{ "cells": [ { "cell_type": "code", "execution_count": 7, "id": "9ea56238", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "数据库连接成功\n", " 可用表:['employees', 'orders', 'products']\n", "\n", "SQL 工具包已加载(4 个工具):\n", " - sql_db_query\n", " - sql_db_schema\n", " - sql_db_list_tables\n", " - sql_db_query_checker\n", "\n", "NL2SQL Agent 创建完成,可以开始提问了!\n" ] } ], "source": [ "import os\n", "from langchain_community.utilities import SQLDatabase\n", "from langchain_community.agent_toolkits import SQLDatabaseToolkit\n", "from langchain_openai import ChatOpenAI\n", "from langchain.agents import create_agent # langchain 1.3.1 的新 API\n", "from dotenv import load_dotenv\n", "\n", "# ============================================================\n", "# 第一步:连接数据库\n", "# ============================================================\n", "# SQLDatabase.from_uri 接受标准的数据库连接 URI\n", "# LangChain 内部会用 SQLAlchemy 管理连接池\n", "load_dotenv()\n", "db_uri = (\n", " f\"mysql+pymysql://root:admin\"\n", " f\"@127.0.0.1:3306/analytics_demo\"\n", ")\n", "db = SQLDatabase.from_uri(db_uri)\n", "\n", "# 验证连接:打印可用的表名\n", "print(f\"数据库连接成功\")\n", "print(f\" 可用表:{db.get_usable_table_names()}\")\n", "\n", "# ============================================================\n", "# 第二步:初始化大模型\n", "# ============================================================\n", "llm = ChatOpenAI(\n", " model=\"deepseek-v4-flash\",\n", " api_key=os.getenv(\"OPENAIAPI_KEY\"),\n", " base_url=\"https://api.deepseek.com\",\n", " temperature=0, # SQL 生成需要确定性输出\n", ")\n", "\n", "# ============================================================\n", "# 第三步:创建 SQL 工具包\n", "# ============================================================\n", "# SQLDatabaseToolkit 会自动注册 4 个工具:\n", "# 1. sql_db_list_tables — 列出数据库中所有表\n", "# 2. sql_db_schema — 获取指定表的 DDL 结构\n", "# 3. sql_db_query_checker — 检查 SQL 语法是否正确\n", "# 4. sql_db_query — 执行 SQL 并返回结果\n", "toolkit = SQLDatabaseToolkit(db=db, llm=llm)\n", "tools = toolkit.get_tools()\n", "\n", "print(f\"\\nSQL 工具包已加载({len(tools)} 个工具):\")\n", "for t in tools:\n", " print(f\" - {t.name}\")\n", "\n", "# ============================================================\n", "# 第四步:定义 System Prompt(Agent 的\"岗位说明书\")\n", "# ============================================================\n", "SQL_AGENT_PROMPT = \"\"\"你是一名专业的 SQL 数据分析师。\n", "\n", "## 工作流程\n", "1. 先用 sql_db_list_tables 查看数据库中有哪些表\n", "2. 用 sql_db_schema 获取相关表的字段结构和类型\n", "3. 生成 SQL 之前,用 sql_db_query_checker 检查语法\n", "4. 确认无误后,用 sql_db_query 执行查询\n", "5. 用中文总结查询结果,给出简洁的业务洞察\n", "\n", "## 约束\n", "- 只使用数据库中实际存在的表和字段,不要凭空编造\n", "- 单次查询结果限制在 50 条以内\n", "- 如果查询出错,分析错误原因后重新生成 SQL\n", "- 回答要简洁专业,不要啰嗦\n", "\"\"\"\n", "\n", "# ============================================================\n", "# 第五步:组装 Agent(langchain 1.3.1 一行搞定)\n", "# ============================================================\n", "# create_agent 返回一个可直接调用的 Runnable,无需再套 AgentExecutor\n", "# 它内部自动处理工具调用、循环迭代、错误重试等逻辑\n", "sql_agent = create_agent(\n", " model=llm,\n", " tools=tools,\n", " system_prompt=SQL_AGENT_PROMPT,\n", ")\n", "\n", "print(\"\\nNL2SQL Agent 创建完成,可以开始提问了!\")" ] }, { "cell_type": "code", "execution_count": null, "id": "0e9f04b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "回答:公司共有 **5 名员工**。\n" ] } ], "source": [ "# 简单问题:Agent 只需一条 COUNT SQL 就能搞定\n", "# create_agent 的 invoke 接口使用 messages 格式\n", "# async => 异步\n", "response = await sql_agent.ainvoke({\n", " \"messages\": [{\"role\": \"user\", \"content\": \"公司一共有多少名员工?\"}]\n", "})\n", "\n", "# 最终回答在最后一条消息里\n", "final_msg = response[\"messages\"][-1]\n", "print(f\"回答:{final_msg.content}\")" ] }, { "cell_type": "code", "execution_count": 9, "id": "ce32ef03", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "回答:## 查询结果\n", "\n", "技术部共有 **2 名员工**,按薪资从高到低排序如下:\n", "\n", "| 姓名 | 薪资 |\n", "|:---:|:---:|\n", "| 张三 | ¥20,000.00 |\n", "| 王五 | ¥16,000.00 |\n", "\n", "**业务洞察:**\n", "- 技术部员工最高薪资为 20,000 元(张三),最低为 16,000 元(王五),平均薪资约 18,000 元。\n", "- 两人薪资差距为 4,000 元,整体技术部薪酬水平较高。\n" ] } ], "source": [ "# 中等难度:需要 JOIN + WHERE + GROUP BY\n", "response = await sql_agent.ainvoke({\n", " \"messages\": [{\"role\": \"user\", \"content\": \"列出技术部所有员工的姓名和薪资,按薪资从高到低排序\"}]\n", "})\n", "final_msg = response[\"messages\"][-1]\n", "print(f\"回答:{final_msg.content}\")" ] }, { "cell_type": "code", "execution_count": 9, "id": "9d43330f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "回答:---\n", "\n", "## 查询结果总结\n", "\n", "销售部共有 **2位员工**(李四、钱七),他们累计完成了 **3笔订单**,订单总金额为 **¥14,979.00**。\n", "\n", "**订单明细如下:**\n", "\n", "| 员工 | 产品 | 数量 | 金额(元) | 下单日期 |\n", "|:---:|:---:|:---:|:---:|:---:|\n", "| 李四 | 机械键盘 | 15 | 5,985.00 | 2024-01-16 |\n", "| 李四 | 显示器 | 5 | 6,000.00 | 2024-01-19 |\n", "| 钱七 | 办公椅 | 6 | 2,994.00 | 2024-01-18 |\n", "\n", "**💡 业务洞察:**\n", "- **李四** 是销售部的业绩主力,贡献了 3 笔订单中的 2 笔,金额占比高达 **80%**(¥11,985 / ¥14,979)。\n", "- **钱七** 仅有 1 笔订单,销售额相对较低,可考虑加强业务支持或培训。\n", "- 销售部整体订单量不大,建议扩大销售团队或加强客户拓展。