hm3btqF+/foA/g6rISEhaNu2Lf773/9KXCERkfZjYCWicomMjCy1XaFQwMTEBA0aNICPj4/WLW+VlZWF7t274+TJk6hTpw4A4M6dO+jcuTO2bt0KKysraQskItIBDKxEVC7u7u54+PAhnj17BmtrawDAkydPUKNGDdSsWRPp6emoV68eDhw4ABcXF4mrVS9BEBAbG4szZ87A1NQUzZs3h4+Pj9RlERHpDAZWonKKjIzE8OHDYWJiUubZxmJjx46toqqqzqZNm7Bq1Sr897//VflofMSIERg+fDg6deqE/v37w9HREZs3b5a4Ws148eIFjI2NS71VKxERaQ4DK1E5ubu74+TJk7C1tYW7u3uZ/RQKBW7cuFGFlVWN+vXrY8uWLWjZsqVK++nTpxESEoIbN27g6NGjCAkJEe+EpQ2Kioowd+5crFy5Eg8ePMCVK1dQr149TJ8+HW5ubhgyZIjUJRIRaT2uEkBUTikpKaX+W1fcv38fBQUFJdoLCgqQlpYGAHB2dsbTp0+rujSN+vLLL7Fu3TosWrQIw4YNE9ubNm2KZcuWMbASEVUBrsNKROXi5+eHESNG4PTp02Lb6dOnMWrUKHTt2hUAcO7cuZeefa6O1q9fj1WrViE0NFTlgrIWLVrg8uXLElZGRKQ7eIaVqBIKCwuxdu1a7Nu3D+np6SgqKlLZvn//fokq05zVq1dj4MCBaN26tbjubEFBAbp164bVq1cDAGrWrImvvvpKyjLV7u7du6Xe0ayoqAj5+fkSVEREpHsYWIkqYdy4cVi7di2Cg4PRtGlTnbgIx9HREbGxsbh8+TKuXLkCAPDw8ICHh4fYx8/PT6ryNMbLywt//fUXXF1dVdo3b96MVq1aSVQVEZFuYWAlqoSff/4Zv/76a4n7y+uCxo0bo3HjxlKXUWVmzJiBsLAw3L17F0VFRdi6dSuSk5Oxfv167Nq1S+ryiIh0AlcJIKoEZ2dnHDx4EI0aNZK6lCqji9Mgiv3111+YM2cOzpw5g+zsbLzxxhuYMWMGAgICpC6NiEgnMLASVcJXX32FGzduYPny5ToxHQAAIiIixGkQTk5OJca9dOlSiSrTnIKCAsybNw+DBw8W73JFRERVj4GVqBLefvttHDhwADY2NmjSpIl4EVKxrVu3SlSZ5tSqVQvr16/XuWkQNWvWxPnz5+Hm5iZ1KUREOotzWIkqwcrKCm+//bbUZVQpIyOjUq+W13bdunXDoUOHGFiJiCTEM6xEVC66OA0CAFauXInZs2cjNDQUrVu3hpmZmcr2Xr16SVQZEZHuYGAlqgBra+tSw5qlpSUaNWqEjz/+GG+99ZYElWmeLk6DAAA9vbLvr6JQKFBYWFiF1RAR6SZOCSCqgGXLlpXanpmZicTERPzP//wPNm/ejJ49e1ZtYVVAF6dBACixGgIREVU9nmElUqMlS5Zg8+bNOHr0qNSlkBrk5+fD1NQUSUlJaNq0qdTlEBHprLI/6yKiCvuf//kfrb+//MOHD3H48GEcPnwYDx8+lLocjTI0NETdunX5sT8RkcQYWInUKDc3F0ZGRlKXoRE5OTkYPHgwnJyc4OPjAx8fHzg7O2PIkCF49uyZ1OVpzGeffYZPP/0UGRkZUpdCRKSzOCWASI3Gjx+Py5cvIzo6WupS1G7EiBHYu3cvli9fjk6dOgEADh8+jLFjx+Ktt97CihUrJK5QM1q1aoVr164hPz8frq6uJVYJOHXqlESVERHpDl50RVQBEydOLLU9KysLp06dwpUrVxAXF1fFVVWNLVu2YPPmzejSpYvY1qNHD5iamqJv375aG1j79OkjdQlERDqPgZWoAk6fPl1qu4WFBd566y1s3boV7u7uVVxV1Xj27BkcHBxKtNvb22v1lICZM2dKXQIRkc7jlAAiKpdu3brB1tYW69evh4mJCQDg+fPnCAsLQ0ZGBvbu3StxhZqVmJiIS5cuAQCaNGmCVq1aSVwREZHuYGAlonI5d+4cunfvjtzcXLRo0QIAcObMGZiYmCAmJgZNmjSRuELNSE9PR//+/XHw4EFYWVkB+HvdXT8/P/z888+ws7OTtkAiIh3AwEpE5fbs2TNs3LhRXLrL09MToaGhMDU1lbgyzenXrx9u3LiB9evXw9PTEwBw8eJFhIWFoUGDBti0aZPEFRIRaT8GViJ6pfz8fDRu3Bi7du0SQ5uusLS0xN69e9G2bVuV9hMnTiAgIACZmZnSFEZEpEO4DisRvZKhoSFevHghdRmSKCoqgqGhYYl2Q0ND3raViKiKMLASUbmEh4dj4cKFKCgokLqUKtW1a1eMGzcO9+7dE9vu3r2LCRMmoFu3bhJWRkSkOzglgIjK5e2338a+fftQs2ZNNGvWrMQC+lu3bpWoMs26ffs2evXqhQsXLsDFxUVsa9q0KXbu3Ik6depIXCERkfbjOqxEVC5WVlYICQmRuowq5+LiglOnTmHv3r0qF5v5+/tLXBkRke7gGVYieqmUlBStvRkCERFVD5zDSkQvVb9+fbi7u2Pw4MHYsGED7ty5I3VJVWL//v3w8vKCUqkssS0rKwtNmjTBX3/9JUFlRES6h2dYieilDh48KD7i4+ORl5eHevXqoWvXrvDz84Ofn1+pt2yt7nr16gU/Pz9MmDCh1O2RkZE4cOAAtm3bVsWVERHpHgZWIiq3Fy9e4OjRo2KAPXHihLhG64ULF6QuT61cXV0RHR1d5rqzly9fRkBAAFJTU6u4MiIi3cPASkQVlpeXhyNHjmD37t347rvvkJ2djcLCQqnLUisTExOcP38eDRo0KHX7tWvX0KxZMzx//ryKKyMi0j2cw0pEr5SXl4e4uDjMnj0bfn5+sLKywsiRI/HkyRMsX74cKSkpUpeodrVr18b58+fL3H727Fk4OTlVYUVERLqLZ1iJ6KW6du2K+Ph4uLu7w9fXF507d4avr6/Wh7UxY8bg4MGDSEhIgImJicq258+fo127dvDz80NkZKREFRIR6Q4GViJ6KUNDQzg5OaFPnz7o0qULfH19YWtrK3VZGvfgwQO88cYb0NfXR0REBDw8PAD8PXc1KioKhYWFOHXqlFZecEZEJDcMrET0Ujk5Ofjrr79w8OBBHDhwAElJSWjUqBF8fX3FAGtnZyd1mRpx69YtjBo1CjExMSj+ValQKBAYGIioqCiuT0tEVEUYWImoQp4+fYrDhw/jwIEDOHjwIM6cOYOGDRu+dL5ndffkyRNcu3YNgiCgYcOGsLa2lrokIiKdwluzElGFmJmZwcbGBjY2NrC2toaBgQEuXbokdVkaZW1tjbZt20pdBhGRzuIZViJ6qaKiIpw8eVKcEnDkyBHk5OSgdu3a4o0D/Pz84OrqKnWpRESkpRhYieilLCwskJOTA0dHRzGcdunSBfXr15e6NCIi0hEMrET0Ut999x38/PzQqFEjqUshIiIdxcBKRERERLLGO10RERERkawxsBIRERGRrDGwEhEREZGsMbASERERkawxsBKRSKFQYPv27eXuv3btWlhZWVX69bp06YLx48dXev/qYt++ffD09ERhYaHYtmrVKri4uEBPTw/Lli2TrjgZ6tKlC9auXSt1GdXa1KlTMWbMGKnLIFIbBlYimRs7dixat24NY2NjtGzZUqOvdf/+fQQFBZW7f79+/XDlypUS7evWrcObb76pztLKNGvWLLV8XVatWoUuXbrAwsICCoUCmZmZJfpkZGQgNDQUFhYWsLKywpAhQ5Cdnf3KY3/yySf4/PPPoa+vDwBQKpWIiIjAlClTcPfuXQwfPhz379/HgAED0KhRI+jp6ak1yKempiI4OBg1atSAvb09Jk+ejIKCglfu98cff6B9+/YwNTWFtbU1+vTpo7J937596NixI8zNzeHo6IgpU6aUOO7Zs2fRuXNnmJiYwMXFBYsWLVLbuKRW2bGtXbsWzZs3h4mJCezt7REeHq6yPSYmBh06dIC5uTns7OwQEhKCmzdvqvTZuHEjWrRogRo1asDJyQmDBw/G48ePxe0ff/wx1q1bhxs3brz2OInkgIGVqBoYPHgw+vXrp/HXcXR0hLGxcbn7m5qawt7evkT7jh070KtXL3WWpnHPnj1D9+7d8emnn5bZJzQ0FBcuXEBsbCx27dqFuLg4DB8+/KXHPXz4MK5fv46QkBCxLTU1Ffn5+QgODoaTkxNq1KiB3Nxc2NnZ4fPPP0eLFi3UNq7CwkIEBwcjLy8PR48exbp167B27VrMmDHjpftt2bIFAwcOxKBBg3DmzBkcOXIEAwYMELefOXMGPXr0QPfu3XH69Gn88ssv2LlzJ6ZOnSr2USqVCAgIgKurKxITE7F48WLMmjULq1atUtv4pFLZsS1ZsgSfffYZpk6digsXLmDv3r0IDAwUt6ekpKB3797o2rUrkpKSEBMTg0ePHuGdd94R+xw5cgQffvghhgwZggsXLuC3337DiRMnMGzYMLFPrVq1EBgYiBUrVqh/8ERSEIhIMi9evBDGjBkj2NnZCcbGxkKnTp2EEydOlNp35syZQosWLcp13OK+q1evFlxcXAQzMzNh1KhRQkFBgbBw4ULBwcFBsLOzE7788kuV/QAI27ZtEwRBEFJSUgQAwpYtW4QuXboIpqamQvPmzYWjR4+K/desWSNYWlqqHOP58+eCmZmZcOnSJUEQBCEqKkpo0KCBYGxsLNjb2wshISFiX19fX2HMmDHC5MmTBWtra8HBwUGYOXOmyvFu3bol9OrVSzAzMxPMzc2F9957T0hLSxNfH4DKY82aNUJRUZEwc+ZMwcXFRTAyMhKcnJyEMWPGlOtrd+DAAQGA8OTJE5X2ixcvCgCEhIQEsW337t2CQqEQ7t69W+bxwsPDhXfffVfla/bvmlNSUlT28fX1FcaNG1euel/lzz//FPT09MSvmSAIwooVKwQLCwshNze31H3y8/OF2rVrC//973/LPO60adOENm3aqLTt3LlTMDExEZRKpSAIgvDtt98K1tbWKq8zZcoUwcPD46U1+/r6CmvWrClze0FBgTB48GDBzc1NMDExERo1aiQsW7asRL/Vq1cLXl5egpGRkeDo6CiEh4eL2548eSIMHz5csLe3F4yNjYUmTZoIv//++0vr+qfKjC0jI0MwNTUV9u7dW2af3377TTAwMBAKCwvFtp07dwoKhULIy8sTBEEQFi9eLNSrV09lv8jISKF27doqbevWrRPq1KlT7jERyRnPsBJJ6JNPPsGWLVuwbt06nDp1Cg0aNEBgYCAyMjJe+9jXr1/H7t27ER0djU2bNmH16tUIDg7GnTt3cOjQISxcuBCff/454uPjX3qczz77DB9//DGSkpLQqFEjvP/++y/9OHnfvn2oXbs2GjdujJMnT2Ls2LGYM2cOkpOTER0dDR8fH5X+69atg5mZGeLj47Fo0SLMmTMHsbGxAICioiL07t0bGRkZOHToEGJjY3Hjxg3xbHO/fv0wadIkNGnSBPfv38f9+/fRr18/bNmyBUuXLsV3332Hq1evYvv27WjWrNlrfT2PHTsGKysrtGnTRmzz9/eHnp7eS7+Gf/31l8o+/fr1w969ewEAJ06cwP379+Hi4lKuGg4ePAiFQlHi4+FX1d2sWTM4ODiIbYGBgVAqlbhw4UKp+5w6dQp3796Fnp4eWrVqBScnJwQFBeH8+fNin9zcXJiYmKjsZ2pqihcvXiAxMVF8bR8fHxgZGam8dnJyMp48eVLuMfxbUVER6tSpg99++w0XL17EjBkz8Omnn+LXX38V+6xYsQLh4eEYPnw4zp07h507d6JBgwbi/kFBQThy5Ag2bNiAixcvYsGCBeKUDeDv+dwvm0dbmbHFxsaiqKgId+/ehaenJ+rUqYO+ffvi9u3bYp/WrVtDT08Pa9asQWFhIbKysvDjjz/C398fhoaGAABvb2/cvn0bf/75JwRBwIMHD7B582b06NFD5fXatWuHO3fuVOj7hUi2pE7MRLoqOztbMDQ0FDZu3Ci25eXlCc7OzsKiRYtK9K/oGdYaNWqIZ7oEQRACAwMFNzc3lTM3Hh4ewvz588XnKOUM6z/Psl24cEEAIJ49Le0M67Bhw4SPP/5YEARB2LJli2BhYaFSxz/5+voKb775pkpb27ZthSlTpgiCIAh79uwR9PX1hdTU1BI1FJ+JLu3r8tVXXwmNGjUSz0hVRFlnWOfOnSs0atSoRH87Ozvh22+/LfN4lpaWwvr161XaTp8+XeqZ1WJlnWGNj48XPDw8hDt37rxyHMWGDRsmBAQEqLTl5OQIAIQ///yz1H02bdokABDq1q0rbN68WTh58qTw/vvvC7a2tsLjx48FQRCEmJgYQU9PT/jpp5+EgoIC4c6dO0Lnzp0FAMJPP/0kCIIgvPXWW8Lw4cNVjl38/l28eLHMml91hrU04eHhKmfvnZ2dhc8++6zUvsW1Jycnl3k8Dw8PYevWrWVur8zY5s+fLxgaGgoeHh5CdHS0cOzYMaFbt26Ch4eHypnagwcPCvb29oK+vr4AQPD29i7x/fjrr78KNWvWFAwMDAQAQs+ePUt8v2dlZQkAhIMHD5Y5DqLqgmdYiSRy/fp15Ofno1OnTmKboaEh2rVrh0uXLpX7ODVr1hQfI0eOFNvd3Nxgbm4uPndwcICXlxf09PRU2tLT0196/ObNm4v/dnJyAoAy9xEEAb///rs4f/Wtt96Cq6sr6tWrh4EDB2Ljxo149uxZmccvfo3i41+6dAkuLi4qZyC9vLxgZWX10q/Re++9h+fPn6NevXoYNmwYtm3bJp4VnjdvnsrXLDU19aXjf13Pnz8vcSaystq1a4fLly+jdu3aajleWYqKigD8fXY9JCQErVu3xpo1a6BQKPDbb78BAAICArB48WKMHDkSxsbGaNSokXiG75/fY5oSFRWF1q1bw87ODjVr1sSqVavE9zI9PR337t1Dt27dSt03KSkJderUQaNGjco8/uXLl/H222+rteaioiLk5+cjMjISgYGB6NChAzZt2oSrV6/iwIEDAIC0tDQMGzYMYWFhSEhIwKFDh2BkZIR3330Xwv/dSf3ixYsYN24cZsyYgcTERERHR+PmzZsqP//A32e8AZT4mSOqjhhYiaq5pKQk8TFnzhyxvfjjw2IKhaLUtuJwUpZ/7qNQKACgzH1OnDiBgoICdOzYEQBgbm6OU6dOYdOmTXBycsKMGTPQokULlSvwK1PTq7i4uCA5ORnffvstTE1NMXr0aPj4+CA/Px8jR45U+Zo5OzuX65iOjo4lgnpBQQEyMjLg6OhY5n61atV6rY+/X5ejoyMePHig0lb8vKy6i/8w8fLyEtuMjY1Rr149lYA/ceJEZGZmIjU1FY8ePULv3r0BAPXq1av0a5fHzz//jI8//hhDhgzBnj17kJSUhEGDBiEvLw/A/we1srxqe3mo6+tqZ2eHWrVqiV/XqKgoWFpaYtGiRWjVqhV8fHywYcMG7Nu3T5x6Mn/+fHTq1AmTJ09G8+bNERgYiG+//RY//PAD7t+/Lx67eGqRnZ3da4+XSGoMrEQSqV+/PoyMjHDkyBGxLT8/HwkJCSr/ob1KgwYNxEdpV+xXpR07diA4OFhlLqCBgQH8/f2xaNEinD17Fjdv3sT+/fvLdTxPT0/cvn1bZY7fxYsXkZmZKX6NjIyMVNY3LWZqaoqePXsiMjISBw8exLFjx3Du3DnY2NiofM0MDAzKVYu3tzcyMzPF+ZkAsH//fhQVFaF9+/Zl7teqVStcvHixXK+hCd7e3jh37pxK2I6NjYWFhUWZ32fFy6glJyeLbfn5+bh58yZcXV1V+ioUCjg7O8PU1BSbNm2Ci4sL3njjDfG14+LikJ+fr/LaHh4esLa2rvSYjhw5go4dO2L06NFo1aoVGjRogOvXr4vbzc3N4ebmhn379pW6f/PmzXHnzp1Sl2Qrr8qMrfjTlH9+XTMyMvDo0SPx6/rs2bMSZ6iLf56K/5B7WZ/is7AAcP78eRgaGqJJkyaVGiORnDCwEknEzMwMo0aNwuTJkxEdHY2LFy9i2LBhePbsGYYMGSL2u3btGpKSkpCWlobnz5+LZwaLzybJyc6dO1WWs9q1axciIyORlJSEW7duYf369SgqKoKHh0e5jufv749mzZohNDQUp06dwokTJ/Dhhx/C19dXvJDJzc0NKSkpSEpKwqNHj5Cbm4u1a9di9erVOH/+PG7cuIENGzbA1NS0RNj6p7S0NCQlJeHatWsAgHPnziEpKUk8S+Xp6Ynu3btj2LBhOHHiBI4cOYKIiAj079//pWdpAwMDcfjw4XKNt/i9zc7OxsOHD5GUlKQSdk+cOIHGjRvj7t275Toe8PdH915eXhg4cCDOnDmDmJgYfP755wgPDxeXMPv3cS0sLDBy5EjMnDkTe/bsQXJyMkaNGgXg7+kWxRYvXoxz587hwoUL+OKLL7BgwQJERkaK4WnAgAEwMjISl1/65Zdf8PXXX2PixInlrr80DRs2xMmTJxETE4MrV65g+vTpSEhIUOkza9YsfPXVV4iMjMTVq1dx6tQpfPPNNwAAX19f+Pj4ICQkBLGxsUhJSREvUCzWuHFjbNu2rcwayjO2bdu2oXHjxuLzRo0aoXfv3hg3bhyOHj2K8+fPIywsDI0bN4afnx8AIDg4GAkJCZgzZ45Y96BBg+Dq6opWrVoBAHr27ImtW7dixYoVuHHjBo4cOYKxY8eiXbt2Kt+Lf/31Fzp37qyWM8pEkpN4Di2RTnv+/LkwZswYoVatWmUua+Xr61tiGSS85IIdQSj9QqSwsDChd+/eJY79z4t7UMpFV6dPnxa3P3nyRAAgHDhwQBAE1Yuurl27JhgbGwvZ2dli/7/++kvw9fUVrK2txWWxfvnllzJfXxAEoXfv3kJYWJj4/GXLWgnC30uDhYSECFZWVuKyVtu2bRPat28vWFhYCGZmZkKHDh1eupRQ8destK/zPy/+efz4sfD+++8LNWvWFCwsLIRBgwYJT58+felxHz9+LJiYmAiXL18W28q66Kq013d1dRW3F18Q9rL3vjQ3b94UgoKCBFNTU6FWrVrCpEmThPz8/JceNy8vT5g0aZJgb28vmJubC/7+/sL58+dVjuvn5ydYWloKJiYmQvv27Uu9iOvMmTPCm2++KRgbGwu1a9cWFixY8Mp6X3XR1YsXL4SPPvpIsLS0FKysrIRRo0YJU6dOLfE9v3LlSsHDw0MwNDQssbTZ48ePhUGDBgm2traCiYmJ0LRpU2HXrl3i9n+/96V51diKlzD7p6ysLGHw4MGClZWVYGNjI7z99tsqFxUKwt8XvbVq1UowMzMT7OzshF69eokXOhaLjIwUvLy8BFNTU8HJyUkIDQ0tcTGeh4eHsGnTppeOgai6UAjCPz4/ICKqpCVLlmDv3r34888/pS5FdiZPngylUonvvvtO6lKqhS5duuCjjz7CRx99JHUp1dbu3bsxadIknD17ttzTXojkjFMCiEgt6tSpg2nTpkldhix99tlncHV1fe2LyYjKKycnB2vWrGFYJa3BM6xERCQrPMNKRP/GM6xERCQrH330EVq2bCl1GUQkIzzDSkRERESyxjOsRERERCRrDKxEREREJGsMrEREREQkawysRERERCRrDKxEREREJGsMrEREREQkawysRERERCRr/wt8iHD+BvVmGQAAAABJRU5ErkJggg==","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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"]},"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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iISClmGImIiIi46EUpnh0iIiIiUooBIxEREREpxSlpIiIiIi56UYoZRiIiIiJSihlGIiIiIi56UYpnh4iIiIiUYoaRiIiIiBlGpXh2iIiIiEgpBoxEREREpBSnpImIiIjEvK2OMswwEhEREZFSzDASERERcdGLUjw7RERERKQUA0YiIiIiUopT0kRERER8lrRSzDASERERkVLMMBIRERFx0YtSPDtEREREpBQzjERERES8hlEpZhiJiIiISCkGjERERESkFKekiYiIiLjoRSmeHSIiIiJSihlGIiIiIi56UYoZRiIiIiJSigEjERERESnFKWkiIiIiLnpRimeHiIiIiJRSuwyjVCoFAIh48SkRERH9LIw7lFKbDOOmTZtQoUIF6OnpQU9PD05OTti8ebPQ3cqxAS2cELLeA7H7huDcwk6oXMYy27qaGmJM/KMq7q3tidh9Q3BlaRc0rGStcptLhtbDvbU9EbN3CF5u74ddU1ugTDETuTq/ORfH6fm/I2L3IDzb0hczPWpAQ/xrfyh2bt+K5o3roVolJ/To0hF379xWWv/40QC0a9kU1So5oWPbljh/7qzc9pMnjmFw/96oW9MNFSuUxYOQYLntb0Jfo2KFsgpfx48GyOrdu3sHA/r2Qu3qVVCnelUMHtAHDx+E5N4bV0M7tm1F04b1UMW1Arp2/h13bisfi2NHj6B1iyao4loB7du0xH9fjYVUKsWyJYtQv05NVK3ohP59euHFi+dydeLj4jBx3GhUr1oRNatVhtfUSUhKTJRtX7FsCZzL2Wd5uVV2ya23rZZ27diKlk3qo3plZ/Ts0umbn4sTxwLQvlUzVK/sjE7tWuH8f5/HIj0tDYsXzkendq1Qs2pFNKlfG9MmjUdkRITCtlJTU9Hl97ao7OSQ5fPzyauXL1C7WiX8VqPq97/JPGL3zm1o27wB6lRzQZ8enXDvrvKxOHk8AJ3aNUedai7o2rE1Lp6X/1zM8JoE94qOcq+RQ/rL1Rk7cgjaNKuHOtVc0KJRbXhPGY/IyM/j9eL5Mwzp3wvNGtRCnWouaN+yEf5atgjpaWm598YpT1OLgNHPzw+DBg1Cs2bNsGvXLuzatQtNmjTBwIEDsXDhQqG7900dapfG3H61MGvbFbgP247bTyPx74w2KGSkp7D+9B7u6Nu0AjxXnIXrwM1Yc/gOdk5pAWfbQiq1eetxBPovPA6XAZvQaso+iEQiHJzZFuKPAWGFkubY59MKx268QLVh29B9zhE0d7PFTI8aP/aECOhowGH4/TkH/QcOwbZde1C6jD2GDOiLmOhohfWDAm9i0vjRaN2uA7b9vRe/1WsAzxFD8fjRQ1md5ORkuLhWwvBRYxS2YWlVGMdO/yf3Gjh4GAoUKIAatWoBAJKSEjF0YF9YWRXGpq07sW7TVujr62PIgL5I+0V/IQccOYz583wxYPAQ7Ph7L+zty2LQgD6IzmYsAm/dxISxo9G2XQfs3L0PdevVx8hhQ/Doi7FYv3Y1tm/djCle07Fl+y7o6elhUP8+SElJkdWZOH4Mnjx+jJVr1mPxspW4ef06fKZPk23v2as3Tp45L/eyLWWHRo2a/LiTIbBjAYex8M+56DdwCLbs/Adl7O0xbGA/JZ+LW5g8fgxat22Prbv24Ld69TFmxDDZ5+LDhw8ICb6PvgMGYcvOf/Cn32K8eP4cnsMHK2xvsd98mBcqpHAbkBmATh4/Bi4VK/3/b1bNnTh6BIv95qJP/8HYsG03Spcui1FD+iMmRvFY3A66Ba9JY9GydTts3PYPav9WH+M9h+HJ40dy9apVr4mDx87KXj6+f8ptr1i5KmbOWYgdew5h9p+L8Pr1K0waO1K2XVNTE02bt8Ki5auxY88hjBwzAfv37sbqlUtz/RyoLZFYuFceoBa9XLJkCVasWIG5c+eiVatWaNWqFebNm4fly5dj8eLFQnfvm4a3rYj1Afew+fh9hLyKwbClp5Ccko6ejcoprN+lXlnM23UNR68/x/PwBKw+fAdHrz/HiHYVVWpzXcBdXLj7Bi8j3iHwSSS8N11CcYuCsLYwBAB0qF0Gd59Fw3f7VTwNi8f5u6GYvO48BrRwhoGe1o89KQLZumkD2rb/Ha3btodtKTtMnuYNXT1d7N/7j8L627ZshnuNmujp0Qe2tqUweNgIlHV0xM7tW2V1WrRsjf6DhsCtmrvCNjQ0NGBuXkjudfrUCTRs3BQFCugDAJ4/e4r4+HgMGjocNiVtUcquNPoPHILo6CiEhb3J/ROhBjZvXI92HTqiTdv2KGVnhyle3tDV1cW+PYrHYuuWTahesxZ69e4L21KlMHT4SDg4OmLHti0AMrOLWzdvQr8Bg1C3XgOUsS+Lmb7zEBkRgVMnTwAAnj55ggvn/4OXz0w4OTmjYqXKmDBpCgKOHEJExFsAQAF9fZgXKiR7RUdH4+mTx2jbvsPPOTEC2LppI9q0/x2t2rSDbSk7TJw6Hbp6uvh33x6F9Xds3QT3GjXRw6MPStqWwqChI1DWwQG7dmwDABgULIjlq9ahYeOmsClZEhWcXTBu0hQE37+H8K/+PV/47xwuX7qAkaPHZdu/5UsXwbpkSTRs3DT33rSa2r51A1q1/R0tWrdDSVs7jJvsBR1dXRzcr3gsdm3bDDf3mujWsw9sbEthwODhsC/riN07t8rV09bWhpl5IdnL0NBIbvsf3XqivJMzChcpCidnV/Tw6It7d4JkGcSixYqjRet2KF2mLAoXKYpadeqhcdMWCLp148ecCMpz1CJgDAsLQ/Xq1bOUV69eHWFhYQL0KOe0NMVwtbPAqcCXsjKpFDgV+BJVy1op3EdbSwMfUjPkypJT0lG9XJHvbrOAjiZ6NHTEs7B4vI56BwDQ0dLAh9R0+eOkpkNPRxOudhaqv1k1l5aWiuD79+BW7fO/JbFYDLdq7rgdFKhwnztBgXL1AcC9eo1s6+fE/Xt38SAkGG3atZeVWduUhLGxMfbt2Y20tFR8+PAB+/b+g5K2pVCkSNHvPpa6SkvNHItq7vJjUa1addwOuqVwn9uBgaj2VVBevUZN3A4MBACEvn6NqKhIufEqWLAgKjg5y9oMCrqFgoaGKFe+gqyOm3t1iMXibKfD9/zzN6xtbFCxUuXveq/qLi0tFSHB9+S+8IjFYlR1y/5zcTsoCFXd5MfCvXpN3FHyuXj//h1EIhEMChrKyqKjozDLexp8Zs+Frq7iGZdrVy7j5LGjGD9pmsLtv5K0tFQ8CL6PKm7VZGVisRhV3Nxx93agwn3u3glEla/Gws29Bu7eDpIru3n9GprVr4lObZth3mxvxMfFZduP+Pg4HD18EBWcXaGppTh58OrlC1y++B9cK1XJ2ZujX55aBIx2dnbYtWtXlvKdO3eidOnSSvdNSUlBQkKC3Euaka50n9xkbqgHTQ0xImKT5Moj4pJgZaqvcJ8TN19ieFtXlCpiDJEIqOdaAq2rl4KVaQGV2+zf3AmR/wxC9N4haFTZGs0n70VaugQAcPzGC1RzKIyOdcpALBahiJk+JnVxAwAUzqZveVlcbCwyMjJgamYmV25qZo7o6CiF+0RFRcHsq/pmZuaIjlJcPyf2fwwEnV0+Z4z19Q2wat0mHD54AO6VXVDTrSIunf8PS1asgqam2q09+7/FxmWORdZza4aobM5t5liYZ63/ceyioiIzy8yzbzM6KgqmpqZy2zU1NWFoZIToj/t/KSUlBYcPHkDbdr9udjEuNi6bz4VZtv/Oo6OiYPrVWCirn5KSgiULF6Bx0+YwMDAAkJkR9p4yCe06doJjufKK+xYXi+lTJ8FrxmzZfr+yuLiPY2H61bk1Ncv2d1TmWCj/nVatek1Mm+GLxSvXYfBwT9y6cQ2jhg1ARoZ8YmLZogWoW70SmtStjrfhYZjnl3W6uV+vLqhTzQUd2zSFs2sl9Bs07Hvfbt4jEgn3ygPU4i+Vt7c3OnXqhHPnzqFGjczr6y5cuICTJ08qDCS/5OvrC29vb7kyDbvG0CqtvlMbY1aexfIR9RH0V3dIATwNi8emE/fRs6HiKWxldpwOwclbL2FlWgAj21XClolNUW/M30hJy8DJWy8xad15LB5aD2vHNEZKWgbmbL+KmuWLQvJxNTrlrg8fPuDI4YPoN2BQlnIfrylwcXWF77wFyMjIwOaN6zBiyEBs3v43dHV1Bepx/nbqxHEkJSWiVeu2Qnclz0pPS8OEMaMglUoxYYqXrHznti1ITEqER5/+2e47y3samjRrjoqVmcX6fzRs3Ez233aly8CutD06tGqMm9evymUnu/bojZZt2iM87A3WrloOn2kTMH/RCrm7ksycswBJSYl49PABlvrPx7ZN69GtV5+f+n5IPalFwNi+fXtcuXIFfn5+2LdvHwDAwcEBV69ehaurq9J9J06cCE9PT7kyi99X/6iuZhGVkIz0DAksTArI98G4AMJjErPdp+OMg9DR0oCZoS7eRCdipkcNPAuPV7nNhKRUJCSl4smbOFwNCUfYroFoXb0Udp3NvDh98d5bWLz3Fgqb6iP2/QdYWxpihkcNPAtLyK1ToDaMTUygoaGR5UL+mOismatPzM3NsyzCiI6Ogpm54vrfcuL4UXxI/oAWLdvIlQccPog3oaHYsGUHxOLMxP7sufNRp4Ybzp4+icZNm3/X8dSViXHmWGQ9t9Ewz+bcZo5FVNb6H8fO3Dxz0UR0VDQKFbKQq2NftiwAwMzcHDExMXJtpKenIyE+HmbmWRdd7Pnnb9Sq89t3j3deYGxinM3nIjrb921mbo6Yr8ZCUf30tDRMGDsK4WFvsGLNerks4bWrV3AnKBDVKzvL7dPjj9/RpFkLeM+ag2tXr+DcmdPYsnE9gMyspEQigZtreUya5o3WbdvjV2Js/HEsYr46tzHR2f6OyhyLnP9OAzKvRzQ2NsHrVy/lAkZjExMYm5ighLUNbEraonXTerh7OwgVnF1kdSytCgMAStraQZKRgTmzpuOP7r2goaGh6tvNe/LI4hOhqM3ZqVSpErZu3YobN27gxo0b2LJlyzeDRQDQ0dGBoaGh3Euk8fPi4LR0CW49jkBd5+KyMpEIqOtSHFdDwpXum5KWgTfRidDUEKNNDTscvPz0/2pTBBFEyLxG8mthMYn4kJqBjnXs8SriHW49UXz7i7xMS0sbDo7lcPXKJVmZRCLB1cuX4fTFL8QvVXB2kasPAFcuXcy2/rfs37MbderWhclX06IfkpMhFovlvsmLRGKIIIJEIvmuY6kzLe3MsbhyWX4srly5BCdnxZ9rJxcXXLl8Wa7s8qWLcHJxAQAULVYM5uaFcOWL8Xr//j3u3A6Stens7Ip3CQm4f++urM7VK5chkUhQwclJru3Xr1/h2tUrv/R0NJD5uSjrUA5Xr3w+txKJBNeuZP+5cHJ2xrUr8mNx5fJFucDiU7D48sULLF+1DsbG8rf0GjthErb9vRdbd+3B1l17sGjZXwCA2fP8MHjYSADA+s3bZdu37tqDAYOHQV9fH1t37UHd+g3+/zevZrS0tGHv4IjrV+XH4vrVyyjv5KJwn/IVXOTqA8DVK5dQ3slZYX0AiHgbjvj4OKUr0z/93klLS82+jlSK9PR0SH/B31GkOkEzjF//AVVEJBIhPf3nXZP4PRbvvYnVno1w41EErj8Mx9DWriigo4VNx+8DANaMboQ30e8xbcNFAEAVe0sUMTNA0NNIFDUzwOSu1SAWieC3+3qO27SxMkSH2mVw8uZLRMUno6i5AUb/XhnJqek4eu25rJ1R7Svi2I0XkEikaF3DDmN+r4xucw5DIvk1p6S79ugFr8kT4FiuPMpVcMK2zRuRnJyMVm3aAQCmThoPCwsLDBs5GgDQpVt39PPogc0b16Fmrd9wNOAQ7t+7hylePrI24+PjEB4WJrvH3PPnzwBkfvM3/yJr9fLlC9y8cR2Ll6/K0i839xrw9/sTc2b5oFOXbpBKJFi/djU0NDVQuarbDzsfQure0wNTJ41HuXLlUb6CE7Z8HIs2bTPHYvLEcbCwsMSIUZlj0bVbD/Tp1R0bN6xD7dp1EHDkMO7dvYup0zPHQiQSoWv3Hlj91wpYl7BG0WLFsGzJIhSysEC9j8GFbalSqFGzFry9pmLKNG+kp6fBd9YMNGnaHBYW8vcx3bfnH5gXKoSatWr/xLMijK49emL6lIlwdCyPchUqYNuWTUhOTkbLNplT8dMmjYeFpSWGjsicrenctQf69+6BLRvXo2btOjh65DDu37uHSdMyL/9JT0vDuNEj8SD4PhYuXYEMSYbsGlMjIyNoaWnDqnARuT58umNAseLFYWmVuXivpG0puTrB9+9BJBbDrnSZH3cyBPZH116Y4TURZR3Lo1y5CtixbRM+JCejRavMsfCeOgGFLCwweFjmWHTs0h2D+/XEts3rUb1mHZw4ehgh9+9iwpTMsUhKSsTav5ajbv1GMDM3x+tXL7Fs0QIUK14Cbu41AQD37gTh/r27cHatiIIFDRH6+hVWrViCosWKywLVo4cPQENTE3Z2ZaClrY3g+3exYslCNGjYJNuFMZS/CBow7t27N9ttly5dwuLFi/NE9mX3uUcwN9TDtO7VYGlSALefRqH1tH2IiMtctFK8UEG5AE1HSxNePdxR0soI75PTcPT6c/SZfxTxiak5bjMlNQM1yhXF0NauMDHQQURcEs7fDUXd0bsQGZ8sa6dRZRuM61QVOloauPMsEr/POIBj11/8pDPz8zVu0gyxMTFYsWwJoqMiYV/WAUtXrpZNpYWHvYH4iy8pzi4VMWvOfCxf6o+lixaihLUN/BYtlfuDdfb0KUyfOkn288Sxmb/I+w8agoGDP18Qvn/vP7C0tIJ79az3uSxpawv/JSuwauUy9OrWGWKRGPYODli6YrXc9OqvpEnTzLFYvnQxoj6OxfK/1nwxFmEQfzEF5OJaEb7z5mPpYn8s8fdDCWsb+C9ZhtJfjIVHn35ITk6Gz/RpePcuAa4VK2H5X2ugo6Mjq+M7dz58Z81A/z49IRaLUb9hI0yYOEWubxKJBP/u34vWbdrli6m2Rk2aITY2FiuXL0Z0VBTK2DtgyYpVsmnN8PAw2aUSAODs4opZc/7E8iWLsGzxQhQvYY35i5bIPhcRERE4d+YUAKDL7/LXf65cuxGVq/z6N9/+Xg0aN0VsbAzWrFiC6OgolLYvi4VL/5ItMnr71Vg4ObvCe9Y8rFq+GCuX+qN4CWvM9VuCUnaZC0LFYg08efQQRw7ux7t3CTAvZAG3ajXQf/AwaGtrAwB0dPVw9