\n" ] } ], "source": [ "# 高难度:需要 JOIN 三张表 + 聚合计算\n", "response = await sql_agent.ainvoke({\n", " \"messages\": [{\"role\": \"user\", \"content\": \"销售部的员工总共下了多少订单?订单总金额是多少?\"}]\n", "})\n", "final_msg = response[\"messages\"][-1]\n", "print(f\"回答:{final_msg.content}\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "8eaa0f58", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "最终回答:每个部门各有多少人?\n", "\n", "步骤 2 [AIMessage]:\n", " 调用工具:sql_db_list_tables\n", " 参数:{}\n", " 工具返回:employees, orders, products\n", "\n", "步骤 4 [AIMessage]:\n", " 调用工具:sql_db_schema\n", " 参数:{'table_names': 'employees'}\n", " 工具返回:\n", "CREATE TABLE employees (\n", "\tid INTEGER NOT NULL AUTO_INCREMENT, \n", "\tname VARCHAR(50) NOT NULL, \n", "\tdepartment VARCHAR(50) NOT NULL, \n", "\tsalary DECIMAL(10, 2) NOT NULL, \n", "\thire_date DATE, \n", "\tPRIMARY KEY (id)\n", ")C\n", "\n", "步骤 6 [AIMessage]:\n", " 调用工具:sql_db_query_checker\n", " 参数:{'query': 'SELECT department, COUNT(*) AS 人数 FROM employees GROUP BY department ORDER BY 人数 DESC'}\n", " 工具返回:SELECT department, COUNT(*) AS 人数 FROM employees GROUP BY department ORDER BY 人数 DESC\n", "\n", "步骤 8 [AIMessage]:\n", " 调用工具:sql_db_query\n", " 参数:{'query': 'SELECT department, COUNT(*) AS 人数 FROM employees GROUP BY department ORDER BY 人数 DESC'}\n", " 工具返回:[('技术部', 2), ('销售部', 2), ('人力资源', 1)]\n", "\n", "最终回答:查询结果如下:\n", "\n", "| 部门 | 人数 |\n", "|------|:----:|\n", "| 技术部 | 2 人 |\n", "| 销售部 | 2 人 |\n", "| 人力资源 | 1 人 |\n", "\n", "目前公司共有 **3 个部门、5 名员工**,其中技术部和销售部各有 2 人,人力资源部有 1 人。\n" ] } ], "source": [ "# 遍历所有消息,还原 Agent 的完整推理链\n", "response = await sql_agent.ainvoke({\n", " \"messages\": [{\"role\": \"user\", \"content\": \"每个部门各有多少人?\"}]\n", "})\n", "\n", "for i, msg in enumerate(response[\"messages\"]):\n", " msg_type = msg.__class__.__name__\n", "\n", " # AIMessage 中如果有 tool_calls,说明 Agent 调用了工具\n", " if hasattr(msg, \"tool_calls\") and msg.tool_calls:\n", " print(f\"\\n步骤 {i+1} [{msg_type}]:\")\n", " for tc in msg.tool_calls:\n", " print(f\" 调用工具:{tc['name']}\")\n", " print(f\" 参数:{tc.get('args', {})}\")\n", "\n", " # ToolMessage 是工具返回的结果\n", " elif msg_type == \"ToolMessage\":\n", " print(f\" 工具返回:{msg.content[:200]}\")\n", "\n", " # AIMessage 的最终文本回答\n", " elif msg.content:\n", " print(f\"\\n最终回答:{msg.content}\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "434a0b8e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Matplotlib is building the font cache; this may take a moment.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "✅ 数据加载完成\n", " 员工表:5 行 × 5 列\n", " 产品表:4 行 × 5 列\n", " 订单表:5 行 × 5 列\n", "\n", "📋 员工表示例:\n", " id name department salary hire_date\n", " 1 张三 技术部 20000.0 2023-01-15\n", " 2 李四 销售部 11000.0 2023-02-20\n", " 3 王五 技术部 16000.0 2022-11-10\n" ] } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "\n", "# ============================================================\n", "# 配置 matplotlib 中文显示\n", "# ============================================================\n", "# Windows 用 SimHei(黑体),macOS 用 PingFang SC\n", "# 如果还是乱码,试试安装 fonts-noto-cjk 并清除缓存\n", "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\", \"PingFang SC\", \"DejaVu Sans\"]\n", "plt.rcParams[\"axes.unicode_minus\"] = False # 解决负号显示为方块的问题\n", "\n", "# ============================================================\n", "# 从数据库加载数据到 Pandas DataFrame\n", "# ============================================================\n", "# 用 SQLAlchemy engine 复用连接,避免重复创建连接池\n", "from sqlalchemy import create_engine\n", "\n", "engine = create_engine(db_uri)\n", "\n", "employees_df = pd.read_sql(\"SELECT * FROM employees\", engine)\n", "products_df = pd.read_sql(\"SELECT * FROM products\", engine)\n", "orders_df = pd.read_sql(\"SELECT * FROM orders\", engine)\n", "\n", "print(\"✅ 数据加载完成\")\n", "print(f\" 员工表:{len(employees_df)} 行 × {len(employees_df.columns)} 列\")\n", "print(f\" 产品表:{len(products_df)} 行 × {len(products_df.columns)} 列\")\n", "print(f\" 订单表:{len(orders_df)} 行 × {len(orders_df.columns)} 列\")\n", "print(f\"\\n📋 员工表示例:\")\n", "print(employees_df.head(3).to_string(index=False))" ] }, { "cell_type": "code", "execution_count": null, "id": "a5544525", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ Python 代码执行沙箱创建成功\n" ] } ], "source": [ "import traceback\n", "from io import StringIO\n", "from contextlib import redirect_stdout\n", "from langchain.tools import tool\n", "\n", "# ============================================================\n", "# 定义沙箱的\"白名单\"——只有这些库和数据可以被代码访问\n", "# ============================================================\n", "# 这是一种简单的安全策略:不在白名单里的东西,代码碰不到\n", "SANDBOX_GLOBALS = {\n", " # 数据:Agent 可以分析这三张表\n", " \"employees_df\": employees_df,\n", " \"products_df\": products_df,\n", " \"orders_df\": orders_df,\n", " # 工具库:Agent 可以用这些库做分析和画图\n", " \"pd\": pd, # pandas — 数据处理\n", " \"plt\": plt, # matplotlib — 基础绑图\n", " \"sns\": sns, # seaborn — 统计可视化\n", " \"np\": np, # numpy — 数值计算\n", "}\n", "\n", "@tool\n", "def execute_python_code(code: str) -> str:\n", " \"\"\"\n", " 执行 Python 代码进行数据分析和可视化。\n", "\n", " 可用变量:\n", " - employees_df: 员工表 DataFrame(字段:id, name, department, salary, hire_date)\n", " - products_df: 产品表 DataFrame(字段:id, product_name, category, price, stock)\n", " - orders_df: 订单表 DataFrame(字段:id, employee_id, product_id, quantity, order_date)\n", " - pd: pandas 库\n", " - plt: matplotlib.pyplot\n", " - sns: seaborn\n", " - np: numpy\n", "\n", " 使用示例:\n", " # 统计各部门平均薪资\n", " result = employees_df.groupby('department')['salary'].mean()\n", " print(result)\n", "\n", " # 画柱状图\n", " plt.figure(figsize=(10, 6))\n", " employees_df.groupby('department')['salary'].mean().plot(kind='bar')\n", " plt.title('各部门平均薪资')\n", " plt.show()\n", " \"\"\"\n", " # 准备隔离的执行环境\n", " # globals_dict 提供白名单变量,locals_dict 收集执行过程中产生的新变量\n", " exec_globals = dict(SANDBOX_GLOBALS)\n", " exec_locals = {}\n", "\n", " # 用 StringIO 捕获 print() 的输出\n", " # 这样 Agent 生成的代码里所有的 print 语句都会被收集\n", " output_buffer = StringIO()\n", "\n", " try:\n", " # redirect_stdout 会把标准输出重定向到我们的 buffer\n", " with redirect_stdout(output_buffer):\n", " exec(code, exec_globals, exec_locals)\n", "\n", " result = output_buffer.getvalue()\n", "\n", " # 如果代码没有 print 任何东西,给个默认提示\n", " if not result.strip():\n", " result = \"✅ 代码执行成功(无文本输出,可能已生成图表)\"\n", "\n", " return f\"执行成功:\\n{result}\"\n", "\n", " except Exception as e:\n", " # 出错时返回完整的错误堆栈,方便 Agent 自我修正\n", " error_detail = traceback.format_exc()\n", " return f\"❌ 执行出错:{e}\\n\\n{error_detail}\"\n", "\n", "\n", "print(\"✅ Python 代码执行沙箱创建成功\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "8cd91b43", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "数据可视化 Agent 创建完成\n" ] } ], "source": [ "from langchain.agents import create_agent\n", "\n", "# ============================================================\n", "# 定义可视化 Agent 的 System Prompt\n", "# ============================================================\n", "VISUALIZATION_PROMPT = \"\"\"你是一名资深数据分析师,精通 Python、Pandas 和 Matplotlib 数据可视化。\n", "\n", "## 可用数据\n", "1. employees_df — 员工表(字段:id, name, department, salary, hire_date)\n", "2. products_df — 产品表(字段:id, product_name, category, price, stock)\n", "3. orders_df — 订单表(字段:id, employee_id, product_id, quantity, order_date)\n", "\n", "## 工作流程\n", "1. 理解用户的分析需求\n", "2. 用 execute_python_code 工具编写并执行 Python 代码\n", "3. 先做数据探索(head、describe、info),再做深入分析\n", "4. 用中文解释分析结果,给出业务洞察\n", "\n", "## 代码规范\n", "- 绑图前设置中文字体:plt.rcParams['font.sans-serif'] = ['SimHei', 'PingFang SC', 'DejaVu Sans']\n", "- 设置 plt.rcParams['axes.unicode_minus'] = False\n", "- 图表尺寸统一用 plt.figure(figsize=(10, 6))\n", "- 必须添加标题、坐标轴标签,让图表自解释\n", "- 用 print() 输出关键统计量,不要只画图不说话\n", "- 图表标题用英文(避免渲染问题),但用中文向用户解释结果\n", "\n", "## 注意事项\n", "- 每次只执行一段完整的代码,不要拆成多段\n", "- 先探索数据结构,再做分析——不要上来就画图\n", "- 结果要有业务洞察,不只是\"最大值是 XXX\"\n", "\"\"\"\n", "\n", "# ============================================================\n", "# 组装可视化 Agent(langchain 1.3.1 写法)\n", "# ============================================================\n", "viz_tools = [execute_python_code]\n", "\n", "# 同样用 create_agent 一行搞定,和 SQL Agent 的创建方式完全一致\n", "visualization_agent = create_agent(\n", " model=llm,\n", " tools=viz_tools,\n", " system_prompt=VISUALIZATION_PROMPT,\n", ")\n", "\n", "print(\"数据可视化 Agent 创建完成\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "607a9a65", "metadata": {}, "outputs": [ { "data": { "image/png": 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sUgyWQgRHEThNmDChsbsNAAAAQHOES126dEkHHnhguv7664vrXnzxxfT888+n4cOHZ4/ffPPNtHjx4kbVr3T5Nttsk/7xj38Ut6dWlEcwBQAAAEALdosLMUD2/vvvn95+++1sxrXbb789XXfddalz585Z+ZAhQ9KIESOyeo2pX8nyYcOGpaFDh6bBgwenY489Nhv4+89//nMWLkVXOQAAAABaOFyK7mZPPvlkNkD2nDlzstnXBg0aVCwfM2ZM6tu3b6PrV7o8tmfcuHHpmWeeSe+++2464ogj0h133JHatWuX79UCAAAAIH+4FHr06JFOPvnkkmX77LNPk+q3RHm0bIoFAAAAgLU45hIAAAAANCRcAgAAACA34RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAOQmXAIAAAAgN+ESAAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAOQmXAIAqGKFQiFdfPHFacCAAWnQoEHpiiuu+Njn3HzzzWnw4MGpd+/eacSIEWnKlCktsq0AwPpJuAQAUMX+/d//Pf3lL39Jd9xxR7rlllvSPffcky677LLV1r/hhhvSL37xi3TjjTemcePGpQ4dOqRDDjkkC6kAAEqpKbkWAID13rx587KQ6J///Gfacssts3URMu2xxx5Z6PSJT3yiXv0VK1ZkwdOECRNS//79s3VXX311Ou6449LUqVPT1ltvvVb2AwBYt2m5BABQpf70pz+lHXbYoRgshQiNtthii/TEE0+sUj9aOEVXuKgzffr09Mc//jEtXbo0a+20umBp2bJlaeHChfUWAGDDIlwCAKhS06ZNS1tttdUq63v27JmFRw3F2ErbbLNNOv3007PWStFqabvttks33XTTav/GqFGjUqdOnYpLr169mn0/AIB1m3AJAKBKvf/++2njjTdeZX3btm2zFkkNzZkzJz388MNp7733zlot/e53v0tjx45N55xzTnrrrbdK/o2RI0emBQsWFJfoPgcAbFiMuQQAUKWi+1uMu1QqRKrbVa5W165dU+fOndNXv/rV4roYn2m33XZLjz/+eOrTp0/JoCoWAGDDpeUSAECVGjhwYHrhhRfqzfQWYyS9/PLLaeedd16lfu0g3g19+OGHJVtAAQAE4RIAQJXaZZddsoG4r7nmmnpjJEVrpL59+2aP//d//zdryRSGDBmS2rdvn37zm98U6z/55JPp1VdfTUOHDl0LewAArA90iwMAqGJ33XVX2nfffbMZ36IF0qxZs9L48eOzspkzZ6YTTjghjR49Oh1//PGpVatWacyYMenQQw/NQqfo7vbYY4+lW2+9tWQ3OgCAIFwCAKhi2267bZo8eXJ6+umnU01NTdp9993TRhttVByTKQbg7tGjR7H+gAED0j/+8Y+sO92iRYuymeK6dOmyFvcAAFjXCZcAAKpcjJe0um5tW2211SrrPvGJT6S99tqrBbYMAKgGxlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAOQmXAIAAAAgN+ESAAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAAKBlw6X33nsvTZ48udnqV7p88eLF6W9/+1tauHBho7cZAAAAgGYOl1asWJGOPPLItMMOO6RDDjkk9e3bN02aNCl3/UqXh/POOy/1798/nXjiiWnLLbdMV111VVN2GQAAAIA1qElNcMEFF6Tly5enmTNnpjZt2qQbbrghHXzwwVmg07p16ybXr3T5ddddl55++un01ltvpXbt2qWXXnop7b777unzn/98+vSnP92UXQcAAACgnJZLy5YtS6NHj85a/kSQE0499dTUtm3bNHbs2CbXr3R5oVBI11xzTbr66quzYCkMHDgw/fa3vy3WBwAAAKCFWi7Vdjfbbrvt6q3fa6+90nPPPZcOOuigJtXfaqutKlr+qU99Ki1YsCDttNNOacyYMenJJ59M/fr1SyeddFL6xCc+UXIfI7CKpZYxmgAAAACaqeXSjBkz0uabb77K+lg3ffr0JtevdPm0adNS165d0ymnnJJee+21NGDAgPTggw+mz3zmM+mDDz4ouY+jRo1KnTp1Ki69evVa42sCAAAAsKFrdLhUU1OTPvroo1XWx7qNNtqoyfUrXR4B0sSJE9Pw4cPTJZdckg3o/fDDD6eNN9443XbbbSX3ceTIkVlrp9pl6tSpa3xNAAAAADZ0jQ6XYqa1WbNmpZUrV9ZbHy2Ioqyp9Std3qNHj+zxF77whf+3s61bp3333Te98sorJfcxxmvq2LFjvQUAAACAZgiXYmyjzp07p2eeeaa4bsWKFWn8+PFZYNPU+pUu79OnT+rSpcsqrY+mTJlSHK8JAAAAgBYKl6LVz7nnnptOO+20LLBZsmRJOu+881Lv3r3TnnvumdU588wz07333tuo+pUuj1ZIZ5xxRjaD3Ny5c7Ntuueee7KZ5L7+9a+X+bIBAAAA0KTZ4sI555yTjUU0ePDgtHTp0jR06ND0u9/9rlg+efLktOOOOza6fqXLL7744vS9730vDRw4MC1evDj17ds3PfTQQ2nrrbd29AEAAABaOlwKMTh2LDFwdps2beqVPfLII02qX+nyVq1apR/+8IfZEl3mSg08DgAAAEALdItrqFTQU079SpcLlgAAAADWoXAJAAAAAIRLAAAAAOQmXAIAAAAgN+ESAAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAOQmXAIAAAAgN+ESAAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAOQmXAIAqHJvvPFGuv7669NNN92UpkyZ0ujnrVy5Mv32t79N8+bNq+j2AQDrN+ESAEAV++tf/5o+97nPpYkTJ6bnnnsuDR48OPv/xrjsssvSUUcdld58882KbycAsP6qWdsbAABAZRQKhXTcccelG264IQ0fPjxbd9ttt6UTTjghvfLKK2t87tixY9Mf/vCH1KNHD4cHAFgjLZcAAKq41VJ0basNlkKETdOnT09///vfV/u8adOmpbPOOiv9+te/ThtvvHELbS0AsL4SLgEAVKl//vOfaaeddqq3rnXr1tm6SZMmlXzOhx9+mI4++uj005/+NG299dYf+zeWLVuWFi5cWG8BADYswiUAgCo1e/bs1LFjx1XWd+rUKc2aNavkcy688MJsjKYvfvGLjfobo0aNyv692qVXr15lbzcAsH4RLgEAVKkIe5YuXbrK+iVLlqTOnTuvsv6BBx5IzzzzTPrBD37Q6L8xcuTItGDBguIyderUsrcbAFi/GNAbAKBKRbe2UjO9vfHGGyW7vF1wwQWpb9++6dRTTy2ue++997KwadCgQek///M/V3lO27ZtswUA2HAJlwAAqtQBBxxQHLx7wIABxUG+V6xYkT772c9mjz/66KPUpk2b7L+vuuqqrFVTXffff38aMmRIFi4BAJQiXAIAqFLt2rVLP/zhD9NXvvKVdPHFF2eDdUfroyuvvDILlGJMpm233TaNHj06felLX0oHH3zwKv/Geeedl/bff/+02267rZV9AADWfcIlAIAqdtppp6WuXbume++9N9XU1KRrr702HXrooVnZZpttls4+++w1tko68cQTU7du3VpwiwGA9Y1wCQCgyn35y1/Oloai9dJll122xud+//vfr+CWAQDVwGxxAAAAAOQmXAIAAAAgN+ESAAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDcapr6hKeeeirdeeedae7cuenAAw9Mxx13XFn1K11eq1AopCuuuCLtv//+ac8992zqbgMAAABQbsulxx9/PB1xxBGpb9++6ZBDDknXXHNNuuiii3LXr3R5XVdeeWVW9vLLLzdllwEAAABorpZL559/ftb65/jjj88eDx06NO20007p9NNPTz169Ghy/UqX1/rLX/6S7r777nTQQQc1ZXcBAAAAaK6WS9OnT0/PPvtsOuqoo4rrevbsmfbee+903333Nbl+pctrzZo1K5166qnp//7v/1K7du3WuI/Lli1LCxcurLcAAAAA0Azh0pQpU9IWW2yR2rdvX2/9tttum955550m1690eVi5cmX62te+li6//PJs/ccZNWpU6tSpU3Hp1atXI14ZAAAAgA1Xo8Ol+fPnpw4dOqyyfpNNNknz5s1rcv1Kl4dLLrkkDRgwIB155JGN2seRI0emBQsWFJepU6c26nkAAAAAG6pGj7nUtWvXkt3EIoTp1q1bk+tXuvwPf/hDGjduXBo/fnxjdzG1bds2WwAAAABo5pZLffr0SbNnz05z586tt/6VV15J/fr1a3L9SpfffPPNadq0aWnPPfdMu+66a7b8+c9/Tpdeemn23wAAAAC0YLjUpUuXdOCBB6brr7++uO7FF19Mzz//fBo+fHj2+M0330yLFy9uVP1Kl8f6CRMmZIN71y6f+cxnspnkSg1ADgAAAEAFu8WFn//852n//fdPb7/9durevXu6/fbb03XXXZc6d+6clQ8ZMiSNGDEiq9eY+pUubygG/958881T7969c7xUAAAAAJQVLkV3syeffDI99NBDac6cOVkLoEGDBhXLx4wZk/r27dvo+pUub+jss89OPXv2bMouAwAAANBc4VLo0aNHOvnkk0uW7bPPPk2q3xLlH7d9AAAAALTAmEsAAAAA0JBwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAOQmXAIAAAAgN+ESAAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAOQmXAIAAAAgN+ESAAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgDABuD9999Py5Yta3T9qDt//vyKbhMAUB2ESwAAVWzJkiVp+PDhaauttkpbbrllGjFixBpDptmzZ6cjjjgi9ejRI33qU59KAwYMSM8++2yLbjMAsH4RLgEAVLHjjz8+denSJU2fPj1NnTo1ffjhh+nUU09dbf1vfOMbafPNN0+zZs1KM2fOTOeee246/PDD0wcffNCi2w0ArD+ESwAAVeqdd95Jv//979N1112X2rVrlzp06JBuvPHGNGbMmDRnzpxV6keY9PDDD6crr7wytWnTJlt3wgknZF3qJk6cuBb2AABYHwiXAACq1GOPPZYGDRqU2rdvX1wXrZi23377kl3dPvroo3T55ZenT37yk8V1c+fOTQsXLkzdu3cv+Teii12U110AgA2LcAkAoErNmDGjZCjUrVu3rJtcQzEu04UXXlh8HF3oTjnllHTYYYelnj17lvwbo0aNSp06dSouvXr1aua9AADWdcIlAIAqVSgUSq5v1arVastqTZs2Le2///5Z97lbb711tfVGjhyZFixYUFxiXCcAYMMiXAIAqFIxO1zM/tZQDNYdZavzxz/+Me22225pv/32S2PHjq3XTa6htm3bpo4dO9ZbAIANi3AJAKBKDRkyJD3//PP1ZnqbN29eev3119Puu+9e8jkPPvhgGjFiRPrlL3+ZLr744uLA3gAAqyNcAgCoUn369EnDhg1L5557bjZY94oVK9IZZ5yRDj/88GzcpXgcZZMmTcrqL1myJH3zm99MP/7xj7MucTFYd+2ycuXKtb07AEA1hUvvvfdemjx5crPVr3R5NP3+29/+lhYvXtzobQYAqAZ33HFHFh5FN7hYFi1alG655ZasLMZIivJXX301exz3S7EuAqjOnTvXW8aNG7eW9wQAWFfVNKVy/Lr11a9+Nf31r39Nm222Wfb40UcfTf37989Vv9LlMRXuN77xjfT0009nM5fEjdWll16aTj/99HJfNwCA9UKMgRTjJs2fPz/r4rbpppsWyzbffPP07rvvFh/vtdde6f33319LWwoAbBDh0gUXXJCWL1+eZs6cmd2c3HDDDenggw/OQpvWrVs3uX6ly2P2kphC96233kobbbRR1rppjz32SHvvvXf69Kc/3ZyvIwDAOi1aHwEArNVucdHXfvTo0emqq64qDux46qmnZjOExK9hTa1f6fIwZsyYLGCKYCn069cvm/nkySefLP+VAwAAAKDx4VLtQI/bbbddvfXRfPq5555rcv1Kl8eglT/84Q/TgAEDimXRyilmR9lmm21K7mMEVtGVru4CAAAAQDOESzNmzMj65TcU66ZPn97k+pUuj9ZMp5xySmrfvn22vlAopO985ztpq622SgcccEDJfRw1alTq1KlTcYlxmgAAAABohnCppqYmaw3UUKyr7XbWlPqVLq8rBqo86KCD0ksvvZQeeOCBkuNDhehCFzOk1C5Tp04tWQ8AAACAJoZLMXXtrFmz0sqVK+utjxZEUdbU+pUur/X444+nQYMGZWMt/eUvf0ndu3df7T7GeE0xo0rdBQAAAIBmCJdibKOYZeSZZ54prluxYkUaP3582nfffZtcv9Ll4emnn07/9m//lq6++uqsy1u0dgIAAABgLYRL