tQJrPlrKT4kJ8PMvBCqVa+JXnP9ZHU0NDSxZcNavHr5HFKpFFaFi6BDpy7o3LXnTz5DAuKUtFIiqVS9Vj88ePAAEyZMwIEDB9C1a1f4+PjA2jrrU1CU0Wu26Af1jlQVtW+40F2gL/zqT/nJS9Iy1P/LcH6Rlq5WfwbzNVN94b7A6bVcLtixkw8ovum9OlGbcPrNmzfo168fKlSogPT0dAQGBmLjxo0qB4tEREREKuNtdZQSPGCMj4/H+PHjYWdnh3v37uHkyZM4cOAAypdXfN8uIiIiIvq5BL2Gcd68eZg7dy6srKywfft2tG7dWsjuEBEREZECggaMEyZMgJ6eHuzs7LBx40Zs3LhRYb09exQ/Y5OIiIgoV3DRi1KCBow9evT45m11iIiIiEhYggaMGzZsEPLwRERERJmYwFKK+VciIiIiUkotniVNREREJChew6gUzw4RERERKcWAkYiIiIiU4pQ0ERERERe9KMUMIxEREREpxQwjERER5Xu8L7RyzDASERERkVIMGImIiIhIKU5JExERUb7HKWnlmGEkIiIiIqWYYSQiIiJiglEpZhiJiIiISClmGImIiCjf4zWMyjHDSERERERKMWAkIiIiIqU4JU1ERET5HqeklWOGkYiIiIiUYoaRiIiI8j1mGJVjhpGIiIiIlGLASERERERKcUqaiIiI8j1OSSvHDCMRERERKcUMIxERERETjEoxw0hERERESjHDSERERPker2FUjhlGIiIiIlKKASMRERERKcUpaSIiIsr3OCWtHDOMRERERKQUM4xERESU7zHDqBwzjERERESkFANGIiIiIlKKU9JERESU73FKWjlmGImIiIhIKWYYiYiIiJhgVIoZRiIiIiJSihlGIiIiyvd4DaNyzDASERERkVIMGImIiIhIKU5JExERUb7HKWnlmGEkIiIiIqWYYSQiIqJ8jxlG5ZhhJCIiIiKlGDASERERkVKckiYiIiLijLRSzDASERER5THLli2DjY0NdHV14ebmhqtXryqt7+/vD3t7e+jp6aF48eIYNWoUPnz4kOPjMcNIRERE+V5eWvSyc+dOeHp6YuXKlXBzc4O/vz8aN26MBw8ewMLCIkv9bdu2YcKECVi3bh2qV6+Ohw8folevXhCJRPDz88vRMZlhJCIiIspD/Pz80K9fP3h4eMDR0RErV65EgQIFsG7dOoX1L168iBo1aqBLly6wsbFBo0aN8Mcff3wzK/klBoxERESU74lEIsFeKSkpSEhIkHulpKQo7Gdqaipu3LiBBg0ayMrEYjEaNGiAS5cuKdynevXquHHjhixAfPr0KQ4fPoxmzZrl+Pz8klPSbo2qCN0F+ujOy3ihu0BfcLY2FroL9JGWBr+vq4vYRMV/mOnnM9XXELoLgvD19YW3t7dcmZeXF6ZPn56lblRUFDIyMmBpaSlXbmlpiZCQEIXtd+nSBVFRUahZsyakUinS09MxcOBATJo0Kcd95G8sIiIiIgFNnDgR8fHxcq+JEyfmWvtnzpzB7NmzsXz5cty8eRN79uzBoUOHMGPGjBy38UtmGImIiIhUIeSiFx0dHejo6OSorrm5OTQ0NPD27Vu58rdv38LKykrhPlOnTkX37t3Rt29fAECFChWQmJiI/v37Y/LkyRCLv50/ZIaRiIiIKI/Q1tZGpUqVcPLkSVmZRCLByZMn4e7urnCfpKSkLEGhhkbm9L9UKs3RcZlhJCIionwvL91Wx9PTEz179kTlypVRtWpV+Pv7IzExER4eHgCAHj16oGjRovD19QUAtGzZEn5+fnB1dYWbmxseP36MqVOnomXLlrLA8VsYMBIRERHlIZ06dUJkZCSmTZuG8PBwuLi4ICAgQLYQ5uXLl3IZxSlTpkAkEmHKlCkIDQ1FoUKF0LJlS8yaNSvHxxRJc5qLzEN+878odBfoozktHIXuAn2Bq6TVRx5KZvzyIhK4SlpdlDDN2XV8P0KRAXsEO/abv9oJduycYoaRiIiIiF/ilOKiFyIiIiJSihlGIiIiyvfy0qIXITDDSERERERKMcNIRERE+R4zjMoxw0hERERESjFgJCIiIiKlOCVNRERE+R6npJVjhpGIiIiIlGKGkYiIiIgJRqWYYSQiIiIipRgwEhEREZFSnJImIiKifI+LXpRjhpGIiIiIlFKLgHHTpk1ISUnJUp6amopNmzYJ0CMiIiLKT0QikWCvvEAtAkYPDw/Ex8dnKX/37h08PDwE6BERERERfaIWAaNUKlUYYb9+/RpGRkYC9IiIiIiIPhF00Yurq6ssHVu/fn1oan7uTkZGBp49e4YmTZoI2EMiIiLKD/LK1LBQBA0Y27RpAwAIDAxE48aNYWBgINumra0NGxsbtG/fXqDeEREREREgcMDo5eUFALCxsUGnTp2gq6srZHeIiIgon2KGUTm1uA9jz549AWSuio6IiIBEIpHbXqJECSG6RURERERQk4Dx0aNH6N27Ny5evChX/mkxTEZGhkA9IyIionyBCUal1CJg7NWrFzQ1NXHw4EEULlyYaWEiIiIiNaIWAWNgYCBu3LiBsmXLCt0VIiIiIvqKWgSMjo6OiIqKErobRERElE9xdlM5tbhx99y5czFu3DicOXMG0dHRSEhIkHsRERERkXDUIsPYoEEDAED9+vXlyrnohYiIiH4GZhiVU4uA8fTp00J3gYiIiIiyoRYBY506dYTuAhERERFlQy0Cxk+SkpLw8uVLpKamypU7OTkJ1CMiIiLKDzgjrZxaBIyRkZHw8PDAkSNHFG7nNYxEREREwlGLVdIjR45EXFwcrly5Aj09PQQEBGDjxo0oXbo0/v33X6G7R0RERL84kUgk2CsvUIsM46lTp7B//35UrlwZYrEY1tbWaNiwIQwNDeHr64vmzZsL3UUiIiKifEstMoyJiYmwsLAAAJiYmCAyMhIAUKFCBdy8eVPIrhEREVE+IBIJ98oL1CJgtLe3x4MHDwAAzs7O+OuvvxAaGoqVK1eicOHCAveOiIiIKH9TiynpESNGICwsDADg5eWFJk2aYOvWrdDW1saGDRuE7RwRERFRPqcWAWO3bt1k/12pUiW8ePECISEhKFGiBMzNzQXsGREREeUHeWXxiVDUYkrax8cHSUlJsp8LFCiAihUrQl9fHz4+PgL2jIiIiIjUImD09vbG+/fvs5QnJSXB29tbgB4RERFRfsJFL8qpRcAolUoVpoKDgoJgamoqQI+IiIiI6BNBr2E0MTGR3bSyTJkyckFjRkYG3r9/j4EDBwrYQyIiIiISNGD09/eHVCpF79694e3tDSMjI9k2bW1t2NjYwN3dXcAeEhERUX4gFueRuWGBCBow9uzZE+np6RCJRKhXrx6KFy8uZHeIiIiISAHBr2HU1NTEoEGDIJFIhO4KERER5VNc9KKc4AEjAFStWhW3bt0SuhtEREREpIBa3Lh78ODBGD16NF6/fo1KlSpBX19fbruTk5NAPSMiIqL8gDfuVk4tAsbOnTsDAIYPHy4rE4lEstvtZGRkCNU1IiIionxPLQLGZ8+eCd0FIiIiIsqGWgSM1tbWQneBiIiI8jHOSCunFgEjADx58gT+/v4IDg4GADg6OmLEiBEoVaqUwD3LmTZOVuhcuQhMC2jjcVQiFp9+hpC3WR93+ImBjgb6VC+B2nZmKKijibfvUrD07DNceR4HAGjlZInWFaxgZagDAHgek4yNV17h6sftX5vbxgFuNiaYciAE55/EyMrtLQ3Qv0YJ2FsaQCoFgt++w1//vcCTqCSF7fwKThz8G0f+2Yr42GgUL1ka3QaORin7cgrrngnYhwunDuP186cAABu7sujQc1C29TcsnYPTR/aiS7+RaNzmDwBA8O0bmDNxsML6XgvXw7aMI4Jv38DRfdvx9OF9JCclwqpIcTRt3w3V6zbJhXesvnZs34qN69ciOioSZezLYvykqahQIftrko8dPYLlSxfhTWgoSljbYMSoMahVu45su1QqxYpli7Fn99949y4BLq4VMWnqdFhb28jqNG1UD2FvQuXaHT5yNHr37S/XzqYN6/DP7l0IexMKYxMTdOzUBf0GDMq9N69mdmzLHIuoj2MxYdJUVFByffixo0ewbMnnsRjpmXUsli+VH4vJ0+THIj4uDnNmz8DZM6chFotRv2EjjJ8wGQW+uE794YMQzJ7pg3t378DE1BR/dOkGjz79fsg5UBf7d+/A31s3ICYmCqXsymCI50SULVdBYd3nTx9j4+pleBQSjLfhbzBoxFi069xdrs7tW9fx99YNePggGDFRkZg+xx816tSTbU9PT8P6v5bi6sX/EP7mNQoYFETFym7oM3gkzAtZZDlmamoqhvXtiqePHmDFxl2wK1M2d08A5UlqsUr66NGjcHR0xNWrV+Hk5AQnJydcuXIF5cqVw/Hjx4Xu3jfVLWOGwbVtsOHya/TbFoQnkYn4s60jjPW0FNbXFIswv205WBnqwuvgA/TYdAvzTzxB1PtUWZ3Id6lYdeEF+m+/jQHbb+Pmq3jMalkWNqZ6Wdrr4FoYUmnW4+hpiTGvjQMi3qVi0I7bGLbrDpJTJfizrSM0ftEblF45dxzbVy9C6y594L14I4qXtMP8qSOQEBejsH7InZuoVrsRJvgux9QFa2BayALzpw5HTFRElrrXL57Bk5C7MDYrJFde2sEJizYflnvVadwahSyLoGRpBwDA4+A7KF7SDsMmzcHMZVtRq2ELrPLzRuDV87l/EtTE0SOHsWCeLwYMGoLtf+9FGfuyGDygD2KioxXWD7x1ExPHjUabth2w4+99qFuvPkYNH4LHjx7K6mxYtxrbtm7G5GnTsXnbLujp6WHwgD5ISUmRa2vw0OE4cea87PVHl25y2+f5zsLePX/Dc8w47DtwBIuWrEB5JYFsXhdw5DDmz/PFgMFDsOPvvbC3L4tBA/ogWslYTBg7Gm3bdcDO3ZljMXLYEDz6YizWr12N7Vs3Y4rXdGzZnjkWg/rLj8XE8WPw5PFjrFyzHouXrcTN69fhM32abPv79+8xsF8fFC5SBNv/3oNRo8dh5fKl2L1r5487GQI7cyIAfy3+E936DMSKDTthW9oeE0cNRGyM4rFI+fABhYsUQ5/BI2BqZq6wzocPybAtbY9hoydl28bjB8Ho5jEAyzfshJevH16/fI5p44YrrL96mR/MzAsp3PYr+/TkOSFeeYFaBIwTJkzAqFGjcOXKFfj5+cHPzw9XrlzByJEjMX78eKG7902/VyyCQ3ffIuB+BF7EJMPv5FN8SM9As3JZv7kBQLNyFiioq4kpB0JwN+wdwhNSEBSaIJf1u/QsFleexyE07gNex33A2osvkZyWAcfCBeXasitUAJ0qFsG844+zHKeEiR6M9LSw7tJLvIr9gOcxydhw+RVM9bVhVVAnd0+CmgjYux11mrRG7YYtUbSELXoNnQBtXV2cO3ZAYf2BY31Qv0UHWJcqgyLFbdBn+GRIJBLcD7ouVy8mKgJbVs7HgLE+0NSQT8xramnB2NRM9jIwNMLNy+dQq2EL2S+Clp16oX33gSjt6ATLwsXQqHVnOFWshusXT/+YE6EGNm9aj3YdOqJN2/YoVcoOU6Z5Q1dXF/v2/qOw/rYtm1C9Ri306t0XtqVKYciwkXBwdMSObVsAZGa0tm7ehH79B6FuvQYoY18WM2bPQ2REBE6fPCHXVgF9fZibF5K99AoUkG17+uQJ/t61Hf6Ll+O3uvVRtFhxOJYrD/fqNX7cyRDY5o1fjIWdHaZ4fRyLPYrHYuuWTahe8/NYDB2ezVgM+DwWM30zx+LUx7F4+uQJLpz/D14+M+Hk5IyKlSpjwqQpCDhyCBERbwEAhw/+i7S0NPjMmA07u9Jo2qw5/ujaHZs3rf85J0YA/2zfhKat2qNJizawLlkKI8ZNhY6OHo4e3Kewvr1jefQfNhp1GzaFlpa2wjpV3WvBY8Aw1PytvsLt+gYFMXfxKtRp0BjFrUvCsbwzho6ehEch9xERHiZX9+ql/3DjyiUMGDb6/3qf9OtRi4AxODgYffr0yVLeu3dv3L9/X4Ae5ZymWAR7CwPceBUvK5MCuPEyPktw90l1W1PcD3uHkXVLYk+/yljfzQVdqxRFdkk/sQioV8YMupoauBf2TlauoynGlCZl4H/6KWKS0rLs9zI2GfHJaWhe3hKaYhG0NcRoXt4Cz6OTEJ7w4f963+ooPS0Nzx+HoJxLVVmZWCxGOZcqeBxyJ0dtpKR8QEZGBgwKGsrKJBIJVi2Yjmbtu6GYte0327h15Rzev4tHrYYtlNZLSnoPfQNDpXXyqrS0VATfvwe3atVlZWKxGG7VquN2kOJ7rt4OCoTbV48Cda9eE7eDAgEAoa9fIyoqEm7un9ssWLAgKjg5I+irNtevWY06NdzQqUMbbFi3Bunp6bJtZ8+eQtFixXDu7Bk0a1wPTRvVg/e0yYiPj/s/37V6SkvNHItq7vJjUU3ZWAQGolo1+bGoXqMmbgcGAvhiLKplHYtPbQYF3UJBQ0OUK/95qtXNvTrEYjHu3L79sU4gKlWuDC1tbbnjPH/2DAnxn3+n/irS0tLw8EEwKlapJisTi8WoWMUN9+8G/dS+JL5/D5FIBP2Cn/9OxcZEY6GvN8Z7zYaOru5P7Q+pP7W4hrFQoUIIDAxE6dKl5coDAwNhYaE4S6cujPQ0oSEWISYpVa48NikNJRRMHwNAESMdWBU3wvGQSEzYH4yixroYWdcWmmIRNl55LatX0qwAlneqAG1NMZLTMjD1YAhexCTLtg+pY4N7Ye9w4WmswuMkp0kwcvc9zGxpj+5ViwEAQuOSMXZvMDIUTGHnde8S4iCRZMDI2FSu3MjYFGGvXuSojV3rl8HY1ByOLlVkZYd2b4JYQwMNW3XKURvnjv2LChXdYGpumW2dK/+dwLOHweg1dGKO2sxrYmNjkZGRATMzM7lyMzMzPH/2VOE+UVFRMPtqys3M3AxRUVEft0fK2viSqZkZoj/WAYAuXbujrIMjjIyMEBR4C4sX+SEqKhJjxmWe69BXrxD25g2OHwvAzNnzkJGRgfnzfDFm1HCsXrfp/3vjaig2LvuxeKbKWJiZISr6q7Ewz9rmp/GKjoqCqan8Z1FTUxOGRkaI/rh/VFQUihYt9lUb5rJthkZGOX6feUF8XCwkGRkwMZU/byamZnj14ufdLSQ1JQVrli9E3YZNoa9vACAza/znjClo0bYj7B3KITws9But/HryytSwUNQiYOzXrx/69++Pp0+fonr1zG+sFy5cwNy5c+Hp6al035SUlCzXL0nSUyHWVJy6VwcikQixSWlYcPIJJFLgYUQizPW10blyUbmA8VVsMvpuDYK+jgbqlDbDxEalMWL3XbyISUZ1WxNULGaEftuy/1aqrSHG2IalcOfNO/gceQQNEdCpUlHMae2AAdtvIzWDj2P80sFdG3Hl3HFMmLMc2tqZU/bPHgXj+P6d8F68KUe/TGKi3uLOzSsYMmFWtnWCg65jzcIZ8Bg+KUcZS1JN954esv8uY18WWlpamOnjheEjR0NbWxsSqRSpqamYOXsurG1KAgCm+8zCHx3b4fmzp7ApyTGhX1d6ehpmTBkDqVSK4eOmyMr3/b0NSUlJ6Nwj62wfEaAmAePUqVNRsGBBLFiwABMnZmYBihQpgunTp8vdzFsRX19feHt7y5VZN+4NmyY/5x99fHI6MiRSmBaQD1BNCmghJjHrNDEARCemIkMiheSLLN+L2GSY6WtDUyxC+scN6RIpQuMzp44fRiSirKUB2rsWht/Jp6hY3AhFjHVxcJCbXNveze1x500CRu6+hwZlzWFVUAdDdtzBp0PNOPIQBwZVRc1SJjj1UPFF1nlVQUNjiMUaiP9qgUt8XAyMTEyz2SvT4X+24NDuTRg3aylKlPyc6X54LxAJ8bHw7NVaViaRZGD72sU4tn8nFqzfJ9fOf8cPwqCgEVzdais8Tsidm1joMwZd+o1EzfrNVHyHeYeJiQk0NDSyLKqIjo6GubniC/fNzc0RHR0lXz/qc33zjxfhR0dHo9AXKztjoqNRxj77VZzlnZyRnp6ON6GvYVPSFubmhaCpqSkLFgGgpG3m3RjCwsJ+uYDRxDiXxiI6GuZmX41FlPxYREdHw75s5liYmZsjJkb+s5ieno6E+HjZggpzc3PEZDlOlGzbr8bI2ARiDY0sC1xiY6Jhks2CltyUnp6GmZPHIiI8DH8uXSPLLgJA4I2rCL4bhGZ1KsvtM6T3H6jfqBnGTcv+S/CvgglG5dTiGkaRSIRRo0bh9evXiI+PR3x8PF6/fo0RI0Z8M6szceJE2T6fXiUadFe6T25Kl0jxIOI9Khb/PHUiAlCpuBHuf3G94ZfuvnmHosa6+PKdFTfWQ9T7VFmwqIhIlHkdIgBsuxaKPluC0Hfr5xcALDv3DHOOZS6A0dEUQwrgyxalUikg/TVT75paWrCxK4v7gddkZRKJBPcDr8GurOJbVgDAod2b8e+OdRjt4y9b1fxJjXrNMHPpVsxYsln2MjYrhGbtumHMjEVydaVSKf47fhA16jWFpmbW72LBt2/Ab7onOnoMQd2mbf/Pd6vetLS04eBYDlevXJKVSSQSXL1yCU7Orgr3cXJ2wdXLl+XKLl+6CCdnFwBA0WLFYG5eCFcvf27z/fv3uHM7CM7ZtAkAD0KCIRaLYfpxGtDFtSLS09Px6uVLWZ0Xz58DyPyi+qvR0s4ciyuX5cfiirKxcHHBFUVj4eIC4PNYXLmSdSw+tens7Ip3CQm4f++urM7VK5chkUhkt/NxdnbBjevXkZaWJnccm5Ilf7npaADQ0tJCGXsH3Lp+RVYmkUhw6/oVOJZ3/qHH/hQshr5+gbmLV8HQyFhu+5BRE7By099YuXEXVm7chVkLlgEApsyYB4+Bw35o3yhvUIsM4ycRERF48OABAKBs2bIoVOjby/p1dHSgoyO/4vdnT0f/ffMNJjYqjQdv3yM4/D06VCwMXS0NHLmfeWuWiY3sEJWYitUXMv9A7b8djrbOVhj2W0nsCQxDMWM9dK1SFHsCP69W61ejBK48j0PEuxToaWmgQVlzuBQzxNi9mYuAYpLSFC50iXiXivCEzCn6Gy/jMaiWDUbWtcWewDCIRUCXKkWRIZXi1qtf74JyAGjS9g+s9vNBydIOsC3jiKP7dyDlwwfZApS/FkyHiVkhdOw1BABw6O9N2LNlFQaO84G5RRHEffzmr6unB129AjAwNIKBofwfLk0NTRiZmKJwMfkbzt8Puo7It29Qp3FrfC046Dr8vEejUetOqFy9nuw4mlqaMCj46/1hBIDuPTwwdfJ4OJYrj/LlnbB1y0YkJyejdZt2AIApE8fBwsISw0dlrsbs0q0H+np0x6YN61Crdh0EHDmM+/fuYtp0HwCZX3K6du+B1atWoIS1NYoWLYZlSxehkIUF6tZvAAAICryFO3eCUKVKNejr6yMo6Bbmz/NFsxatZAFINffqcHAsh+nTJmHs+EmQSCTwneWDau415LKOv5LuPT0wddJ4lCtXHuUrOGHL5syxaNM2cywmfxyLER/Homu3HujTqzs2bliH2h/H4t7du5j69Vj8tQLWJaxRtFgxLFuSORb1Po6FbalSqFGzFry9pmLKNG+kp6fBd9YMNGnaHBYWmdf3Nm3eEiuXL8P0aZPh0acfHj96hK1bNmHsuF/z2l4AaP9HD8ybMQVlyjrCvlwF7N2xBR8+JKNxizYAgLnek2BeyBJ9Bo8AkLlQ5sWzJ5n/nZ6GqMgIPH4YAj29AihavAQAIDkpCaGvP38BCn8TiscPQ2BoaAQLq8JIT0+Dz6TRePwgGDPmL4VEIpFldgsaGkFLSwsWVoXl+vnpzgKFixZHIQurH3pO1MWvmEjJTWoRML579w6DBw/G9u3bIZFkXlenoaGBTp06YdmyZTBS82+apx9Gw1hPCx7uJWBaQAuPoxIxbt99xH4M6CwNdeSyfJHvUzF2330MrV0S67q5IPJ9Kv4JDMP2658vMjbW08KkxnYwLaCNxNQMPI1KxNi993HjZc4DvZexyZj4bzB6uRXH8s4VIJFK8SgiEeP23lcYbP4K3Go3REJ8HPZsWYX42GiUsC2DMT7+MDLJzC7FRL6FWPQ5sX7q8B6kp6dh6Wz5P1BtuvRF266q3Tz43LF/YefghCLFbbJsO3/yMFJTPuDgro04uGujrLxshYqYOGeFSsfJKxo3bYbY2BisWLoYUVGRsC/rgOUr18Ds41RjWFgYROLPY+HiWhGz587HsiX+WLLIDyWsbbBw8TLYlS4jq9Ordz8kJydjxvRpePcuAa4VK2H5yjWyL43a2to4euQwVi5firTUVBQtWgzduveSu65RLBZj0dIVmDt7Jnr37Ao9vQKoUas2Ro9V/1t4fa8mTZshNiYGy78ci78+j0V4WJjc58LFtSJ8583H0sX+WOKfORb+S5ah9Bdj4dEncyx8vhyLv9bIfYH3nTsfvrNmoH+fnrIbd0+Y+Pm6uYIFC2Ll6rWYPdMHf/zeDsYmJhgwcDA6dMzZArO86LcGTRAXG4uNa5YjNjoKpUrbY/bCFbKFMBFvw+U+F9FRERjUs6Ps57+3bcTf2zbCybUyFixfBwB4GHIPY4Z8vgxr5eI/AQANm7XCuKkzERUZgUv/nQEADOzxu1x/5i9bC+eKVUD0LSKpVNEtn3+uTp064datW1iyZAncP95W49KlSxgxYgRcXFywY8cOldr7zf/ij+gmfYc5LRyF7gJ9wdnaWOgu0EdMZqiPiISUb1ein6KEqXD3CHb1PiXYsW951ft2JYGpRYbx4MGDOHr0KGrWrCkra9y4MVavXo0mTX7tR6cRERGR8PglTjm1WPRiZmamcNrZyMgIJiYmAvSIiIiIiD5Ri4BxypQp8PT0RHh4uKwsPDwcY8eOxdSpUwXsGREREeUHfJa0cmoxJb1ixQo8fvwYJUqUQIkSmau+Xr58CR0dHURGRuKvv/6S1b1586ZQ3SQiIiLKl9QiYGzTpo3QXSAiIiKibKhFwOjl5SV0F4iIiCgfyyMzw4JRi4DxS+/fv5fdi/ETQ0NDgXpDRERERGoRMD579gxDhw7FmTNn8OHDB1m5VCqFSCRCRkaGgL0jIiKiX11eWXwiFLUIGLt16wapVIp169bB0tKSg0ZERESkRtQiYAwKCsKNGzdgb28vdFeIiIgoH2KuSjm1uA9jlSpV8OrVK6G7QUREREQKqEWGcc2aNRg4cCBCQ0NRvnx5aGlpyW13cnISqGdEREREpBYBY2RkJJ48eQIPDw9ZmUgk4qIXIiIi+im4fkI5tQgYe/fuDVdXV2zfvp2LXoiIiIjUjFoEjC9evMC///4LOzs7obtCRERE+RBzVcqpxaKXevXqISgoSOhuEBEREZECapFhbNmyJUaNGoU7d+6gQoUKWRa9tGrVSqCeEREREZFaBIwDBw4EAPj4+GTZxkUvRERE9KNx/YRyahEwfv3saCIiIiJSH2oRMBIREREJiQlG5QQLGBcvXoz+/ftDV1cXixcvVlp3+PDhP6lXRERERPQ1wQLGhQsXomvXrtDV1cXChQuzrScSiRgwEhER0Q/FaxiVEyxgfPbsmcL/JiIiIiL1ohb3YSQiIiIi9aUWi14yMjKwYcMGnDx5EhEREVlWTZ86dUqgnhEREVF+wBlp5dQiYBwxYgQ2bNiA5s2bo3z58ryOgIiIiEiNqEXAuGPHDuzatQvNmjUTuitERESUDzFZpZxaXMOora0NOzs7obtBRERERAqoRcA4evRoLFq0CFKpVOiuEBEREdFX1GJK+vz58zh9+jSOHDmCcuXKQUtLS277nj17BOoZERER5QecklZOLQJGY2NjtG3bVuhuEBEREZECahEwrl+/XuguEBERUT7GBKNyggaMJiYmClPARkZGKFOmDMaMGYOGDRsK0DMiIiIi+kTQgNHf319heVxcHG7cuIEWLVpg9+7daNmy5c/tGBERERHJCBow9uzZU+l2FxcX+Pr6MmAkIiKiH4qLXpRTi9vqZKdFixYICQkRuhtERERE+ZpaLHrJTkpKCrS1tYXuBhEREf3imGBUTq0zjGvXroWLi4vQ3SAiIiLK1wTNMHp6eiosj4+Px82bN/Hw4UOcO3fuJ/eKiIiI8htew6icoAHjrVu3FJYbGhqiYcOG2LNnD0qWLPmTe0VEREREXxI0YDx9+rSQhyciIiKiHFDrRS9EREREPwNnpJVT60UvRERERCQ8ZhiJiIgo3xMzxagUM4xEREREpBQDRiIiIiJSilPSRERElO9xRlo5ZhiJiIiISClmGImIiCjf45NelGOGkYiIiIiUYoaRiIiI8j0xE4xKMcNIREREREoxYCQiIiLKY5YtWwYbGxvo6urCzc0NV69eVVo/Li4OQ4YMQeHChaGjo4MyZcrg8OHDOT4ep6SJiIgo38tLi1527twJT09PrFy5Em5ubvD390fjxo3x4MEDWFhYZKmfmpqKhg0bwsLCArt370bRokXx4sULGBsb5/iYDBiJiIiI8hA/Pz/069cPHh4eAICVK1fi0KFDWLduHSZMmJCl/rp16xATE4OLFy9CS0sLAGBjY6PSMTklTURERPmeSCTcKyUlBQkJCXKvlJQUhf1MTU3FjRs30KBBA1mZWCxGgwYNcOnSJYX7/Pvvv3B3d8eQIUNgaWmJ8uXLY/bs2cjIyMjx+fklM4wBQ6sL3QUitWRSZajQXaCPYq8tFboL9JGFoY7QXaB8ztfXF97e3nJlXl5emD59epa6UVFRyMjIgKWlpVy5paUlQkJCFLb/9OlTnDp1Cl27dsXhw4fx+PFjDB48GGlpafDy8spRH3/JgJGIiIgor5g4cSI8PT3lynR0cu+LjEQigYWFBVatWgUNDQ1UqlQJoaGh+PPPPxkwEhEREeWUCMItetHR0clxgGhubg4NDQ28fftWrvzt27ewsrJSuE/hwoWhpaUFDQ0NWZmDgwPCw8ORmpoKbW3tbx6X1zASERER5RHa2tqoVKkSTp48KSuTSCQ4efIk3N3dFe5To0YNPH78GBKJRFb28OFDFC5cOEfBIsCAkYiIiAhikXAvVXl6emL16tXYuHEjgoODMWjQICQmJspWTffo0QMTJ06U1R80aBBiYmIwYsQIPHz4EIcOHcLs2bMxZMiQHB+TU9JEREREeUinTp0QGRmJadOmITw8HC4uLggICJAthHn58iXE4s85weLFi+Po0aMYNWoUnJycULRoUYwYMQLjx4/P8TFFUqlUmuvvRGAf0oXuAZF64ipp9cFV0kRZ6QqYxmq9+rpgx97fr7Jgx84pTkkTERERkVIMGImIiIhIKV7DSERERPleHnqUtCAEzTCmp6dj06ZNWe4lRERERETqQ9AMo6amJgYOHIjg4GAhu0FERET5nJgpRqUEv4axatWqCAwMFLobRERERJQNwa9hHDx4MDw9PfHq1StUqlQJ+vr6ctudnJwE6hkRERERAWoQMHbu3BkAMHz4cFmZSCSCVCqFSCRCRkaGUF0jIiKifIIz0soJHjA+e/ZM6C4QERERkRKCB4zW1tZCd4GIiIjyORFTjEoJvugFADZv3owaNWqgSJEiePHiBQDA398f+/fvF7hnRERERCR4wLhixQp4enqiWbNmiIuLk12zaGxsDH9/f2E7R0RERPmCSCTcKy8QPGBcsmQJVq9ejcmTJ0NDQ0NWXrlyZdy5c0fAnhERERERoAYB47Nnz+Dq6pqlXEdHB4mJiQL0iIiIiIi+JPiil5IlSyIwMDDL4peAgAA4ODgI1CsiIiLKT/ikF+UEDxg9PT0xZMgQfPjwAVKpFFevXsX27dvh6+uLNWvWCN09IiIionxP8ICxb9++0NPTw5QpU5CUlIQuXbqgSJEiWLRokeym3kREREQ/EvOLygkeMAJA165d0bVrVyQlJeH9+/ewsLAQuktERERE9JHgi17WrVsne9pLgQIFGCwSERERqZlcCRjj4uK+e19fX1/Y2dmhRIkS6N69O9asWYPHjx/nRreIiIiIckQkEgn2ygtUDhjnzp2LnTt3yn7u2LEjzMzMULRoUQQFBancgUePHuHly5fw9fVFgQIFMH/+fNjb26NYsWLo1q2byu0RERERUe5SOWBcuXIlihcvDgA4fvw4jh8/jiNHjqBp06YYO3bsd3WiaNGi6Nq1KxYuXIhFixahe/fuePv2LXbs2PFd7RERERGpQiwS7pUXqLzoJTw8XBYwHjx4EB07dkSjRo1gY2MDNzc3lTtw7NgxnDlzBmfOnMGtW7fg4OCAOnXqYPfu3ahdu7bK7RERERFR7lI5YDQxMcGrV69QvHhxBAQEYObMmQAAqVQqew60Kpo0aYJChQph9OjROHz4MIyNjVVug4iIiOj/kVeuJRSKylPS7dq1Q5cuXdCwYUNER0ejadOmAIBbt27Bzs5O5Q74+fmhRo0amDdvHsqVK4cuXbpg1apVePjwocptEREREVHuUzlgXLhwIYYOHQpHR0ccP34cBgYGAICwsDAMHjxY5Q6MHDkSe/bsQVRUFAICAlC9enUEBASgfPnyKFasmMrtEREREVHuUnlKWktLC2PGjMlSPmrUqO/uhFQqxa1bt3DmzBmcPn0a58+fh0QiQaFChb67TSIiIqKc4oy0cjkKGP/9998cN9iqVSuVOtCyZUtcuHABCQkJcHZ2xm+//YZ+/fqhdu3avJ6RiIiISA3kKGBs06ZNjhoTiUQqL3wpW7YsBgwYgFq1asHIyEilfYmIiIhyAxe9KJejgFEikfywDvz5559ZyuLi4phdJCIiIlIT/9ejAT98+PB/d0DRk2NMTU2/+8kxRERERJS7VA4YMzIyMGPGDBQtWhQGBgZ4+vQpAGDq1KlYu3atyh1Q9OSYgICA/+vJMURERESq4JNelFM5YJw1axY2bNiAefPmQVtbW1Zevnx5rFmzRuUOZPfkmHHjxuHatWsqt0dEREREuUvlgHHTpk1YtWoVunbtCg0NDVm5s7MzQkJCVO7ApyfHAEBAQAAaNGgA4PufHENERESkKpFIJNgrL1D5PoyhoaEKn+gikUiQlpamcgc+PTmmdOnSufLkGCIiIiLKXSoHjI6Ojvjvv/9gbW0tV7579264urqq3IGFCxfCxsYGr169wrx58/7vJ8cQERERqSpv5PmEo3LAOG3aNPTs2ROhoaGQSCTYs2cPHjx4gE2bNuHgwYMqd+BHPDmGiIiIiHKPygFj69atceDAAfj4+EBfXx/Tpk1DxYoVceDAATRs2PC7OvHo0SOcPn0aERERWe75OG3atO9qk4iIiIhyh8oBIwDUqlULx48fz5UOrF69GoMGDYK5uTmsrKzkLv4UiUQMGImIiOiHE+eRxSdC+a6AEQCuX7+O4OBgAJnXNVaqVOm72pk5cyZmzZqF8ePHf29XiIiIiOgHUjlgfP36Nf744w9cuHBB9vi+uLg4VK9eHTt27ECxYsVUai82Nha///67qt0gIiIiyjVMMCqn8n0Y+/bti7S0NAQHByMmJgYxMTEIDg6GRCJB3759Ve7A77//jmPHjqm8HxERERH9HCpnGM+ePYuLFy/C3t5eVmZvb48lS5agVq1aKnfAzs4OU6dOxeXLl1GhQgVoaWnJbR8+fLjKbRIRERFR7lE5YCxevLjCG3RnZGSgSJEiKndg1apVMDAwwNmzZ3H27Fm5bSKRiAEjERER/XB55YkrQlE5YPzzzz8xbNgwLFu2DJUrVwaQuQBmxIgRmD9/vsodePbsmcr7EBEREdHPk6OA0cTERC7yTkxMhJubGzQ1M3dPT0+HpqYmevfujTZt2vyQjhIRERH9KEwwKpejgNHf3/+HduL169f4999/8fLlS6Smpspt8/Pz+6HHJiIiIiLlchQw9uzZ84d14OTJk2jVqhVsbW0REhKC8uXL4/nz55BKpahYseIPOy4RERER5YzKt9X50ocPH5CQkCD3UtXEiRMxZswY3LlzB7q6uvjnn3/w6tUr1KlTh/dnJCIiop9CLBIJ9soLVA4YExMTMXToUFhYWEBfXx8mJiZyL1UFBwejR48eAABNTU0kJyfDwMAAPj4+mDt3rsrtCWXHtq1o2rAeqrhWQNfOv+PO7dtK6x87egStWzRBFdcKaN+mJf47J79CXCqVYtmSRahfpyaqVnRC/z698OLFc7k68XFxmDhuNKpXrYia1SrDa+okJCUmytV5+CAEvbp3QRXXCmhUvw7Wr12dK+9XnXEs1EONiqWw238Anh6bheRbS9HyN6dv7lOrUmlc3DYecVcW4u5+L3Rr6ZalzoCOtRFyyBuxlxfi3KYxqFzOWm67jrYmFk7oiNen5yLywgJsn98XFqYF5eoUtzLBnsUDEX3RDy9O+mL2yDbQ0Pi/vj+rPX4u1AfHgvIilX9Djhs3DqdOncKKFSugo6ODNWvWwNvbG0WKFMGmTZtU7oC+vr7susXChQvjyZMnsm1RUVEqtyeEgCOHMX+eLwYMHoIdf++FvX1ZDBrQB9HR0QrrB966iQljR6Ntuw7YuXsf6tarj5HDhuDRo4eyOuvXrsb2rZsxxWs6tmzfBT09PQzq3wcpKSmyOhPHj8GTx4+xcs16LF62EjevX4fP9M/P3n7//j0G9uuDwkWKYPvfezBq9DisXL4Uu3ft/HEnQ2AcC/Whr6eDOw9DMdI3Z+/RuogZ9i4ZiHPXH8Kt8xws3XYaK6Z1QQN3B1mdDo0qYu7otpj11xG4d5mL2w9D8e/yIShkYiCrM29MezSvXR5dx61Fo77+KFzICDsWfH6ogFgswp7Fg6CtpYm6vRag37TN6NbKDdMGNc+9N69m+LlQHxwL9SUSCffKC1QOGA8cOIDly5ejffv20NTURK1atTBlyhTMnj0bW7duVbkD1apVw/nz5wEAzZo1w+jRozFr1iz07t0b1apVU7k9IWzeuB7tOnREm7btUcrODlO8vKGrq4t9e/5RWH/rlk2oXrMWevXuC9tSpTB0+Eg4ODpix7YtADK/LW7dvAn9BgxC3XoNUMa+LGb6zkNkRAROnTwBAHj65AkunP8PXj4z4eTkjIqVKmPCpCkIOHIIERFvAQCHD/6LtLQ0+MyYDTu70mjarDn+6Nodmzet/zknRgAcC/Vx7MJ9eC8/iH9PK8+efNKvQ008D43GBL+9ePDsLVbuPIe9JwMxrGtdWZ3h3eph/Z6L2PzvZYQ8DcewWTuQ/CEVPdu4AwAMDXTRq407xvvtwdlrD3Er+BX6e22Bu0spVK1gAwBo4O4AB1sr9J68EbcfhuLYhfvwWX4IAzrWhpamRq6fB3XAz4X64FhQXqVywBgTEwNbW1sAgKGhIWJiYgAANWvWxLlz51TugJ+fH9zcMqedvL29Ub9+fezcuRM2NjZYu3atyu39bGmpqQi+fw/V3KvLysRiMapVq47bQbcU7nM7MBDVqrnLlVWvURO3AwMBAKGvXyMqKhJu1T63WbBgQVRwcpa1GRR0CwUNDVGufAVZHTf36hCLxbLpjaCgQFSqXBla2tpyx3n+7BkS4uP/vzeuhjgWeZubc0mcvvJAruz4xWC4OZUEAGhpasDVoThOfVFHKpXi1JUHqPqxjqtDCWhraeLU5c91Hj5/i5dhMbJ23JxK4u7jN4iIeSd3HKOCenAsVfiHvT+h8HOhPjgW6k0kEgn2ygtUDhhtbW1lN9suW7Ysdu3aBSAz82hsbKxyB2xtbeHklHltk76+PlauXInbt2/jn3/+gbW19Tf2Fl5sXCwyMjJgZmYmV25mZpbtlHpUVBTMzMyz1o+O+rg9MrPMPPs2o6OiYGpqKrddU1MThkZGiP64f1RUFEyzHMdctu1Xw7HI2yzNDPH2iyAOACJiEmBUUA+6OlowNzGApqaGXKAHABHRCbAyMwQAWJkZIiU1DfHvk7PUsfxYx9LMEBHRWY8DAJbmhrn6ntQBPxfqg2NBeZnKT3rx8PBAUFAQ6tSpgwkTJqBly5ZYunQp0tLSBLlnYkpKitx1GgAg1dCBjo7OT+8LERER0a9I5QzjqFGjZM93btCgAUJCQrBt2zbcunULI0aMyPUOfouvry+MjIzkXn/O9f1pxzcxNoGGhkaWC5ajo6Nhbm6ucB9zc3NER0dlrf/x25y5eaHMsqjs2zQzN5ddDvBJeno6EuLjYfZxf3Nzc8RkOU6UbNuvhmORt72NToDlV6uZLUwNEf8uGR9S0hAV+x7p6RlZVjxbmBkiPDozQxgenQAdbS0YGehlqfP2Y5230QmwMMt6HAB4G6X6rcHUHT8X6oNjod7EAr7ygv+7n9bW1mjXrp1sWvlnmzhxIuLj4+VeY8dP/GnH19LWhoNjOVy5fElWJpFIcOXKJTg5uyrcx8nFBVcuX5Yru3zpIpxcXAAARYsVg7l5IVy58rnN9+/f487tIFmbzs6ueJeQgPv37srqXL1yGRKJBBU+joWzswtuXL+OtLQ0uePYlCwJQyOj/++NqyGORd52JegZfqtqL1dWv1pZXLmdeQlMWnoGbgW/Ql23z3VEIhHqVi2Dqx/r3Ap+idS0dLk6pa0tUKKwqaydK7efobxdEbmV1fWrlUX8u2QEPw3/Ye9PKPxcqA+OBeVlOZqSXrx4cY4b/JR9/Fl0dLJOP39I/6ldQPeeHpg6aTzKlSuP8hWcsGXzRiQnJ6NN23YAgMkTx8HCwhIjRo0GAHTt1gN9enXHxg3rULt2HQQcOYx7d+9i6nQfAJl/BLt274HVf62AdQlrFC1WDMuWLEIhCwvUq98AAGBbqhRq1KwFb6+pmDLNG+npafCdNQNNmjaHhYUlAKBp85ZYuXwZpk+bDI8+/fD40SNs3bIJY8f9vID6Z+NYqA99PW2UKl5I9rNNUTM4lSmK2IQkvAqPhc+wVihiYYS+UzcDAFbvPo+BnWtj1ojW2Lj/Mn6rUgbtG7qi7fCVsjYWbzmF1T7dceP+S1y/+xxDu9RFAT0dbNqf+Qc14f0HbNh3CXNHt0NMfCLeJX6A3/jfcTnoKa7eeQ4AOHEpGMFPw7F2Zk9MXrQPlmaG8BrSAn/tOofUtJ/8y+Mn4edCfXAs1FdeWXwiFJFUKpV+q1LJkiVz1phIhKdPn6rUAR8fH4wZMwYFChSQK09OTsaff/6JadOmZbNn9n52wAgA27duwcb1axEVFQn7sg4YP2kKnJycAQB9enVHkSJFMWP2HFn9Y0ePYOlif7wJDUUJaxuMGj0WtWrXkW2XSqVYvnQx/vl7F969S4BrxUqYNNULNjafxyI+Lg6+s2bg7JlTEIvFqN+wESZMnIIC+vqyOg8fhGD2TB/cu3sHxiYm+KNLN/Tu2/8nnBHhcCyyZ1Jl6E87Vq1KpXFsTdbLVDb/exn9vbZglXc3WBcxQ+N+i+T2mTemHRxsrRD6Ng6+qwOw5cAVuf0HdqqNUT0bwNKsIG4/CMXoeX/j2t0Xsu062pqY49kOHZtUgo62Jk5cDMYI3514+8VClxKFTbBoUmfUrlQaiR9SsPXAVUxZvB8ZGZIfcCYUi7229KcdC+DnQp1wLLKnq/LKitwzfF+IYMde3KasYMfOqRwFjD+ShoYGwsLCYGFhIVceHR0NCwsLZGRkqNymEAEjUV7wMwNGUu5nB4xEeQEDRvUl4NBkkkqlCtPAQUFBWW4DQERERPQjiDkjrZRgAaOJiYnshpVlypSRCxozMjIyH1M0cKBQ3SMiIiKijwQLGP39/SGVStG7d294e3vD6ItVWNra2rCxsYG7u7uSFoiIiIhyBzOMygkWMPbs2RNA5oKaGjVqQFNT8NlxIiIiIlJA8PtFJiYm4uTJk1nKjx49iiNHjgjQIyIiIspv+Cxp5b4rYPzvv//QrVs3uLu7IzQ0FACwefNmnD9/XuW2JkyYoHAltFQqxYQJE76ne0RERESUi1QOGP/55x80btwYenp6uHXrluw5zvHx8Zg9e7bKHXj06BEcHR2zlJctWxaPHz9WuT0iIiIiyl0qB4wzZ87EypUrsXr1amhpacnKa9SogZs3b6rcASMjI4U3+378+DH0v7ihKBEREdGPIhYJ98oLVA4YHzx4gNq1a2cpNzIyQlxcnModaN26NUaOHIknT57Iyh4/fozRo0ejVatWKrdHRERERLlL5YDRyspK4VTx+fPnYWtrq3IH5s2bB319fZQtWxYlS5ZEyZIl4eDgADMzM8yfP1/l9oiIiIhUJRIJ98oLVL6XTb9+/TBixAisW7cOIpEIb968waVLlzBmzBhMnTpV5Q4YGRnh4sWLOH78OIKCgqCnpwcnJyeFWUwiIiIi+vlUDhgnTJgAiUSC+vXrIykpCbVr14aOjg7GjBmDYcOGfVcnRCIRGjVqJGsrrywxJyIiIsoPVJ6SFolEmDx5MmJiYnD37l1cvnwZkZGRmDFjxnd1QCKRYMaMGShatCgMDAzw7NkzAMDUqVOxdu3a72qTiIiISBVikUiwV17w3Tfu1tbWhqOjI6pWrQoDA4Pv7sDMmTOxYcMGzJs3D9ra2rLy8uXLY82aNd/dLhERERHlDpWnpOvWrat0yvjUqVMqtbdp0yasWrUK9evXx8CBA2Xlzs7OCAkJUbV7RERERCoT/NF3ak7lgNHFxUXu57S0NAQGBuLu3buy50OrIjQ0FHZ2dlnKJRIJ0tLSVG6PiIiIiHKXygHjwoULFZZPnz4d79+/V7kDjo6O+O+//2BtbS1Xvnv3bri6uqrcHhEREZGq8silhIJROWDMTrdu3VC1alWV7504bdo09OzZE6GhoZBIJNizZw8ePHiATZs24eDBg7nVPSIiIiL6Trk2ZX/p0iXo6uqqvF/r1q1x4MABnDhxAvr6+pg2bRqCg4Nx4MABNGzYMLe6R0RERETfSeUMY7t27eR+lkqlCAsLw/Xr11W+cXd6ejpmz56N3r174/jx46p2hYiIiChX5JXb2whF5YDRyMhI7mexWAx7e3v4+PigUaNGqh1cUxPz5s1Djx49VO0GEREREf0kKgWMGRkZ8PDwQIUKFWBiYpIrHahfvz7Onj0LGxubXGmPiIiISFVMMCqnUsCooaGBRo0aITg4ONcCxqZNm2LChAm4c+cOKlWqBH19fbntrVq1ypXjEBEREdH3UXlKunz58nj69ClKliyZKx0YPHgwAMDPzy/LNpFIhIyMjFw5DhERERF9H5UDxpkzZ2LMmDGYMWOGwoygoaGhSu1JJBJVu0BERESUq8ScklYqx7fV8fHxQWJiIpo1a4agoCC0atUKxYoVg4mJCUxMTGBsbKzyNHVaWho0NTVx9+5dlTtORERERD9HjjOM3t7eGDhwIE6fPp1rB9fS0kKJEiU47UxERESC4m11lMtxwCiVSgEAderUydUOTJ48GZMmTcLmzZthamqaq20TERER0f9PpWsYRT8g+l66dCkeP36MIkWKwNraOss1kTdv3sz1YxIRERF9iQlG5VQKGMuUKfPNoDEmJkalDrRp00al+kRERET0c6kUMHp7e2d50sv/y8vLK1fbIyIiIqLcpVLA2LlzZ1hYWPyQjty4cQPBwcEAgHLlysHV1fWHHIeIiIjoa7ytjnI5Dhh/xPWLABAREYHOnTvjzJkzMDY2BgDExcWhbt262LFjBwoVKvRDjktEREREOZPj+zB+WiWd24YNG4Z3797h3r17iImJQUxMDO7evYuEhAQMHz78hxyTiIiI6EsiAf+XF+Q4w/ijnsgSEBCAEydOwMHBQVbm6OiIZcuWoVGjRj/kmERERESUcznOMP4oEokEWlpaWcq1tLT42EAiIiIiNSB4wFivXj2MGDECb968kZWFhoZi1KhRqF+/voA9IyIiovxCLBLulRcIHjAuXboUCQkJsLGxQalSpVCqVCmULFkSCQkJWLJkidDdIyIiIsr3VLqtzo9QvHhx3Lx5EydOnEBISAgAwMHBAQ0aNBC4Z0RERJRf5JVMn1AEDxiBzFv2NGzYEA0bNhS6K0RERET0FcGmpE+dOgVHR0ckJCRk2RYfH49y5crhv//+E6BnRERElN+IRCLBXnmBYAGjv78/+vXrB0NDwyzbjIyMMGDAAPj5+QnQMyIiIiL6kmABY1BQEJo0aZLt9kaNGuHGjRs/sUdEREREpIhg1zC+fftW4f0XP9HU1ERkZORP7BERERHlV1z0opxgGcaiRYvi7t272W6/ffs2Chcu/BN7RERERESKCBYwNmvWDFOnTsWHDx+ybEtOToaXlxdatGghQM+IiIgovxGJhHvlBYJNSU+ZMgV79uxBmTJlMHToUNjb2wMAQkJCsGzZMmRkZGDy5MlCdY+IiIiIPhIsYLS0tMTFixcxaNAgTJw4EVKpFEDmsvbGjRtj2bJlsLS0FKp7RERERPSRoDfutra2xuHDhxEbG4vHjx9DKpWidOnSMDExEbJbRERElM+I88rcsEDU4kkvJiYmqFKlitDdICIiIiIF1CJgJCIiIhISb6ujnGCrpImIiIgob2DASERERPleXrutzrJly2BjYwNdXV24ubnh6tWrOdpvx44dEIlEaNOmjUrHY8BIRERElIfs3LkTnp6e8PLyws2bN+Hs7IzGjRsjIiJC6X7Pnz/HmDFjUKtWLZWPyYCRiIiIKA/x8/NDv3794OHhAUdHR6xcuRIFChTAunXrst0nIyMDXbt2hbe3N2xtbVU+JgNGIiIiyvfEEAn2SklJQUJCgtwrJSVFYT9TU1Nx48YNNGjQ4HPfxWI0aNAAly5dyvb9+fj4wMLCAn369Pmu8/NLrpLeHfRa6C7QR83K8nng6iT6yhKhu0AfeWwLFLoL9NGazs5Cd4Fk8udSZV9fX3h7e8uVeXl5Yfr06VnqRkVFISMjI8vDTSwtLRESEqKw/fPnz2Pt2rUIDAz87j7+kgEjERERkSqEvG/3xIkT4enpKVemo6OTK22/e/cO3bt3x+rVq2Fubv7d7TBgJCIiIhKQjo5OjgNEc3NzaGho4O3bt3Llb9++hZWVVZb6T548wfPnz9GyZUtZmUQiAQBoamriwYMHKFWq1DePy2sYiYiIiPIIbW1tVKpUCSdPnpSVSSQSnDx5Eu7u7lnqly1bFnfu3EFgYKDs1apVK9StWxeBgYEoXrx4jo7LDCMRERHle3npSS+enp7o2bMnKleujKpVq8Lf3x+JiYnw8PAAAPTo0QNFixaFr68vdHV1Ub58ebn9jY2NASBLuTIMGImIiIjykE6dOiEyMhLTpk1DeHg4XFxcEBAQIFsI8/LlS4jFuTuJzICRiIiI8j2xkKtevsPQoUMxdOhQhdvOnDmjdN8NGzaofDxew0hERERESjFgJCIiIiKlOCVNRERE+V4em5H+6ZhhJCIiIiKlmGEkIiKifC+vLXr52ZhhJCIiIiKlmGEkIiKifI8JRuWYYSQiIiIipRgwEhEREZFSnJImIiKifI8ZNOV4foiIiIhIKWYYiYiIKN8TcdWLUswwEhEREZFSDBiJiIiISClOSRMREVG+xwlp5ZhhJCIiIiKlmGEkIiKifI/PklaOGUYiIiIiUooZRiIiIsr3mF9UjhlGIiIiIlKKASMRERERKcUpaSIiIsr3uOZFOWYYiYiIiEgpZhiJiIgo3+OzpJVjhpGIiIiIlGLASERERERKcUqaiIiI8j1m0JTj+SEiIiIipZhhJCIionyPi16UY4aRiIiIiJRihpGIiIjyPeYXlWOGkYiIiIiUYsBIREREREpxSpqIiIjyPS56UY4ZRiIiIiJSihlGIiIiyveYQVOO54eIiIiIlGLASERERERKcUqaiIiI8j0uelGOGUYiIiIiUooZRiIiIsr3mF9UjhlGIiIiIlKKGUYiIiLK93gJo3LMMBIRERGRUgwYiYiIiEgpTkkTERFRvifmshelBM0wJicnIykpSfbzixcv4O/vj2PHjgnYKyIiIiL6kqABY+vWrbFp0yYAQFxcHNzc3LBgwQK0bt0aK1asELJrRERElI+IRMK98gJBA8abN2+iVq1aAIDdu3fD0tISL168wKZNm7B48WIhu0ZEREREHwkaMCYlJaFgwYIAgGPHjqFdu3YQi8WoVq0aXrx4IWTXiIiIiOgjQRe92NnZYd++fWjbti2OHj2KUaNGAQAiIiJgaGgoZNdUdu3YPlw6uAvv42NgWaIUmvQchqJ2ZRXWDb76Hy7s34aYt6GQZGTA1KooqjX7HU61GsrViwx9gZPbV+Nl8G1IJBkwL2qN30d6wcjcEgBw8+RB3L14CmHPHyE1OQljV++Hrr6BXBuLh3dBfNRbubJ6nfuiRqs/cvHdq5fdO7dh66Z1iImOgl0Ze3iOm4xy5Z2yrX/yeABWrViC8DehKFbCGkOGe6J6zTqy7TO8JuHwgX1y+7i514T/slWynzesWYkL58/h0cMQaGlq4fi5K3L1Hz0Mweb1axAUeBNxcbEoXLgo2nbohE5duufOm1ZTO7dvxcYNaxEdFYUy9mUxfuIUlK+Q/VgcPxqA5UsX4c2bUJQoYY3ho8agVu3PY3HyxDHs3rUDwffvIT4+Hjv+3gv7sg5ybcz0noYrly8hMjICegUKwNnZFSNGjUFJW1tZnbCwN5g9wxvXr12BXoECaNmqDYaN8ISm5q+7DrChvTlalrOAkZ4mXsYkY8PVUDyJTlJYt3YpUwyqUUKuLDVDgp5bb8t+Hli9BOrYmcrVCQpNwJyTTwEADpYGmNbYTmH7kw89wNPoZBQ21EGfasVQzEgXetoaiE1Kw8VnsfgnKBwZ0v/n3aq3ndu3YtMXn4txOfhcrPjqc1Hzq8/FP198LrZ/9bl4E/oaLZo0UNj23Pn+aNi4CQBgnu9MBN66iSePH6GkbSns2L0vd95wHiHiohelBP3tOG3aNHTp0gWjRo1CvXr14O7uDiAz2+jq6ipk11Ry79JpHN+yEs16j0RRu7K4cmQPts0Zj8ELNkDfyCRLfT2DgqjZpivMihSHhqYWHt28hH//mgd9Q2OUcq4CAIh5+wYbvUfA5bemqNOhJ3T09BH5+jk0tbRl7aSlpqCUcxWUcq6CUzvWZNu/Oh16oWK95rKftXX1cvHdq5cTR49gsd9cjJvkhXIVnLBz62aMGtIfO/YegqmpWZb6t4NuwWvSWAwcOhI1a/2GowGHMN5zGDZs+wel7ErL6lWrXhNTps+S/aylrS3XTlpaGuo1aIwKTs44sG9PluOE3L8HE1NTeM2cC0tLK9wJuoU5s6ZDLBbj985dc/EMqI+jAYex4M85mDx1Oso7OWPb5o0YPKAv9h04AlOzrGMRGHgTE8ePxrARnqhV5zccOXQQniOGYvuuf2BXugyAzIVyLq6V0LBxU8yYPlXhcR0cy6Fp85YoXLgw4uPjsXLFUgwe0AcHA05AQ0MDGRkZGD54AMzMC2HD5u2IjIzE1MnjoampiWEjPH/oORFKNRtjdK9cBGsvv8bjqEQ0dSiECQ1sMXp/CBI+pCvcJyk1A577gpW2GxiagJUXXsp+Tpd8jvIeRiZi4K67cvU7uhZGOSsDPI1OBgBkSKT470ksnsUkISk1A9YmeujnXhwikQg7b4V979tVa0cDDsPvzzmYNHU6Kjg5Y+vmjRgyoC/2ZvO5CAq8iUnjR2Pox89FwMfPxTYVPheWVoVx7PR/cmV7/t6FTRvWosbHy8I+ad22Pe7euY1HDx/k4rumX4GgAWOHDh1Qs2ZNhIWFwdnZWVZev359tG3bVsCeqeby4d1wrdsMLr9lfktr3mckHgdeRuDZAIWZPBtHF7mf3Zq2x+3/juHlg7uygPH0zrWwc3FDgy4DZPVMLYtk2Q8Ant8PVNo/Hb0CMDA2VVrnV7F96wa0avs7WrRuBwAYN9kLF86fxcH9e9DDo1+W+ru2bYabe01069kHADBg8HBcu3wRu3duxfjJ02X1tLW1YWZeKNvj9hs0DABw6N+9Cre3bNNe7ueixYrjzu0gnD114pcNGLds2oB27X9H67aZ733yNG/8999Z7Nv7D3r37Z+l/vYtm1G9Rk309MgciyHDRuDK5YvYsX0rpkzzBgC0aNkaQGbGJDvtf+8k++8iRYthyNCR6NShNd68CUXx4iVw6eIFPH36BCtXr4eZuTnsyzpg8NARWLxwPgYOHgotLe1s286rmjsUwqlH0Tj7JAYAsPbya7gWM8Rvdqb4926Ewn2kAOKzCSY/ScuQZlsnQyK/TUMEVCpmiKMhUbKyiPepiHgfI/s5KjENDs9iUdZCP6dvLc/ZumkD2n71uTj/31ns3/sPPBR8LrZt2Qz3Lz4Xg4eNwOXLF7Fz+1ZMzuHnQkNDA+Zf/f46feoEGjZuigIFPp/rcROnAABiY2PyZcCYVxafCEXwG3dbWVmhYMGCOH78OJKTM791VqlSBWXLKp7OVTcZ6WkIe/YQJctXlJWJxGKULF8Rrx/d/+b+UqkUz+7eRHTYa1g7VMgsk0jwOPAKTK2KYavveCwY2B5rpw5ByLXz39XHC/9ux/z+bbBq4gBcPLATkoyM72pH3aWlpeJB8H1UcasmKxOLxaji5o67twMV7nP3TiCquLnLlbm518Dd20FyZTevX0Oz+jXRqW0zzJvtjfi4uP+7v4nv38HQyOj/bkcdpaWlIvj+PbhVqy4rE4vFcKvmjttBgQr3uR0UKFcfANyr18i2fk4kJyXh3317ULRoMVhZWcmOY1e6DMzMzWX1qleviffv3+PJ48fffSx1pSEWoaRZAdwNey8rkwK4G/YepQtlH5jpaoqxuJ0jlrZ3xOi6JVHMSDdLHUcrA6z8vRwWtC6L3m7FYKCjkW17lYoboaCOpixoVcSyoDacixgi+O37bOvkZd/zubjzAz4X9+/dxYOQYLRp1/7blYk+EjTDGB0djY4dO+L06dMQiUR49OgRbG1t0adPH5iYmGDBggXfbCMlJQUpKSlyZWmpKdDS1vlR3ZaT9C4eUokEBl9NPesbmSDqzats9/uQ9B7+QzohIz0NIrEYzTxGwLZCZQBAYkIcUj8k4+KBHfjtdw/U/6Mfnty+hr/9p6PHlAWwdnDOtt2vVW3cFlYlS0PPoCBeP7yPUzvW4H1cNBp1H/x9b1iNxcXFISMjA6am5nLlpqZmePH8qcJ9oqOiskwDmZqZIzr6cxakWvWa+K1eAxQuUgyhr19i5VJ/jBo2AKs3bIOGRvZ/IJW5HXQLJ44HYMGiX/P2UbGxsZlj8dW5NTMzx/NnzxTuE6VgLMzMzBEdFaWwvjK7dmyDv998JCcnwcamJFasXifLHEZHRcIsy5ibyfrwqzHU0YCGWIT45DS58vjkNBQxVPx7Miz+A/66+BIvYz+ggLYYzR0t4N20NMb+G4KYpMx2gt4k4NrLOES8T4VlQR10ci2M8fVtMe3II0gVXH/4m50Zgt68k+3/Je8mpWFjpgdtDTFOPIzC34Hh//8bV0Nx2XwuTL/xufj63+v3fi4+2b/3H5S0LQVnl4rfrpyP8MbdygmaYRw1ahS0tLTw8uVLFChQQFbeqVMnBAQE5KgNX19fGBkZyb0OrF/2o7qca3R0C6C/7yr0mbEcdTv2xrEtK2RTy1KpBABQplJ1VGvWAVY2dqjR6g+Udq2GGycOqHScas1/h42jCyxLlEKlBi3RsNtAXDu2D+lpqbn9ln5ZDRs3Q6069WBXugzq1G2A+YtWIPjeHdy8fvW72nvy+BHGjxqKPv0Hw829Ri73lgCgafOW2P73HqxZvxklbGwwfvTILF8sKXuPopLw39NYvIhNRvDbRCw88wwJH9JRv8znwOXS8zjceJ2AV3EfcP1VPP489RR25vpwtDTI0p5pAS04FymIM4+jFR5v0bnnmHTwAZacew7XooZoUc7ih723/O7Dhw84cvggs4ukMkEDxmPHjmHu3LkoVqyYXHnp0qVzfFudiRMnIj4+Xu7V0mPIj+iuQgUKGkEkFuN9fKxceWJ8rNLrBkViMUytisLKxg7uzTvCoWptXNi/XdamWEMDhYpay+1jXrQE4qMVX2+UU0XsHCDJyEBc5NtvV85jjI2NoaGhgZgY+W/eMTHRMDMzV7iPmbk5YqLl/4jFREdlWx/IvP7Q2NgEr1+9zLZOdp49fYxhA3ujdbvf4dF3oMr75xUmJiaZY/HVuY1Wcm7NFYxFdHSU3NRxThUsWBDW1jaoVLkK5vstwrPnz3Dq5HEAgJl5IURnGfNoWR9+NQkpGciQSGGkpyVXbqSnhbhvXKP4SYYUeB6TDKuC2c/cRLxPRcKHdIV16pQyxbuUdNx4Fa9w35ikNITGp+Di8zjsuBmG9s5Wv+T1ZMbZfC6U/c4xNzfP8u/1ez8XAHDi+FF8SP6AFi3bfNf+lH8JGjAmJibKZRY/iYmJgY5OzqaUdXR0YGhoKPf6WdPRAKChqYXCJcvg+b1bsjKpRIJn926hWGnHHLcjlUqRkZ4ma7OIrT2iw+SntGPCXstuqfO93j5/DJFIDH1D4/+rHXWkpaUNewdHXL96WVYmkUhw/epllHdyUbhP+QoucvUB4OqVSyjvlP20f8TbcMTHx8G8UPaLYBR5+uQRhvT3QLMWrTFw6EiV9s1rtLS04eBYDleuXJKVSSQSXL18GU7OLgr3cXJ2wdUv6gPA5UsXs62fU1Jp5v+lpabKjvP40UO5P9qXL12AgYEBbEspvg1MXpYhkeJZdBLKF/6c+RMBKGdlgEeRiTlqQyQCipvoIjY563TyJ6YFtGCgo4E4BXXq2Jniv6exObpVjkiUed2l4BfY/wCfPhdXVfhcVFDwubjyf3wu9u/ZjTp168LENH8shFQFn/SinCCfyTdv3gAAatWqJXs0IACIRCJIJBLMmzcPdevWFaJr36Vasw64efoQgs4dRWToCxxe54+0Dx/gXKcxAGDf8jk4+cVtb87v34and64j9u0bRIa+wKVDu3Dn/HFUqFlfVse9RSfcu3QGN08dQkx4KK4d3YeHNy+hcoNWsjrv42IQ/vwxYt+GAgAiXj1F+PPHSH6fAAB4/fAerhz5B+EvniD27RvcOX8Cx7asQIWa9aFnUPBnnJqf7o+uvfDv3t04dGAfnj99gnmzvfEhORktWmWuuveeOgHLl/jJ6nfs0h2XL53Hts3r8fzZU6xZuRQh9++iQ6fMlctJSYlYsvBP3L0dhLA3obh25RLGjRqKYsVLwM29pqyd8LA3ePggGOHhYZBIMvDwQTAePghGUlLmH+Qnjx9haH8PuFWrjj+69UR0VCSioyIRG5v9AoC8rluPXtj7z9/4d/9ePH36BLNnTEdycjJat8lcwT5l0ngs9v98nfIf3brj4oXz2LRxHZ49fYqVy5fg/r176PzH51Xk8fFxeBASjCdPngAAnj9/hgchwYiKigQAvH71CmvX/IX79+4iLOwNAgNvYuzoEdDR0UHNWpn3rXOvXgO2tqUwZdI4PHgQgosX/sOypYvQsXMXaGv/eiukAeBQcCTqljZDbVsTFDHSQe9qxaCjKcbZx5n//gbVKIHOroVl9ds5WaJC4YKwMNCGjakehta0RiF9bZx+lBlk62iK0aVSEdiZF4C5vjbKWRlgdN2SePsuBUFv3skdu5yVASwL6sj2/VKNkiaoZm2MIkY6sDDQRjVrY3SuWBiXn+csuMyLun78XBz46nPR6uPnYuqk8VjyxeeiS7fuuHThPDZ/9bnopOBz8TSbz8UnL1++wM0b19Gm3e8K+/by5Qs8CAlGdFQUUlI+4EFIMB6EBCONlzARBFr0Uq5cOSxbtgx//vkn6tWrh+vXryM1NRXjxo3DvXv3EBMTgwsXLgjRte9Szr0ukhLicXb3BryPi4WldSl0mTAHBkaZ3+ASoiMgEn/+CpGW8gFH1i1GQkwkNLV1YF6kONoMnohy7p+D5LJVaqJ5n5G4sH87jm5cCrMixfH7yOkoUbaCrM6NEwdwbs/ngHujT+aNz1sNGAvnOk2goaWFe5dO4+w/G5GRlgZjCyu4NW2Pas06/OhTIpgGjZsiNjYGa1YsQXR0FErbl8XCpX/B9ON0z9vwMIjFn78nOTm7wnvWPKxavhgrl/qjeAlrzPVbIrsHo1isgSePHuLIwf149y4B5oUs4FatBvoPHiYXXKxeuVTu5t49/8i8PmjZqg2oWLkqTp84itjYGAQcPoCAw5+vQ7UqXAR7D534kadEMI2bNENsTAxWLFuC6KhI2Jd1wLKVq2VTaeFhbyD+4qu1i0tFzJ4zH8uW+mPpooUoYW0Dv0VLZfeaA4Czp0/Ba+ok2c8TxmbeN3HAoCEYOHgYtHW0cevGDWzbvAkJCQkwMzNDxUqVsWHzdtlCAw0NDSxathKzZ3ijV7fO0NXTQ8tWbTBoyPCfcVoEcfl5HAx1NNHBpTCM9TTxIiYZc04+ld32xlxfW26hir62Bvq5F4exniYSUzPwLDoJXgGPEBqfeR2oRCpFCRNd1LYtCX1tDcQmp+P2mwT8HRgudy9GAKhb2gwPIt7jTULWa0gzpFK0LG+BwoY6EAGISkzFsZAoHL4fmaXur0LR52Kpks+Fs0tFzJozH8u/8bmY/sXnYuLHz0X/j5+LT/bv/QeWllZwr6742ukZXlNw4/o12c9//J75RftgwAkUKVpM4T6/kryS6ROKSCpVtJ7tx1q+fDnGjx+PJk2aYOXKlVi5ciWCgoLw/v17VKxYEUOGDEHhwoW/3VA2ttzI/h5t9HM1K/v940i5T1frV5zoy5v67Aj6diX6KdZ0zvmdJ+jH0tcWLmo7FizcF5VGDqpd4iQEQTKMgwcPRtOmTdGnTx+UK1cOq1atwuTJk4XoChERERF9g2D3YSxZsiROnTqFpUuXon379nBwcMjyHNebN28K1DsiIiLKT/gsaeUEvXH3ixcvsGfPHpiYmKB169ZZAkYiIiIiEp5gEdrq1asxevRoNGjQAPfu3UMhFW9RQkRERJRbxEwwKiVIwNikSRNcvXoVS5cuRY8ePYToAhERERHlkCABY0ZGBm7fvp3lCS9EREREQuA1jMoJEjAeP35ciMMSERER0XfgTdmIiIiISCkuSyYiIqJ8j096UY4ZRiIiIiJSihlGIiIiyve46EU5ZhiJiIiISCkGjERERESkFKekiYiIKN/jk16UY4aRiIiIiJRihpGIiIjyPS56UY4ZRiIiIiJSigEjERERESnFKWkiIiLK9/ikF+WYYSQiIiIipZhhJCIionyPCUblmGEkIiIiIqWYYSQiIqJ8T8yLGJVihpGIiIiIlGLASERERERKcUqaiIiI8j1OSCvHDCMRERERKcUMIxERERFTjEoxw0hERERESjFgJCIiIiKlOCVNRERE+Z6Ic9JKMcNIREREREoxw0hERET5Hh/0ohwzjERERESkFDOMRERElO8xwagcM4xEREREpBQDRiIiIiJSilPSRERERJyTVooZRiIiIiJSihlGIiIiyvd4427lmGEkIiIiIqUYMBIRERGRUpySJiIionyPT3pRjhlGIiIiIlKKGUYiIiLK95hgVI4ZRiIiIiJSihlGIiIiIqYYlWKGkYiIiIiUYsBIREREREpxSpqIiIjyPT7pRTlmGImIiIhIKWYYiYiIKN/jjbuVY4aRiIiIKI9ZtmwZbGxsoKurCzc3N1y9ejXbuqtXr0atWrVgYmICExMTNGjQQGl9RRgwEhEREeUhO3fuhKenJ7y8vHDz5k04OzujcePGiIiIUFj/zJkz+OOPP3D69GlcunQJxYsXR6NGjRAaGprjY4qkUqk0t96Authy47XQXaCPmpUtLHQX6Au6WvyOqC767AgSugv00ZrOzkJ3gT7S1xZuXjjo5TvBju1coqBK9d3c3FClShUsXboUACCRSFC8eHEMGzYMEyZM+Ob+GRkZMDExwdKlS9GjR48cHZN/PYiIiIgElJKSgoSEBLlXSkqKwrqpqam4ceMGGjRoICsTi8Vo0KABLl26lKPjJSUlIS0tDaampjnu4y+56KWkob7QXSBSS2Ixr+pWF6s6OQndBfqovt85obtAH12eUEe4gwv469HX1xfe3t5yZV5eXpg+fXqWulFRUcjIyIClpaVcuaWlJUJCQnJ0vPHjx6NIkSJyQee3/JIBIxEREVFeMXHiRHh6esqV6ejo/JBjzZkzBzt27MCZM2egq6ub4/0YMBIREVG+J+SNu3V0dHIcIJqbm0NDQwNv376VK3/79i2srKyU7jt//nzMmTMHJ06cgJOTarMcvIaRiIiIKI/Q1tZGpUqVcPLkSVmZRCLByZMn4e7unu1+8+bNw4wZMxAQEIDKlSurfFxmGImIiIjyEE9PT/Ts2ROVK1dG1apV4e/vj8TERHh4eAAAevTogaJFi8LX1xcAMHfuXEybNg3btm2DjY0NwsPDAQAGBgYwMDDI0TEZMBIREVG+l5ee9NKpUydERkZi2rRpCA8Ph4uLCwICAmQLYV6+fAmx+PMk8ooVK5CamooOHTrItZPdwhpFfsn7MF54FCt0F+gjhyKGQneBvlBAR0PoLtBHaRkSobtAHzVc+J/QXaCPhFwlfef1e8GOXaFYzrJ8QmKGkYiIiPK9PJRgFAQXvRARERGRUoJnGBMTEzFnzhycPHkSERERkEjkp2mePn0qUM+IiIiICFCDgLFv3744e/YsunfvjsKFC0OUl646JSIiol8Dww+lBA8Yjxw5gkOHDqFGjRpCd4WIiIiIFBA8YDQxMVHp4ddEREREuU3IJ73kBYIvepkxYwamTZuGpKQkobtCRERERAoInmFcsGABnjx5AktLS9jY2EBLS0tu+82bNwXqGREREeUXXEKhnOABY5s2bYTuAhEREREpIXjA6OXlJXQXiIiIiEgJwQPGT27cuIHg4GAAQLly5eDq6ipwj4iIiCi/4Iy0coIHjBEREejcuTPOnDkDY2NjAEBcXBzq1q2LHTt2oFChQsJ2kIiIiCifE3yV9LBhw/Du3Tvcu3cPMTExiImJwd27d5GQkIDhw4cL3T0iIiLKD0QCvvIAwTOMAQEBOHHiBBwcHGRljo6OWLZsGRo1aiRgz4iIiIgIUIMMo0QiyXIrHQDQ0tLK8lxpIiIiIvr5BA8Y69WrhxEjRuDNmzeystDQUIwaNQr169cXsGdERESUX4gE/F9eIHjAuHTpUiQkJMDGxgal/tfencf1kP9xAH99v933rUNRdCIlbApdIsdaYZcfltC67xC5Uu6b3Gdh3XLLGbklVEIHKYlaSnd0fT+/P2L46lh2rYnez330eOx85jMz75n5znh/PzOfz7dhQzRs2BBGRkbIzc3F6tWr+Q6PEEIIIaTW4/0dRgMDA9y9exfnz59HXFwcAMDCwgKurq48R0YIIYSQ2oJ+6aV6vCeMACAQCNC+fXu0b9+e71AIIYQQQsgneEkYAwICMHToUMjKyiIgIKDaujS0DiGEEEL+a9TAWD1eEsYVK1agX79+kJWVxYoVK6qsJxAIKGEkhBBCCOEZLwljUlJSpf9PCCGEEEJqHt57Sfv7+6OwsLBC+Zs3b+Dv789DRIQQQgipdeiXXqrFe8Lo5+eH/Pz8CuWFhYXw8/PjISJCCCGEEPIx3ntJM8YgqKQve3R0NNTV1XmIiBBCCCG1zfcygDZfeEsY1dTUIBAIIBAIYGpqKpY0lpWVIT8/H8OHD+crPEIIIYQQ8g5vCePKlSvBGMPgwYPh5+cHFRUVbp60tDQMDQ1hZ2fHV3iEEEIIIeQd3hJGDw8PAICRkRFat24NSUnen44TQgghpJaiX3qpHu+dXpSUlBAbG8tNHz16FO7u7pg2bRqKi4t5jIwQQgghhAA1IGEcNmwYEhISAABPnjxB7969IS8vjwMHDsDb25vn6AghhBBSG9CoOtXjPWFMSEiAtbU1AODAgQNwdHTE7t27ERQUhODgYH6DI4QQQggh/CeMjDGIRCIAwPnz59G5c2cAgIGBATIyMvgMjRBCCCGEoAaMw9iiRQvMnTsXrq6uuHTpEtavXw+g/CcDtbW1eY6OEEIIIbXC9/JsmCe8tzCuXLkSd+/exejRozF9+nQYGxsDAA4ePAh7e3ueoyOEEEIIIby3MDZt2hQxMTEVypcsWQIJCQkeIiKEEEJIbUO/9FI93lsYASA7OxtbtmyBj48PXr9+DQB4+PAhXr58yXNkhBBCCCGE9xbGe/fuoV27dlBVVUVycjKGDBkCdXV1HDp0CCkpKdixYwffIRJCCCHkB0cDd1eP9xZGLy8vDBo0CI8ePYKsrCxX3rlzZ1y+fJnHyAghhBBCCFADEsaIiAgMGzasQnndunWRnp7OQ0SEEEIIIeRjvD+SlpGRQW5uboXyhIQEaGlp8RARIYQQQmobeiJdPd5bGH/55Rf4+/ujpKQEACAQCJCSkoIpU6agZ8+ePEdHCCGEEEJ4TxiXLVuG/Px81KlTB2/evIGjoyOMjY2hpKSEefPm8R0eIYQQQmoD+jHpavH+SFpFRQXnzp3D1atXce/ePeTn58PGxgaurq58h0YIIYQQQlADEsb32rRpgzZt2vAdBiGEEEII+QTvCaO/v3+182fNmvWNIiGEEEJIbUW/9FI93hPGw4cPi02XlJQgKSkJkpKSaNiwISWMhBBCCCE84z1hjIyMrFCWm5uLgQMHonv37jxERAghhJDahn7ppXq895KujLKyMvz8/DBz5ky+QyGEEEIIqfV4b2GsSk5ODnJycvgOgxBCCCG1ADUwVo/3hDEgIEBsmjGGtLQ07Ny5E506deIpqi8XeuIgTh/6EzlZr2FgZIx+wyaigVnjSuteOn0E1y+cwvOnTwAA9Y3N0HPACLH6W1f441poiNhyTWxawct/pVhZdMQ1HNuzFanJiZCSkoaZZTOMmbG4wjbzc3PgO+Z3ZGW+wpq95yCvqPQv97jmOrhvN3bt2IbXmRkwNjWDl/d0NG7StMr6oedOY9P61Uh/8Rz69epj1Fgv2Ldx5ObP8Z2GkONHxJaxtWuDlWs3cdNBWzbg2tXLeJQQBylJKZy7HC5WPyc7G77TvZH4KB45OdlQU9dAW0cXjBg9HgqKil9nx2ugvbt3YXvgVmRkvIKpmTmmTpsJy6ZVn4uzZ05h7epVePH8OerVN8R4r0lo6/DhXDDGsG5NAA4dPIC8vFxYN7PB9FmzUb++IVcnJzsbC+fPwaWwixAKhWjXvgOmTJ0OeQUFrk5CfBzmz/XHg/sxUFNXR5++v2OQ55D/5BjUFPv37sLOoG3IzMiAiak5JvtMRxPLqs/F+bOnsX5NANJePIdBvfoYM2Ei2rQtPxelJSVYt2YVrl25jOepqVBUUsRPtnYYM34itOrU4dbRtWM7pL14Ibbe0eO8MPCjY80Yw5/bA3E4eD/SXryAqpoafu3VB55Dh3/lI1Bz9LTRw++2BlBXkMbjl/lYdu4xHqblVVlfUUYCwx2M4GSmCWVZKaTnvsWK84m48eQ1V0dLURqjnBrArqE6ZCSFSM16g7kh8YhLz+fqGGrIY5STEZoZqEJCKEBSZgF8Dj/EX7lF0FWRweERrSrd/rTDD3AhPuPrHQDyXeI9YVyxYoXYtFAohJaWFjw8PODj48NTVF/m1uVz2LdlFfqPmoIGZo1x7uheLJ81HvM37oOyqnqF+vExd2Hr2B7GFk0hJSWNkOCdWDZrHOau3Q01zQ832ybNW8Fz/IfH8pJSUmLruX3tAravXogeA4bDwqoFysrK8PxpYqUxBgbMg76hMbIyX32lva6Zzp85hYDli+A9zReNLZti366dmDBqKPYePgl1dY0K9e9FR8J32mQMHz0ebdo64czpk5jiNQZBu4PR0NiEq9fKvg1mzP4wkLyUtLTYekpKSuDi6gbLplY4fuRQhe0IhAI4OLlg2KixUFVVQ+qzFCxdNBe583PgP3/JVzwCNcfpUyFYungBZvj6wdLSCrt2bseIYZ44euI0NDQqnouoyLuYOnkixo73goOjM0JOHsf4MaOw9+AhmJiYAgACt27Gnl07MWf+QtStq4+1q1dhxFBPHD4WAhkZGQCAz5RJyHj1Chu2BKK0pAS+M6bBf/YsLFyyDACQn5+P4UM8YWtnhxm+fniUkIDZM6dBSUkZv/bq/e0O0Dd09nQIVixZBJ+Zs9HEsin2/LkDY4YPQfCxEKhXci6ioyIxfcokjBo7AW0dnXA65AQmjRuDP/cdhLGJKd6+fYu42If4Y9gImJiaIy83B0sXLYDX2JHYufeg2LqGjxoD956/cdMK8gpi85cumo+b169hnJc3jE1MkZubg5yc7P/kONQEruZaGOfSEIvOJODBizz8r2VdrOxtid6bIpBVWFKhvqRQgID/NUVWQQmmHX6IV/lF0FGWRV5RKVdHSUYSm/o3w52n2ZiwPwZZhSUwUJND3tsPdeqqymLj79Y4Hp2OzVefoqCoFA00FVBcKgIA/JVbhM6rr4tt291aD/1+0hdLTEntxXvCmJSUxHcI/9qZI3vg4NYNbdv/DAAYMGoK7kVcx5VzJ9DltwEV6g+dLD6U0KAx03Dn2kU8jL6N1u06c+VSUtJQUat4MweAsrJS7Nm0Ar8NHg2HDr9w5XXrGVWoezEkGIX5efiljydi7tz4R/v4vdizKwi/dP8NP3frAQDwnu6La1cv4cTRQxgwqGIL0v7dO2Fr1wa/e3gCAIaNHIuIm9dxcN8uTJk+m6snLS0NDc2qf9t8yIgxAICTxw5XOl9ZWQU9fvsfN62rVxc9f/sfdu0I/OJ9/F7s3B6IHr/2gnv38p/4nOHrh8uXw3DkUDA8hwytUH/Xnztg36YtBg7+AwAweux43LxxHXt3/4mZvv5gjGHXzh0YMmwEnF3KB/afu2AxXBzscSH0PDp17oIniYm4dvUKdu87iMZNLAEAU6fNwKgRQ+E12Rt16mgj5MQxlJSUwH/OfEhJS8PY2ATxcbHYuSPwh00Yd+3YDveev+EX9/LrwmfmbFy9cgnHjhwSa+17b++uHbBr3QYDBpVfFyNGj0P4jevYv3c3ps2cDUUlJazbtE1sGe9pM+DRtxfS015AR1ePK5eXV4BmFddO0pNEHNy/F/uCj8HQqPzeVRf6X2Wfa6o+P+njaHQaTsb8BQBYdPoR7Btq4OemOth581mF+l2b6kBZVgpDdkahTMQAAGk5RWJ1+rcywF+5RZgbEs+VpeW8Fasz3MEI1xNfY03YE67sefaHOiIGvC4QT1gdTTUQGvcKb0pE/3Bvvy/U6aV6NbLTy/ektKQETx/Ho5F1S65MKBSikXVLJMbFfNY6ioreoqysDApKymLlcTF3Ma5fJ/gM64UdaxchP/fDO51PH8cjK/MVBAIhZo8dgAn9u2C573ikJou3MD5PScKxPdvwh5cvBD/41VBSUoz42IdoafvhsYpQKERLWzvcvxdV6TL3Y6LQ0tZOrMzWrjXu34sWK7t7OwKd27VB7+6dsXi+H3Kys/9VrK9evUTYhfNoZtPiX62npiopLkbswwdoZWfPlQmFQrRqZY970RVHRgCAe1FRaNVK/FzYt26De1FRAIDnqanIyHgF21Yf1qmkpATLplbcOqOjI6GkrMwliwBga2cPoVCImHv33tWJQvMWLcRaie1bt0FyUhJyf8D3pktKihEX+wC2Hx1boVCIn2ztcC86qtJl7kVH46dPrgs7+zaIqaI+AOTn50EgEEDxk/vY9m1b0K5tK/Tt1QM7AreitPRDq9flsIuoW1cfVy+H4ZeOrujasR3m+M74YVsYJYUCmOkoISI5iytjACKSs2BZV7nSZdqaaOD+81xM7mCMkDF22OXZAh529SAUiNeJTc/DPPdGCBljh+2DbNDNSoebLwBg31AdKa8LsbKXJULG2GHrgGZwMKm8QQIAzLQVYaathOP30v/tbpMfBO8tjN27d//sRObQoYqP+oqKilBUJP5tq7i4CNLSMl8lvr+Tl5sNkaiswqNnZVU1pKUmf9Y6Dgathaq6Jhp/lHQ2sbGDjb0TtLT18DLtOYJ3rMcK3wmYvnQzhBISeJVe/l7Qsd1b0PuPsdDU1sOZw7uxeNpIzN+4H4pKKigpKcbGxTPRa/BoaNTRwav0519tv2ui7OxslJWVQV1dU6xcXV0DT5OfVLpMZkZGhUdy6hqayMz88L5OK/s2cHJxha6ePp6npmDDmpWYMGYYNgfthoSExBfFOMtnEi5fuoCit2/RxsEZPrPmfNHy34us7CyUlZVVePSsoaGBpKTKz0VGRgY0NDQr1M94dy4yMspfp9DQrLjOjIzyOpkZGVBXF78WJSUloayigsx3y2dkZKBuXf1P1qHJzVNWUfns/fweZGe9uy4qfM41kFzFE57y60KzQv3MjMrfYysqKsLqFcvg1qkLFD96J7d33/4wt2gEFRUVREdFYu2qFcjIeAWvyVMBAM+fpyI97QXOnz0Nv3kLUSYSYfmShZjiNR4btgb9i72umVTlpSApFFRoycsqKIGhhnyly+ipyqF5fVmcefAXJuyPgYGaHCa7mUBSKMDWa0+5Oj2ayWHPrVRsv5ECCx0lTHA1RkkZQ8j9v6CmIAUFGUkMaFUPG68kYW3YE7RqoI6FPRpj1O5oRD6r+EXpFysdJGUUIOZ57tc/EDXWj92o8m/x3sKooqKC0NBQ3L59myu7c+cOLly4AGVlZaioqHB/lVmwYIFYHRUVFezcsKLSujXRyQM7cOvyeYyevhBSHyW5to7t0czWAfqGxrCxc8Q432VIevQQcTF3AQCMlT8i6NJ7IFq0doGhsTkGj58BQIDbVy8AAIKD1kHPwBB2zt9P56GaqL1bZ7R1dIGxiSkcnV2xdNV6xD6Iwd3bt754XeMmTkHQroNYvGINnqemIGD5ov8gYkK+ndKSEkydNAGMMUyd4Ss27/cBA9Gi5U8wMTXDr73+h/GTvLFvzy4UFxcDAJhIhOLiYvjNW4hmzVugRcufMGv2HNyOCK8yma1thAIgq6AYC08nIP6vfJyPe4Wg6yno3kxXrE58eh42XE5Cwl/5OBqdhmPRaejeTO/d/PJE6PKjDOyNeI5HLwuw8+YzXHucydX5mIykEB0aaVPrIhHDewujtrY2evXqhQ0bNnCtNWVlZRg5ciSUlZWxZEn1HQJ8fHzg5eUlVnbnWeF/Fu+nlJRVIRRKIDdb/KXg3OysKt8/fO/0oV0IObgDk+auhoGRSbV16+jUhaKyKl6mpaKRdUuovGtF0zMw5OpISUlDS0cPma/KL/LYe3eQ+jQRt39pDQBgKH//ZWzfjvi590C49/uxeoWqqqpCQkICr1+Lt4K8fp1ZoeXqPQ1NTbzOzBSvn1mxpetjdfUNuI4rnz7O/jsamlrQ0NSCoVEDKCurYLhnfwz6YwQ0tap+P/J7pKaqBgkJCWR+cmwzMzOhqVn5sdXUFG/Z5eq/Oxfv34PLzMiEllYdsTpm5uYA3p3P1+LXYmlpKXJzcrh3UDU1NfG6wnYyuHk/GlW1d9dFhc95JjSq2F+NSo5RZfVLS0owdfIEpKe9wPotgWKti5VpYtkUZaWlePH8OQyNjKCpqQUJSUnUN/zw7rVhg4YAgPT0F9x7jT+K7MISlIoY1BXEOzCqKUghs6C40mUy8otRJmJ49/oiACA5sxCaijKQFApQKmLIyC9Gcqb4v3vJmYVwMtP6sN0yUaV1rPQrNsY4m2lCVkqIkHfvWRIC1IAWxm3btmHSpElij/YkJCTg5eWFbdu2VbNkORkZGSgrK4v9favH0UB5z+X6xmaIjY7gykQiEWKjI9DQ3LLK5U4d3Inje7fBy28ljEws/nY7rzNeoiAvByrvevoaGptDUkoa6c9TuDqlpaXIfJkGjTrl3zxHTVsAv4CdmB2wA7MDdmDgmGkAgKmLNsClS89/tL81mZSUNMwsGuH2rZtcmUgkwu1bN9GkqXWlyzSxtBarDwC3wm+gSVOrKrfz8q905ORk/+skT/TuX4CSksr/ofieSUlLw6JRY4Tf/NDJSiQSITz8BppaNat0mabW1gi/KX4ubt64jqbW1gCAuvr60NTUQnj4h3Xm5+cj5l40t04rq2bIy83Fwwf3uTq3wm9CJBJxw/lYWVnjzu3bKCkpEduOoZHRD/c4Gii/LswtGuNWuPh1ERF+E02trCtdpqmVFSLCxc9F+M3rsPyo/vtkMeXpU6zbtA2qqmp/G0tCfByEQiHUNcpfG7BqZoOy0lKkPvtwH0t5mgwA0NWt2PL1vSsVMcSn56Gl4YdjJQDQsr5alY9+76XmQl9NTuxhqYG6HF7lFaH03T3kXmoO6qmLP9I2UJdH+ruOL6UihodpeZXW+bRzDAD8YqWLK48ykf2mYq/tH5lAwN/f94D3hLG0tBRxcXEVyuPi4iASfR89s9zc++DSmWO4FnoSL54lYee6xeXvqLl2AQBsXuaHg0HruPohB3fg8J+bMGjcdGhq6yInKxM5WZl4+6b829/bN4XYv201EuPuI+OvF3gYFYHVcyajjq4+mtiUd+iQk1eAU6fuOLprM+7fDUda6lPsXFf+eLNlGxcAQB1dfegbNuT+tLTLE0k9A8NKh/v5EfTpNxDHDh/EyeNHkPwkEYvn++Htmzf4+Zfyn5n0mzkV61Yv5+r36tsfN29cxe6dgUhOeoItG9Yg7uF9/Nq7HwCgsLAAq1cswf170Uh78RwR4TfgPWE09A3qwdauDbee9LQXSIiPRXp6GkSiMiTExyIhPhaFhQUAgOvvemonPn6EtBfPce3KJSyePxtNrW2gq1f3Gx6hb6e/xyAcOrgfx44cxpPERMz1n403b97AvXt5T93pPt5YtWIZV7/f7wNw/doVbA/ahqQniVi/djUe3L+P//X9HQAgEAjQr/8AbN64HmEXQvEoIR4zfLyhVacOXNqV95pu0LAhWrdpCz/fmYi5dw+Rd+9gwbw56NipC+rU0QYAdOrSFVJSUpg9azoeP36E06dCsOvPHeg/YNC3PUDfUL8BHjgSfAAnjh5B0pNELJjrhzdv3qCre/l1MWvaFKxZ9eG6+F+/Abh+/Sr+3F5+XWxctwYPHzxAr//1BVCeLHpPHI/YBw8wd+ESlInKkJHxChkZr7gvQPeiI7F753YkxMchNfUZTp08juWLF6JTl65QVi5PzH9qZQdzi0bwnzUdcbEPEfvwAeb7+8LWzl6s1fFHsudWKn6x0kXnJtow1JCHt5sJZKWFOPnu8e+sn80wwvHDvh+KfAFlWUl4tTeGgZoc7BuqY6BdPQTf/TC+5d6I52iipwQPu3rQV5VFh0Z14G6lK1Zn161ncLXQQjcrHeiryuJXGz20MdbAoUjxcTL1VWVhbaCCY9Fp//GRIN8b3h9JDxo0CJ6enkhMTMRPP/0EAAgPD8fChQsxaND3cQP/yaE98nKyceTPzcjJyoRBAxNM8F/BPZJ+/Sodwo+6tF0MOYTS0hKsWzBNbD2/9PGEe78hEAqFeJb0GNdCQ1BYkFfeIaaZLbr/PhRSUh96dvYaPAYSEhLYsnw2iouK0MCsMSbPWwsFxcp729UGrm6dkJX1GlvWr0ZmZgZMzMyxYs1G7gX+v9LTIBR++J7U1KoZ/OYtxqZ1AdiwZiUM6tXHouWruTEYhUIJJD5KwKkTR5GXlwtNrTqwbdUaQ0eOgfRHvWw3b1gjNri3R5/yFty1m4Jg0+InyMjI4ujhg1i1bBGKS4qhra0DJ5f26D/oj29wVPjRsVNnZL1+jXVrApCR8Qpm5hZYt3EL91gzPS0NQsGHc2HdzAYLFi/FmoCVWL1yOerVN8TK1Wu5MRgBYJDnELx58wb+s2chLy8XzWyaY93GLdwYjACwYNFSLJg3B0M9PbiBu6f6zODmKykpYcPmrZg/1x99fusBVTU1DBs+8ocdUgcAOnTsjKysLGxYF4DMjAyYmllg9fpN3KsX6Z9cF1bWzTBv4RKsW70KawNWwKBefSxdtRrG787Fy5cvcTms/F3pvr91F9vWhq3b0aLlT5CWksbZ0yHYtGEtSoqLoVdXH337e6DfgIFcXaFQiBWr12PxgrkYOqg/5OTkYd+mLcZP8v6Pjwh/zse9gqq8FIa0NYSGgjQevczHhH0xeP1uDEYdZVmwjx4/v8wrwrh9MRjfriH+9GyBV3lF2Hf7OXbe/NAqG5uehymHHmCEoxEGt66PtOw3WBn6GGcevuTqXErIxKIzj+DRygATXI2R8voNfA4/QHSqeMvmz0118TK3COFJWahtvpOGPt4IGPv4o/ntiUQiLF26FKtWrUJaWvk3Gl1dXYwbNw4TJ0784l6oAHDtUe37oNdUFnq1N3mtieRlvvx6Iv+NkrLv4wlKbdB+xRW+QyDv3Jzq+PeV/iMvsvl7PUhPVfrvK/GM9xZGoVAIb29veHt7Ize3/JuOsjIlGYQQQgj5dr6Xdwn5wnvC+DFKFAkhhBBCah7eO70QQgghhJCarUa1MBJCCCGE8EFA3V6qRS2MhBBCCCGkWtTCSAghhBBCDYzV4j1hDAgIqLRcIBBAVlYWxsbGcHBw+EfD6xBCCCGEkH+P94RxxYoVePXqFQoLC6GmVv5zSVlZWZCXl4eioiJevnyJBg0a4OLFizAwMOA5WkIIIYSQ2of3dxjnz5+Pli1b4tGjR8jMzERmZiYSEhJga2uLVatWISUlBTo6OpgwYQLfoRJCCCHkByXg8e97wHsL44wZMxAcHIyGDRtyZcbGxli6dCl69uyJJ0+eYPHixejZsyePURJCCCGE1F68J4xpaWkoLS2tUF5aWor09PIfY9fT00NeXt63Do0QQgghtQT90kv1eH8k7ezsjGHDhiEyMpIri4yMxIgRI+Di4gIAiImJgZGREV8hEkIIIYTUarwnjFu3boW6ujqaN28OGRkZyMjIoEWLFlBXV8fWrVsBAIqKili2bBnPkRJCCCHkRyXg8b/vAe+PpHV0dHDu3DnExcUhISEBAGBmZgYzMzOujrOzM1/hEUIIIYTUerwnjO+Zm5vD3Nyc7zAIIYQQQsgneE8Yy8rKEBQUhNDQULx8+RIikUhs/oULF3iKjBBCCCG1xvfxZJg3vCeM48aNQ1BQELp06YImTZpAQN2UCCGEEEJqFN4Txr1792L//v3o3Lkz36EQQgghpJai5qrq8d5LWlpaGsbGxnyHQQghhBBCqsB7wjhx4kSsWrUKjDG+QyGEEEIIIZXg/ZH01atXcfHiRZw6dQqNGzeGlJSU2PxDhw7xFBkhhBBCagvqQlE93hNGVVVVdO/ene8wCCGEEEJIFXhPGAMDA/kOgRBCCCG13Pfyiyt84T1hfO/Vq1eIj48HUP5LL1paWjxHRAghhBBCgBrQ6aWgoACDBw+Grq4uHBwc4ODgAD09PXh6eqKwsJDv8AghhBBSCwgE/P19D3hPGL28vHDp0iUcP34c2dnZyM7OxtGjR3Hp0iVMnDiR7/AIIYQQQmo93h9JBwcH4+DBg3BycuLKOnfuDDk5OfTq1Qvr16/nLzhCCCGEEMJ/C2NhYSG0tbUrlNepU4ceSRNCCCGE1AC8J4x2dnbw9fXF27dvubI3b97Az88PdnZ2PEZGCCGEEEKAGvBIeuXKlejYsSP09fVhZWUFAIiOjoasrCzOnDnDc3SEEEIIqQ2+l84nfOE9YbS0tMSjR4+wa9cuxMXFAQD69OmDfv36QU5OjufoCCGEEEIIrwljSUkJzM3NceLECQwZMoTPUAghhBBCSBV4TRilpKTE3l0khBBCCOED/dJL9Xjv9DJq1CgsWrQIpaWlfIdCCCGEEEIqwfs7jBEREQgNDcXZs2dhaWkJBQUFsfmHDh3iKTJCCCGE1BbU6aV6vCeMqqqq6NmzJ99hEEIIIYSQKvCWMCYlJcHIyAiBgYF8hUAIIYQQAgD0BuPf4O0dxoYNG8LIyAiDBw/Gn3/+idTUVL5CIYQQQggh1eCthfHChQsICwtDWFgY9uzZg+LiYjRo0AAuLi5wdnaGs7NzpT8ZSAghhBBCvi3eEkYnJyc4OTkBAN6+fYvr169zCeT27du5MRofPHjAV4iEEEIIqS3omXS1eO/0AgCysrJwcXFBmzZt4OzsjFOnTmHjxo3cL78QQgghhBD+8JowFhcX4+bNm7h48SLCwsIQHh4OAwMDODg4YM2aNXB0dOQzPEIIIYTUEjRwd/V4SxhdXFwQHh4OIyMjODo6YtiwYdi9ezd0dXX5CokQQgghhFSCt4TxypUr0NXVhYuLC5ycnODo6AgNDQ2+wiGEEEIIIVXgbVid7OxsbNq0CfLy8li0aBH09PRgaWmJ0aNH4+DBg3j16hVfoRFCCCGklhEI+Pv7HggYY4zvIAAgLy8PV69e5d5njI6OhomJCe7fv//F67r2KOs/iJD8ExZ6ynyHQD4iLyPBdwjknZIyEd8hkHfar7jCdwjknZtT+eu7UFDMXzqkIF3zs8Ya0UsaABQUFKCurg51dXWoqalBUlISsbGxfIdFCCGEkFqg5qds/OItYRSJRLh9+zbCwsJw8eJFXLt2DQUFBahbty6cnZ2xdu1aODs78xUeIYQQQgh5h7eEUVVVFQUFBdDR0YGzszNWrFgBJycnNGzYkK+QCCGEEEJIJXhLGJcsWQJnZ2eYmpryFQIhhBBCSDl6Jl0t3hLGYcOG8bVpQgghhBDyBWpMpxdCCCGEEL7QL71Uj7dxGAkhhBBCyD+zdu1aGBoaQlZWFra2trh161a19Q8cOABzc3PIysrC0tISISEhX7Q9ShgJIYQQUut9TwN379u3D15eXvD19cXdu3dhZWUFNzc3vHz5stL6169fR58+feDp6YnIyEi4u7vD3d39i8a6rjEDd39NNHB3zUEDd9csNHB3zUEDd9ccNHB3zcHnwN1vS3nbNGS/8AVBW1tbtGzZEmvWrAFQPlShgYEBxowZg6lTp1ao37t3bxQUFODEiRNcWatWrWBtbY0NGzZ81japhZEQQgghhEdFRUXIzc0V+ysqKqq0bnFxMe7cuQNXV1euTCgUwtXVFTdu3Kh0mRs3bojVBwA3N7cq61fmh+z00tpEje8Q/rWioiIsWLAAPj4+kJGR4TucWo3ORc3xI50LWcnv+/v6j3Qu+GzV+lp+pPPBly9t5fuaZs9dAD8/P7EyX19fzJ49u0LdjIwMlJWVQVtbW6xcW1sbcXFxla4/PT290vrp6emfHeP3fcf6gRUVFcHPz6/Kbxjk26FzUXPQuag56FzULHQ+vm8+Pj7IyckR+/Px8eE7LDE/ZAsjIYQQQsj3QkZG5rNbhjU1NSEhIYG//vpLrPyvv/6Cjo5Opcvo6Oh8Uf3KUAsjIYQQQsh3QlpaGs2bN0doaChXJhKJEBoaCjs7u0qXsbOzE6sPAOfOnauyfmWohZEQQggh5Dvi5eUFDw8PtGjRAj/99BNWrlyJgoICDBo0CAAwYMAA1K1bFwsWLAAAjBs3Do6Ojli2bBm6dOmCvXv34vbt29i0adNnb5MSxhpKRkYGvr6+9PJyDUDnouagc1Fz0LmoWeh81C69e/fGq1evMGvWLKSnp8Pa2hqnT5/mOrakpKRAKPzwENne3h67d+/GjBkzMG3aNJiYmODIkSNo0qTJZ2/zhxyHkRBCCCGEfD30DiMhhBBCCKkWJYyEEEIIIaRalDASQgghhJBqUcJIvnuGhoZYuXIl32EQQggB3ZN/VJQw8mjgwIEQCARYuHChWPmRI0cgEAh4iurbcXJywvjx4yuUBwUFQVVV9bPXExERgaFDh369wL6yL92fLzF79mxYW1t/Vt309HSMGTMGDRo0gIyMDAwMDNC1a9cKY3PVFP/lcSNVY4zB1dUVbm5uFeatW7cOqqqqSE1N5SGyr2PDhg1QUlJCaWkpV5afnw8pKSk4OTmJ1Q0LC4NAIEBiYuI3jvL7UNU1WtPvyeSfoYSRZ7Kysli0aBGysrL4DuW7paWlBXl5eb7DqFRJSQnfIQAAkpOT0bx5c1y4cAFLlixBTEwMTp8+DWdnZ4waNeofr7e4uLjS8pqy39+LmnS8BAIBAgMDER4ejo0bN3LlSUlJ8Pb2xurVq6Gvr89jhP+Os7Mz8vPzcfv2ba7sypUr0NHRQXh4ON6+fcuVX7x4EfXq1UPDhg0rrKeqzz6p2fdk8s9RwsgzV1dX6OjocINrViY4OBiNGzeGjIwMDA0NsWzZsm8YIb8GDhwId3d3LF26FLq6utDQ0MCoUaPE/oH99PGHQCDAxo0b8fPPP0NeXh4WFha4ceMGHj9+DCcnJygoKMDe3l6s1eB9S93GjRthYGAAeXl59OrVCzk5OVwdkUgEf39/6OvrQ0ZGhhv36r3k5GQIBALs27cPjo6OkJWVxa5duzBo0CDk5ORAIBBAIBBwPya/c+dOtGjRAkpKStDR0UHfvn3x8uVLbn3vWzdCQ0PRokULyMvLw97eHvHx8QDKv937+fkhOjqaW3dQUFClx3HkyJEQCAS4desWevbsCVNTUzRu3BheXl64efMmVy8lJQXdunWDoqIilJWV0atXL7Gfk3p/nLZs2QIjIyPIyspyx3z9+vX45ZdfoKCggHnz5gEAjh49ChsbG8jKyqJBgwbw8/MTa9nJzs7GsGHDoK2tDVlZWTRp0gQnTpxAWFhYlcftU4mJiejWrRu0tbWhqKiIli1b4vz582J1DA0NMX/+fAwePBhKSkqoV6+e2IC1xcXFGD16NHR1dSErK4v69etz1+SkSZPw888/c3VXrlwJgUAgdu6NjY2xZcsWbnrLli2wsLCArKwszM3NsW7dOm5eVZ+TmsTAwACrVq3CpEmTkJSUBMYYPD090aFDBzRr1gydOnWCoqIitLW10b9/f2RkZHDLHjx4EJaWlpCTk4OGhgZcXV1RUFDA496IMzMzg66uLsLCwriysLAwdOvWDUZGRmLXQ1hYGJydnQF8uBfNmzcPenp6MDMzAwDExMTAxcWF29+hQ4ciPz+fW8fn3MPS0tLQpUsXyMnJwcjICLt37/7bx7plZWXw8vKCqqoqNDQ04O3tDQ8PD7i7u3N1KluHtbW12LWUnZ2NP/74A1paWlBWVoaLiwuio6O5+dHR0XB2doaSkhKUlZXRvHlz3L59u9pr9NPtfu59ZefOnTA0NISKigr+97//IS8vr8r9JzxghDceHh6sW7du7NChQ0xWVpY9e/aMMcbY4cOH2ftTc/v2bSYUCpm/vz+Lj49ngYGBTE5OjgUGBvIY+dfh6OjIxo0bV6E8MDCQqaioMMbKj5GysjIbPnw4i42NZcePH2fy8vJs06ZNXP369euzFStWcNMAWN26ddm+fftYfHw8c3d3Z4aGhszFxYWdPn2aPXz4kLVq1Yp17NiRW8bX15cpKCgwFxcXFhkZyS5dusSMjY1Z3759uTrLly9nysrKbM+ePSwuLo55e3szKSkplpCQwBhjLCkpiQFghoaGLDg4mD158oQlJyezlStXMmVlZZaWlsbS0tJYXl4eY4yxrVu3spCQEJaYmMhu3LjB7OzsWKdOnbjtXbx4kQFgtra2LCwsjD148IC1bduW2dvbM8YYKywsZBMnTmSNGzfm1l1YWFjheGZmZjKBQMDmz59f7fkoKytj1tbWrE2bNuz27dvs5s2brHnz5szR0bHCcerYsSO7e/cui46O5o55nTp12LZt21hiYiJ7+vQpu3z5MlNWVmZBQUEsMTGRnT17lhkaGrLZs2dz22vVqhVr3LgxO3v2LEtMTGTHjx9nISEhrKioqMrj9qmoqCi2YcMGFhMTwxISEtiMGTOYrKwse/r0qdhnRF1dna1du5Y9evSILViwgAmFQhYXF8cYY2zJkiXMwMCAXb58mSUnJ7MrV66w3bt3M8YYO3bsGFNRUWGlpaWMMcbc3d2ZpqYmmzJlCmOMsdTUVAaAPXr0iDHG2J9//sl0dXW5z0BwcDBTV1dnQUFBVX5OXrx4Ue254Uu3bt2Yk5MTCwgIYFpaWuzly5dMS0uL+fj4sNjYWHb37l3Wvn175uzszBhj7MWLF0xSUpItX76cJSUlsXv37rG1a9dWee740rdvX9ahQwduumXLluzAgQNs+PDhbNasWYyx8utLRkaGO28eHh5MUVGR9e/fn92/f5/dv3+f5efnM11dXdajRw8WExPDQkNDmZGREfPw8ODW/Tn3MFdXV2Ztbc1u3rzJ7ty5wxwdHZmcnJzYfe1TixYtYmpqaiw4OJg9fPiQeXp6MiUlJdatWzeuzqf3RsYYs7KyYr6+vmLb7tq1K4uIiGAJCQls4sSJTENDg2VmZjLGGGvcuDH7/fffWWxsLEtISGD79+9nUVFR1V6jH2/3c+8rioqK3HG8fPky09HRYdOmTfu7U0m+IUoYefQ+YWSMsVatWrHBgwczxsQTxr59+7L27duLLTd58mTWqFGjbxrrf+FzE8b69etz/1gzxthvv/3GevfuzU1XljDOmDGDm75x4wYDwLZu3cqV7dmzh8nKynLTvr6+TEJCgqWmpnJlp06dYkKhkKWlpTHGGNPT02Pz5s0Ti7Vly5Zs5MiRjLEPicDKlSur3J/qREREMADcTfd9wnj+/HmuzsmTJxkA9ubNGy5uKyuratcbHh7OALBDhw5VW+/s2bNMQkKCpaSkcGUPHjxgANitW7e47UlJSbGXL1+KLQuAjR8/XqysXbt2FZLUnTt3Ml1dXcYYY2fOnGFCoZDFx8dXGs/nHrfKNG7cmK1evZqbrl+/Pvv999+5aZFIxOrUqcPWr1/PGGNszJgxzMXFhYlEogrrysrKYkKhkEVERDCRSMTU1dXZggULmK2tLWOsPEGsW7cuV79hw4ZcsvnenDlzmJ2dHWOs6s9JTfTXX38xTU1NJhQK2eHDh9mcOXPEEi3GGHv27BkDwOLj49mdO3cYAJacnMxTxJ9n8+bNTEFBgZWUlLDc3FwmKSnJXr58yXbv3s0cHBwYY4yFhoYyANwXDw8PD6atrc2Kioq49WzatImpqamx/Px8ruzkyZNMKBSy9PR0brnq7mGxsbEMAIuIiODmP3r0iAGoNmHU1dVlixcv5qZLSkqYvr7+FyWMV65cYcrKyuzt27didRo2bMg2btzIGGNMSUmJS5o/VdU1+vF2P/e+Ii8vz3Jzc7k6kydP5q4xUjPQI+kaYtGiRdi+fTtiY2PFymNjY9G6dWuxstatW+PRo0coKyv7liHypnHjxpCQkOCmdXV1xR7dVqZp06bc/7//qSRLS0uxsrdv3yI3N5crq1evHurWrctN29nZQSQSIT4+Hrm5uXjx4kWl5+LTc9aiRYvP2q87d+6ga9euqFevHpSUlODo6Aig/PFNVfuiq6sLAH+7/x9jn/ljTrGxsTAwMICBgQFX1qhRI6iqqortY/369aGlpVVh+U/3Ozo6Gv7+/lBUVOT+hgwZgrS0NBQWFiIqKgr6+vowNTX97H2pTH5+PiZNmgQLCwuoqqpCUVERsbGx1R5HgUAAHR0d7jgOHDgQUVFRMDMzw9ixY3H27FmurqqqKqysrBAWFoaYmBhIS0tj6NChiIyMRH5+Pi5dusSdu4KCAiQmJsLT01Nsv+fOnVuh48Tnfk74VKdOHQwbNgwWFhZwd3dHdHQ0Ll68KLZv5ubmAMpfDbCyskK7du1gaWmJ3377DZs3b66R72c7OTmhoKAAERERuHLlCkxNTaGlpQVHR0fuPcawsDA0aNAA9erV45aztLSEtLQ0Nx0bGwsrKysoKChwZa1bt+buG+9Vdw+Lj4+HpKQkbGxsuPnGxsZQU1OrMv6cnBykpaXB1taWK5OUlPziz1R0dDTy8/OhoaEhdk6TkpK4z6uXlxf++OMPuLq6YuHChV/cAehz7yuGhoZQUlLipj/nPk++Lfot6RrCwcEBbm5u8PHxwcCBA/kO55tQVlYWe0fwvezsbKioqHDTUlJSYvMFAgFEIlG16/54mfc9zisr+7v1/BMf/+NRlYKCAri5ucHNzQ27du2ClpYWUlJS4ObmVuFl+n8bt4mJCQQCAeLi4j57mepUtX+flufn58PPzw89evSoUFdWVhZycnJfJZ5Jkybh3LlzWLp0KYyNjSEnJ4dff/212uMIiH+ObGxskJSUhFOnTuH8+fPo1asXXF1dcfDgQQDlCUZYWBhkZGTg6OgIdXV1WFhY4OrVq7h06RImTpzI7TMAbN68WewfcwBiCQPweZ+TmkBSUhKSkuX/VOTn56Nr165YtGhRhXq6urqQkJDAuXPncP36dZw9exarV6/G9OnTER4eDiMjo28depWMjY2hr6+PixcvIisri0v49fT0YGBggOvXr+PixYtwcXERW+6fnrN/cg/7GoRCYYUvjB+/O5mfn1/hfc733vd+nj17Nvr27YuTJ0/i1KlT8PX1xd69e9G9e/evGitfx4h8PmphrEEWLlyI48eP48aNG1yZhYUFrl27Jlbv2rVrMDU1rfAP0PfGzMwMd+/erVB+9+7df93q9E+kpKTgxYsX3PTNmzchFAphZmYGZWVl6OnpVXouGjVqVO16paWlK7QGx8XFITMzEwsXLkTbtm1hbm7+j75NV7buT6mrq8PNzQ1r166ttPNBdnY2gPLP2rNnz/Ds2TNu3sOHD5Gdnf23+1gZGxsbxMfHw9jYuMKfUChE06ZNkZqaioSEhH+8b0D5ORg4cCC6d+8OS0tL6OjoIDk5+YvjVVZWRu/evbF582bs27cPwcHBeP36NQDA0dERV69eRWhoKDf0ipOTE/bs2YOEhASuTFtbG3p6enjy5EmFfa5JCdM/ZWNjgwcPHsDQ0LDC/r1PpgQCAVq3bg0/Pz9ERkZCWloahw8f5jnyipydnREWFoawsDCx4XQcHBxw6tQp3Lp1i+vwUhULCwtER0eLXVfXrl3j7hufw8zMDKWlpYiMjOTKHj9+XG3LrIqKCnR1dREeHs6VlZaW4s6dO2L1tLS0kJaWxk3n5uYiKSmJm7axsUF6ejokJSUrnE9NTU2unqmpKSZMmICzZ8+iR48eCAwMBPB51+jXvq8Q/lDCWINYWlqiX79+CAgI4MomTpyI0NBQzJkzBwkJCdi+fTvWrFmDSZMm8Rjp1zFixAgkJCRg7NixuHfvHuLj47F8+XLs2bOHa7H5lmRlZeHh4YHo6GhcuXIFY8eORa9evaCjowMAmDx5MhYtWoR9+/YhPj4eU6dORVRUFMaNG1fteg0NDZGfn4/Q0FBkZGSgsLAQ9erVg7S0NFavXo0nT57g2LFjmDNnzhfHbGhoiKSkJERFRSEjIwNFRUWV1lu7di3Kysrw008/ITg4GI8ePUJsbCwCAgJgZ2cHoLzH/vvP4N27d3Hr1i0MGDAAjo6O/+jx6axZs7Bjxw74+fnhwYMHiI2Nxd69ezFjxgwA5UmYg4MDevbsiXPnznEtfO97H1d23CpjYmKCQ4cOISoqCtHR0ejbt+8Xt0y8/9zFxcUhISEBBw4cgI6ODtfK4uDggLy8PJw4cUIsYdy1axd0dXXFvuD4+flhwYIFCAgIQEJCAmJiYhAYGIjly5d/4RGseUaNGoXXr1+jT58+iIiIQGJiIs6cOYNBgwahrKwM4eHhmD9/Pm7fvo2UlBQcOnQIr169goWFBd+hV+Ds7IyrV68iKiqKa2EEyj+XGzduRHFx8d8mjP369ePuG/fv38fFixcxZswY9O/