0ZXs3HPPTaeddlrWXWzJkiXpvPPOS71790577rlnVufMM89M9957b6PqV7o8xJhLI0aMSLvuumt64403isv8+fOb8SUEAAAA2HA1qSnPOeeck41FNHjw4LR06dI0dOjQ9Lvf/a5YPnny5LTjjjs2un4lyxctWpQFTmPHjs2WuiKEiuAJAAAAgPI0uZ/YJZdcki0xcHbMyFbXI4880qT6lSzfdNNN06RJk5q6ewAAAABUoltcQ6WCnnLqV7ocAAAAgHUoXAIAAAAA4RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAOQmXAIAAAAgN+ESAAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAOQmXAIAAAAgN+ESAAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAuQmXAAAAAMhNuAQAAABAbsIlAAAAAHITLgEAAACQm3AJAAAAgNyESwAAAADkJlwCAAAAIDfhEgAAAAC5CZcAAAAAyE24BAAAAEBuwiUAAAAAchMuAQAAAJCbcAkAAACA3IRLAAAAAAiXAAAAAGh5Wi4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAudU09QlPPfVUuvPOO9PcuXPTgQcemI477riy6q/tcgCAavfAAw+k++67L9XU1KQvfelL6aCDDmrW+gDAhq1JLZcef/zxdMQRR6S+ffumQw45JF1zzTXpoosuyl1/bZcDAFS7W2+9NX33u99NQ4cOTbvvvnv61re+lcaMGdNs9QEAmtRy6fzzz09XXHFFOv7447PHcdOx0047pdNPPz316NGjyfXXdjkAQDVbtmxZdj80bty4tMsuu2Trtttuu3TMMceko446KrVu3bqs+gAATQqXpk+fnp599tk0duzY4rqePXumvffeO2s2/e1vf7tJ9Q8//PC1Wt5we2tvqGKptWDBguz/Fy5c2KzvlkWLFqUPP/wwvTf97bT8g6Wp2iycOyste//99Oqrr2b7yvpl6tSpafmyD7w/11PVfvzmvfuvVFi5Ms2dMTW1qcLvuNW+f3F9iOtfXBua+9pa++8VCoVm/XfXdxESbbHFFsWgKAwbNiy1atUqGzpgyJAhZdVvyfsnACCts/dPjQ6XpkyZkt1stG/fvt76bbfdNr3zzjtNrr+2y0sZNWpUuvTSS1dZ36tXr1QJzz0xPlWzww47bG1vAmV44enHqvr1q/b3Z7Ufv/uuHZmqWbXv36677lqxfzuCq06dOlXs31/fxP1Q3Ps0VHs/1DAsamr9tXH/BAA0rzlz5pR9/9TocGn+/PmpQ4cOq6zfZJNN0uzZs5tcf22XlzJy5Mh07rnnFh+vjF+P585NXbp0yX6xq4ZUMm70omVDx44dU7Wzv9XLsa1ujm/1quSxjV/cIljS7b2+Nd0PzZs3r+z6pe6f4t/o3bt3FkYJ+taeDe1cui5zLNYNjsO6w7FYd0Rr46233jptttlmZf9bjQ6XunbtWrJ5c2xMt27dmlx/bZeX0rZt22ypq3PnzqnaxA3GhnSTYX+rl2Nb3Rzf6lWpYyvIqPz9W2Pvn2qPx4Z0v7Gu2tDOpesyx2Ld4DisOxyLdUdzjKnY6H+hT58+WYufaMlT1yuvvJL69evX5PpruxwAoNr1798/TZw4sd66aJkd4yKWuh9qan0AgCaFS9E17MADD0zXX399cd2LL76Ynn/++TR8+PDs8ZtvvpkWL17cqPpruxwAoNrFTLkRDj344IPFdXfeeWfWCmngwIHZ4wiOYqD1xtYHAMjdLS78/Oc/T/vvv396++23U/fu3dPtt9+errvuumLXsRjkccSIEVm9xtRf2+UbmmiyfvHFF5dsul6N7G/1cmyrm+NbvTa0Y7uuNHO/7bbb0jHHHJOOPvroLES666670j333JOVz5gxI+20005p9OjR6YQTTvjY+o3hOK8bHId1h2OxbnAc1h2ORXUei1aFJs45N3369PTQQw9lo4lHy6BBgwYVyyZMmJD69u1bb3aQNdVfF8oBAKrd66+/nh555JFUU1OTvvjFL9abEe6BBx5Iw4YNqzcuz5rqAwCUHS4BAAAAQK3yhwQHAAAAYIMlXAIAAAAgN+ESAAAAALkJl9ZzHzdkVqXLW9K6tC0tbUM6zhvi/n6catvfdW17Kqka38tre582pPfPuq6px8KxqxzHAnwm1lXOT+ufvNdr4dJ6KqYFHjhwYNpkk03SzjvvnB588MF65T/5yU9Sv3790uabb56OPPLING/evGYtb0kvvfRS2nfffVP37t1Tt27d0kEHHZRee+21YvmKFSvSKaeckrbccsu01VZbpbPPPjutXLmy2cpbQmzD6aefnr7zne/UWz9z5sx0yCGHpM022yx96lOfSv/93//douWV8t5772V/N6a+ruuJJ55Ie+65ZzZjURyPSy65pN6xePrpp9OQIUOy8qj3pz/9qd7zyy2vlL/97W9p9913z97Lqzv+hx12WLrqqqvqrY/pwGOK8M6dO2fv+3feeadZyyt5ftpxxx1XWR/vr3ifxXlrjz32SI8//ni9i9gFF1yQtt566+yzHlOif/DBB81WXinxd//zP/8zjRgxot76v/zlL9l7LLYlli9/+ctp6tSpxfJFixZlz4lzWp8+fdJll11W7/nlllfCxIkTs3NxvJ/i78b5qu5rPGnSpKy8U6dO2fUp3gd1VbqclhPv5TinxHshzjFxrmnO+jTenXfemT796U9nr+0BBxyQ3nzzzTXWv+OOO9L222+fnYf79++ffvWrX3m5m0E595Kvvvpqdi8f51jKF6/nPvvsk93r7brrrun+++9fY/3Zs2en4cOHZ995unTpkt2PL1++3KFoBr/4xS+y8018z/i3f/u3NGvWrNXWjZnd495tiy22yO6bBgwYkM1kSvO59NJLs/vRNVmyZEn62te+lt3nbbPNNtl3sSaJ2eJYvzz66KOF3r17F15++eXCBx98UPjVr35VaNeuXeGNN97Iym+++ebC9ttvX/jHP/5RmD9/fuE73/lOYfDgwcXnl1vekhYtWlTYcsstC//zP/9TWLlyZeGjjz4qXHvttYVtttmm8OGHH2Z1TjrppMLhhx9emDlzZuFf//pX4YADDiicffbZxX+j3PJKu/vuuwu77LJLoU+fPoUvf/nLxfWxfwMGDCh873vfy16HON5bb7114f/+7/9apLxS/uu//qvQt2/fQo8ePQo/+clPiuvfeuutQseOHQv3339/dpynTJlS2HXXXQtXXXVVVh6PN99888KYMWOy9/2DDz5Y+OQnP1mYOHFis5RXwpw5cwrnnHNOoV+/ftln9KmnnipZ79xzzy107ty5cMEFFxTXPfTQQ9l7//nnny8sWbKk8KMf/ajQv3//wvvvv98s5ZXw2muvFUaMGFHYdttt4+eOemXxGd55552z47x48eLs2MfrP2/evKz84osvLuy1117ZcZo9e3bh6KOPrvd5KLe8Ev74xz8Whg4dmn12P/vZzxbXT506tdClS5fCww8/nD1evnx54cILL6xX56CDDip861vfKsydO7cwefLkwsCBA+t9Hsotb25xnLp165ZdH+LcMWvWrOxcGe/dsGDBguz8cd1112Xvsccffzz7vI0fP75Fymk5cf7cbrvtCqNGjcrOLXGOiXPNAw880Cz1abyxY8cWunfvXnj66acLS5cuLfz0pz/N7o/iml5K7XXhhRdeyB4/++yzPkfNJO+9ZFwP4x6wffv2heeee665NmeDFfddcX950003ZdeKCRMmFDbbbLPCE088UbL+ihUrsnvhK6+8MjtXvf7669nxGDlyZItve7W58847s/PRK6+8kp2T4jWNe5Xa728NDR8+vHDKKadk57JQe52P7yeU509/+lNh7733zu5Xd9999zXWPeSQQ7LzWXyWIlsYNGhQ4Yorrmj03xIurYf23Xffwr333ltv3eWXX168yY4vkOPGjat34ow302OPPdYs5S3pmWeeyb6oNhQXikmTJmUX8Q4dOmRfsGrFRT3WxZeRcstbwmmnnZYFKvHBrftlOG4C44IXoVrdIKr2pFDp8kqIC0pcPOLGNm7C6n4ZjpArAoG6Ro8enZ0Mw/e///3CySefXK/83//93wtnnHFGs5RXQtzwx/GdMWNGdoEsFS7dc889hf322y+7Ca0bLsXnPAKZuoYMGVL49a9/3SzllRDH6wc/+EF2I1E3XIr3WHy5jC8yddedd955hZdeeim7AYygKQLtWnEj0qlTp8Kbb75ZdnmlRGAUr/Htt99eLziKY7rPPvvUqxtfqlu1apXdNMU+b7HFFoVly5bVe69stdVWWbBabnkl3HDDDVmQ1vCLbQTF4cYbbyx84QtfqFd+9dVXZ5/zliin5URA3/AHp/gcDBs2rFnq03jxmYjPRl1x7r/ttttK1j/44IOzAKqu008/vRgSk08595Jf//rXiz+aCpfKF9eFI444ot66H//4x9kPX6XEfe/+++9fb10EUfGDFeWJH4jj+03d+76ddtqp8Pvf/75k/fiBOX6ArOsrX/lK4b//+78dijLFd6xf/vKXWQOCNX3Pi/v3rl271vshOn4QinvOyAMaQ7e49cz8+fOzrj3RtDCaPkdz5uhKdNFFF2VNQKPby5QpU9LQoUOLz6mpqUn7779/GjduXNnlLS2az0+fPj394x//KK575plnsq4o0RVkwoQJWbPJT37yk8XyaI4cZU899VTZ5S3h+uuvz7pENfTHP/4xe91btWpVXHfggQem5557Li1cuLDi5ZXQpk2bdN9992XNlBuKppdHH310vXXvvvtu8djE9kaT/7qim0Xt+7Lc8kqIblFxfKOJbynxGb7wwguzbg3xOavbvD7emw23N45PbG+55ZUSzZm/973vpXbt2q3