fn3sV5u+Ym5vD1dUVQ4cOxa1btxAZGYmhQ4dCTk6u2vF4x40bh4ULF+LIkSOIi4vDyJEjuS9/77m4uGDnzp24cuUKYmJi4OHhIdbQ4OrqCjs7O7i7u+Ps2bNITk7G9evXMX36dNy+fRtv3rzB6NGjERYWhqdPn+LatWuIiIjgzufnXKNf+75C+EMJYw3j7+8v9o+djY0N9u/fj71796JJkyaYNWsW/P39f4jH1g0aNMDly5cRFxcHV1dX2NraYv/+/Thw4AA6duz4zeMxNjZGjx490LlzZ3To0AFNmzYVGw5l7Nix8PLywsSJE2FpaYnTp0/j2LFjMDExqXa99vb2GD58OHr37g0tLS0sXrwYWlpaCAoKwoEDB9CoUSMsXLgQS5cu/eKYe/bsiY4dO8LZ2RlaWlrYs2dPpfUaNGiAu3fvwtnZGRMnTkSTJk3Qvn17hIaGYv369QDKW4aOHj0KNTU1ODg4wNXVFQ0aNMC+ffu+OC4AcHNzw4kTJ3D27Fm0bNkSrVq1wooVK1C/fn2uTnBwMFq2bIk+ffqgUaNG8Pb25losKjtulVm+fDnU1NRgb2+Prl27ws3NTex9sM+hpKSExYsXo0WLFmjZsiWSk5MREhICobD8FqmmpgZLS0toaWlx7+w5ODhAJBKJJRsA8Mcff2DLli0IDAyEpaUlHB0dERQU9EO0ML5vZS8rK0OHDh1gaWmJ8ePHQ1VVFUKhEMrKyrh8+TI6d+4MU1NTzJgxA8uWLUOnTp34Dr0CZ2dnvHnzBsbGxmLJnaOjI/Ly8rjhd6ojLy+PM2fO4PXr12jZsiV+/fVXtGvXDmvWrPmiWHbs2AFtbW04ODige/fuGDJkCJSUlLhhqyozceJE9O/fHx4eHrCzs4OSklKFx8Q+Pj5wdHTEzz//jC5dusDd3V1sTEmBQICQkBA4ODhg0KBBMDU1xf/+9z88ffoU2trakJCQQGZmJgYMGABTU1P06tULnTp1gp+fH4DPu0a/9n2F8EfAPveNeEJ+YLNnz8aRI0cQFRXFdyiEkFouNTUVBgYGOH/+PNq1a/fZyw0cOBDZ2dk4cuTIfxccqbWo0wshhBDCowsXLiA/Px+WlpZIS0uDt7c3DA0N4eDgwHdohHAoYSSEEEJ4VFJSgmnTpuHJkydQUlKCvb09du3aVaHnMCF8okfShBBCCCGkWtTphRBCCCGEVIsSRkIIIYQQUi1KGAkhhBBCSLUoYSSEEEIIIdWihJEQQgghhFSLEkZCyL82cOBAuLu7c9NOTk4YP378N48jLCwMAoGgwk+kfUwgEHzRwMazZ8+GtbX1v4orOTkZAoGABoYnhHy3KGEk5Ac1cOBACAQCCAQCSEtLw9jYGP7+/igtLf3Pt33o0KHP/m3sz0nyCCGE8IsG7ibkB9axY0cEBgaiqKgIISEhGDVqFKSkpODj41OhbnFxMaSlpb/KdtXV1b/KegghhNQM1MJIyA9MRkYGOjo6qF+/PkaMGAFXV1ccO3YMwIfHyPPmzYOenh7MzMwAAM+ePUOvXr2gqqoKdXV1dOvWDcnJydw6y8rK4OXlBVVVVWhoaMDb2xufjv//6SPpoqIiTJkyBQYGBpCRkYGxsTG2bt2K5ORkODs7AwDU1NQgEAgwcOBAAIBIJMKCBQtgZGQEOTk5WFlZ4eDBg2LbCQkJgampKeTk5ODs7CwW5+eaMmUKTE1NIS8vjwYNGmDmzJkoKSmpUG/jxo0wMDCAvLw8evXqhZycHLH5W7ZsgYWFBWRlZWFubo5169ZVuc2srCz069cPWlpakJOTg4mJCQIDA784dkII+VaohZGQWkROTg6ZmZncdGhoKJSVlXHu3DkA5T9R5ubmBjs7O1y5cgWSkpKYO3cuOnbsiHv37kFaWhrLli1DUFAQtm3bBgsLCyxbtgyHDx+Gi4tLldsdMGAAbty4gYCAAFhZWSEpKQkZGRkwMDBAcHAwevbsifj4eCgrK0NOTg4AsGDBAvz555/YsGEDTExMcPnyZfz+++/Q0tKCo6Mjnj17hh49emDUqFEYOnQobt++jYkTJ37xMVFSUkJQUBD09PQQExODIUOGQElJCd7e3lydx48fY//+/Th+/Dhyc3Ph6emJkSNHYteuXQCAXbt2YdasWVizZg2aNWuGyMhIDBkyBAoKCvDw8KiwzZkzZ+Lhw4c4deoUNDU18fjxY7x58+aLYyeEkG+GEUJ+SB4eHqxbt26MMcZEIhE7d+4ck5GRYZMmTeLma2trs6KiIm6ZnTt3MjMzMyYSibiyoqIiJicnx86cOcMYY0xXV5ctXryYm19SUsL09fW5bTHGmKOjIxs3bhxjjLH4+HgGgJ07d67SOC9evMgAsKysLK7s7du3TF5enl2/fl2srqenJ+vTpw9jjDEfHx/WqFEjsflTpkypsK5PAWCHDx+ucv6SJUtY8+bNuWlfX18mISHBUlNTubJTp04xoVDI0tLSGGOMNWzYkO3evVtsPXPmzGF2dnaMMcaSkpIYABYZGckYY6xr165s0KBBVcZACCE1DbUwEvIDO3HiBBQVFVFSUgKRSIS+ffti9uzZ3HxLS0ux9xajo6Px+PFjKCkpia3n7du3SExMRE5ODtLS0mBra8vNk5SURIsWLSo8ln4vKioKEhIScHR0/Oy4Hz9+jMLCQrRv316svLi4GM2aNQMAxMbGisUBAHZ2dp+9jff27duHgIAAJCYmIj8/H6WlpVBWVharU69ePdStW1dsOyKRCPHx8VBSUkJiYiI8PT0xZMgQrk5paSlUVFQq3eaIESPQs2dP3L17Fx06dIC7uzvs7e2/OHZCCPlWKGEk5Afm7OyM9evXQ1paGnp6epCUFL/kFRQUxKbz8/PRvHlz7lHrx7S0tP5RDO8fMX+J/Px8AMDJkyfFEjWg/L3Mr+XGjRvo168f/Pz84ObmBhUVFezduxfLli374lg3b95cIYGVkJCodJlOnTrh6dOnCAkJwblz59CuXTuMGjUKS5cu/ec7Qwgh/yFKGAn5gSkoKMDY2Piz69vY2GDfvn2oU6dOhVa293R1dREeHg4HBwcA5S1pd+7cgY2NTaX1LS0tIRKJcOnSJbi6ulaY/76Fs6ysjCtr1KgRZGRkkJKSUmXLpIWFBdeB572bN2/+/U5+5Pr166hfvz6mT5/OlT19+rRCvZSUFLx48QJ6enrcdoRCIczMzKCtrQ09PT08efIE/fr1++xta2lpwcPDAx4eHmjbti0mT55MCSMhpMaiXtKEEE6/fv2gqamJbt264cqVK0hKSkJYWBjGjh2L1NRUAMC4ceOwcOFCHDlyBHFxcRg5cmS1YygaGhrCw8MDgwcPxpEjR7h17t+/HwBQv359CAQCnDhxAq9evUJ+fj6UlJQwadIkTJgwAdu3b0diYiLu3r2L1atXY/v27QCA4cOH49GjR5g8eTLi4+Oxe/duBAUFfdH+mpiYICUlBXv37kViYiICAgJw+PDhCvVkZWXh4eGB6OhoXLlyBWPHjkWvXr2go6MDAPDz88OCBQsQEBCAhIQExMTEIDAwEMuXL690u7NmzcLRo0fx+PFjPHjwACdOnICFhcUXxU4IId8SJYyEEI68vDwuX76MevXqoUePHrCwsICnpyfevn3LtThOnDgR/fv3h4eHB+zs7KCkpITu3btXu97169fj119/xciRI2Fubo4hQ4agoKAAAFC3bl34+flh6tSp0NbWxujRowEAc+bMwcyZM7FgwQJYWFigY8eOOHnyJIyMjACUv1cYHByMI0eOwMrKChs2bMD8+fO/aH9/+eUXTJgwAaNHj4a1tTWuX7+OmTNnVqhnbGyMHj16oHPnzujQoQOaNm0qNmzOH3/8gS1btiAwMBCWlpZwdHREUFAQF+unpKWl4ePjg6ZNm8LBwQESEhLYu3fvF8VOCCHfkoBV9aY6IYQQQgghoBZGQgghhBDyNyhhJIQQQggh1aKEkRBCCCGEVIsSRkIIIYQQUi1KGAkhhBBCSLUoYSSEEEIIIdWihJEQQgghhFSLEkZCCCGEEFItShgJIYQQQki1KGEkhBBCCCHVooSREEIIIYRU6/9T2sIMdIOlgAAAAABJRU5ErkJggg==","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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","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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","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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","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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","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":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHSCAYAAAApApkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABhIElEQVR4nO3de1yP9/8/8Me7c1LvCvUuUjmL5EyMRBP6oGnDZ41Mw6wcN8M+zmPGMMua2AFtZjNzmk1EKoeElGNyisxUI5Wi8+v3h5/ru7dibO+6rvK4327v22fv1/W6rut5vd/5eHj1ul6XSgghQERERESkUHpyF0BERERE9DQMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgGchdQWcrKyvDHH3/A3NwcKpVK7nKIiIiI6DFCCNy7dw/29vbQ03vyOGqNDax//PEHHBwc5C6DiIiIiP7GjRs30KBBgydur7GB1dzcHMDDD8DCwkLmaoiIiIjocbm5uXBwcJBy25PU2MD6aBqAhYUFAysRERGRgv3d9E3edEVEREREisbASkRERESKxsBKRERERIrGwKpAsbGxGDhwIOzt7aFSqbB9+3at7aNGjYJKpdJ69evXT6tPVlYW/P39YWFhAUtLSwQGBiIvL0+rjxACy5YtQ7NmzWBsbIz69etj0aJFlX15RERERM+lxt50VZ3l5+fDzc0No0ePxpAhQyrs069fP6xbt056b2xsrLXd398ft27dQmRkJIqLi/Hmm29i7Nix+P7776U+kyZNwt69e7Fs2TK4uroiKysLWVlZlXNRRERERP8QA6sC9e/fH/37939qH2NjY2g0mgq3JScnIyIiAsePH0fHjh0BAKtWrcKAAQOwbNky2NvbIzk5GatXr8bZs2fRvHlzAICzs7NuL4SIiIhIBzgloJqKjo6GjY0NmjdvjvHjx+POnTvStri4OFhaWkphFQC8vLygp6eH+Ph4AMAvv/yCRo0aYdeuXXB2doaTkxPeeustjrASERGR4jCwVkP9+vVDeHg49u/fjyVLliAmJgb9+/dHaWkpACA9PR02NjZa+xgYGMDa2hrp6ekAgKtXr+L69ev46aefEB4ejvXr1yMhIQGvvvpqlV8PERER0dNwSkA1NHz4cOm/XV1d0aZNGzRu3BjR0dHo06fPMx2jrKwMhYWFCA8PR7NmzQAAX3/9NTp06ICUlBRpmgARERGR3DjCWgM0atQIdevWxeXLlwEAGo0GmZmZWn1KSkqQlZUlzXu1s7ODgYGBFFYBoGXLlgCAtLS0KqqciIiI6O8xsNYAv//+O+7cuQM7OzsAgLu7O7Kzs5GQkCD1iYqKQllZGbp06QIA6N69O0pKSnDlyhWpz8WLFwEAjo6OVVg9ERER0dOphBBC7iIqQ25uLtRqNXJycmBhYSF3Oc8lLy9PGi1t164dVqxYAU9PT1hbW8Pa2hrz58+Hn58fNBoNrly5gvfffx/37t3DmTNnpOWt+vfvj4yMDISFhUnLWnXs2FFa1qqsrAydOnVC7dq1sXLlSpSVlSEoKAgWFhbYu3evbNdOREREL45nzWsMrJXEacav/3jfgrTTyNj0Qbl2s9Z9YN33Hfy5dSGKMq+irCAf+rWtYercDpY93oC+mZXUt/TBPWRFhuHBlWMAVKjVvBusvcZBz8hU6lNy7w7u7luDB9cSoTI0hqlzR1j1DoS+qfk/rv3axz7/eF8iIiJ6sTCwVuPAWp0xsBIREdGzeta8xjmsRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaM8dWGNjYzFw4EDY29tDpVJh+/btT+z79ttvQ6VSYeXKlVrtWVlZ8Pf3h4WFBSwtLREYGIi8vDytPqdPn0aPHj1gYmICBwcHLF269HlLJSIiIqIa4LkDa35+Ptzc3BAaGvrUftu2bcPRo0dhb29fbpu/vz/OnTuHyMhI7Nq1C7GxsRg7dqy0PTc3F3379oWjoyMSEhLwySefYN68eVi7du3zlktERERE1ZzB8+7Qv39/9O/f/6l9bt68iQkTJmDPnj3w8fHR2pacnIyIiAgcP34cHTt2BACsWrUKAwYMwLJly2Bvb4+NGzeiqKgI33zzDYyMjNCqVSskJSVhxYoVWsGWiIiIiGo+nc9hLSsrw4gRIzBt2jS0atWq3Pa4uDhYWlpKYRUAvLy8oKenh/j4eKlPz549YWRkJPXx9vZGSkoK7t69W+F5CwsLkZubq/UiIiIioupP54F1yZIlMDAwwMSJEyvcnp6eDhsbG602AwMDWFtbIz09Xepja2ur1efR+0d9Hrd48WKo1Wrp5eDg8G8vhYiIiIgUQKeBNSEhAZ999hnWr18PlUqly0P/rZkzZyInJ0d63bhxo0rPT0RERESVQ6eB9eDBg8jMzETDhg1hYGAAAwMDXL9+He+++y6cnJwAABqNBpmZmVr7lZSUICsrCxqNRuqTkZGh1efR+0d9HmdsbAwLCwutFxERERFVfzoNrCNGjMDp06eRlJQkvezt7TFt2jTs2bMHAODu7o7s7GwkJCRI+0VFRaGsrAxdunSR+sTGxqK4uFjqExkZiebNm8PKykqXJRMRERGRwj33KgF5eXm4fPmy9D41NRVJSUmwtrZGw4YNUadOHa3+hoaG0Gg0aN68OQCgZcuW6NevH8aMGYOwsDAUFxcjODgYw4cPl5bAev311zF//nwEBgZi+vTpOHv2LD777DN8+umn/+ZaiYiIiKgaeu7AeuLECXh6ekrvp06dCgAICAjA+vXrn+kYGzduRHBwMPr06QM9PT34+fkhJCRE2q5Wq7F3714EBQWhQ4cOqFu3LubMmcMlrYiIiIheQCohhJC7iMqQm5sLtVqNnJwcWeazOs34tcrPqQTXPvb5+05EREREePa8pvNlrYiIiIiIdImBlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFO25A2tsbCwGDhwIe3t7qFQqbN++XdpWXFyM6dOnw9XVFWZmZrC3t8fIkSPxxx9/aB0jKysL/v7+sLCwgKWlJQIDA5GXl6fV5/Tp0+jRowdMTEzg4OCApUuX/rMrJCIiIqJq7bkDa35+Ptzc3BAaGlpu2/3793Hy5EnMnj0bJ0+exNatW5GSkoJBgwZp9fP398e5c+cQGRmJXbt2ITY2FmPHjpW25+bmom/fvnB0dERCQgI++eQTzJs3D2vXrv0Hl0hERERE1ZlKCCH+8c4qFbZt2wZfX98n9jl+/Dg6d+6M69evo2HDhkhOToaLiwuOHz+Ojh07AgAiIiIwYMAA/P7777C3t8fq1avxv//9D+np6TAyMgIAzJgxA9u3b8eFCxcqPE9hYSEKCwul97m5uXBwcEBOTg4sLCz+6SX+Y04zfq3ycyrBtY995C6BiIiIqonc3Fyo1eq/zWuVPoc1JycHKpUKlpaWAIC4uDhYWlpKYRUAvLy8oKenh/j4eKlPz549pbAKAN7e3khJScHdu3crPM/ixYuhVqull4ODQ+VdFBERERFVmUoNrAUFBZg+fTr++9//Sqk5PT0dNjY2Wv0MDAxgbW2N9PR0qY+tra1Wn0fvH/V53MyZM5GTkyO9bty4oevLISIiIiIZGFTWgYuLizF06FAIIbB69erKOo3E2NgYxsbGlX4eIiIiIqpalRJYH4XV69evIyoqSmtOgkajQWZmplb/kpISZGVlQaPRSH0yMjK0+jx6/6gPEREREb0YdD4l4FFYvXTpEvbt24c6depobXd3d0d2djYSEhKktqioKJSVlaFLly5Sn9jYWBQXF0t9IiMj0bx5c1hZWem6ZCIiIiJSsOcOrHl5eUhKSkJSUhIAIDU1FUlJSUhLS0NxcTFeffVVnDhxAhs3bkRpaSnS09ORnp6OoqIiAEDLli3Rr18/jBkzBseOHcPhw4cRHByM4cOHw97eHgDw+uuvw8jICIGBgTh37hx+/PFHfPbZZ5g6darurpyIiIiIqoXnXtYqOjoanp6e5doDAgIwb948ODs7V7jfgQMH0KtXLwAPHxwQHByMX375BXp6evDz80NISAhq164t9T99+jSCgoJw/Phx1K1bFxMmTMD06dOfuc5nXSahsnBZKyIiIqKne9a89q/WYVUyBlZ5MLASERHRs1LMOqxERERERP8GAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAyuRzGJjYzFw4EDY29tDpVJh+/btWtuFEJgzZw7s7OxgamoKLy8vXLp0SdoeHR0NlUpV4ev48eNSvz179qBr164wNzdHvXr14Ofnh2vXrlXRVRIREf1zDKxEMsvPz4ebmxtCQ0Mr3L506VKEhIQgLCwM8fHxMDMzg7e3NwoKCgAA3bp1w61bt7Reb731FpydndGxY0cADx+hPHjwYPTu3RtJSUnYs2cPbt++jSFDhlTZdRIREf1TBnIXQPSi69+/P/r371/hNiEEVq5ciVmzZmHw4MEAgPDwcNja2mL79u0YPnw4jIyMoNFopH2Ki4uxY8cOTJgwASqVCgCQkJCA0tJSLFy4EHp6D/+d+t5772Hw4MEoLi6GoaFhJV8lERHRP8cRViIFS01NRXp6Ory8vKQ2tVqNLl26IC4ursJ9du7ciTt37uDNN9+U2jp06AA9PT2sW7cOpaWlyMnJwbfffgsvLy+GVSIiUjwGViIFS09PBwDY2tpqtdva2krbHvf111/D29sbDRo0kNqcnZ2xd+9efPDBBzA2NoalpSV+//13bN68ufKKJyIi0hEGVqIa5Pfff8eePXsQGBio1Z6eno4xY8YgICAAx48fR0xMDIyMjPDqq69CCCFTtURERM+Gc1iJFOzR3NSMjAzY2dlJ7RkZGWjbtm25/uvWrUOdOnUwaNAgrfbQ0FCo1WosXbpUavvuu+/g4OCA+Ph4dO3atXIugIiISAc4wkqkYM7OztBoNNi/f7/Ulpubi/j4eLi7u2v1FUJg3bp1GDlyZLl5qffv35dutnpEX18fAFBWVlZJ1RMREekGAyuRzPLy8pCUlISkpCQAD2+0SkpKQlpaGlQqFSZPnoyFCxdi586dOHPmDEaOHAl7e3v4+vpqHScqKgqpqal46623yp3Dx8cHx48fx4IFC3Dp0iWcPHkSb775JhwdHdGuXbsquEoiIqJ/TiVq6AS23NxcqNVq5OTkwMLCosrP7zTj1yo/pxJc+9hH7hJk8W++74K008jY9EG5drPWfVDXZwqEEMg5tBH3TkWgrCAfJg1cYN33HRha19fq/+fOT1CamwnNG59UeJ788zHIPbYVxVk3oTI0hrF9C1j1GgXDOg7/uPYX9fsmIiLdeNa8xjmsRDIzadgGjtN3PXG7SqWCZY83YNnjjacep96gaU/dbubiATMXj39UIxERkZw4JYCIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFO25A2tsbCwGDhwIe3t7qFQqbN++XWu7EAJz5syBnZ0dTE1N4eXlhUuXLmn1ycrKgr+/PywsLGBpaYnAwEDk5eVp9Tl9+jR69OgBExMTODg4YOnSpc9/dURERERU7T13YM3Pz4ebmxtCQ0Mr3L506VKEhIQgLCwM8fHxMDMzg7e3NwoKCqQ+/v7+OHfuHCIjI7Fr1y7ExsZi7Nix0vbc3Fz07dsXjo6OSEhIwCeffIJ58+Zh7dq1/+ASiYiIiKg6M3jeHfr374/+/ftXuE0IgZUrV2LWrFkYPHgwACA8PBy2trbYvn07hg8fjuTkZEREROD48ePo2LEjAGDVqlUYMGAAli1bBnt7e2zcuBFFRUX45ptvYGRkhFatWiEpKQkrVqzQCrZ/VVhYiMLCQul9bm7u814aERERESmQTuewpqamIj09HV5eXlKbWq1Gly5dEBcXBwCIi4uDpaWlFFYBwMvLC3p6eoiPj5f69OzZE0ZGRlIfb29vpKSk4O7duxWee/HixVCr1dLLwcFBl5dGRERERDLRaWBNT08HANja2mq129raStvS09NhY2Ojtd3AwADW1tZafSo6xl/P8biZM2ciJydHet24cePfXxARERERye65pwQolbGxMYyNjeUug4iIiIh0TKcjrBqNBgCQkZGh1Z6RkSFt02g0yMzM1NpeUlKCrKwsrT4VHeOv5yAiIiKiF4NOA6uzszM0Gg32798vteXm5iI+Ph7u7u4AAHd3d2RnZyMhIUHqExUVhbKyMnTp0kXqExsbi+LiYqlPZGQkmjdvDisrK12WTEREREQK99yBNS8vD0lJSUhKSgLw8EarpKQkpKWlQaVSYfLkyVi4cCF27tyJM2fOYOTIkbC3t4evry8AoGXLlujXrx/GjBmDY8eO4fDhwwgODsbw4cNhb28PAHj99ddhZGSEwMBAnDt3Dj/++CM+++wzTJ06VWcXTkRERETVw3PPYT1x4gQ8PT2l949CZEBAANavX4/3338f+fn5GDt2LLKzs/HSSy8hIiICJiYm0j4bN25EcHAw+vTpAz09Pfj5+SEkJETarlarsXfvXgQFBaFDhw6oW7cu5syZ88QlrYiIiIio5lIJIYTcRVSG3NxcqNVq5OTkwMLCosrP7zTj1yo/pxJc+9hH7hJkwe+biIjo+T1rXtPpHFYiIiIiIl1jYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkXTeWAtLS3F7Nmz4ezsDFNTUzRu3BgffvghhBBSHyEE5syZAzs7O5iamsLLywuXLl3SOk5WVhb8/f1hYWEBS0tLBAYGIi8vT9flEhEREZHC6TywLlmyBKtXr8bnn3+O5ORkLFmyBEuXLsWqVaukPkuXLkVISAjCwsIQHx8PMzMzeHt7o6CgQOrj7++Pc+fOITIyErt27UJsbCzGjh2r63KJiIiISOEMdH3AI0eOYPDgwfDx8QEAODk5YdOmTTh27BiAh6OrK1euxKxZszB48GAAQHh4OGxtbbF9+3YMHz4cycnJiIiIwPHjx9GxY0cAwKpVqzBgwAAsW7YM9vb25c5bWFiIwsJC6X1ubq6uL42IiIiIZKDzEdZu3bph//79uHjxIgDg1KlTOHToEPr37w8ASE1NRXp6Ory8vKR91Go1unTpgri4OABAXFwcLC0tpbAKAF5eXtDT00N8fHyF5128eDHUarX0cnBw0PWlEREREZEMdD7COmPGDOTm5qJFixbQ19dHaWkpFi1aBH9/fwBAeno6AMDW1lZrP1tbW2lbeno6bGxstAs1MIC1tbXU53EzZ87E1KlTpfe5ubkMrUREREQ1gM4D6+bNm7Fx40Z8//33aNWqFZKSkjB58mTY29sjICBA16eTGBsbw9jYuNKOT0RERETy0HlgnTZtGmbMmIHhw4cDAFxdXXH9+nUsXrwYAQEB0Gg0AICMjAzY2dlJ+2VkZKBt27YAAI1Gg8zMTK3jlpSUICsrS9qfiIiIiF4MOp/Dev/+fejpaR9WX18fZWVlAABnZ2doNBrs379f2p6bm4v4+Hi4u7sDANzd3ZGdnY2EhASpT1RUFMrKytClSxddl0xERERECqbzEdaBAwdi0aJFaNiwIVq1aoXExESsWLECo0ePBgCoVCpMnjwZCxcuRNOmTeHs7IzZs2fD3t4evr6+AICWLVuiX79+GDNmDMLCwlBcXIzg4GAMHz68whUCiIiIiKjm0nlgXbVqFWbPno133nkHmZmZsLe3x7hx4zBnzhypz/vvv4/8/HyMHTsW2dnZeOmllxAREQETExOpz8aNGxEcHIw+ffpAT08Pfn5+CAkJ0XW5RERERKRwKvHXR1DVILm5uVCr1cjJyYGFhUWVn99pxq9Vfk4luPaxj9wlyILfNxER0fN71rym8zmsRERERES6xMBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKVimB9ebNm3jjjTdQp04dmJqawtXVFSdOnJC2CyEwZ84c2NnZwdTUFF5eXrh06ZLWMbKysuDv7w8LCwtYWloiMDAQeXl5lVEuERERESmYzgPr3bt30b17dxgaGmL37t04f/48li9fDisrK6nP0qVLERISgrCwMMTHx8PMzAze3t4oKCiQ+vj7++PcuXOIjIzErl27EBsbi7Fjx+q6XCIiIiJSOANdH3DJkiVwcHDAunXrpDZnZ2fpv4UQWLlyJWbNmoXBgwcDAMLDw2Fra4vt27dj+PDhSE5ORkREBI4fP46OHTsCAFatWoUBAwZg2bJlsLe3L3fewsJCFBYWSu9zc3N1fWlEREREJAOdj7Du3LkTHTt2xGuvvQYbGxu0a9cOX375pbQ9NTUV6enp8PLyktrUajW6dOmCuLg4AEBcXBwsLS2lsAoAXl5e0NPTQ3x8fIXnXbx4MdRqtfRycHDQ9aURERERkQx0HlivXr2K1atXo2nTptizZw/Gjx+PiRMnYsOGDQCA9PR0AICtra3Wfra2ttK29PR02NjYaG03MDCAtbW11OdxM2fORE5OjvS6ceOGri+NiIiIiGSg8ykBZWVl6NixIz766CMAQLt27XD27FmEhYUhICBA16eTGBsbw9jYuNKOT0RERETy0PkIq52dHVxcXLTaWrZsibS0NACARqMBAGRkZGj1ycjIkLZpNBpkZmZqbS8pKUFWVpbUh4iIiIheDDoPrN27d0dKSopW28WLF+Ho6Ajg4Q1YGo0G+/fvl7bn5uYiPj4e7u7uAAB3d3dkZ2cjISFB6hMVFYWysjJ06dJF1yUTERERkYLpfErAlClT0K1bN3z00UcYOnQojh07hrVr12Lt2rUAAJVKhcmTJ2PhwoVo2rQpnJ2dMXv2bNjb28PX1xfAwxHZfv36YcyYMQgLC0NxcTGCg4MxfPjwClcIICIiIqKaS+eBtVOnTti2bRtmzpyJBQsWwNnZGStXroS/v7/U5/3330d+fj7Gjh2L7OxsvPTSS4iIiICJiYnUZ+PGjQgODkafPn2gp6cHPz8/hISE6LpcIiIiIlI4lRBCyF1EZcjNzYVarUZOTg4sLCyq/PxOM36t8nMqwbWPfeQuQRb8vomIiJ7fs+a1Snk0KxERERGRrjCwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRolV6YP3444+hUqkwefJkqa2goABBQUGoU6cOateuDT8/P2RkZGjtl5aWBh8fH9SqVQs2NjaYNm0aSkpKKrtcIiIiIlKYSg2sx48fx5o1a9CmTRut9ilTpuCXX37BTz/9hJiYGPzxxx8YMmSItL20tBQ+Pj4oKirCkSNHsGHDBqxfvx5z5sypzHKJiIiISIEqLbDm5eXB398fX375JaysrKT2nJwcfP3111ixYgV69+6NDh06YN26dThy5AiOHj0KANi7dy/Onz+P7777Dm3btkX//v3x4YcfIjQ0FEVFRRWer7CwELm5uVovIiIiIqr+Ki2wBgUFwcfHB15eXlrtCQkJKC4u1mpv0aIFGjZsiLi4OABAXFwcXF1dYWtrK/Xx9vZGbm4uzp07V+H5Fi9eDLVaLb0cHBwq4aqIiIiIqKpVSmD94YcfcPLkSSxevLjctvT0dBgZGcHS0lKr3dbWFunp6VKfv4bVR9sfbavIzJkzkZOTI71u3LihgyshIiIiIrkZ6PqAN27cwKRJkxAZGQkTExNdH/6JjI2NYWxsXGXnIyIiIqKqofMR1oSEBGRmZqJ9+/YwMDCAgYEBYmJiEBISAgMDA9ja2qKoqAjZ2dla+2VkZECj0QAANBpNuVUDHr1/1IeIiIiIXgw6D6x9+vTBmTNnkJSUJL06duwIf39/6b8NDQ2xf/9+aZ+UlBSkpaXB3d0dAODu7o4zZ84gMzNT6hMZGQkLCwu4uLjoumQiIiIiUjCdTwkwNzdH69attdrMzMxQp04dqT0wMBBTp06FtbU1LCwsMGHCBLi7u6Nr164AgL59+8LFxQUjRozA0qVLkZ6ejlmzZiEoKIi/9iciIiJ6weg8sD6LTz/9FHp6evDz80NhYSG8vb3xxRdfSNv19fWxa9cujB8/Hu7u7jAzM0NAQAAWLFggR7lEREREJKMqCazR0dFa701MTBAaGorQ0NAn7uPo6IjffvutkisjIiIiIqWr9EezEhERERH9GwysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxERDJavHgxOnXqBHNzc9jY2MDX1xcpKSkV9hVCoH///lCpVNi+fbvWtrS0NPj4+KBWrVqwsbHBtGnTUFJSUgVXQERU+RhYiYhkFBMTg6CgIBw9ehSRkZEoLi5G3759kZ+fX67vypUroVKpyrWXlpbCx8cHRUVFOHLkCDZs2ID169djzpw5VXEJRESVzkDuAoiIXmQRERFa79evXw8bGxskJCSgZ8+eUntSUhKWL1+OEydOwM7OTmufvXv34vz589i3bx9sbW3Rtm1bfPjhh5g+fTrmzZsHIyOjKrkWIqLKwhFWIiIFycnJAQBYW1tLbffv38frr7+O0NBQaDSacvvExcXB1dUVtra2Upu3tzdyc3Nx7ty5yi+aiKiSMbASESlEWVkZJk+ejO7du6N169ZS+5QpU9CtWzcMHjy4wv3S09O1wioA6X16enrlFUxEVEU4JYCISCGCgoJw9uxZHDp0SGrbuXMnoqKikJiYKGNlRETy4ggrEZECBAcHY9euXThw4AAaNGggtUdFReHKlSuwtLSEgYEBDAwejjP4+fmhV69eAACNRoOMjAyt4z16X9EUAiKi6oaBlYhIRkIIBAcHY9u2bYiKioKzs7PW9hkzZuD06dNISkqSXgDw6aefYt26dQAAd3d3nDlzBpmZmdJ+kZGRsLCwgIuLS5VdCxFRZeGUACIiGQUFBeH777/Hjh07YG5uLs05VavVMDU1hUajqXCUtGHDhlK47du3L1xcXDBixAgsXboU6enpmDVrFoKCgmBsbFyl10NEVBkYWImInpPTjF91dqzrq1cDgPTr/UfqDJiM2q5eT9xvbPgJTD5qKL0veWkqLu8NRbuOXaAyNEbt1n2wsaQrvtdhrdc+9tHZsYiIngcDKxGRjByn79LJPgZqG9i+Nl8XJRERKQ7nsBIRERGRojGwEhEREZGiMbASERERkaLpPLAuXrwYnTp1grm5OWxsbODr64uUlBStPgUFBQgKCkKdOnVQu3Zt+Pn5lVtDMC0tDT4+PqhVqxZsbGwwbdo0lJSU6LpcIiIiIlI4nQfWmJgYBAUF4ejRo4iMjERxcTH69u2L/Px8qc+UKVPwyy+/4KeffkJMTAz++OMPDBkyRNpeWloKHx8fFBUV4ciRI9iwYQPWr1+POXPm6LpcIiIiIlI4na8SEBERofV+/fr1sLGxQUJCAnr27ImcnBx8/fXX+P7779G7d28AwLp169CyZUscPXoUXbt2xd69e3H+/Hns27cPtra2aNu2LT788ENMnz4d8+bNg5GRUbnzFhYWorCwUHqfm5ur60sjIiIiIhlU+hzWnJwcAIC1tTUAICEhAcXFxfDy+r/1BVu0aIGGDRsiLi4OABAXFwdXV1fY2tpKfby9vZGbm4tz585VeJ7FixdDrVZLLwcHh8q6JCIiIiKqQpUaWMvKyjB58mR0794drVu3BgCkp6fDyMgIlpaWWn1tbW2lJ7ykp6drhdVH2x9tq8jMmTORk5MjvW7cuKHjqyEiIiIiOVTqgwOCgoJw9uxZHDp0qDJPAwAwNjbmIwiJiIiIaqBKG2ENDg7Grl27cODAATRo0EBq12g0KCoqQnZ2tlb/jIwM6XnZGo2m3KoBj95X9ExtIiIiIqq5dB5YhRAIDg7Gtm3bEBUVBWdnZ63tHTp0gKGhIfbv3y+1paSkIC0tDe7u7gAAd3d3nDlzBpmZmVKfyMhIWFhYwMXFRdclExEREZGC6XxKQFBQEL7//nvs2LED5ubm0pxTtVoNU1NTqNVqBAYGYurUqbC2toaFhQUmTJgAd3d3dO3aFQDQt29fuLi4YMSIEVi6dCnS09Mxa9YsBAUF8df+RERERC8YnQfW1atXAwB69eql1b5u3TqMGjUKAPDpp59CT08Pfn5+KCwshLe3N7744gupr76+Pnbt2oXx48fD3d0dZmZmCAgIwIIFC3RdLhEREREpnM4DqxDib/uYmJggNDQUoaGhT+zj6OiI3377TZelEREREVE1VOnrsBIRERER/RsMrERERFUkNjYWAwcOhL29PVQqFbZv3661XQiBOXPmwM7ODqampvDy8sKlS5e0+ly8eBGDBw9G3bp1YWFhgZdeegkHDhyowqsgqnoMrERERFUkPz8fbm5uT5wSt3TpUoSEhCAsLAzx8fEwMzODt7c3CgoKpD7/+c9/UFJSgqioKCQkJMDNzQ3/+c9/nvhgHaKaoFIfHEBERET/p3///ujfv3+F24QQWLlyJWbNmoXBgwcDAMLDw2Fra4vt27dj+PDhuH37Ni5duoSvv/4abdq0AQB8/PHH+OKLL3D27FmuVU41FkdYiYiIFCA1NRXp6enw8vKS2tRqNbp06YK4uDgAQJ06ddC8eXOEh4cjPz8fJSUlWLNmDWxsbNChQwe5SieqdBxhJSIiUoBHv9K3tbXVare1tZW2qVQq7Nu3D76+vjA3N4eenh5sbGwQEREBKyurKq+ZqKpwhJWIiKiaEEIgKCgINjY2OHjwII4dOwZfX18MHDgQt27dkrs8okrDwEpERKQAj+afZmRkaLVnZGRI26KiorBr1y788MMP6N69O9q3b48vvvgCpqam2LBhQ5XXTFRVGFiJiIgUwNnZGRqNBvv375facnNzER8fD3d3dwDA/fv3AQB6etp/fevp6aGsrKzqiiWqYgysREREVSQvLw9JSUlISkoC8PBGq6SkJKSlpUGlUmHy5MlYuHAhdu7ciTNnzmDkyJGwt7eHr68vAMDd3R1WVlYICAjAqVOncPHiRUybNg2pqanw8fGR78Lomd28eRNvvPEG6tSpA1NTU7i6uuLEiRPS9ry8PAQHB6NBgwYwNTWFi4sLwsLCZKxYGXjTFRER0VM4zfhVZ8cqSDuNjE0fSO+nTp0KADBr3Qd1faZAiFYQLv3wyusBKCvIh0kDF1j3nYEW8/5v1NXQZxZ+iw3H9q49IMpKYFi3IawG/w+DN/0ObPpdZ7Ve+5gBWNfu3r2L7t27w9PTE7t370a9evVw6dIlrRvmpk6diqioKHz33XdwcnLC3r178c4778De3h6DBg2SsXp5MbASERFVEZOGbeA4fdcTt6tUKlj2eAOWPd54Yh9ju6awHfZhZZRHlWzJkiVwcHDAunXrpDZnZ2etPkeOHEFAQAB69eoFABg7dizWrFmDY8eOvdCBlVMCiIiIiKrAzp070bFjR7z22muwsbFBu3bt8OWXX2r16datG3bu3ImbN29CCIEDBw7g4sWL6Nu3r0xVKwMDKxEREVEVuHr1KlavXo2mTZtiz549GD9+PCZOnKi1wsOqVavg4uKCBg0awMjICP369UNoaCh69uwpY+Xy45QAIiIioipQVlaGjh074qOPPgIAtGvXDmfPnkVYWBgCAgIAPAysR48exc6dO+Ho6IjY2FgEBQXB3t5e6yloLxoGViIiIqIqYGdnBxcXF622li1b4ueffwYAPHjwAB988AG2bdsmrfrQpk0bJCUlYdmyZS90YOWUACIiIqIq0L17d6SkpGi1Xbx4EY6OjgCA4uJiFBcXl1tnV19f/4VfZ5cjrERERERVYMqUKejWrRs++ugjDB06FMeOHcPatWuxdu1aAICFhQU8PDwwbdo0mJqawtHRETExMQgPD8eKFStkrl5eDKxERERE/58u192tiNXgDzDv07X435x5MFDbwqLHaPzvjCX+9//PW9r6LdyN2QCvgX4oK8iDvoUNzN398fE1ByypxNqUvu4uAysRERFRFanVpDNqNen8xO36ta1Q12dy1RVUTXAOKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESmaogNraGgonJycYGJigi5duuDYsWNyl0REREREVUyxgfXHH3/E1KlTMXfuXJw8eRJubm7w9vZGZmam3KURERERURVS7KNZV6xYgTFjxuDNN98EAISFheHXX3/FN998gxkzZpTrX1hYiMLCQul9Tk4OACA3N7dqCn5MWeF9Wc4rN7k+b7nx+36x8Pt+sfD7frHw+5bnvEKIp/ZTib/rIYOioiLUqlULW7Zsga+vr9QeEBCA7Oxs7Nixo9w+8+bNw/z586uwSiIiIiLShRs3bqBBgwZP3K7IEdbbt2+jtLQUtra2Wu22tra4cOFChfvMnDkTU6dOld6XlZUhKysLderUgUqlqtR6lSQ3NxcODg64ceMGLCws5C6HKhm/7xcLv+8XC7/vF8uL+n0LIXDv3j3Y29s/tZ8iA+s/YWxsDGNjY602S0tLeYpRAAsLixfqB/5Fx+/7xcLv+8XC7/vF8iJ+32q1+m/7KPKmq7p160JfXx8ZGRla7RkZGdBoNDJVRURERERyUGRgNTIyQocOHbB//36praysDPv374e7u7uMlRERERFRVVPslICpU6ciICAAHTt2ROfOnbFy5Urk5+dLqwZQxYyNjTF37txy0yOoZuL3/WLh9/1i4ff9YuH3/XSKXCXgkc8//xyffPIJ0tPT0bZtW4SEhKBLly5yl0VEREREVUjRgZWIiIiISJFzWImIiIiIHmFgJSIiIiJFY2AlIiIiIkVjYCUiIiKqQiUlJQgPDy+33jw9GW+6IqpGHjx4ACEEatWqBQC4fv06tm3bBhcXF/Tt21fm6oiI6FnVqlULycnJcHR0lLuUaoEjrETVyODBgxEeHg4AyM7ORpcuXbB8+XIMHjwYq1evlrk60rX8/HzMnj0b3bp1Q5MmTdCoUSOtF9U84eHhKCwsLNdeVFQk/dmnmqFz585ISkqSu4xqgyOsNcyjr1OlUslcCVWGunXrIiYmBq1atcJXX32FVatWITExET///DPmzJmD5ORkuUskHfrvf/+LmJgYjBgxAnZ2duX+XE+aNEmmyqiy6Ovr49atW7CxsdFqv3PnDmxsbFBaWipTZaRrmzdvxsyZMzFlyhR06NABZmZmWtvbtGkjU2XKpNgnXdHzCQ8PxyeffIJLly4BAJo1a4Zp06ZhxIgRMldGunT//n2Ym5sDAPbu3YshQ4ZAT08PXbt2xfXr12WujnRt9+7d+PXXX9G9e3e5S6EqIoSocMDh999/h1qtlqEiqizDhw8HAEycOFFqU6lU0s8A/3GijYG1BlixYgVmz56N4OBg6S+2Q4cO4e2338bt27cxZcoUmSskXWnSpAm2b9+OV155BXv27JG+28zMTFhYWMhcHemalZUVrK2t5S6DqkC7du2gUqmgUqnQp08fGBj831/PpaWlSE1NRb9+/WSskHQtNTVV7hKqFU4JqAGcnZ0xf/58jBw5Uqt9w4YNmDdvHv9Q1CBbtmzB66+/jtLSUvTu3RuRkZEAgMWLFyM2Nha7d++WuULSpe+++w47duzAhg0bpBvtqGaaP3++9L/vvvsuateuLW0zMjKCk5MT/Pz8YGRkJFeJRLJiYK0BTExMcPbsWTRp0kSr/dKlS3B1dUVBQYFMlVFlSE9Px61bt+Dm5gY9vYf3TR47dgwWFhZo0aKFzNWRLrVr1w5XrlyBEAJOTk4wNDTU2n7y5EmZKqPKsmHDBgwbNgwmJiZyl0JV4Ntvv0VYWBhSU1MRFxcHR0dHrFy5Es7Ozhg8eLDc5SkKpwTUAE2aNMHmzZvxwQcfaLX/+OOPaNq0qUxVUWXRaDTIy8tDZGQkevbsCVNTU3Tq1Ik32tVAvr6+cpdAVSwgIADAw1UBMjMzUVZWprW9YcOGcpRFlWD16tWYM2cOJk+ejEWLFklzVi0tLbFy5UoG1sdwhLUG+PnnnzFs2DB4eXlJc1gPHz6M/fv3Y/PmzXjllVdkrpB05c6dOxg6dCgOHDgAlUqFS5cuoVGjRhg9ejSsrKywfPlyuUskon/h0qVLGD16NI4cOaLVzhtxah4XFxd89NFH8PX1hbm5OU6dOoVGjRrh7Nmz6NWrF27fvi13iYrCEdYawM/PD/Hx8VixYgW2b98OAGjZsiWOHTuGdu3ayVsc6dSUKVNgaGiItLQ0tGzZUmofNmwYpk6dysBaQyUkJEhLlrVq1Yp/rmuwUaNGwcDAALt27apwKTOqOVJTUyv8s2xsbIz8/HwZKlI2BtYaokOHDti4caPcZVAl27t3L/bs2YMGDRpotTdt2pTLWtVAmZmZGD58OKKjo2FpaQng4QMjPD098cMPP6BevXryFkg6l5SUhISEBM5HfwE4OzsjKSmp3JOuIiIitAYk6CE+6aoa09PTg76+/lNff10ahaq//Pz8Cu8Wz8rKgrGxsQwVUWWaMGEC7t27h3PnziErKwtZWVk4e/YscnNztdZupJrDxcWFvwp+QUydOhVBQUH48ccfIYTAsWPHsGjRIsycORPvv/++3OUpDuewVmM7dux44ra4uDiEhISgrKyMqwTUAH/88Qfs7e0xYMAAdOjQAR9++CHMzc1x+vRpODo6Yvjw4SgrK8OWLVvkLpV0SK1WY9++fejUqZNW+7Fjx9C3b19kZ2fLUxhVmqioKMyaNQsfffQRXF1dy60MwfWWa5aNGzdi3rx5uHLlCgDA3t4e8+fPR2BgoMyVKQ8Daw2TkpKCGTNm4JdffoG/vz8WLFhQ7tcNVP1YWVkhNDQUbm5u6N27N9q3b4+oqCgMGjRIGn07fPgwGjduLHeppEPm5uY4ePAg2rZtq9WemJgIDw8P5ObmylMYVZpHS9U9PneVN13VbPfv30deXl65R/LS/+Hvi2uIP/74A3PnzsWGDRvg7e2NpKQktG7dWu6ySEcWLVqEcePGoV+/fjh//jzCwsJgbm6OvLw8DBkyBEFBQbCzs5O7TNKx3r17Y9KkSdi0aRPs7e0BADdv3sSUKVPQp08fmaujynDgwAG5S6Aq8s0338DT0xPOzs6oVasWHw7yNzjCWs3l5OTgo48+wqpVq9C2bVssWbIEPXr0kLssqgSpqakIDAzE+fPnsXbtWgwaNEjukqiS3bhxQxpFd3BwkNpat26NnTt3lrv5joiqj6ZNm+Lq1auoX78+PDw84OHhgV69epV7CBA9xMBajS1duhRLliyBRqPBRx99xEWGXxCff/45pkyZgpYtW5a7qY5PPqp5hBDYt28fLly4AODhknVeXl4yV0WV7f79+0hLS0NRUZFWe5s2bWSqiCrDzZs3ER0djdjYWMTExODSpUuws7NDr1698N1338ldnqIwsFZjenp6MDU1hZeXF/T19Z/Yb+vWrVVYFVWm69ev480338TZs2cxbty4coF17ty5MlVGRLrw559/4s0338Tu3bsr3M45rDXT/fv3cfDgQWzatAkbN26EEAIlJSVyl6UonMNajY0cOZKLSr9AvvzyS7z77rvw8vLCuXPnuAZnDRUSEoKxY8fCxMQEISEhT+3Lpa1qnsmTJyM7Oxvx8fHo1asXtm3bhoyMDCxcuJAPBqlh9u7di+joaERHRyMxMREtW7aEh4cHtmzZgp49e8pdnuJwhJWoGujXrx+OHTuGlStXYuTIkXKXQ5XI2dkZJ06cQJ06deDs7PzEfiqVClevXq3Cyqgq2NnZYceOHejcuTMsLCxw4sQJNGvWDDt37sTSpUtx6NAhuUskHdHT00O9evXw7rvvYuzYsdLDQahiHGElqgZKS0tx+vRp3mTzAkhNTa3wv+nFkJ+fLy1tZGVlhT///BPNmjWDq6sr56jXMCtWrEBsbCyWLl2Kzz77TLrpqlevXmjWrJnc5SkOn3RFVA1ERkYyrL6AFixYgPv375drf/DgARYsWCBDRVTZmjdvjpSUFACAm5sb1qxZg5s3byIsLIxL19UwkydPxtatW3H79m1ERESgW7duiIiIQOvWrfn/9xXglAAiIoXS19fHrVu3yi0mfufOHdjY2PAGnBrou+++Q0lJCUaNGoWEhAT069cPWVlZMDIywvr16zFs2DC5SyQdEkIgMTER0dHROHDgAA4dOoR79+7B1dUViYmJcpenKAysREQKpaenh4yMjHI32EVFRWHYsGH4888/ZaqMqsr9+/dx4cIFNGzYEHXr1pW7HNKhgQMH4vDhw8jNzYWbmxt69eoFDw8P9OzZk/NZK8A5rERECmNlZQWVSgWVSoVmzZpprQZSWlqKvLw8vP322zJWSJVlwYIFeO+996SnHtWqVQvt27eXpoHMmTNH5gpJV1q0aIFx48ahR48eUKvVcpejeBxhJSJSmA0bNkAIgdGjR2PlypVaf5kZGRnByckJ7u7uMlZIlYXTQF5s2dnZHF19Ao6wEhEpTEBAAICHS1x179693AMiqOYSQlS4vvapU6dgbW0tQ0VUWZYsWQInJydpXvLQoUOxZcsW2NnZ4bfffoObm5vMFSoLVwkgIlIoc3NzJCcnS+937NgBX19ffPDBB+Ue2UnVm5WVFaytraVpINbW1tJLrVbj5ZdfxtChQ+Uuk3QoLCwMDg4OAB6uBBMZGYmIiAj0798f06ZNk7k65eGUACIiherUqRNmzJgBPz8/XL16FS4uLhgyZAiOHz8OHx8frFy5Uu4SSUc4DeTFY2pqiosXL8LBwQGTJk1CQUEB1qxZg4sXL6JLly64e/eu3CUqCn/PRESkUBcvXkTbtm0BAD/99BM8PDzw/fff4/Dhwxg+fDgDaw0SEBCAkpISqFQq9O7dWxp5o5rLysoKN27cgIODAyIiIrBw4UIAD6eFcK5yeZwSQESkUEIIlJWVAQD27duHAQMGAAAcHBxw+/ZtOUujSmBgYIDx48dL3znVbEOGDMHrr7+Ol19+GXfu3EH//v0BAImJiWjSpInM1SkPR1iJiBSqY8eOWLhwIby8vBATE4PVq1cDePjIVltbW5mro8rQuXNnJCYmwtHRUe5SqJJ9+umncHJywo0bN7B06VLUrl0bAHDr1i288847MlenPJzDSkSkUKdPn4a/vz/S0tIwdepUzJ07FwAwYcIE3LlzB99//73MFZKubd68GTNnzsSUKVPQoUMHmJmZaW1v06aNTJURyYuBlYiomikoKIC+vj4MDQ3lLoV0TE+v/Ew9lUolLXfFuY01y6VLl3DgwAFkZmaWmwrCh0RoY2AlIlKw7OxsbNmyBVeuXMG0adNgbW2NkydPwtbWFvXr15e7PNKx69evP3U7pwrUHF9++SXGjx+PunXrQqPRaK2/q1KpcPLkSRmrUx4GViIihTp9+jT69OkDS0tLXLt2DSkpKWjUqBFmzZqFtLQ0hIeHy10iEf1Djo6OeOeddzB9+nS5S6kWuEoAEZFCTZ06FW+++SYuXboEExMTqX3AgAGIjY2VsTKqTFeuXMGECRPg5eUFLy8vTJw4EVeuXJG7LNKxu3fv4rXXXpO7jGqDgZWISKGOHz+OcePGlWuvX78+0tPTZaiIKtuePXvg4uKCY8eOoU2bNmjTpg3i4+PRqlUrREZGyl0e6dBrr72GvXv3yl1GtcFlrYiIFMrY2Bi5ubnl2i9evIh69erJUBFVthkzZmDKlCn4+OOPy7VPnz4dL7/8skyVka41adIEs2fPxtGjR+Hq6lruJsqJEyfKVJkycQ4rEZFCvfXWW7hz5w42b94Ma2trnD59Gvr6+vD19UXPnj35pKsayMTEBGfOnEHTpk212i9evIg2bdqgoKBApspI15ydnZ+4TaVS4erVq1VYjfJxhJWISKGWL1+OV199FTY2Nnjw4AE8PDyQnp4Od3d3LFq0SO7yqBLUq1cPSUlJ5QJrUlISbGxsZKqKKkNqaqrcJVQrDKxERAqlVqsRGRmJQ4cO4fTp08jLy0P79u3h5eUld2lUScaMGYOxY8fi6tWr6NatGwDg8OHDWLJkCaZOnSpzdUTy4ZQAIiIihRBCYOXKlVi+fDn++OMPAIC9vT2mTZuGiRMnaq3VSdXf77//jp07dyItLQ1FRUVa21asWCFTVcrEwEpEpFALFix46nY+Cadmu3fvHgDA3Nxc5kqoMuzfvx+DBg1Co0aNcOHCBbRu3RrXrl2DEALt27dHVFSU3CUqCgMrEZFCtWvXTut9cXExUlNTYWBggMaNG/NJODVYZmYmUlJSAAAtWrTgqhA1UOfOndG/f3/Mnz8f5ubmOHXqFGxsbODv749+/fph/PjxcpeoKAysRETVSG5uLkaNGoVXXnkFI0aMkLsc0rF79+7hnXfewaZNm6Rny+vr62PYsGEIDQ2FWq2WuULSFXNzcyQlJaFx48awsrLCoUOH0KpVK5w6dQqDBw/GtWvX5C5RUfjgACKiasTCwgLz58/H7Nmz5S6FKsFbb72F+Ph4/Prrr8jOzkZ2djZ27dqFEydOVPgQCaq+zMzMpHmrdnZ2Wk8zu337tlxlKRZXCSAiqmZycnKQk5MjdxlUCXbt2oU9e/bgpZdektq8vb3x5Zdfol+/fjJWRrrWtWtXHDp0CC1btsSAAQPw7rvv4syZM9i6dSu6du0qd3mKw8BKRKRQISEhWu+FELh16xa+/fZb9O/fX6aqqDLVqVOnwl/7q9VqWFlZyVARVZYVK1YgLy8PADB//nzk5eXhxx9/RNOmTblCQAU4h5WISKEefxKOnp4e6tWrh969e2PmzJm8e7wGWrt2LX766Sd8++230Gg0AID09HQEBARgyJAhnBZALywGViIiIoVo164dLl++jMLCQjRs2BAAkJaWBmNj43JPv+IqEfQi4ZQAIiIihfD19ZW7BCJF4ggrEZFCvfLKK8/8ZKOtW7dWcjVERPLhCCsRkUKp1Wps27YNarUaHTt2BAAkJCQgJycHvr6+fExnDZeXlyetxfqIhYWFTNUQyYuBlYhIoWxtbTF06FCEhYVBX18fAFBaWop33nkHFhYW+OSTT2SukHQtNTUVwcHBiI6ORkFBgdQuhIBKpUJpaamM1ZEuLViwAO+99x5q1aql1f7gwQN88sknfPTyYzglgIhIoerVq4dDhw6hefPmWu0pKSno1q0b7ty5I1NlVFm6d+8OIQQmTZoEW1vbcqPoHh4eMlVGuqavr49bt27BxsZGq/3OnTuwsbHhP04ewxFWIiKFKikpwYULF8oF1gsXLpT7VTHVDKdOnUJCQkK575xqnkej5o87deoUrK2tZahI2RhYiYgU6s0330RgYCCuXLmCzp07AwDi4+Px8ccf480335S5OqoMnTp1wo0bNxhYazArKyuoVCqoVCo0a9ZMK7SWlpYiLy8Pb7/9towVKhOnBBARKVRZWRmWLVuGzz77DLdu3QLw8JnjkyZNwrvvvivNa6Wa48qVK3j77bfxxhtvoHXr1jA0NNTa3qZNG5kqI13ZsGEDhBAYPXo0Vq5cqfVkMyMjIzg5OcHd3V3GCpWJgZWIqBrIzc0FwLvEa7qjR4/i9ddfx7Vr16Q2lUrFm65qoJiYGHTv3h0GBvxl97NgYCUiIlIIFxcXtGzZEu+//36FN105OjrKVBnp2m+//QZ9fX14e3trte/ZswdlZWXo37+/TJUpEwMrERGRQpiZmeHUqVNo0qSJ3KVQJWvTpg0+/vhjDBgwQKs9IiIC06dPx6lTp2SqTJn05C6AiIiIHurduzeDygvi0qVLcHFxKdfeokULXL58WYaKlI0TJ4iIiBRi4MCBmDJlCs6cOQNXV9dyN10NGjRIpspI19RqNa5evQonJyet9suXL8PMzEyeohSMUwKIiIgUQk/vyb/45E1XNcu4ceMQFxeHbdu2oXHjxgAehlU/Pz906tQJX331lcwVKgsDKxGRQoWEhFTYrlKpYGJigiZNmqBnz55c3oqoGsrJyUG/fv1w4sQJNGjQAADw+++/o0ePHti6dSssLS3lLVBhGFiJiBTK2dkZf/75J+7fvw8rKysAwN27d1GrVi3Url0bmZmZaNSoEQ4cOAAHBweZqyWi5yWEQGRkJE6dOgVTU1O0adMGPXv2lLssRWJgJSJSqE2bNmHt2rX46quvtH5lOG7cOIwdOxbdu3fH8OHDodFosGXLFpmrpX8qJCQEY8eOhYmJyRNH1R+ZOHFiFVVFVamgoADGxsYVPqqVHmJgJSJSqMaNG+Pnn39G27ZttdoTExPh5+eHq1ev4siRI/Dz85OehEXVj7OzM06cOIE6derA2dn5if1UKhWuXr1ahZVRZSorK8OiRYsQFhaGjIwMXLx4EY0aNcLs2bPh5OSEwMBAuUtUFK4SQESkULdu3UJJSUm59pKSEqSnpwMA7O3tce/evaoujXQoNTW1wv+mmm3hwoXYsGEDli5dijFjxkjtrVu3xsqVKxlYH8N1WImIFMrT0xPjxo1DYmKi1JaYmIjx48ejd+/eAIAzZ848dVSOiJQpPDwca9euhb+/v9aNk25ubrhw4YKMlSkTR1iJiBTq66+/xogRI9ChQwdpPc6SkhL06dMHX3/9NQCgdu3aWL58uZxlkg6VlpZi/fr12L9/PzIzM1FWVqa1PSoqSqbKSNdu3rxZ4RPNysrKUFxcLENFysbASkSkUBqNBpGRkbhw4QIuXrwIAGjevDmaN28u9fH09JSrPKoEkyZNwvr16+Hj44PWrVvzJpwazMXFBQcPHoSjo6NW+5YtW9CuXTuZqlIuBlYiIoVr0aIFWrRoIXcZVAV++OEHbN68udzz5anmmTNnDgICAnDz5k2UlZVh69atSElJQXh4OHbt2iV3eYrDVQKIiBSKvx5+8djb2yM6OhrNmjWTuxSqAgcPHsSCBQtw6tQp5OXloX379pgzZw769u0rd2mKw8BKRKRQwcHB0q+H7ezsyv16+NNPP5WpMqosy5cvx9WrV/H5559zOkANVlJSgo8++gijR4+WnnJFT8fASkSkUHXr1kV4eDh/PfwCeeWVV3DgwAFYW1ujVatW0s12j2zdulWmykjXateujbNnz8LJyUnuUqoFzmElIlIoIyOjCu8ipprL0tISr7zyitxlUBXo06cPYmJiGFifEUdYiYgUir8eJqq5wsLCMH/+fPj7+6NDhw4wMzPT2j5o0CCZKlMmBlYiIoXir4dfHFZWVhX+o0StVqNZs2Z477338PLLL8tQGVUWPb0nP7tJpVKhtLS0CqtRPk4JICJSKP56+MWxcuXKCtuzs7ORkJCA//znP9iyZQsGDhxYtYVRpXl81Q96Oo6wEhERKdyKFSuwZcsWHDlyRO5SSAeKi4thamqKpKQktG7dWu5yqoUnj0cTEZEi/Pnnnzh06BAOHTqEP//8U+5ySAb/+c9/+Hz5GsTQ0BANGzbkr/2fAwMrEZFC5efnY/To0bCzs0PPnj3Rs2dP2NvbIzAwEPfv35e7PKpChYWFMDIykrsM0qH//e9/+OCDD5CVlSV3KdUCpwQQESnUuHHjsG/fPnz++efo3r07AODQoUOYOHEiXn75ZaxevVrmCqmqTJ48GRcuXEBERITcpZCOtGvXDpcvX0ZxcTEcHR3LrRJw8uRJmSpTJt50RUSkUD///DO2bNmCXr16SW0DBgyAqakphg4dysBag0ydOrXC9pycHJw8eRIXL15EbGxsFVdFlcnX11fuEqoVBlYiIoW6f/8+bG1ty7Xb2NhwSkANk5iYWGG7hYUFXn75ZWzduhXOzs5VXBVVprlz58pdQrXCKQFERArVp08f1KlTB+Hh4TAxMQEAPHjwAAEBAcjKysK+fftkrpCI/q2EhAQkJycDAFq1aoV27drJXJEyMbASESnUmTNn0K9fPxQWFsLNzQ0AcOrUKZiYmGDPnj1o1aqVzBUS0T+VmZmJ4cOHIzo6GpaWlgAerrvr6emJH374AfXq1ZO3QIVhYCUiUrD79+9j48aN0pJGLVu2hL+/P0xNTWWujIj+jWHDhuHq1asIDw9Hy5YtAQDnz59HQEAAmjRpgk2bNslcobIwsBIRKVBxcTFatGiBXbt2SX+ZEVHNoVarsW/fPnTq1Emr/dixY+jbty+ys7PlKUyhuA4rEZECGRoaoqCgQO4yiKiSlJWVwdDQsFy7oaEhH9taAQZWIiKFCgoKwpIlS1BSUiJ3KUSkY71798akSZPwxx9/SG03b97ElClT0KdPHxkrUyZOCSAiUqhXXnkF+/fvR+3ateHq6lpuYfGtW7fKVBkR/Vs3btzAoEGDcO7cOTg4OEhtrVu3xs6dO9GgQQOZK1QWrsNKRKRQlpaW8PPzk7sMIqoEDg4OOHnyJPbt26d1U6WXl5fMlSkTR1iJiBQmNTWVi8QTEf0F57ASESlM48aN4ezsjNGjR+O7777D77//LndJRKQjUVFRcHFxQW5ubrltOTk5aNWqFQ4ePChDZcrGEVYiIoWJjo6WXvHx8SgqKkKjRo3Qu3dveHp6wtPTs8JHthKR8g0aNAienp6YMmVKhdtDQkJw4MABbNu2rYorUzYGViIiBSsoKMCRI0ekAHvs2DFpjdZz587JXR4RPSdHR0dEREQ8cX3lCxcuoG/fvkhLS6viypSNgZWIqBooKirC4cOHsXv3bqxZswZ5eXkoLS2Vuywiek4mJiY4e/YsmjRpUuH2y5cvw9XVFQ8ePKjiypSNc1iJiBSoqKgIsbGxmD9/Pjw9PWFpaYm3334bd+/exeeff47U1FS5SySif6B+/fo4e/bsE7efPn0adnZ2VVhR9cARViIihenduzfi4+Ph7OwMDw8P9OjRAx4eHvxLjKgGmDBhAqKjo3H8+HGYmJhobXvw4AE6d+4MT09PhISEyFShMjGwEhEpjKGhIezs7ODr64tevXrBw8MDderUkbssItKBjIwMtG/fHvr6+ggODkbz5s0BPJy7GhoaitLSUpw8eZI3Vj6GgZWISGHy8/Nx8OBBREdH48CBA0hKSkKzZs3g4eEhBdh69erJXSYR/UPXr1/H+PHjsWfPHjyKYSqVCt7e3ggNDeU6zBVgYCUiUrh79+7h0KFDOHDgAKKjo3Hq1Ck0bdr0qfPgiEj57t69i8uXL0MIgaZNm8LKykrukhSLj2YlIlI4MzMzWFtbw9raGlZWVjAwMEBycrLcZRHRv2RlZYVOnTrJXUa1wBFWIiKFKSsrw4kTJ6QpAYcPH0Z+fj7q168vPTjA09MTjo6OcpdKRFQlGFiJiBTGwsIC+fn50Gg0Ujjt1asXGjduLHdpRESyYGAlIlKYNWvWwNPTE82aNZO7FCIiRWBgJSIiIiJF45OuiIiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJ6InWr18PS0tLucuQODk5YeXKlXKXUelmz56NsWPHSu+FEBg7diysra2hUqmQlJQkX3EKpFKpcO3aNbnLqLaKiorg5OSEEydOyF0K0RMxsBJVoYkTJ6JDhw4wNjZG27Zt5S7nbw0bNgwXL16s9PPMnz8fb7zxRqWfBwBGjRoFX1/ff32cQYMGoWHDhjAxMYGdnR1GjBiBP/74Q6vP6dOn0aNHD5iYmMDBwQFLly792+Omp6fjs88+w//+9z+pLSIiAuvXr8euXbtw69YttG7dGrGxsRg4cCDs7e2hUqmwffv2f31Nj0RHR6N9+/YwNjZGkyZNsH79+r/dZ8+ePejatSvMzc1Rr149+Pn5lQuRf3fce/fuYfLkyXB0dISpqSm6deuG48eP6+y65PbTTz+hRYsWMDExgaurK3777ben9h81ahRUKlW5V6tWraQ+z/KZ5eXlITg4GA0aNICpqSlcXFwQFhYmbTcyMsJ7772H6dOn6/aCiXSIgZWoio0ePRrDhg2r1HMUFRXp5DimpqawsbHRybGeZseOHRg0aFCln0eXPD09sXnzZqSkpODnn3/GlStX8Oqrr0rbc3Nz0bdvXzg6OiIhIQGffPIJ5s2bh7Vr1z71uF999RW6deum9RSrK1euwM7ODt26dYNGo4GBgQHy8/Ph5uaG0NBQnV5XamoqfHx84OnpiaSkJEyePBlvvfUW9uzZ89R9Bg8ejN69eyMpKQl79uzB7du3MWTIkOc67ltvvYXIyEh8++23OHPmDPr27QsvLy/cvHlTp9cohyNHjuC///0vAgMDkZiYCF9fX/j6+uLs2bNP3Oezzz7DrVu3pNeNGzdgbW2N1157TerzLJ/Z1KlTERERge+++w7JycmYPHkygoODsXPnTqmPv78/Dh06hHPnzlXOB0D0bwki0omCggIxYcIEUa9ePWFsbCy6d+8ujh07VmHfuXPnCjc3t2c67qO+YWFhokGDBsLU1FS89tprIjs7W+oTEBAgBg8eLBYuXCjs7OyEk5OTEEKItLQ08dprrwm1Wi2srKzEoEGDRGpqqhBCiD179ghjY2Nx9+5drfNNnDhReHp6CiGEWLdunVCr1Vrbt2/fLtq1ayeMjY2Fs7OzmDdvniguLhZCCPHuu+8KHx8fqe+nn34qAIjdu3dLbY0bNxZffvml9D4tLU0YGRmJnJwcUVZWJubOnSscHByEkZGRsLOzExMmTJD6Ojo6ikWLFok333xT1K5dWzg4OIg1a9Zo1Xf69Gnh6ekpTExMhLW1tRgzZoy4d++e9FkC0HodOHBAFBYWiqCgIKHRaISxsbFo2LCh+Oijj57p+3lkx44dQqVSiaKiIiGEEF988YWwsrIShYWFUp/p06eL5s2bP/U4rVq1Ep9//rn0PiAgQKteR0fHcvsAENu2bXuuep/k/fffF61atdJqGzZsmPD29n7iPj/99JMwMDAQpaWlUtvOnTu1Po+/O+79+/eFvr6+2LVrl1af9u3bi//9739PrRmA9HNdkcuXL4tBgwYJGxsbYWZmJjp27CgiIyO1+hQUFIj3339fNGjQQBgZGYnGjRuLr776Stp+9uxZ4ePjI8zNzUXt2rXFSy+9JC5fvvzUuv5q6NChWn82hBCiS5cuYty4cc98jG3btgmVSiWuXbsmhHj2z6xVq1ZiwYIFT+0jhBCenp5i1qxZz1wPUVXiCCuRjrz//vv4+eefsWHDBpw8eRJNmjSBt7c3srKy/vWxL1++jM2bN+OXX35BREQEEhMT8c4772j12b9/P1JSUhAZGYldu3ahuLgY3t7eMDc3x8GDB3H48GHUrl0b/fr1Q1FREfr06QNLS0v8/PPP0jFKS0vx448/wt/fv8I6Dh48iJEjR2LSpEk4f/481qxZg/Xr12PRokUAAA8PDxw6dAilpaUAgJiYGNStWxfR0dEAgJs3b+LKlSvo1auXdMydO3eiV69esLCwwM8//4xPP/0Ua9aswaVLl7B9+3a4urpq1bB8+XJ07NhR+gzGjx+PlJQUAEB+fj68vb1hZWWF48eP46effsK+ffsQHBwMAHjvvfcwdOhQ9OvXTxq16tatG0JCQrBz505pxHTjxo1wcnJ65u8nKysLGzduRLdu3WBoaAgAiIuLQ8+ePWFkZCT18/b2RkpKCu7evfvE45w/fx4dO3aU2j777DMsWLAADRo0wK1bt57rV+Tz5s17rut4VLeXl5dWm7e3N+Li4p64T4cOHaCnp4d169ahtLQUOTk5+Pbbb+Hl5aX1eTztuCUlJSgtLYWJiYlWH1NTUxw6dOi5ruFxeXl5GDBgAPbv34/ExET069cPAwcORFpamtRn5MiR2LRpE0JCQpCcnIw1a9agdu3aAB7+3Pbs2RPGxsaIiopCQkICRo8ejZKSEgAPpzr83Tzaf/K5Pu7rr7+Gl5eXNPr+rJ9Zt27dsHPnTty8eRNCCBw4cAAXL15E3759tfbr3LkzDh48+Mz1EFUpuRMzUU2Ql5cnDA0NxcaNG6W2oqIiYW9vL5YuXVqu//OOsOrr64vff/9datu9e7fQ09MTt27dEkI8HIWztbXVGs379ttvRfPmzUVZWZnUVlhYKExNTcWePXuEEEJMmjRJ9O7dW9r++Kjr4yOsffr0KTfy+O233wo7OzshhBB3794Venp64vjx46KsrExYW1uLxYsXiy5dugghhPjuu+9E/fr1tfZ/+eWXpRHF5cuXi2bNmkmjco9zdHQUb7zxhvS+rKxM2NjYiNWrVwshhFi7dq2wsrISeXl5Up9ff/1V6OnpifT0dOmzGjx4sNZxJ0yYIHr37q31WT2L999/X9SqVUsAEF27dhW3b9/Wuq6xY8dq9T937pwAIM6fP1/h8RITEwUAkZaWptX+6aefVjiy+gieMMK6atUqre/3WTRt2rTcd/zrr78KAOL+/ftP3C86OlrY2NgIfX19AUC4u7trjd4/y3Hd3d2Fh4eHuHnzpigpKRHffvut0NPTE82aNXtqzfibEdaKtGrVSqxatUoIIURKSooAUG7U9ZGZM2cKZ2fnJ/5cxsfHi+bNm2v9GX2coaGh+P7777XaQkNDhY2NzTPVe/PmTaGvry9+/PFHrfZn+cwKCgrEyJEjBQBhYGAgjIyMxIYNG8qd47PPPpN+O0OkNBxhJdKBK1euoLi4GN27d5faDA0N0blzZyQnJz/zcWrXri293n77bam9YcOGqF+/vvTe3d0dZWVl0sgiALi6umqN5p06dQqXL1+Gubm5dExra2sUFBTgypUrAB7OW4uOjpZuFtq4cSN8fHyeuDLAqVOnsGDBAq06x4wZg1u3buH+/fuwtLSEm5sboqOjcebMGRgZGWHs2LFITExEXl4eYmJi4OHhIR0vNzcXMTEx0vzV1157DQ8ePECjRo0wZswYbNu2TRrFeqRNmzbSf6tUKmg0GmRmZgIAkpOT4ebmBjMzM6lP9+7dy31Wjxs1ahSSkpLQvHlzTJw4EXv37pW2vf3221rX+1fTpk1DYmIi9u7dC319fYwcORLiXzzt+sGDBwBQbsTsnwoODsb+/ft1cqynSU9Px5gxYxAQEIDjx48jJiYGRkZGePXVV5/r8/j2228hhED9+vVhbGyMkJAQ/Pe//4We3r/7qyovLw/vvfceWrZsCUtLS9SuXRvJycnSCGtSUhL09fW1fjb/KikpCT169JBGix/XuXNnXLhwQevPqK5t2LABlpaW5W4YfJbPbNWqVTh69Ch27tyJhIQELF++HEFBQdi3b5/WsUxNTXH//v1Kuwaif8NA7gKI6P/8dbkiCwuL59r3ryENePiXdIcOHbBx48ZyfevVqwcA6NSpExo3bowffvgB48ePx7Zt2556R3heXh7mz5+vdTPNI49CVq9evRAdHQ1jY2N4eHjA2toaLVu2xKFDhxATE4N3331X2mf37t1wcXGBg4MDAMDBwQEpKSnYt28fIiMj8c477+CTTz5BTEyMFBYeDw0qlQplZWXP8Ak9Wfv27ZGamordu3dj3759GDp0KLy8vLBlyxYsWLAA7733XoX71a1bF3Xr1kWzZs3QsmVLODg44OjRo3B3d4dGo0FGRoZW/0fvNRrNE48HAHfv3pW+o6r2pLotLCxgampa4T6hoaFQq9VaqyB89913cHBwQHx8PLp27fpMx23cuDFiYmKQn5+P3Nxc2NnZYdiwYWjUqNG/uqb33nsPkZGRWLZsGZo0aQJTU1O8+uqr0s2JT7quR/5u+7N40vU/6Wfhr4QQ+OabbzBixAitf5QCf/+ZPXjwAB988AG2bdsGHx8fAA//0ZeUlIRly5ZpTVPIysqS7eeO6O9whJVIBxo3bgwjIyMcPnxYaisuLsbx48fh4uLyzMdp0qSJ9Prr3flpaWlaSyYdPXoUenp6aN68+ROP1b59e1y6dAk2NjZax23SpAnUarXUz9/fHxs3bsQvv/wCPT096S+1Jx0zJSWl3PGaNGkijeg8mse6f/9+aa5qr169sGnTJly8eFFr/uqOHTswePBgrXOYmppi4MCBCAkJQXR0NOLi4nDmzJln+vxatmyJU6dOIT8/X2o7fPiw1mdlZGQkzbH9KwsLCwwbNgxffvklfvzxR/z888/Iysoq9/k9yaPQXFhYCODhKHhsbCyKi4ulPpGRkWjevDmsrKwqPEbjxo1hYWGB8+fPP9P1VgZ3d/dyo7KRkZFwd3d/4j73798vNwqqr68P4P8+l+c5rpmZGezs7HD37l3s2bOn3M/I8zp8+DBGjRqFV155Ba6urtBoNFrzTV1dXVFWVoaYmJgK92/Tpg0OHjyo9V0+r3/yuT4SExODy5cvIzAw8Il9nvSZFRcXo7i4uMLv5/F/6J09exbt2rV71ksiqlqyTkggqkEmTZok7O3txe7du8W5c+dEQECAsLKyEllZWVKfS5cuicTERDFu3DjRrFkzkZiYKBITE7Xmnj5u7ty5wszMTHh5eYmkpCQRGxsrmjVrJoYPHy71qWheZn5+vmjatKno1auXiI2NFVevXhUHDhwQEyZMEDdu3NCqCYBo06aNCAwM1DrG43NYIyIihIGBgZg3b544e/asOH/+vNi0aZPW3cZZWVlCT09P6Ovri+TkZCHEw7ub9fX1pbmuQghRXFwsLC0tRUJCgtb5vvrqK3HmzBlx5coVMWvWLGFqairNDXV0dBSffvqpVo1ubm5i7ty50jXb2dkJPz8/cebMGREVFSUaNWokAgICpP6LFi0SDRs2FBcuXBB//vmnKCoqEsuXLxfff/+9SE5OFikpKSIwMFBoNBqtu97/6ujRo2LVqlUiMTFRXLt2Tezfv19069ZNNG7cWBQUFAghhMjOzha2trZixIgR4uzZs+KHH34QtWrVKreqweOGDBki3n33Xa22iuaw3rt3T/r5ASBWrFghEhMTxfXr16U+/2QO69WrV0WtWrXEtGnTRHJysggNDRX6+voiIiLiicfdv3+/UKlUYv78+eLixYsiISFBeHt7C0dHR2l+6rMcNyIiQuzevVtcvXpV7N27V7i5uYkuXbo8ce7oI/ibOayvvPKKaNu2rUhMTBRJSUli4MCBwtzcXEyaNEnqM2rUKOHg4CC2bdsm/Vl5NF/09u3bok6dOmLIkCHi+PHj4uLFiyI8PFxcuHBBCPFsc1gPHz4sDAwMxLJly0RycrKYO3euMDQ0FGfOnJH6zJgxQ4wYMaLcvm+88YY0D/xxz/KZeXh4iFatWokDBw6Iq1evinXr1gkTExPxxRdfaB3L0dFRhIeHP/EaiOTEwEqkIw8ePBATJkwQdevWfeKyVh4eHuWWVfq7v2wf3aD1xRdfCHt7e2FiYiJeffVVrSBcUWAVQohbt26JkSNHSjU1atRIjBkzRuTk5Gj169y5swAgoqKitNorWtYqIiJCdOvWTZiamgoLCwvRuXNnsXbtWq0+bm5uQqPRSO/v3LkjVCqVVsjet2+faNCggdZ+27ZtE126dBEWFhbCzMxMdO3aVezbt0/a/neBVYinL2slhBCZmZni5ZdfFrVr15aWtVq7dq1o27atMDMzExYWFqJPnz7i5MmT5T7Px89hbW0tjI2NhZOTk3j77bfLBZZTp06Jl156SRgbG4v69euLjz/++InHfOS3334T9evX1wrLFQXWAwcOVPiz9NdwPnfu3KferPUkBw4cEG3bthVGRkaiUaNGYt26dVrbKzrupk2bRLt27YSZmZmoV6+eGDRokPQPlmc97o8//igaNWokjIyMhEajEUFBQVrLtz3J3/0ZSk1NFZ6ensLU1FQ4ODiIzz//XHh4eGgF1gcPHogpU6YIOzs7YWRkJJo0aSK++eYbafupU6dE3759Ra1atYS5ubno0aOHuHLlinRdf1eDEEJs3rxZNGvWTBgZGYlWrVqJX3/9VWt7QECA8PDw0GrLzs4Wpqam5f6MPfIsn9mtW7fEqFGjpP//aN68uVi+fLnWTYZHjhwRlpaWT72xjkhOKiH+xR0CRFTp5s2bh+3bt9e4x3FOnDgRJSUl+OKLL+QuRVGEEOjSpQumTJmC//73v3KXUy2oVCqkpqY+9xJe9H+GDRsGNzc3fPDBB3KXQlQh3nRFRLJo3br1M83fe9GoVCqsXbv2meftEv1bRUVFcHV1xZQpU+QuheiJOMJKpHA1dYSVSFc4wkpU8zGwEhFRtTZv3jxMnjz5iesHE1H1x8BKRERERIrGdViJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNH+H8BYaLmubecrAAAAAElFTkSuQmCC","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��: 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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ukqSqVasWZbsAANxRCKxAAWjatKlcXFy0adMm+1hCQoKSkpIUHh7uUGuz2RQYGCgPDw8tW7ZMQUFBatKkSVG3DADAHYNdAgBJaWlpOnbsmP15YmKi4uPj5evrq+DgYF24cEFJSUn66aefJN0Io9KNmdWAgAB5eXmpf//+Gj16tHx9feXp6alhw4YpPDxcd999t/28M2bMUOfOneXk5KTly5fr9ddf16effqpSpUoV7QcGAOAOYjMMwzC7icKQ33vTFoQqY9cU6vmL0snXu5rdQoHK73dzLWm/zi17Kdd4mfodVaHrKKUd2Khf/zs713Gv1o/K+54+kiTjeqYubH5fVw5vlZGdJffQJip/37MqVdbHXp+87CVlnjsuZWfJpWKovFs/Ko9qzfL9eYrb9wMAKNnym9eYYQUkuQc3UMiLq295vGxYhMqGRdzyuCTZnF1VvtNgle80+JY1AY9O/cs9AgBQUrGGFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWNptB9aYmBh169ZNgYGBstlsWrlypcNxwzA0YcIEVapUSR4eHoqIiNDRo0cdai5cuKA+ffrI09NT3t7e6t+/v9LS0hxq9u/fr3vvvVfu7u4KCgrS9OnTb//TAQAA4I5324E1PT1dDRs2VFRUVJ7Hp0+frjlz5mj+/PmKjY1VmTJlFBkZqWvXrtlr+vTpo0OHDmnDhg1avXq1YmJiNHDgQPvx1NRUderUSSEhIdq9e7dmzJihiRMnasGCBX/hIwIAAOBO5ny7L+jSpYu6dOmS5zHDMDR79my9/PLL6t69uyRp8eLF8vf318qVK9W7d28dPnxY69atU1xcnJo1ayZJmjt3ru6//379+9//VmBgoJYsWaLMzEz95z//kaurq+rVq6f4+Hi98cYbDsEWAAAAxV+BrmFNTExUcnKyIiIi7GNeXl5q2bKltm/fLknavn27vL297WFVkiIiIuTk5KTY2Fh7TZs2beTq6mqviYyMVEJCgi5evJjne2dkZCg1NdXhAQAAgDtfgQbW5ORkSZK/v7/DuL+/v/1YcnKy/Pz8HI47OzvL19fXoSavc/z2PX7vtddek5eXl/0RFBT0v38gAAAAmK7Y7BIwbtw4paSk2B+nT582uyUAAAAUgAINrAEBAZKkc+fOOYyfO3fOfiwgIEDnz593OH79+nVduHDBoSavc/z2PX7Pzc1Nnp6eDg8AAADc+Qo0sIaGhiogIECbNm2yj6Wmpio2Nlbh4eGSpPDwcF26dEm7d++212zevFk5OTlq2bKlvSYmJkZZWVn2mg0bNqhWrVry8fEpyJYBAABgcbcdWNPS0hQfH6/4+HhJNy60io+PV1JSkmw2m0aOHKlXX31Vq1at0oEDB/TEE08oMDBQPXr0kCTVqVNHnTt31oABA7Rz5059++23Gjp0qHr37q3AwEBJ0mOPPSZXV1f1799fhw4d0ieffKI333xTo0ePLrAPDgAAgDvDbW9rtWvXLrVv397+/GaI7NevnxYtWqQXXnhB6enpGjhwoC5duqR77rlH69atk7u7u/01S5Ys0dChQ9WxY0c5OTmpZ8+emjNnjv24l5eXvv76aw0ZMkRNmzZVhQoVNGHCBLa0AgAAKIFshmEYZjdRGFJTU+Xl5aWUlJRCX89aZeyaQj1/UTr5elezWyhQxem7kYrf9wMAKNnym9eKzS4BAAAAKJ4IrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIKPLBmZ2dr/PjxCg0NlYeHh6pVq6Z//etfMgzDXmMYhiZMmKBKlSrJw8NDEREROnr0qMN5Lly4oD59+sjT01Pe3t7q37+/0tLSCrpdAAAAWFyBB9Zp06Zp3rx5euutt3T48GFNmzZN06dP19y5c+0106dP15w5czR//nzFxsaqTJkyioyM1LVr1+w1ffr00aFDh7RhwwatXr1aMTExGjhwYEG3CwAAAItzLugTfvfdd+revbu6du0qSapSpYqWLVumnTt3Sroxuzp79my9/PLL6t69uyRp8eLF8vf318qVK9W7d28dPnxY69atU1xcnJo1ayZJmjt3ru6//379+9//VmBgYK73zcjIUEZGhv15ampqQX80AAAAmKDAZ1hbtWqlTZs26YcffpAk7du3T9u2bVOXLl0kSYmJiUpOTlZERIT9NV5eXmrZsqW2b98uSdq+fbu8vb3tYVWSIiIi5OTkpNjY2Dzf97XXXpOXl5f9ERQUVNAfDQAAACYo8BnWsWPHKjU1VbVr11apUqWUnZ2tKVOmqE+fPpKk5ORkSZK/v7/D6/z9/e3HkpOT5efn59ios7N8fX3tNb83btw4jR492v48NTWV0AoAAFAMFHhg/fTTT7VkyRItXbpU9erVU3x8vEaOHKnAwED169evoN/Ozs3NTW5uboV2fgAAAJijwAPrmDFjNHbsWPXu3VuSFBYWplOnTum1115Tv379FBAQIEk6d+6cKlWqZH/duXPn1KhRI0lSQECAzp8/73De69ev68KFC/bXAwAAoGQo8DWsV65ckZOT42lLlSqlnJwcSVJoaKgCAgK0adMm+/HU1FTFxsYqPDxckhQeHq5Lly5p9+7d9prNmzcrJydHLVu2LOiWAQAAYGEFPsParVs3TZkyRcHBwapXr5727t2rN954Q08//bQkyWazaeTIkXr11VdVo0YNhYaGavz48QoMDFSPHj0kSXXq1FHnzp01YMAAzZ8/X1lZWRo6dKh69+6d5w4BAAAAKL4KPLDOnTtX48eP17PPPqvz588rMDBQgwYN0oQJE+w1L7zwgtLT0zVw4EBdunRJ99xzj9atWyd3d3d7zZIlSzR06FB17NhRTk5O6tmzp+bMmVPQ7QIAAMDibMZvb0FVjKSmpsrLy0spKSny9PQs1PeqMnZNoZ6/KJ18vavZLRSo4vTdSMXv+wEAlGz5zWsFvoYVAAAAKEgEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRVKYD1z5owef/xxlS9fXh4eHgoLC9OuXbvsxw3D0IQJE1SpUiV5eHgoIiJCR48edTjHhQsX1KdPH3l6esrb21v9+/dXWlpaYbQLAAAACyvwwHrx4kW1bt1aLi4uWrt2rb7//nvNnDlTPj4+9prp06drzpw5mj9/vmJjY1WmTBlFRkbq2rVr9po+ffro0KFD2rBhg1avXq2YmBgNHDiwoNsFAACAxTkX9AmnTZumoKAgLVy40D4WGhpq//+GYWj27Nl6+eWX1b17d0nS4sWL5e/vr5UrV6p37946fPiw1q1bp7i4ODVr1kySNHfuXN1///3697//rcDAwIJuGwAAABZV4DOsq1atUrNmzfTwww/Lz89PjRs31rvvvms/npiYqOTkZEVERNjHvLy81LJlS23fvl2StH37dnl7e9vDqiRFRETIyclJsbGxeb5vRkaGUlNTHR4AAAC48xV4YD1x4oTmzZunGjVqaP369Ro8eLCGDx+uDz74QJKUnJwsSfL393d4nb+/v/1YcnKy/Pz8HI47OzvL19fXXvN7r732mry8vOyPoKCggv5oAAAAMEGBB9acnBw1adJEU6dOVePGjTVw4EANGDBA8+fPL+i3cjBu3DilpKTYH6dPny7U9wMAAEDRKPDAWqlSJdWtW9dhrE6dOkpKSpIkBQQESJLOnTvnUHPu3Dn7sYCAAJ0/f97h+PXr13XhwgV7ze+5ubnJ09PT4QEAAIA7X4EH1tatWyshIcFh7IcfflBISIikGxdgBQQEaNOmTfbjqampio2NVXh4uCQpPDxcly5d0u7du+01mzdvVk5Ojlq2bFnQLQMAAMDCCnyXgFGjRqlVq1aaOnWqevXqpZ07d2rBggVasGCBJMlms2nkyJF69dVXVaNGDYWGhmr8+PEKDAxUjx49JN2Yke3cubN9KUFWVpaGDh2q3r17s0MAAABACVPggbV58+ZasWKFxo0bp8mTJys0NFSzZ89Wnz597DUvvPCC0tPTNXDgQF26dEn33HOP1q1bJ3d3d3vNkiVLNHToUHXs2FFOTk7q2bOn5syZU9DtAgAAwOJshmEYZjdRGFJTU+Xl5aWUlJRCX89aZeyaQj1/UTr5elezWyhQxem7kYrf9wMAKNnym9cK5dasAAAAQEEhsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsr9MD6+uuvy2azaeTIkfaxa9euaciQISpfvrzKli2rnj176ty5cw6vS0pKUteuXVW6dGn5+flpzJgxun79emG3CwAAAIsp1MAaFxend955Rw0aNHAYHzVqlL766it99tln2rp1q3766Sc99NBD9uPZ2dnq2rWrMjMz9d133+mDDz7QokWLNGHChMJsFwAAABZUaIE1LS1Nffr00bvvvisfHx/7eEpKit5//3298cYb6tChg5o2baqFCxfqu+++044dOyRJX3/9tb7//nt99NFHatSokbp06aJ//etfioqKUmZmZmG1DAAAAAsqtMA6ZMgQde3aVREREQ7ju3fvVlZWlsN47dq1FRwcrO3bt0uStm/frrCwMPn7+9trIiMjlZqaqkOHDuX5fhkZGUpNTXV4AAAA4M7nXBgn/fjjj7Vnzx7FxcXlOpacnCxXV1d5e3s7jPv7+ys5Odle89uwevP4zWN5ee211zRp0qQC6B4AAABWUuAzrKdPn9aIESO0ZMkSubu7F/Tpb2ncuHFKSUmxP06fPl1k7w0AAIDCU+CBdffu3Tp//ryaNGkiZ2dnOTs7a+vWrZozZ46cnZ3l7++vzMxMXbp0yeF1586dU0BAgCQpICAg164BN5/frPk9Nzc3eXp6OjwAAABw5yvwwNqxY0cdOHBA8fHx9kezZs3Up08f+/93cXHRpk2b7K9JSEhQUlKSwsPDJUnh4eE6cOCAzp8/b6/ZsGGDPD09Vbdu3YJuGQAAABZW4GtYy5Urp/r16zuMlSlTRuXLl7eP9+/fX6NHj5avr688PT01bNgwhYeH6+6775YkderUSXXr1lXfvn01ffp0JScn6+WXX9aQIUPk5uZW0C0DAADAwgrloqs/M2vWLDk5Oalnz57KyMhQZGSk3n77bfvxUqVKafXq1Ro8eLDCw8NVpkwZ9evXT5MnTzajXQAAAJioSAJrdHS0w3N3d3dFRUUpKirqlq8JCQnRf//730LuDAAAAFZX6LdmBQAAAP4XBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVwB3ltddeU/PmzVWuXDn5+fmpR48eSkhIyLPWMAx16dJFNptNK1euzHV80aJFatCggdzd3eXn56chQ4YUcvcAgL/C2ewGAOB2bN26VUOGDFHz5s11/fp1vfTSS+rUqZO+//57lSlTxqF29uzZstlseZ7njTfe0MyZMzVjxgy1bNlS6enpOnnyZBF8AgDA7SKwArijrFu3zuH5okWL5Ofnp927d6tNmzb28fj4eM2cOVO7du1SpUqVHF5z8eJFvfzyy/rqq6/UsWNH+3iDBg0Kt3kAwF/CkgAAd7SUlBRJkq+vr33sypUreuyxxxQVFaWAgIBcr9mwYYNycnJ05swZ1alTR5UrV1avXr10+vTpIusbAJB/BFYAd6ycnByNHDlSrVu3Vv369e3jo0aNUqtWrdS9e/c8X3fixAnl5ORo6tSpmj17tj7//HNduHBB9913nzIzM4uqfQBAPrEkAMAda8iQITp48KC2bdtmH1u1apU2b96svXv33vJ1OTk5ysrK0pw5c9SpUydJ0rJlyxQQEKAtW7YoMjKy0HsHAOQfM6wA7khDhw7V6tWrtWXLFlWuXNk+vnnzZh0/flze3t5ydnaWs/ONv5f37NlT7dq1kyT7mta6devaX1exYkVVqFBBSUlJRfchAAD5wgwrgDuKYRgaNmyYVqxYoejoaIWGhjocHzt2rP7xj384jIWFhWnWrFnq1q2bJKl169aSpISEBHvYvXDhgn755ReFhIQUwacAANwOAiuAO8qQIUO0dOlSffnllypXrpySk5MlSV5eXvLw8FBAQECeF1oFBwfbw23NmjXVvXt3jRgxQgsWLJCnp6fGjRun2rVrq3379kX6eQAAf47ACsAUVcau+UuvOzVvniTZf71/U/n7R6psWMQtXzdw8S6N3OFif54T2kcXTryrezt0kmxOcguuL9+OY1Rj/Nd/qa+Tr3f9S68DAPw5AiuAO0rIi6sL5DVObqVV4f4R0v0jCqItAEAh4qIrAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQUeWF977TU1b95c5cqVk5+fn3r06KGEhASHmmvXrmnIkCEqX768ypYtq549e+rcuXMONUlJSeratatKly4tPz8/jRkzRtevXy/odgEAAGBxBR5Yt27dqiFDhmjHjh3asGGDsrKy1KlTJ6Wnp9trRo0apa+++kqfffaZtm7dqp9++kkPPfSQ/Xh2dra6du2qzMxMfffdd/rggw+0aNEiTZgwoaDbBQAAgMUV+LZW69atc3i+aNEi+fn5affu3WrTpo1SUlL0/vvva+nSperQoYMkaeHChapTp4527Nihu+++W19//bW+//57bdy4Uf7+/mrUqJH+9a9/6cUXX9TEiRPl6uqa630zMjKUkZFhf56amlrQHw0AAAAmKPQ1rCkpKZIkX19fSdLu3buVlZWliIj/2+C7du3aCg4O1vbt2yVJ27dvV1hYmPz9/e01kZGRSk1N1aFDh/J8n9dee01eXl72R1BQUGF9JAAAABShQg2sOTk5GjlypFq3bq369etLkpKTk+Xq6ipvb2+HWn9/f/stFpOTkx3C6s3jN4/lZdy4cUpJSbE/Tp8+XcCfBgAAAGYo1DtdDRkyRAcPHtS2bdsK820kSW5ubnJzcyv09wEAAEDRKrQZ1qFDh2r16tXasmWLKleubB8PCAhQZmamLl265FB/7tw5BQQE2Gt+v2vAzec3awAAAFAyFHhgNQxDQ4cO1YoVK7R582aFhoY6HG/atKlcXFy0adMm+1hCQoKSkpIUHh4uSQoPD9eBAwd0/vx5e82GDRvk6empunXrFnTLAAAAsLACXxIwZMgQLV26VF9++aXKlStnX3Pq5eUlDw8PeXl5qX///ho9erR8fX3l6empYcOGKTw8XHfffbckqVOnTqpbt6769u2r6dOnKzk5WS+//LKGDBnCr/0BAABKmAIPrPPmzZMktWvXzmF84cKFevLJJyVJs2bNkpOTk3r27KmMjAxFRkbq7bfftteWKlVKq1ev1uDBgxUeHq4yZcqoX79+mjx5ckG3CwAAAIsr8MBqGMaf1ri7uysqKkpRUVG3rAkJCdF///vfgmwNAAAAd6BC34cVAAAA+F8QWAEAAGBpBFYAAABYGoEVAFBgYmJi1K1bNwUGBspms2nlypUOxw3D0IQJE1SpUiV5eHgoIiJCR48edaiZMmWKWrVqpdKlS+e6KyKAkonACgAoMOnp6WrYsOEtL6qdPn265syZo/nz5ys2NlZlypRRZGSkrl27Zq/JzMzUww8/rMGDBxdV2wAsrlBvzQoAKFm6dOmiLl265HnMMAzNnj1bL7/8srp37y5JWrx4sfz9/bVy5Ur17t1bkjRp0iRJ0qJFi4qkZwDWxwwrAKBIJCYmKjk5WREREfYxLy8vtWzZUtu3bzexMwBWR2AFABSJm3c+9Pf3dxj39/e3HwOAvBBYAQAAYGkEVgBAkQgICJAknTt3zmH83Llz9mMAkBcCKwCgSISGhiogIECbNm2yj6Wmpio2Nlbh4eEmdlZynTlzRo8//rjKly8vDw8PhYWFadeuXfbjTz75pGw2m8Ojc+fOJnaMkopdAgAABSYtLU3Hjh2zP09MTFR8fLx8fX0VHByskSNH6tVXX1WNGjUUGhqq8ePHKzAwUD169LC/JikpSRcuXFBSUpKys7MVHx8vSapevbrKli1bxJ+o+Lp48aJat26t9u3ba+3atapYsaKOHj0qHx8fh7rOnTtr4cKF9udubm5F3SpAYAUA5FZl7Jq/9LprSft1btlL9uejR4+WJJWp31EVuo6SYdSTUbezHnysn3Kupcu9cl35dhqr2hP/b9b1lzWzlH7w/543btxYkuT/6FS5Bze47Z5Ovt71L32W4m7atGkKCgpyCKOhoaG56tzc3FiyAdMRWAEABcY9uIFCXlx9y+M2m03e9z4u73sfv2VNha6jVKHrqMJoD7+xatUqRUZG6uGHH9bWrVt111136dlnn9WAAQMc6qKjo+Xn5ycfHx916NBBr776qsqXL29S1yipWMMKAEAJdOLECc2bN081atTQ+vXrNXjwYA0fPlwffPCBvaZz585avHixNm3apGnTpmnr1q3q0qWLsrOzTewcJREzrAAAlEA5OTlq1qyZpk6dKunG0ouDBw9q/vz56tevnyTZ7z4mSWFhYWrQoIGqVaum6OhodezY0ZS+UTIxwwoAQAlUqVIl1a1b12GsTp06SkpKuuVrqlatqgoVKjhcWAcUBQIrAAAlUOvWrZWQkOAw9sMPPygkJOSWr/nxxx/166+/qlKlSoXdHuCAwAoAQAk0atQo7dixQ1OnTtWxY8e0dOlSLViwQEOGDJF0Y4uyMWPGaMeOHTp58qQ2bdqk7t27q3r16oqMjDS5e5Q0rGEFAOAO8le3HMuLT/eXNHHWAv1zwkQ5e/nL896n9c8D3vrn2DXKycrQz8s36Y2331XOtXSVKusrj9DG8o4cpVqvbCywHth2DPlBYAUAoIQqXb2FSldvkecxJxc3+T/yryLuCMgbSwIAAABgaQRWAAAAWBqBFQAAwOJiYmLUrVs3BQYGymazaeXKlWa3VKQIrAAAABaXnp6uhg0bKioqyuxWTMFFVwAAABbXpUsXdenSxew2TMMMKwAAACyNwAoAAABLI7ACAADA0iwdWKOiolSlShW5u7urZcuW2rlzp9ktAQAAoIhZNrB+8sknGj16tF555RXt2bNHDRs2VGRkpM6fP292awAAAChClt0l4I033tCAAQP01FNPSZLmz5+vNWvW6D//+Y/Gjh2bqz4jI0MZGRn25ykpKZKk1NTUQu81J+NKob9HUSmKn1dRKk7fjVS8vh++G2srTt8P3421Fbfvp7CkpaXpxIkT9ueHDx9WhQoV5OPjo6CgIBM7+9/c/P4Nw/jDOpvxZxUmyMzMVOnSpfX555+rR48e9vF+/frp0qVL+vLLL3O9ZuLEiZo0aVIRdgkAAICCcPr0aVWuXPmWxy05w/rLL78oOztb/v7+DuP+/v46cuRInq8ZN26cRo8ebX+ek5OjCxcuqHz58rLZbIXab1FITU1VUFCQTp8+LU9PT7PbwW/w3VgX34218f1YF9+NdRW378YwDF2+fFmBgYF/WGfJwPpXuLm5yc3NzWHM29vbnGYKkaenZ7H4B7Q44ruxLr4ba+P7sS6+G+sqTt+Nl5fXn9ZY8qKrChUqqFSpUjp37pzD+Llz5xQQEGBSVwAAADCDJQOrq6urmjZtqk2bNtnHcnJytGnTJoWHh5vYGQAAAIqaZZcEjB49Wv369VOzZs3UokULzZ49W+np6fZdA0oaNzc3vfLKK7mWPcB8fDfWxXdjbXw/1sV3Y10l9bux5C4BN7311luaMWOGkpOT1ahRI82ZM0ctW7Y0uy0AAAAUIUsHVgAAAMCSa1gBAACAmwisAAAAsDQCKwAAACyNwAoAQAl2/fp1LV68ONfe54CVcNEVcJuuXr0qwzBUunRpSdKpU6e0YsUK1a1bV506dTK5OwC4faVLl9bhw4cVEhJidiv4/5YtW6bLly/nu97Pz089evQovIZMxgwrcJu6d++uxYsXS5IuXbqkli1baubMmerevbvmzZtncnclW3p6usaPH69WrVqpevXqqlq1qsMD5lu8eLEyMjJyjWdmZtr/XKHotWjRQvHx8Wa3gd+YMmWK3N3d7bee/7PH1KlTzW65UDHDeoe4+TXZbDaTO0GFChW0detW1atXT++9957mzp2rvXv36osvvtCECRN0+PBhs1sssR599FFt3bpVffv2VaVKlXL9eRkxYoRJneGmUqVK6ezZs/Lz83MY//XXX+Xn56fs7GyTOivZPv30U40bN06jRo1S06ZNVaZMGYfjDRo0MKmzkqtx48bau3dvvuubN2+uuLi4QuzIXJa90xVuWLx4sWbMmKGjR49KkmrWrKkxY8aob9++JndWcl25ckXlypWTJH399dd66KGH5OTkpLvvvlunTp0yubuSbe3atVqzZo1at25tdiu4BcMw8vyL948//igvLy8TOoIk9e7dW5I0fPhw+5jNZrN/X/xFoujd7gRVcZ/QIrBa2BtvvKHx48dr6NCh9v8Ab9u2Tc8884x++eUXjRo1yuQOS6bq1atr5cqVevDBB7V+/Xr793D+/Hl5enqa3F3J5uPjI19fX7PbQB4aN24sm80mm82mjh07ytn5//7zk52drcTERHXu3NnEDku2xMREs1sA/hCB1cLmzp2refPm6YknnrCPPfDAA6pXr54mTpxIYDXJhAkT9Nhjj2nUqFHq0KGDwsPDJd2YbW3cuLHJ3ZVs//rXvzRhwgR98MEH9oviYA03LwaJj49XZGSkypYtaz/m6uqqKlWqqGfPniZ1By62gtWxhtXC3N3ddfDgQVWvXt1h/OjRowoLC9O1a9dM6gzJyck6e/asGjZsKCenG9cu7ty5U56enqpdu7bJ3ZVcjRs31vHjx2UYhqpUqSIXFxeH43v27DGpM9z0wQcf6JFHHpG7u7vZreB3PvzwQ82fP1+JiYnavn27QkJCNHv2bIWGhqp79+5mt1fihIWFKSoqKl+1hmHo+eefZw0rzFG9enV9+umneumllxzGP/nkE9WoUcOkriBJAQEBSktL04YNG9SmTRt5eHioefPmxX4NkdUV5y1diot+/fpJurErwPnz55WTk+NwPDg42Iy2Srx58+ZpwoQJGjlypKZMmWJfs+rt7a3Zs2cTWE3Qt29frV27Nt/1Tz75ZOE1YwHMsFrYF198oUceeUQRERH2NazffvutNm3apE8//VQPPvigyR2WTL/++qt69eqlLVu2yGaz6ejRo6pataqefvpp+fj4aObMmWa3CFjW0aNH9fTTT+u7775zGOfiHnPVrVtXU6dOVY8ePVSuXDnt27dPVatW1cGDB9WuXTv98ssvZrdY4mRlZel2IpqTk5PD2vDipvh+smKgZ8+eio2N1RtvvKGVK1dKkurUqaOdO3eyVtJEo0aNkouLi5KSklSnTh37+COPPKLRo0cTWC1g9+7d9u3F6tWrx58XC3nyySfl7Oys1atX57n1GMyRmJiY558TNzc3paenm9AR6tWrp8qVK+er1jAMXblyRbGxsYXclXkIrBbXtGlTLVmyxOw28Btff/211q9fn+tfJDVq1GBbK5OdP39evXv3VnR0tLy9vSXduLlD+/bt9fHHH6tixYrmNgjFx8dr9+7drPW2mNDQUMXHx+e6+GrdunUOfzFH0SlTpow2b96c7/rmzZsXYjfm405XFuTk5KRSpUr94aM4T/tbXXp6ep5XoF+4cEFubm4mdISbhg0bpsuXL+vQoUO6cOGCLly4oIMHDyo1NdVhf0mYp27duvx62YJGjx6tIUOG6JNPPpFhGNq5c6emTJmicePG6YUXXjC7vRKJfVgdkXosaMWKFbc8tn37ds2ZMyfXhQoofD/99JMCAwN17733avHixfrXv/4l6ca/JHJycjR9+nS1b9/e5C5LtnXr1mnjxo0OM0J169ZVVFSUOnXqZGJnuGnatGl64YUXNHXqVIWFheXayYG9jM3xj3/8Qx4eHnr55Zd15coVPfbYYwoMDNSbb75pv6kAYCYCqwXldTVmQkKCxo4dq6+++kp9+vTR5MmTTeisZKtXr56ioqI0Y8YMdejQQbt27VJmZqZeeOEF+4zet99+a3abJVpOTk6uACRJLi4u/CXPIiIiIiRJHTt2dBjnoivz9enTR3369NGVK1eUlpaW6/a5gJkIrBb3008/6ZVXXtEHH3ygyMhIxcfHq379+ma3VSJNmTJFgwYNUufOnfX9999r/vz5KleunNLS0vTQQw9pyJAhqlSpktltlmgdOnTQiBEjtGzZMgUGBkqSzpw5o1GjRuUKSDDHli1bzG4BefjPf/6j9u3bKzQ0VKVLl+bGG7ActrWyqJSUFE2dOlVz585Vo0aNNG3aNN17771mt1XiJSYmqn///vr++++1YMECPfDAA2a3hN84ffq0HnjgAR06dEhBQUH2sfr162vVqlX5vuIWKGlq1KihEydO6K677lLbtm3Vtm1btWvXLteNa1B0WrZsqVKlSuV7aytvb+/b2rf1TkNgtaDp06dr2rRpCggI0NSpU9mw2YLeeustjRo1SnXq1Ml1ARx3UzKXYRjauHGjjhw5IunGVnA3fw0N67hy5YqSkpKUmZnpMN6gQQOTOsKZM2cUHR2tmJgYbd26VUePHlWlSpXUrl07ffTRR2a3hxKOwGpBTk5O8vDwUEREhEqVKnXLuuXLlxdhV7jp1KlTeuqpp3Tw4EENGjQoV2B95ZVXTOoMsL6ff/5ZTz311C1ngljDar4rV67om2++0bJly7RkyRIZhqHr16+b3VaJM2LECP3888/5rq9evXqxvr6FNawW9MQTTxT77SnuVO+++66ee+45RURE6NChQ+zraQFz5szRwIED5e7urjlz5vxhLVtbmW/kyJG6dOmSYmNj1a5dO61YsULnzp3Tq6++yk03TPT1118rOjpa0dHR2rt3r+rUqaO2bdvq888/V5s2bcxur0SKjo7WqlWr8lVrGIZ69epVrAMrM6xAPnXu3Fk7d+7U7Nmz9cQTT5jdDv6/0NBQ7dq1S+XLl1doaOgt62w2m06cOFGEnSEvlSpV0pdffqkWLVrI09NTu3btUs2aNbVq1SpNnz5d27ZtM7vFEsnJyUkVK1bUc889p4EDB9pvvAHzNG7cWHv37s13ffPmzRUXF1eIHZmLGVYgn7Kzs7V//34u3LGYxMTEPP8/rCk9Pd2+XZKPj49+/vln1axZU2FhYaz/NtEbb7yhmJgYTZ8+XW+++ab9oqt27dqpZs2aZrdXInHjAEfc6QrIpw0bNhBWLW7y5Mm6cuVKrvGrV68W61+V3Ulq1aqlhIQESVLDhg31zjvv6MyZM5o/fz7bwplo5MiRWr58uX755RetW7dOrVq10rp161S/fn3+vQdLILACKDYmTZqktLS0XONXrlzRpEmTTOgIvzdixAidPXtW0o0LFNeuXavg4GDNmTNHU6dONbm7ks0wDO3Zs0cbNmzQ+vXrtWXLFuXk5LBWH5bAkgAAxcbNuyX93r59++Tr62tCR/i9xx9/3P7/mzZtqlOnTunIkSMKDg5WhQoVTOysZOvWrZu+/fZbpaamqmHDhmrXrp0GDBigNm3asJ7VJLfzmyHDMPK9X+udisAK4I7n4+Mjm80mm82mmjVrOoTW7OxspaWl6ZlnnjGxQ9w0efJkPf/88/Y7KZUuXVpNmjSx/8d5woQJJndYMtWuXVuDBg3SvffeKy8vL7PbgaR33nlHV69ezXd9ZGRkIXZjPnYJAHDH++CDD2QYhp5++mnNnj3b4T+4rq6uqlKlisLDw03sEDeVKlVKZ8+ezXWf+l9//VV+fn7sw2ohly5dYnbVRN98881tBVYvLy+1bNmyEDsyFzOsAO54/fr1k3Rji6vWrVvnupkDrINlG9Y0bdo0ValSRY888ogkqVevXvr8889VqVIl/fe//1XDhg1N7rDkGTRokHr37p3vX/WvWbNGO3fuLOSuzMO/1QEUG+XKldPhw4cVFhYmSfryyy+1cOFC1a1bVxMnTpSrq6vJHZZcLNuwtvnz52vJkiWSbuyIsmHDBq1bt06ffvqpxowZo6+//trkDkseNze321ois3r16kLsxnwEVgDFxqBBgzR27FiFhYXpxIkTeuSRR/TQQw/ps88+05UrVzR79myzWyyxZs+ebV+2MWnSJJZtWExycrKCgoIk3Qg+vXr1UqdOnVSlSpVi/WtmK2MfVkcEVgDFxg8//KBGjRpJkj777DO1bdtWS5cu1bfffqvevXsTWE3Ur18/Xb9+XTabTR06dLCHI1iDj4+PTp8+raCgIK1bt06vvvqqpBtLOFhXDCtgH1YAxYZhGMrJyZEkbdy4Uffff78kKSgoSL/88ouZrUGSs7OzBg8ebP+OYB0PPfSQHnvsMd1333369ddf1aVLF0nS3r17Vb16dZO7A5hhBVCMNGvWTK+++qoiIiK0detWzZs3T9KNW7b6+/ub3B0kqUWLFtq7d69CQkLMbgW/MWvWLFWpUkWnT5/W9OnTVbZsWUnS2bNn9eyzz5rcXcmUnZ2t06dP5+uiq5KwDyvbWgEoNvbv368+ffooKSlJo0eP1iuvvCJJGjZsmH799VctXbrU