SRD22KboGRpfW22+/Pb344ovpv/7rv7LP3wsvvJB10dhuu+2Kz4nHgwcPTn/+85/LLq+UH/7wh+m4446r9xkKgwYNSs8++2zWxLvW73//+7TDDjukT3ziE9l7Mc6xG2+8cbE8ugkuXbo0vf7662WXV0LXrl3TN7/5zbX2+Vwbn19KW92xiK6gH374Ydn1aZy4D4r3f1M+F3EO/vznP7/azzH55L2XvOmmm7LuV2eccYaXvpk09Vpx7733pq985StZV6AYYiTuUaP7fpO7AlHP3Llzs/u8+J5RK+6V4vyzpvPTI488Unz8/vvvp/Hjx6fddtvNq1umH/zgB+kb3/jGKverDcWx+dznPlfvPj7uaeNaHffyjfH/vs2wXvjXv/6V9eeOL2VxMevbt2+6+OKLs/Enfvvb32ZBTPQZ3mijjeo9L54zY8aMsstbWvv27bM3eozPEyedjz76KBu/JsbKiaAitje2raHa7Y2xosopX5ti3xqeUOML86abblo8VpUsj77qLemkk06q9zhCzhj765e//GX2uNSxrnucyi1vacuWLcvCtBtuuCHrW97wZj++ODRcH9sb4V+55S0txlvp1atXNkZPnMMiqPiP//iPbDy366677mM/x7VjcOUtb2m9e/dOv/nNb7JzVozxFTetb7zxRnHsgFL7Gxf8CCFrP5vllJca76pccazqiuAsbr6/+93vrnaf4nGMDbV48eKKl8e5i5YRx6LhDwQxNkOIc098qS6nPo0Tn8EIJkp9LuIL9uq+YNQV4fujjz6arrjiCi97GT7uGlZKfPGO61/dsQcp3+quFTHWZ/zI1fD7TdyfxOcoQpD4Eh0/sp966qnpoYceEmqUeRzi3qxDhw6rHIuXX355tePBxb1GhHwxRtNjjz2WrrzyyuzHM9aNc1mE6B9HuLSeiTAkToQxSGBtuhtfXOLGLT6U8aUmQpeGYl2cPGMpp7ylxS/xMchxvJkPPfTQbL9jf2PdrbfeWvb+rGv7W1el921d3ve4MY4WIRFGRCu9UGp7625rueUtLfbt8MMPz1ocNhTbFGFB69atV3vsyilfG+etaHF54oknpquvvjpbFwNQR8vEL33pS1X3Xo7BQX/2s5+lYcOGZa3F4te3GLw+WrH99Kc/zbapbku1httbbnmlPf/88+mrX/1q9mtwDGC7ps9XiBv6SpfTckodizjfrO7919T6NP44hLzXtfhhI1q9/8///E/adtttvexlaOo1aMGCBdk9TvQ+iB/0aD6ru1bED27R+qJhuBT3JzfeeGN68skniz9SjBo1Kn3729/O7ltovuPwceenmOghyqI3R0xQEEscm7iXiu+3VF5z3E8Ll9Yz0RIhDu7JJ59cXBepcHxBi+5xn/3sZ7OmiA1FYh+pYyzllLe0aDIc21O3CeWxxx6bpdjRlSi2qW7Xk4bbG836yilfm0rtW3yJipuS2mNVyfK1IS7+0Rri5ptvzr6Mx5fXWqW2t+5xKre8Jd19993ZzHFxYz9t2rRsXbTAiJN3PI5f9SNIjW6wdZvZ1/2cllO+Ns5b8WUyPru1Yh8PPvjg7LwVrXtW9zmM1nVr+pw3pryl/fjHP85aY9SdDfHrX/96NjPTF7/4xWx7S3Vfq3v8yimv9Mwv8RmNkDBmE6m1us9X27Zts/dgpctpOaWORVw34vpRqgtwU+vT+PNq/IAQr23dz/3HnQeipV90cY0uDtEyILrrUp6PuxdtKFrGHHXUUVlPgdp7gAg+oiVfzKZV27KP5jkWcRxiltHoll7qcxRd6Ou2fo3g7/vf/37WwjyuMeQ7DnGej/d13R/DVveZeOWVV7IWlG+//XYWKoX4Eev888/PhluI4RSovDg20UOonPtLYy6tZ2Ka7QiT4pfwhjcL8etHjFsTJ8+GTQ4jkY8vWeWWt7ToGhVT7NYVX1KjxUOURbeT+BW97rgN0bIppnPdZZddyi5fm2LbGvbVj19R4j0QU6VWunxtiDF7oilyjKtVN1gKpba37vuy3PKWFK0P4zMbQUMELLFEt9boShX/Hb+kRdem1W1vfEbLKW9pMQ1tBIcNW5jUnreiZWI0Ra97Qxj1Y/tje8stXxfOW3GDGuFS7Xmr4bGJG6p4PWLcqHLLKyXC0AiVYqycusFSS3w+16XP74Zudccizjmlvrw1tT6NEz9GxH1KUz4X0Rp8v/32K54fBUvNo6n3kvGl+6677ipe/2OJYOmss87KWsxQ3rFoymcizkOlvlPFNbthKycaL3446NGjRzb+ZGOORdwb9ezZsxgs1Yp7qSij5T4/DVvsxXAW8b0kxiJrlHJHH6flffvb3y4cf/zxxVmBYhrqmD0tpmwM559/fjYjSG35HXfckU09WzuzULnlLem3v/1tNoNGzMRRK6YajymxYxrwELOJxUxgtc4888xsGsVa5Za3lIazxcVsVzGd+YMPPliczjxm+4rZuFqivNIazhYXMwrFca0720pdMdNYzAhWO/vX9OnTs/oxY1VzlFfa6maLqxUzp9WdLe6aa67JZtqIqXFrpxGNmTRmz57dLOWVFOekhpeXww47rN7UvjETZGxPzPoYvva1rxVOPPHEerO7xJS1tcotr6Rf/epX9WaL+/nPf17YbbfdCgsXLiyuixneNt1008LEiROzc2u/fv2KszzFDCpHHnlkNgVvKLe8EmK20Jj5aHWz78V5OY5n7YyAcX6JGQJjBsGWKKflvPfee9lMjHFOCXGOiXPNz372s+zxtGnTss9f7XTTH1ef/GK69Zh9KWajDHEfGOeZOAa1s8LGUneG1LjO150lluaxpnvJOGfHZ2Lq1Kmrfb7Z4ppH3FPEtSKuuWH+/PnZjNcxS1b45z//mV2j686OFfdnMeV6iPPWMccck83iR3kuu+yybJbZ2lnG7rvvvux7x+LFi7PHMXvxX//61+I9eZy7JkyYUHx+zFh2wAEH1Lt3pDzxmtedLS5mMB41alRhzpw52eO4Nmy//faFX/ziF8XHMWPfSSed1Oi/IVxaD8WH8tBDD82+XMSUs3FSrH0T1IYEMQ1n9+7dC7vsskuhR48ehb///e/NVt7S4qQS+xgnmJiyPf77Rz/6UbE8gqedd945+6IRF5A99tijXkBRbvnaCpdChBExJWR8UY39PvbYY+tNNV7p8pYMl+LktdFGGxU6d+5cb4njUevWW2/Nbhrii3z8/1VXXVXv3yy3fF0Kl+KEHmFBXIjjQhAB8p///OdmK2/pcGnWrFnZdOTxRShuwuP88pvf/KZYHkFM3IRsvfXWhR133LHQv3//LFBorvKWDJfi5vTkk0/OPlsHHXRQtr8RZN5yyy3FOnGDG9s6YMCA7Bwb9epO/VpueXOLqcrbtGmzyudzq622KtaJoDpChD333DMLcuM9XVely2k548ePz84pcW6Jc8y3vvWtYmBx1113FTbeeONiwPFx9SnPWWedlb22ca2Mz8Wjjz5aLItwI+4Xa/Xt27fQrl27VT7HcTwoz5ruJaOsbdu2xYCjFOFS87n77ruza8VnPvOZ7P190UUXFcuuvfbaLMSIL9V1r+FxjxbfqeIzcuCBB2ahOOWJe6H44S/uhQYNGpTdB8UPi7Xiu8c3v/nNeg0KojFDBOBf+MIXsv8+6qij6h0rmjdcinC1pqam+ONP7T18nI/ifBb3eJ///OebdAxaxf9UpmEVlTZz5sysK0g0ay41IGCUx8CyO++8c8mpB8stb0nRhHjy5MnZ+ALRtaTUzECTJk3K+vXG1K+llFteadG3O2bDixny6op10Rc5xnCJ/vkNVbq8UqJ5fjTrr+3PHs2QY1saimNe9/39wQcfZE3N433f8LVqjvJKWbhwYdaltdRAebXbFepO/xlizLFoEhxdv0o9t9zySojxnmIMqRjjoFSXwGj+H11bS3WJiXNavDdW1/y23PJKiO5+8flteF6Kbnpx3or9jPNWw/2Ny2+MexJjBkXz8YbKLW9O8ZqubuDsusc56kS36hgguNTxr3Q5LSfO13//+9+zgVZjZp+6optJw/f7mupTnhhf780338zO83XHN6ntplW7Lu6lSonuPy15Paxmq7uXLPWZqCuumXEMWuo6Xe1ifNq4VsS1t+Hsx6WORVzDo37cB8cQITSf+C4Zs5BFF7e6E83Eax7nnobrYnbdOFfFdd74Y5W/Xy31eYj7y9deey27z2rqjK7CJQAAAAByM6A3AAAAALkJlwAAAADITbgEAAAAQG7CJQAAAAByEy4BAAAAkJtwCQAAAIDchEsAAAAA5CZcAgAAACA34RIAAAAAuQmXAAAAAEh5/X+BROcixao4jwAAAABJRU5ErkJggg==", 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", 