5A7x6aefaty4cRo1apSaNm2qMmXKOBxv0KCBSZ0B1jJs2LDb+s1QtWrV7Es5iiMCK4Bi79q1aypVqpRcXFzMbqXEc3LKvRLNZrPZt7tivaR5jh49qi1btuj8+fO5lm1wQweYjcAKoFi5dOmSPv/8cx0/flxjxoyRr6+v9uzZI39/f911111mt1finTp16g+Ps1TAHO+++64GDx6sChUqKCAgwOGKc5vNpj179pjYXckUHh5+W1f++/j4aM2aNYXYkbkIrACKjf3796tjx47y9vbWyZMnlZCQoKpVq+rll19WUlKSFi9ebHaLgCWFhITo2Wef1Ysvvmh2K/j/GjdurL179+a7vnnz5oqLiyvEjszFLgEAio3Ro0frqaee0tGjR+Xu7m4fv//++xUTE2NiZ/it48ePa9iwYYqIiFBERISGDx+u48ePm91WiXbx4kU9/PDDZreB32AfVkcEVgDFRlxcnAYNGpRr/K677lJycrIJHeH31q9fr7p162rnzp1q0KCBGjRooNjYWNWrV08bNmwwu70S6+GHH+ZuVrA0trUCUGy4ubkpNTU11/gPP/ygihUrmtARfm/s2LEaNWqUXn/99VzjL774ou677z6TOivZqlevrvHjx2vHjh0KCwvLdYHi8OHDTeoMuIE1rACKjX/84x/69ddf9emnn8rX11f79+9XqVKl1KNHD7Vp04Y7XVmAu7u7Dhw4oBo1ajiM//DDD2rQoIGuXbtmUmclW2ho6C2P2Ww2nThxogi7gSQ1adLkti52a9GihXbu3FmIHZmLGVYAxcbMmTP197//XX5+frp69aratm2r5ORkhYeHa8qUKWa3B0kVK1ZUfHx8rsAaHx8vPz8/k7pCYmKi2S3gdy5fvqwOHTr86Q0Bbm4LV9znHwmsAIoNLy8vbdiwQdu2bdP+/fuVlpamJk2aKCIiwuzW8P8NGDBAAwcO1IkTJ9SqVStJ0rfffqtp06Zp9OjRJncHWMehQ4duK4TmtcdxccKSAABAkTEMQ7Nnz9bMmTP1008/SZICAwM1ZswYDR8+vNhf6WxlP/74o1atWqWkpCRlZmY6HHvjjTdM6qrkmjFjhi5evJjv+sqVKxfr2+gSWAEUG5MnT/7D49ytx1ouX74sSSpXrpzJnWDTpk164IEHVLVqVR05ckT169fXyZMnZRiGmjRpos2bN5vdYokTFhamqKiofM+yjhkzplivYSWwAig2Gjdu7PA8KytLiYmJcnZ2VrVq1bhbj4WcP39eCQkJkqTatWuzi4PJWrRooS5dumjSpEkqV66c9u3bJz8/P/Xp00edO3fW4MGDzW6xxOHGAY5Ywwqg2MjrX+6pqal68skn9eCDD5rQEX7v8uXLevbZZ7Vs2TL7/epLlSqlRx55RFFRUfLy8jK5w5Lp8OHDWrZsmSTJ2dlZV69eVdmyZTV58mR1796dwGoCbhzgqHiv0AVQ4nl6emrSpEkaP3682a1AN7Yei42N1Zo1a3Tp0iVdunRJq1ev1q5du/K86QOKRpkyZezrVitVquRw57FffvnFrLYAO2ZYARR7KSkpSklJMbsNSFq9erXWr1+ve+65xz4WGRmpd999V507dzaxs5Lt7rvv1rZt21SnTh3df//9eu6553TgwAEtX75cd999t9ntAQRWAMXHnDlzHJ4bhqGzZ8/qww8/VJcuXUzqCr9Vvnz5PH/t7+XlJR8fHxM6gnRjF4C0tDRJ0qRJk5SWlqZPPvlENWrUYIcAk2RkZGjx4sX5qi0J+7By0RWAYuP3d+txcnJSxYoV1aFDB40bN46r0S1gwYIF+uyzz/Thhx8qICBAkpScnKx+/frpoYceYlkA8P8tXbrUvpNGfvj5+RXrtfoEVgBAkWncuLGOHTumjIwMBQcHS5KSkpLk5uaW6+5X7OqAkiwxMVFZWVn5rvfw8FBQUFAhdmQulgQAAIpMjx49zG4BuCN06dJFrVq1yvetWQ8dOsQ+rABwJ3jwwQfzvbXL8uXLC7kbAPjr2IfVETOsAIoNLy8vrVixQl5eXmrWrJkkaffu3UpJSVGPHj2K/T6Fd5q0tDT7Xqw3eXp6mtQNYC3sw+qIwAqg2PD391evXr00f/58lSpVSpKUnZ2tZ599Vp6enpoxY4bJHSIxMVFDhw5VdHS0rl27Zh83DEM2m03Z2dkmdldyTZ48Wc8//7xKly7tMH716lXNmDGD2xrDdCwJAFBsVKxYUdu2bVOtWrUcxhMSEtSqVSv9+uuvJnWGm1q3bi3DMDRixAj5+/vnmhVq27atSZ2VbKVKldLZs2fl5+fnMP7rr7/Kz8+Pv0iYoEmTJrd14WGLFi2K9RpWZlgBFBvXr1/XkSNHcgXWI0eO5PrVM8yxb98+7d69O9d3BHPdnOH+vX379snX19eEjnC7ivv8I4EVQLHx1FNPqX///jp+/LhatGghSYqNjdXrr7+up556yuTuIN24MOT06dMEVovw8fGRzWaTzWZTzZo1HUJrdna20tLS9Mwzz5jYYckVEhKi8PDwfNeHhYUVYjfmY0kAgGIjJydH//73v/Xmm2/q7Nmzkm7cF33EiBF67rnn7OtaYZ7jx4/rmWee0eOPP6769evLxcXF4XiDBg1M6qxk+uCDD2QYhp5++mnNnj3b4S5krq6uqlKlym2FJqCwEFgBFEupqamSuOrcanbs2KHHHntMJ0+etI/d3EeSi67Ms3XrVrVu3VrOzvzi1Sp69uxp/4t3ftStW1fvvfdeIXZkLv7JBFAsEVSt6emnn1bjxo21bNmyPC+6gjnS09O1adMmRUZGOoyvX79eOTk56tKli0mdlVwnTpy4rX1Yby6DKq4IrACAInPq1CmtWrVK1atXN7sV/MbYsWP1+uuv5xo3DENjx44lsJqAv8w5cjK7AQBAydGhQwft27fP7DbwO0ePHlXdunVzjdeuXVvHjh0zoSPAETOsAIAi061bN40aNUoHDhxQWFhYrouuHnjgAZM6K9m8vLx04sQJValSxWH82LFjKlOmjDlNAb/BRVcAgCLj5HTrX+xx0ZV5Bg0apO3bt2vFihWqVq2apBthtWfPnmrevHmxvpjHqrhxgCMCK4BiY86cOXmO22w2ubu7q3r16mrTpg3bWwG/k5KSos6dO2vXrl2qXLmyJOnHH3/Uvffeq+XLl8vb29vcBkugWrVqqXXr1vmqNQxDBw8eVFxcXCF3ZR4CK4BiIzQ0VD///LOuXLkiHx8fSdLFixdVunRplS1bVufPn1fVqlW1ZcsWBQUFmdwtYC2GYWjDhg3at2+fPDw81KBBA7Vp08bstkqsEydOKCsrK9/1Hh4eCg4OLsSOzEVgBVBsLFu2TAsWLNB7773n8GvNQYMGaeDAgWrdurV69+6tgIAAff755yZ3W3LMmTNHAwcOlLu7+y1nwW8aPnx4EXWFW7l27Zrc3Ny4St1ky5Yt0+XLl/Nd7+fnpx49ehReQyYjsAIoNqpVq6YvvvhCjRo1chjfu3evevbsqRMnTui777677Q258b8JDQ3Vrl27VL58eYWGht6yzmaz6cSJE0XYGW7KycnRlClTNH/+fJ07d04//PCDqlatqvHjx6tKlSrq37+/2S2WOPXr19cLL7yg/Ma0qKioYr2GlV0CABQbZ8+e1fXr13ONX79+XcnJyZKkwMDA25q1wP8uMTExz/8P63j11Vf1wQcfaPr06RowYIB9vH79+po9ezaB1QQuLi564okn8l3/1ltvFWI35mMfVgDFRvv27TVo0CCHu8Ps3btXgwcPVocOHSRJBw4c+MNZPqAkWrx4sRYsWKA+ffo4XJTYsGFDHTlyxMTOSq7bXZJR3JdwMMMKoNh4//331bdvXzVt2tS+v+f169fVsWNHvf/++5KksmXLaubMmWa2WaJlZ2dr0aJF2rRpk86fP6+cnByH45s3bzaps5LtzJkzed59LCcn57Yu/AEKC4EVQLEREBCgDRs26MiRI/rhhx8k3dgaplatWvaa9u3bm9UeJI0YMUKLFi1S165dVb9+/WI/K3SnqFu3rr755huFhIQ4jH/++edq3LixSV0B/4fACqDYqV27tmrXrm12G8jDxx9/rE8//VT333+/2a3gNyZMmKB+/frpzJkzysnJ0fLly5WQkKDFixdr9erVZrdXImVlZSkmJiZftYZh5PvirDsVuwQAKDb4dbP1BQYGKjo6WjVr1jS7FfzON998o8mTJ2vfvn1KS0tTkyZNNGHCBHXq1Mns1kqk6dOn6+LFi/mur1y5soYMGVKIHZmLwAqg2Bg6dKj9182VKlXK9evmWbNmmdQZbpo5c6ZOnDiht956i+UAFnH9+nVNnTpVTz/9tP0uVzBfVlbWbc2aOjk5ydm5+P7inMAKoNioUKGCFi9ezK+bLezBBx/Uli1b5Ovrq3r16tkvjrtp+fLlJnVWspUtW1YHDx5UlSpVzG4F/1/NmjXz/RcIwzB05coVxcbGFnJX5im+URxAiePq6prnlc6wDm9vbz344INmt4Hf6dixo7Zu3UpgtZAyZcrc1jKm5s2bF2I35iOwAig2nnvuOb355pv8utnCFi5caHYLyEOXLl00duxYHThwQE2bNlWZMmUcjj/wwAMmdVZysQ+rI5YEACg2+HWzdfn4+OT5H1QvLy/VrFlTzz//vO677z4TOoN0Y/3jrdhsNmVnZxdhN5CkJk2aaM+ePfmub9GiBbdmBYA7Ab9utq7Zs2fnOX7p0iXt3r1bf/vb3/T555+rW7duRdsYJCnXjhqA1RBYARQb/LrZuvr16/eHxxs1aqTXXnuNwGqCrKwseXh4KD4+XvXr1ze7HSBPBFYAxc7PP/+shIQESTfudFWxYkWTO8Kf+dvf/qZXX33V7DZKJBcXFwUHB/Nrf4txcXFRq1at8r21Vfny5Qu5I3MRWAEUG+np6Ro2bJgWL15s/xVnqVKl9MQTT2ju3LkqXbq0yR3iVjIyMuTq6mp2GyXWP//5T7300kv68MMP5evra3Y7kIr1FlV/BRddASg2Bg0apI0bN+qtt95S69atJUnbtm3T8OHDdd9992nevHkmd4hbGTlypI4cOaJ169aZ3UqJ1LhxYx07dkxZWVkKCQnJtUvA7Vz8g4IxYsQI/fzzz/mur169uiZPnlyIHZmLwAqg2KhQoYI+//xztWvXzmF8y5Yt6tWr1239yx8Fa/To0XmOp6SkaM+ePfrhhx8UExOjpk2bFnFnkKRJkyb94fFXXnmliDrBTQ0bNtSqVavyVWsYhnr16sUuAQBwJ7hy5Yr8/f1zjfv5+enKlSsmdISb9u7dm+e4p6en7rvvPi1fvlyhoaFF3BVuIpBaj5OTk0JCQvJdX9znHwmsAIqN8PBwvfLKK1q8eLHc3d0lSVevXtWkSZMUHh5ucncl25YtW8xuAfmwe/duHT58WJJUr149NW7c2OSOSi5uHOCIwAqg2Jg9e7Y6d+6sypUrq2HDhpKkffv2yd3dXevXrze5O8C6zp8/r969eys6Olre3t6SbuyR2759e3388cfstAHT3frWFgBwhwkLC9PRo0f12muvqVGjRmrUqJFef/11HT16VPXq1TO7PcCyhg0bpsuXL+vQoUO6cOGCLly4oIMHDyo1NVXDhw83uz2Ai64AFA9ZWVmqXbu2Vq9erTp16pjdDnBH8fLy0saNG9W8eXOH8Z07d6pTp066dOmSOY2VYHXq1NGjjz6ar1rDMLR69WrFxcUVclfmYUkAgGLBxcVF165dM7sN4I6Uk5MjFxeXXOMuLi7cttUk77zzjq5evZrv+sjIyELsxnwsCQBQbAwZMkTTpk3T9evXzW4FuKN06NBBI0aM0E8//WQfO3PmjEaNGqWOHTua2FnJZbPZbvtRnLEkAECx8eCDD2rTpk0qW7aswsLCcm1+vnz5cpM6A6zt9OnTeuCBB3To0CEFBQXZx+rXr69Vq1apcuXKJndY8tStW1e9e/fO93ZVa9asYR9WALgTeHt7q2fPnma3AdxxgoKCtGfPHm3cuFFHjhyRdGMNZUREhMmdlVxubm6aMGFCvutXr15diN2YjxlWAHe8xMRENp0HUKw0adLktm6J26JFi2I9w8oaVgB3vGrVqik0NFRPP/20PvroI/34449mtwTcETZv3qy6desqNTU117GUlBTVq1dP33zzjQmdAY4IrADueJs3b1a/fv104sQJDRgwQCEhIapRo4YGDRqkjz/+WOfOnTO7RcCSZs+erQEDBsjT0zPXMS8vLw0aNEhvvPGGCZ0BjlgSAKBYuXbtmr777jtFR0crOjpaO3futO/ReujQIbPbAywlJCRE69atu+XexUeOHFGnTp2UlJRUxJ2hYcOGWr16db4uujIMQ3//+9/ZhxUA7hTu7u7q0KGD7rnnHrVv315r167VO++8Y7+QBMD/OXfuXJ77r97k7Oysn3/+uQg7wk1t2rTRCy+8kO/64r4PK4EVQLGQmZmpHTt2aMuWLYqOjlZsbKyCgoLUpk0bvfXWW2rbtq3ZLQKWc9ddd+ngwYOqXr16nsf379+vSpUqFXFXkKS5c+ea3YKlsCQAwB2vQ4cOio2NVWhoqNq2bat7771Xbdu25T+0wJ8YNmyYoqOjFRcXJ3d3d4djV69eVYsWLdS+fXvNmTPHpA5LrvDw8Nu6GYCPj4/WrFlTiB2Zi8AK4I7n4uKiSpUqqUePHmrXrp3atm2r8uXLm90WYHnnzp1TkyZNVKpUKQ0dOlS1atWSdGPtalRUlLKzs7Vnzx75+/ub3GnJ07hxY+3duzff9c2bN2cNKwBY2aVLl/TNN98oOjpa06ZN06OPPqqaNWuqbdu29gBbsWJFs9sELMff31/fffedBg8erHHjxtkv8LHZbIqMjFRUVBRh1SS3e6tVbs0KAHeYy5cva9u2bfb1rPv27VONGjV08OBBs1sDLOvixYs6duyYDMNQjRo15OPjY3ZLJRo3DnDEDCuAYqdMmTLy9fWVr6+vfHx85OzsrMOHD5vdFmBpPj4+at68udltAHkisAK44+Xk5GjXrl2Kjo7Wli1b9O233yo9PV133XWX2rdvr6ioKLVv397sNgEAfxGBFcAdz9vbW+np6QoICFD79u01a9YstWvXTtWqVTO7NQD4Sy5fvqwOHTr86Y0DbDabDMPI1w0G7mSsYQVwx3vnnXfUvn171axZ0+xWAKBAZGZm3lYIdXJy+sObQNzpCKwAAAAWM2PGDF28eDHf9ZUrV9azzz5biB2Zi8AKAABgMWFhYYqKisr3LOuYMWPYJQAAAABFx9nZWW3atMl3fXGff3QyuwEAAAA44sYBjgisAAAAsDQCKwAAACyNNawAAAAWk5GRocWLF+erln1YAQAAUOSWLl2qy5cv57vez89PDz74YCF2ZC5mWAEAACwmPDxcWVlZ+a738PAoxG7MxwwrAACAxdSuXVutWrXK961ZDx06xD6sAAAAKDoeHh76z3/+k+/65s2bF2I35mOXAAAAAIthH1ZHBFYAAABYGoEVAAAAlkZgBQAAuMMV92vouegKAADAYkJCQhQeHp7v+rCwsELsxnxsawUAAABLY4YVAADAYnr27KmzZ8/mu75u3bp67733CrEjcxFYAQAALObEiRPau3dvvutbtGhRiN2Yj4uuAAAALKa476t6uwisAAAAsDQCKwAAACyNwAoAAABL46IrAAAAi0lPT9fTTz+dr1rDMIr9jQPYhxUAAMBiTpw4oaysrHzXe3h4KDg4uBA7MhczrAAAABYTGxury5cv57vez8+vWAdW1rACAABYzJQpU+Tu7i43N7d8PaZOnWp2y4WKJQEAAAAW07hx49u6cUDz5s0VFxdXiB2ZixlWAAAAi7ndGwcU9xsNEFgBAABgaQRWAAAAWBq7BAAAAFhMVlaWYmJi8lVbEvZhJbACAABYTN++fbV27dp81z/55JOF14wFsEsAAACAxWRlZd3WrKmTk5OcnYvvPCSBFQAAwGJq1qypypUr56vWMAxduXJFsbGxhdyVeYpvFAcAALhDlSlTRps3b853ffPmzQuxG/OxSwAAAIDFsA+rIwIrAAAALI3ACgAAAEsjsAIAAMDSuOgKAADAYlxcXNSqVat8b21Vvnz5Qu7IXGxrBQAAAEtjhhUAAMBiRowYoZ9//jnf9dWrV9fkyZMLsSNzMcMKAABgMQ0bNtSqVavyVWsYhnr16qWdO3cWclfmYYYVAADAYpycnBQSEpLv+uI+/8guAQAAABbDjQMcEVgBAABgaQRWAAAAWBprWAEAACzm6tWr+b7q3zCMYr+GlV0CAAAALCYmJkZXr17Nd72Xl5fuvvvuQuzIXMywAgAAWIzNZrutC6mK+0VXzLACAABYTN26ddW7d+98/6p/zZo1xXofVgIrAACAxTRu3Fh79+7Nd33z5s0VFxdXiB2Zi10CAAAALIZ9WB0RWAEAAGBpBFYAAABYGrsEAAAAWEx2drZOnz6dr4uuSsI+rARWAAAAi2nTpo1eeOGFfNdHRkYWYjfmY5cAAAAAWBozrAAAABYTHh5+W1f++/j4aM2aNYXYkbkIrAAAABZz7dq1296HtThjlwAAAACLYR9WRwRWAAAAWBqBFQAAAJZGYAUAAIClcdEVAACAxVy+fFkdOnT40xsC2Gy2EnHjAPZhBQAAsJjMzMzbCqFOTk5ycXEpxI7MxQwrAACAxbz55pu6ePFivusrV66sZ599thA7MhczrAAAABYTFhamqKiofM+yjhkzRjt37izkrszDDCsAAIDFODs7q02bNvmuL+7zj+wSAAAAYDHcOMARgRUAAACWRmAFAACApbGGFQAAwGIyMjK0ePHifNWyDysAAACK3NKlS3X58uV81/v5+enBBx8sxI7MxQwrAACAxYSHhysrKyvf9R4eHoXYjfmYYQUAALCY2rVrq1WrVvm+NeuhQ4fYhxUAAABFx8PDQ//5z3/yXd+8efNC7MZ87BIAAABgMezD6ojACgAAAEsjsAIAAMDSCKwAAAB3uOJ+DT0XXQEAAFhMSEiIwsPD810fFhZWiN2Yj22tAAAAYGnMsAIAAFhMz549dfbs2XzX161bV++9914hdmQuAisAAIDFnDhxQnv37s13fYsWLQqxG/Nx0RUAAIDFFPd9VW8XgRUAAACWRmAFAACApRFYAQAAYGlcdAUAAGAx6enpevrpp/NVaxhGsb9xAPuwAgAAWMyJEyeUlZWV73oPDw8FBwcXYkfmYoYVAADAYmJjY3X58uV81/v5+RXrwMoaVgAAAIuZMmWK3N3d5ebmlq/H1KlTzW65ULEkAAAAwGIaN258WzcOaN68ueLi4gqxI3MxwwoAAGAxt3vjgOJ+owECKwAAACyNwAoAAABLY5cAAAAAi8nKylJMTEy+akvC5UgEVgAAAIvp27ev1q5dm+/6fv36FWI35mOXAAAAAFgaa1gBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAC2vfvr2efPJJh7F+/fqpQ4cO5jRkAvZhBQAAsLCQkBAFBgY6jN11111ycio5847swwoAAABLY4YVAADAYrKysm7rlqtOTk5ydi6+sY4ZVgAAAIupWbOmKleu/Keh1WazyTAMpaena+fOnUXUXdErvlEcAADgDlWmTBlt3rw53/XNmzcvxG7MV3JW6wIAANwhbDZbodbfaQisAAAAsDQCKwAAACyNwAoAAABL46IrAAAAi3FxcVGrVq3yvbVV+fLlC7kjc7GtFQAAACyNGVYAAACLGTFihH7++ed811evXl2TJ08uxI7MxQwrAACAxTRs2FCrVq3KV61hGOrVqxc3DgAAAEDRcXJyUkhISL7ri/v8I7sEAAAAWAw3DnBEYAUAAIClEVgBAABgaaxhBQAAsJirV6/m+6r/4r5+VWKXAAAAAMuJiYnR1atX813v5eWlu+++uxA7MheBFQAAAJbGGlYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAt7Ro0SJ5e3ub3YZdlSpVNHv2bLPbKHTjx4/XwIED7c8Nw9DAgQPl6+srm82m+Ph485qzmOjoaFWpUsXsNu5o69atU6NGjZSTk2N2K8AtEViBIjR8+HA1bdpUbm5uatSokdnt/KlHHnlEP/zwQ6G/z6RJk/T4448X+vtI0pNPPqkePXr8z+epUqWKbDabw+P11193qNm/f7/uvfdeubu7KygoSNOnT//T8yYnJ+vNN9/UP//5T/vYunXrtGjRIq1evVpnz55V/fr1FRMTo27duikwMFA2m00rV678nz/TTdHR0WrSpInc3NxUvXp1LVq06A/rJ06cmOtnYbPZVKZMGXtNu3bt8qzp2rWrJCkrK0svvviiwsLCVKZMGQUGBuqJJ57QTz/9VGCfy0yGYWjChAmqVKmSPDw8FBERoaNHj/7ha/L6Z8xms2nIkCH2mrx+rs8884zDeeLi4tSxY0d5e3vLx8dHkZGR2rdvn/14586d5eLioiVLlhTshwYKEIEVKGJPP/20HnnkkUJ9j8zMzAI5j4eHh/z8/ArkXH/kyy+/1AMPPFDo71PQJk+erLNnz9ofw4YNsx9LTU1Vp06dFBISot27d2vGjBmaOHGiFixY8IfnfO+999SqVSuFhITYx44fP65KlSqpVatWCggIkLOzs9LT09WwYUNFRUUV6GdKTExU165d1b59e8XHx2vkyJH6xz/+ofXr19/yNc8//7zDz+Hs2bOqW7euHn74YXvN8uXLHY4fPHhQpUqVstdcuXJFe/bs0fjx47Vnzx4tX75cCQkJd+Q/F3mZPn265syZo/nz5ys2NlZlypRRZGSkrl27dsvXxMXFOfzMNmzYIEkOP1dJGjBggEPdb/9ilJaWps6dOys4OFixsbHatm2bypUrp8jISGVlZdnrnnzySc2ZM6eAPzVQgAwABeLatWvGsGHDjIoVKxpubm5G69atjZ07d+ZZ+8orrxgNGzbM13lv1s6fP9+oXLmy4eHhYTz88MPGpUuX7DX9+vUzunfvbrz66qtGpUqVjCpVqhiGYRhJSUnGww8/bHh5eRk+Pj7GAw88YCQmJhqGYRjr16833NzcjIsXLzq83/Dhw4327dsbhmEYCxcuNLy8vByOr1y50mjcuLHh5uZmhIaGGhMnTjSysrIMwzCM5557zujatau9dtasWYYkY+3atfaxatWqGe+++679eVJSkuHq6mqkpKQYOTk5xiuvvGIEBQUZrq6uRqVKlYxhw4bZa0NCQowpU6YYTz31lFG2bFkjKCjIeOeddxz6279/v9G+fXvD3d3d8PX1NQYMGGBcvnzZ/rOU5PDYsmWLkZGRYQwZMsQICAgw3NzcjODgYGPq1Kl/+L2EhIQYs2bNuuXxt99+2/Dx8TEyMjLsYy+++KJRq1atPzxvvXr1jLfeesv+vF+/fg79hoSE5HqNJGPFihV/eN78euGFF4x69eo5jD3yyCNGZGRkvs8RHx9vSDJiYmJuWTNr1iyjXLlyRlpa2i1rdu7caUgyTp06dcuaLVu25Pkz+a21a9carVu3Nry8vAxfX1+ja9euxrFjxxxqTp8+bfTu3dvw8fExSpcubTRt2tTYsWOH/fiqVauMZs2aGW5ubkb58uWNHj16/OF7/lZOTo4REBBgzJgxwz526dIlw83NzVi2bFm+zzNixAijWrVqRk5Ojn2sbdu2xogRI275mri4OEOSkZSUZB/bv3+/Ick4evSofezUqVOGpFw/F8AqmGEFCsgLL7ygL774Qh988IH27Nmj6tWrKzIyUhcuXPifz33s2DF9+umn+uqrr7Ru3Trt3btXzz77rEPNpk2blJCQoA0bNmj16tXKyspSZGSkypUrp2+++UbffvutypYtq86dOyszM9P+K8IvvvjCfo7s7Gx98skn6tOnT559fPPNN3riiSc0YsQIff/993rnnXe0aNEiTZkyRZLUtm1bbdu2TdnZ2ZKkrVu3qkKFCoqOjpYknTlzRsePH1e7du3s51y1apXatWsnT09PffHFF5o1a5beeecdHT16VCtXrlRYWJhDDzNnzlSzZs3sP4PBgwcrISFBkpSenq7IyEj5+PgoLi5On332mTZu3KihQ4dKujET2KtXL3Xu3Nk+G9WqVSvNmTNHq1at0qeffqqEhAQtWbIkX+siX3/9dZUvX16NGzfWjBkzdP36dfux7du3q02bNnJ1dbWPRUZGKiEhQRcvXszzfBcuXND333+vZs2a2cfefPNNTZ48WZUrV9bZs2cVFxf3p33dNHHixNte37l9+3ZFREQ4jEVGRmr79u35Psd7772nmjVr6t57771lzfvvv6/evXs7LBv4vZSUFNlstv95HXV6erpGjx6tXbt2adOmTXJyctKDDz5oX7OZlpamtm3b6syZM1q1apX27dunF154wX58zZo1evDBB3X//fdr79692rRpk1q0aGE//5/9nBMTE5WcnOzwc/Xy8lLLli3z/XPNzMzURx99pKefflo2m83h2JIlS1ShQgXVr19f48aN05UrV+zHatWqpfLly+v9999XZmamrl69qvfff1916tRx6Dk4OFj+/v765ptv8tUPUOTMTsxAcZCWlma4uLgYS5YssY9lZmYagYGBxvTp03PV3+4Ma6lSpYwff/zRPrZ27VrDycnJOHv2rGEYN2bh/P39HWbzPvzwQ6NWrVoOszEZGRmGh4eHsX79esMwbszYdOjQwX7897Ouv59h7dixY66Zxw8//NCoVKmSYRiGcfHiRcPJycmIi4szcnJyDF9fX+O1114zWrZsaRiGYXz00UfGXXfd5fD6++67zz6jOHPmTKNmzZpGZmZmnj+LkJAQ4/HHH7c/z8nJMfz8/Ix58+YZhmEYCxYsMHx8fBxm7dasWWM4OTkZycnJ9p9V9+7dHc47bNgwo0OHDg4/qz8zc+ZMY8uWLca+ffuMefPmGd7e3saoUaMcPtfAgQMdXnPo0CFDkvH999/nec69e/fmmg0zjBuzkX80i6hbzLDOnTvX4fvNjxo1auT6jtesWWNIMq5cufKnr7969arh4+NjTJs27ZY1sbGxhiQjNjb2D8/TpEkT47HHHvvD98vPDOvv/fzzz4Yk48CBA4ZhGMY777xjlCtXzvj111/zrA8PDzf69Olzy/P92c/522+/NSQZP/30k8P4ww8/bPTq1StfPX/yySdGqVKljDNnzjiMv/POO8a6deuM/fv32/98Pfjggw41Bw4cMKpVq2Y4OTkZTk5ORq1atYyTJ0/meo/GjRsbEydOzFc/QFFjhhUoAMePH1dWVpZat25tH3NxcVGLFi10+PDhfJ+nbNmy9sdvL5wIDg7WXXfdZX8eHh6unJwc+8yiJIWFhTnM5u3bt0/Hjh1TuXLl7Of09fXVtWvXdPz4cUlSnz59FB0dbb+wZcmSJeratestZ7T27dunyZMnO/R5c/3clStX5O3trYYNGyo6OloHDhyQq6urBg4cqL179yotLU1bt25V27Zt7edLTU3V1q1b7esUH374YV29elVVq1bVgAEDtGLFCodZS0lq0KCB/f/bbDYFBATo/PnzkqTDhw+rYcOGDrN2rVu3zvWz+r0nn3xS8fHxqlWrloYPH66vv/7afuyZZ55x+Lw3jR49Wu3atVODBg30zDPPaObMmZo7d64yMjJu+T5/5uZ9w93d3f/yOX5r6NCh2rRpU4GcK79WrFihy5cvq1+/fresef/99xUWFuYwS/lbWVlZ6tWrlwzD0Lx58/7nno4ePapHH31UVatWlaenp31mMSkpSZIUHx+vxo0by9fXN8/Xx8fHq2PHjrc8f1H8nN9//3116dJFgYGBDuMDBw5UZGSkwsLC1KdPHy1evFgrVqyw/xm/evWq+vfvr9atW2vHjh369ttvVb9+fXXt2jXXfeo9PDwcZmcBK3E2uwEA/+e32xV5enre1mt//6vVtLQ0NW3aNM8rfytWrChJat68uapVq6aPP/5YgwcP1ooVK/7wivC0tDRNmjRJDz30UK5jN0NWu3btFB0dLTc3N7Vt21a+vr6qU6eOtm3bpq1bt+q5556zv2bt2rWqW7eugoKCJElBQUFKSEjQxo0btWHDBj377LOaMWOGtm7dKhcXF0my/+9NNpvtf96Op0mTJkpMTNTatWu1ceNG9erVSxEREfr88881efJkPf/88396jpYtW+r69es6efKkatWqpYCAAJ07d86h5ubzgICAPM9RoUIFSdLFixft31FRu1Xfnp6e8vDw+NPXv/fee/rb3/4mf3//PI+np6fr448/1uTJk/M8fjOsnjp1Sps3b77tPwd56datm0JCQvTuu+8qMDBQOTk5ql+/vv3ixD/7XPn53H/k5vd97tw5VapUyT5+7ty5fO0WcurUKW3cuFHLly//09qWLVtKurGMqFq1alq6dKlOnjyp7du3y8npxhzV0qVL5ePjoy+//FK9e/e2v/bChQum/XMH/BlmWIECUK1aNbm6uurbb7+1j2VlZSkuLk5169bN93mqV69uf/z26vykpCSH7X127NghJycn1apV65bnatKkiY4ePSo/Pz+H81avXl1eXl72uj59+mjJkiX66quv5OTkZN9m6FbnTEhIyHW+6tWr2/9jeHMd66ZNm+xrVdu1a6dly5bphx9+cFi/+uWXX6p79+4O7+Hh4aFu3bppzpw5io6O1vbt23XgwIF8/fzq1Kmjffv2KT093T727bffOvysXF1d7Wtsf8vT01OPPPKI3n33XX3yySf64osvdOHChVw/v1uJj4+Xk5OT/XsLDw9XTEyMw5XYGzZsUK1ateTj45PnOapVqyZPT099//33+fq8hSE8PDzXbOGGDRsUHh7+p69NTEzUli1b1L9//1vWfPbZZ8rIyMhzG7ObYfXo0aPauHGjypcvf/sf4Hd+/fVXJSQk6OWXX1bHjh1Vp06dXGuIGzRooPj4+FuuN2/QoMH/NIMaGhqqgIAAh3OkpqYqNjY2Xz/XhQsXys/P7w//bN508y+9N4PxlStX5OTk5LDu9ebz3/5F7+ZvXho3bpzfjwUULbPXJADFxYgRI4zAwEBj7dq1xqFDh4x+/foZPj4+xoULF+w1R48eNfbu3WsMGjTIqFmzprF3715j7969DmtPf++VV14xypQpY0RERBjx8fFGTEyMUbNmTaN37972mrzWZaanpxs1atQw2rVrZ8TExBgnTpwwtmzZYgwbNsw4ffq0Q0+SjAYNGhj9+/d3OMfv17CuW7fOcHZ2NiZOnGgcPHjQ+P77741ly5YZ//znP+01Fy5cMJycnIxSpUoZhw8fNgzDMFasWGGUKlXKvtbVMAwjKyvL8Pb2Nnbv3u3wfu+9955x4MAB4/jx48bLL79seHh4GL/88othGHlfmd+wYUPjlVdesX/mSpUqGT179jQOHDhgbN682ahatarRr18/e/2UKVOM4OBg48iRI8bPP/9sZGZmGjNnzjSWLl1qHD582EhISDD69+9vBAQEGNnZ2Xl+J999950xa9YsIz4+3jh+/Ljx0UcfGRUrVjSeeOIJe82lS5cMf39/o2/fvsbBgweNjz/+2ChdunSuXQ1+76GHHjKee+45h7G81rBevnzZ/s+PJOONN94w9u7d63BF/V9Zw3rixAmjdOnSxpgxY4zDhw8bUVFRRqlSpYx169b96XlffvllIzAw0Lh+/fotz3/PPfcYjzzySK7xzMxM44EHHjAqV65sxMfHG2fPnrU//ujPx5+tYc3OzjbKly9vPP7448bRo0eNTZs2Gc2bN3dY95uRkWHUrFnTuPfee41t27YZx48fNz7//HPju+++s7+Hk5OTMWHCBOP777839u/fb7z++ut/+vP4rddff93w9vY2vvzyS2P//v1G9+7djdDQUOPq1av2mg4dOhhz587N1X9wcLDx4osv5jrnsWPHjMmTJxu7du0yEhMTjS+//NKoWrWq0aZNG3vN4cOHDTc3N2Pw4MHG999/bxw8eNB4/PHHDS8vL4c1tVu2bDHKli1rpKen/+HnAMxCYAUKyNWrV41hw4YZFSpUuOW2Vm3bts21rZIk+1ZTebl5gdbbb79tBAYGGu7u7sbf//53hyCcV2A1DMM4e/as8cQTT9h7qlq1qjFgwAAjJSXFoa5FixaGJGPz5s0O43lta7Vu3TqjVatWhoeHh+Hp6Wm0aNHCWLBggUNNw4YNjYCAAPvzX3/91bDZbA4he+PGjUblypUdXrdixQqjZcuWhqenp1GmTBnj7rvvNjZu3Gg//meB1TD+eFsrwzCM8+fPG/fdd59RtmxZ+7ZWCxYsMBo1amSUKVPG8PT0NDp27Gjs2bMn18/zpt27dxstW7Y0vLy8DHd3d6NOnTrG1KlTjWvXrjnU7du3z7jnnnsMNzc346677nIIObfy3//+17jrrrscwnJegXXLli15/rP023D+yiuv3PYFSTfP3ahRI8PV1dWoWrWqsXDhQofjeZ03OzvbqFy5svHSSy/d8rxHjhwxJBlff/11rmOJiYl5fp6b39Ef9fpnn3HDhg1GnTp1DDc3N6NBgwZGdHR0rgvVTp48afTs2dPw9PQ0SpcubTRr1szhorAvvvjC/jOpUKGC8dBDD/3hz+P3cnJyjPHjxxv+/v6Gm5ub0bFjRyMhIcGhJiQkxOGfZcO4cSGkpFy1hnFjS7g2bdoYvr6+hpubm1G9enVjzJgxuf58f/311/ZtvXx8fIwOHToY27dvd6gZOHCgMWjQoD/8DICZbIZhGEU3nwvgdk2cOFErV64sdrfjHD58uK5fv663337b7FYsxTAMtWzZUqNGjdKjjz5qdjuWFx0drSeffFInT540u5U71i+//KJatWpp165dCg0NNbsdIE9cdAXAFPXr18/X+r2SxmazacGCBfletwv8r06ePKm3336bsApLI7ACMMXAgQPNbsGyGjVqlK+rx4GC0KxZM4ebVQBWxJIAAMAd6+TJk1q5cqVGjhxpdisAChGBFQAAAJbGPqwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEv7fzA3OM0pJ9IpAAAAAElFTkSuQmCC","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}