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vytc566yz0pprrpnOOeectNJKK6Xbb7+90j6Kbod5iSHlM2fOXKgPKIL3Lbfc4kMFAIAmok4LqUXAfeihh9KIESPyWPgI29tvv3265ppr0mmnnZb+8pe/pPvuuy999NFHqX379um9995L/fr1SxtuuGGeI1t0O8yvaNqChpTPyxtvvJG3V1wNAAAavzrt6X7ggQfSsccemwN3aNmyZdptt93SSy+9lJ/fcMMNuQc6AnFYY4010pFHHpluvfXWxdIO8xJVyutyewAAoGGo057ugQMH5qHdFb344otpgw02yL9H0akrr7yyUvtmm22W/vCHPyyW9qqGBlecvxvV6sLs2bPzg2LEZz527Nh69fHGhaGa1ACI//ZGjRpVq8fU0HXp0iW1bt26rg8DAACqpboZsE5D984771zp+XXXXZeee+65HHojaE2cODEtu+yyldZZbrnlcuG1oturEkWwLrroormWjxs3Lk2fPn2h3z/V8+mnn6YrrriiUYXuMWPGpClTptTqMTV0MaWka9eudX0YAABQLdU9n6/T0F0yderUdNJJJ6Xhw4enJ598Mi2//PLp+++/T0sssUSaNWtWpXVj3nebNm1SixYtCm2vStzyKYJBxZ7umJcbx+s+3cWJ6Qe/+MUvUn3yq1/9ap7V9qsj7td95plnVtkWvfpxAer444/Pvb9NhZ5uAAAaknnlxnoXuj/44IO01157pXXXXTe98sor5fOrIxCvuOKKOYCsssoqlXoIo8p40e1ViaGvVQ1/bd68eX5QjLZt26YePXrUq493k002meeIiOqIiv3zek+l/5ai17d79+6L/BoAAEBxqpsB6zQpxrDsrbfeOh1yyCHpT3/6U3ngLtlll13SI488MlcBqtKw9KLbYV769+9fp9sDAAANQ532dJ9//vmpc+fOOfxGYamSGKodw29PPvnktOOOO+bbeG211Vb5FmNRaO3GG2/M6xXdDvMS0writnKLctuwPn36uF0YAAA0EXUauidNmpS75GPuakWbb755uvrqq3MV8+gBv/DCC/O9vPv27ZueeOKJ1KlTp7xe0e0wPwMGDMjz/CtWtF+QmJ5w9NFH+2ABAKCJaFZWVlZW1wfRUEUhtSjyFRcPFFJrmmKERlS1r07wjsAdIT3mc8/Phx9+mO8ff8kll5jTDQAADTwPqv4FNRABOkJ3DBmfn2iP9RYUuAEAgMalzquXQ0MX9QcGDx6cRo8enQvxjRo1Kk2bNq286noUTYs54AAAQNMjdEMtiWB93HHH+TwBAIByhpcDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFaVHUjinW+PHj05QpU3zMjdCYMWMq/aTxad++ferUqVNdHwYAAIuB0N1AA/fpZ5yRvps5s64PhQINHTrU59tItWzVKl1+2WWCNwBAEyB0N0DRwx2Be+kt10stOi5V14cDLIRZk75NXz/7ev7/WG83AEDjJ3Q3YBG4Wy7Xsa4PAwAAgHlQSA0AAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIK0SPXII488ktZee+20yiqrlC/77LPP0v3335+++OKL1L1793TggQempZZaqrx96tSp6eGHH04jRoxIffv2TTvvvHNq1qxZrbUDAABAg+7pnjhxYjrxxBPTbrvtll588cXy5c8//3zaYIMN0qhRo1Lnzp3T8OHD0zrrrJPGjh2b26dPn5523333dN1116XvvvsunXXWWen4448v376m7QAAANCgQ/enn36aVl111dSyZcscqCv6xS9+kS6++OJ0xRVXpIEDB6Zbb701B/OhQ4fm9t/97nepRYsW6dFHH00XXnhhDuXRW/7YY4/VSjsAAAA06NDdsWPH9Prrr6crr7wytWrVqlJbDPOOUFxRxXXuuOOOdMIJJ5QPB+/QoUM66qij0t13310r7QAAANCg53S3b98+P6py0kknpZ///OepW7dueT73yy+/nJ566ql077335vb3338/rbvuupW26d27d3r88cdrpX1OM2bMyI+SyZMn55+zZ8/Oj8Wl9FqzJn2z2F4TqB2l/28X9/cGAAC1q7rncnUeuudnm222SWuuuWY69NBDU5cuXdKHH36YTjnllLTGGmukadOmpW+//Tb3Ts/Zc/7ll1/WuL0qQ4YMSRdddNFcy8eNG5fnhy/OOfDh62ffWGyvCdT+/8cVi0ICANCwTJkypeGH7qgkHsH7888/T0sssUQOyUcccUQuuhbzulu3bp2XVfTNN9+kZZZZJrVt27ZG7VUZNGhQOu200yr1dEcv/PLLLz9XeC9S6ZiX3rJPatGx3WJ7XaB2errjgll8z6ywwgo+UgCABqpNmzYNO3R/8skn6YUXXkhPPvlkDtwheoUi+O666645dMetxaKy+eqrr16+XTwv3XKspu1zipAejzk1b948PxaX0mtF4G65XMfF9rpA7Vnc3xsAANSu6p7L1dszvugFijHycw71HjNmTOrUqVP+fb/99kt33XVXedv333+f/vSnP6V99923VtoBAACgJuptT3cUV4t7Zu+xxx7p3HPPTV27dk1vvfVWOv/88/PtvcLJJ5+cttxyy3x/7a233jrdeeeduTd8n332qZV2AAAAqIl61dMd87WjSFrJtddem4eT/+Mf/8gFzGK4edzO69hjj83tnTt3ztXM47ZiN910U1pvvfXyuqUh4DVtBwAAgJpoVlZWVlajPTRhUUgtqp1PmjRpsRZSiyru55xzTur0g83N6YYG5ruvJqXxDz2fLrnkknwrRAAAGncerFc93QAAANCYCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgLYraMQDQcI0ePToNGzYsjRw5Mk2bNi21bds29ezZM/Xv3z9169atrg8PABoMoRsAKPf++++nm2++Ob355ptzfSojRoxIDz74YOrdu3caMGBA6tWrl08OABbA8HIAIHv55ZfToEGDqgzcFUV7rBfrAwDzJ3QDALmHe/DgwWnGjBnV+jRivSFDhuTtAIB5E7oBgDykfObMmQv1SUTwvuWWW3x6ADAfQjcANHFRNG1BQ8rn5Y033sjbAwBVE7oBoImLKuV1uT0ANGaqlzdgsyZ9W9eHACwk/982bjHceuzYsamhiYJoU6dOrdH2H374YWoqunTpklq3bl3XhwFAAyF0N0Dt27dPLVu1Sl8/+3pdHwqwCOL/3/j/mMYnAvc555yTGpqXXnopffvtol/I/fTTT9OUKVNSU3HJJZek7t271/VhANBANCsrKyur64NoqCZPnpw6duyYJk2alDp06LBYX3v8+PFN6gSnKRkzZkwaOnRoGjhwYFp55ZXr+nAoQATuTp06+WwboYba033ppZemkSNHLvR206dPTx999FHabrvt0i9/+cvUVOjpBmBh8qCe7gYqTtidtDduEbj1pEDDEkOOG+L/txtvvHGNLhasu+66DfJ9A8DioJAaADRx/fv3r9H22267ba0dCwA0NkI3ADRx3bp1S717916kbZdeeuk83BoAqJrQDQCkAQMGLHRF7latWqXVV1/dpwcA8yF0AwCpV69eadCgQdUO3rHe8ccfrxI/ACyA0A0AlBdUGzJkSOrTp898P5For856AIDq5QDAHD3egwcPTqNHj07Dhg1Lo0aNStOmTUtt27ZNPXr0yEXXYg54+PDDD312ALAAbhkGAMwlgvVxxx3nkwGAGjK8HAAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFaVHUjoH6YfTo0WnYsGFp5MiRadq0aalt27apZ8+eqX///qlbt251fXgAANCoCd3QSL3//vvp5ptvTm+++eZcbSNGjEgPPvhg6t27dxowYEDq1atXnRwjAAA0doaXQyP08ssvp0GDBlUZuCuK9lgv1gcAAGqf0A2NsId78ODBacaMGdVaP9YbMmRI3g4AAGikoTvmmv7sZz9LL730UqXlX331VV6+zTbbpAMOOCANHz68Uvu7776bBg4cmLbffvt05plnpgkTJtRqOzQ0MaR85syZC7VNBO9bbrmlsGMCAICmqs5Dd1lZWXrooYfSVlttla655pr08ccfl7dNnjw57bjjjqlVq1bpsssuS1tssUUu/vTCCy+UF4jaaaedcjGoX/ziF3n9XXfdNU2dOrVW2qGhif+mFzSkfF7eeOONvD0AANCIQvcHH3yQTj311HTRRReltddeu1Jb9LxFoadLLrkk9evXL68Xj0cffTS3//a3v0177rlnnpMaof26665Lbdq0Sffee2+ttENDE1XK63J7AACgnlUvX2211dI777yTmjVrls4777xKbbfffnu6/PLL8++ffPJJ6tChQw7gJQ888EAeSlsS+9h///3TX//613TEEUfUuL2qIbgV58lGz3iYPXt2flCM+MzHjh3bZD7e0nv99NNPF/q/q5ie8e233y7ya0dBtVGjRqW60KVLl9S6des6eW1g0ZS+o/wdBKApml3Nc/U6D91LLLHEPNvi5D+C8KabbprfUBR62muvvdINN9yQh5xHKFl11VUrbdO9e/d055135mHrNWmvShSbih75OY0bNy5Nnz59Id851RX/TldccUWT+8Bi5MXCqmnoHjNmTJoyZUqqC6eddlrq2rVrnbw2sGgmTpxY/nOppZbyMQLQpEyp5nlznYfuefnuu+/S119/nS699NL0j3/8Iy2//PL5j/rOO++c53fHCXqs07Zt20rbxfPogY4QXJP2qsQw9Hjdklgv5oPHsUUvPMXo2LFjnnPPgv3qV79KI0eOXOSPKu7XHQUF64Kebmh4Shf5lllmmbTCCivU9eEAwGIVU5MbdOhu2bJlvmoew7wj1Jb+qJ9++um54No555yT2rdvnyZNmpQ6d+5cvl08X3HFFXN4rkl7VWLoa1XDX5s3b54fFCP+rXr06OHjrYZNNtkkffbZZ4v8WW288cY+a6DaSn/7/B0EoClqXs0MWK+TYgz1bteu3VxXE0q3Q1prrbXS66+/Xqn91VdfTWuuuWattENDE9X963J7AACgAYXuww8/PN166615/nXJHXfckbbbbrvy9qhA/v3335ff0zsqnh966KG10g4NTUx3iIr/i6JPnz55ewAAoImE7hNOOCHPm95hhx1yZfPtt98+30f4/PPPz+3HH398Wm655fL9u0855ZS02Wab5SC97bbb1ko7NEQDBgxY6Crgsf7RRx9d2DEBAEBT1aysYjdyHXvuuefyfNKKc6qj2Nnw4cPTW2+9lVZfffU8/LVFixaV2p955pn09ttv53t59+3bt9I+a9o+P3FBIIp8xTxwhdSoT+LWX1Ftv+It7uYXuKNIYMznBlgYH374Ya6xErfzjClhANCUTK5mHqxXobuhEbqpz+IWezFd4o033pjvkPLo4Y6q5QALS+gGoCmbXM3QXW+rlwM1E0F68ODBeUrGsGHD8n3vp02bVl4NPkaNmMMNAADFErqhkYtgfdxxx9X1YQAAQJNUrwupAQAAQEMmdAMAAEBBhG4AAAAoiNANAAAABVFIDYBCjR8/Pk2ZMsWn3AiNGTOm0k8an/bt26dOnTrV9WEANGhCNwCFBu4zTj89zfzuO59yIzZ06NC6PgQK0qply3TZ5ZcL3gA1IHQDUJjo4Y7Afdiay6YVl/QnBxqSL6bOSne8OyH/f6y3G2DROQMCoHARuLu1a+WTBgCaHIXUAAAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAACN0AAADQsOjpBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAK0mhC98yZMwttBwAAgAYbukeMGJE23HDD9NBDD1XZXlZWlg444ID005/+tNLyP//5z2mNNdZIyy23XNpoo43SSy+9VKvtAAAA0GBD97fffptOO+20tPvuu6dPP/00TZs2rcr1hgwZkv71r3+liRMnli97/vnn08CBA9Odd96ZJk2alM4+++zUv3//NHbs2FppBwAAgAYduidMmJCmT5+e/v3vf6euXbtWuU6E7b/97W/pjDPOqLT86quvTmeddVbq27dvat68eTrwwAPTLrvskm677bZaaQcAAICaaJHqWLdu3dLQoUPn2f7555+n448/Pg87//vf/16p7amnnkqnn356pWU77bRTuueee3KvdU3b5zRjxoz8KJk8eXL+OXv27PwAoLLSd+MXU7/z0UADU/r/1nkOQNWqmwHrPHTPz/fff59+9KMf5aHl3bt3r9Q2a9asNG7cuNS5c+dKy1dcccX02Wef1bi9KnEcF1100VzLYz/RWw9AZaUpQXe8+/9PDQIa3v/HSy21VF0fBkC9M2XKlIYfus8///xc3Gzvvfeu8qpCFFdr1qxZpeUxTDzCek3bqzJo0KA8/7xiT3f01C+//PKpQ4cONXy3AI1P1O0Ih625TFpxyZZ1fTjAQvZ0xwWzZZZZJq2wwgo+O4A5tGnTJjXo0D18+PB07733pvvuuy+9++67edkXX3yRC57F81VWWSUtu+yyafz48WnllVcu3y6er7TSSqlVq1Y1aq9K69at82NOEdTjAcDc348hAne3dq18PNAAOc8BqFp1M2C9Dd0xZDtC8bHHHlu+LIZ9R6/JUUcdleeBb7rppum5555L66+/fvk6zzzzTOrXr1/+vabtAAAAUBP1NnTvv//++VHRVVddle+jffvtt+fncbuv4447Lu277755Lna03X333eX32q5pOwAAADTK0F0dcW/vU089Na255pr5dmNR6Tzuud2rV69aaQcAAICaaFYW1cTqiShgFuPi5yxuVhKHGo85x87PnDkzffjhhzksVzWuvqbt8xKF1Dp27JjnmSukBjC3+G4955xz0ukbrmBONzQwo7+ZmS5/5ct0ySWXzHUXGQBStfNgverpXmKJJebbHmG8qkAeRdGit3peatoOAAAAi0LJbQAAACiI0A0AAAAFEboBAACgIEI3AAAAFGSRCqmNHDkyPfHEE+mVV15J48aNyxW/V1hhhbTJJpuknXbaKXXr1q32jxQAAAAac093hOy999479evXLw0bNiytvPLKadddd0077LBD6tSpU/rzn/+c+vTpkw477LD07rvvFnfUAAAA0Jh6uq+55pp04403ptNPPz395S9/SS1btqxyvWnTpqVbbrkl7bnnnuniiy9OBx10UG0eLwAAADS+0H3ggQemk046aYHrtW3bNg0cODD95Cc/SePHj6/p8QEAAEDjH16+4oorLtyO/7953gAAANBU1ah6eQw5v+eee8qfv/zyy6lLly5p8803TzfccENtHB8AAAA0jerld9xxR1pnnXXSRhttlJ9/8sknafbs2eXtG2+8cfroo49yEbVddtkl/ehHP0rt2rWr/aMGAACAxtbTHbcJe//99+e7TqtWrXIF865du6ZJkybV9PgAAACgaQ4vn5fo/Y7AvcQSSxSxewAAAGgaofvMM89M7du3r/RYaqml0qqrrpo6d+5cO0cJAAAAjX1Od1WGDBmSTj755LmW6+UGAACgqatx6I5wLWADAABAAaH78ccfT0svvXRaffXV04YbbqhaOQAAANTWnO5Zs2al//znP+mXv/xl6t69ezrxxBPTxIkTa7pbAAAAaPBqHLp32223dN1116VHHnkkjRgxIi/baaedBG8AAACavFq9ZVinTp3StddemzbddNN0xhlnNPkPFwAAgKZtoeZ033TTTalZs2YLXO/SSy9NvXr1SiNHjkw9e/asyfEBAABA0wjdzZtX7hg///zzq6xc3qFDh3TvvfemlVdeueZHCAAAAE2xenn79u3n2bb11lvXZNcAAADQdOZ0P/DAA+npp5+u9o4ffvjh9Nhjjy3qcQEAAEDTCd3dunVLZ599dtp8883THXfckT777LO51vn444/TH/7wh7T++uunK6+8Mm8DAAAATVW1h5dvsskm6dlnn82915dffnk67rjjUseOHdMKK6yQZs+enT7//PM0Y8aMtOOOO6brr78+h3MAAABoyhZ6TvfOO++cHxGw33333TR+/Phc0TzC95prrplatKjRNHEAAABoNBY5Ibdu3Tqtt956tXs0AAAA0BTndAMAAAALR+gGAACAggjdAAAAUBChGwAAAOpb6H7nnXfStddem77++uvaPSIAAABo6qG7TZs26a677kpdunRJRx55ZL6HNwAAAFALoXu11VZLzz33XHrllVfSyiuvnA466KC0zjrrpN/+9rfpq6++WtTdAgAAQKNR4znda665Zho8eHD65JNP0sUXX5x+8Ytf5BB+6KGHpuHDh9fOUQIAAEBTLaQWQ8t//OMfpwEDBqTNNtssDzuPMH7IIYeko446qjZeAgAAABqcFou64ZQpU9Lvf//7dNNNN+Viasccc0x644030qqrrprb99133zRo0KD01ltv1ebxAtAAfTF1Vl0fArCQ/H8LUMehOwL2I488koeT77XXXqlly5ZzrRPLNthgg5oeIwANVPv27VOrli3THe9OqOtDARZB/P8b/x8DUAehO4qltW3bNu2///41eHkAGrNOnTqlyy6/PI+OovEZM2ZMGjp0aBo4cGCu50LjE4E7/j8GoA5Cd6tWrdIXX3xRg5cGoCmIE3Yn7Y1bBO7u3bvX9WEAQOMqpLbjjjumDh065FuEzZ49u3aPCgAAAJpy6H7ttdfSqFGj0qmnnpqWXnrp1LNnz9SrV6/82GijjWr3KAEAAKApDS+PcH377bdX2bbEEkvU5JgAAACgaYfuGFq+5ZZb1u7RAAAAQCOyyKE7vPDCC+mKK65IH330UaV53e3atUtPPfVUbRwfAAAANL053Z9//nn64Q9/mJZbbrm09dZbp9VXXz0dffTRaeLEiemUU06p3aMEAACAphS6n3766bTZZpvl+3Nus802uZBa3Kfz/vvvT7fcckvtHiUAAAA0pdD9zTfflN+Ts2PHjunrr7/Ov6+33npp3LhxaebMmQu9z7Fjx6YpU6bMtXzkyJHpH//4R3r11Ver3O6TTz5JjzzySBo/fnwh7QAAALBYQ/f666+f/vnPf+agHJXM//3vf6dZs2alsrKy9MEHH6RJkyYt1P5uvfXWHOIfffTR8mUxT/zYY49NO++8c7rtttvSIYccknbZZZc0ffr08nVOOOGE3ON+zTXX5OO4/vrrK+23pu0AAACw2Aupxb24d9xxx7T//vun5557Lm2wwQapb9++qVmzZjk8L7/88tXaT/Qu77DDDmnZZZdNK6+8cqW2m2++OT3//PPpzTffTEsttVT6/vvvcwC/6qqr0llnnZXuuOOO9OSTT+ae8CWXXDJ9+OGH+bgiRMfx1LQdAAAA6qSnO9xwww3pz3/+c3lAPvXUU9MRRxyRHnrooYXaz4UXXpieeOKJPEy9ohhSfswxx+TAXbr/dwT01157LT+/6aab0qBBg3JgDhH2BwwYkHvNa6MdAAAAFltPd/Q0l+Zul7Rt2zZ99dVX+ffdd989/6x4+7AF6dSpU9p3332rbDvjjDNyVfSKolc9eqJDzPHeZJNNKrVHb3tcDKiN9jnNmDEjP0omT55c/n4X5j0DQGNQ+tvn7yAATdHsambAhQrdMQx7rbXWWuB6Sy+9dL51WE1ttdVWlZ7/5je/Sa+88kq68847c/iNCwDLLLNMpXXiFmafffZZjdurMmTIkHTRRRfNtTwKx1WcZw4ATUHpb338LI1KA4CmYkoVRcBrHLrXXHPNXCxtcYse5SioFnO7o2BbBOW4qhDDzeeskh5hOoaLt2zZskbtVYmh6Keddlql4+rWrVuev96hQ4dafc8AUN99++23+Wf8XV5hhRXq+nAAYLFq06ZNMYXUIqguTiNGjEh77rln2nbbbdNLL72Uh7OH5s2bp86dO6cxY8akVVddtXz9Tz/9NHXp0qXG7VVp3bp1fswp9hUPAGhKSn/7/B0EoClqXs0MWKOk+MILL6SDDjoobbrppnkudOmx/fbbp9oQw7wjbJ900knpD3/4Q3ngLunfv/9cRdui+Nquu+5aK+0AAABQJ7cM+/zzz9MPf/jDdMABB+Qh1qNHj84B+Yorrkjnnntuqg3nnXde3nfcE3z48OHly+P2Yn369EmnnHJKfs1o33rrrfO9vN966610++235/Vq2g4AAAA1scg93U8//XSuIj506NC0zTbbpJ49e6aBAwem+++/P91yyy2LtM+oJF7x/t5lZWV5rnTcUqziI+6vHdZdd93017/+NfeCRw979LzHfbdLxdFq2g4AAAB10tP9zTff5Ptah7i/dulWYuutt16u5h0Fylq1arVQ+7zxxhsrPY/7aFenwvkjjzxSWDsAAAAs9p7uGJL9z3/+M40dOzb16tUrVxWPyubRO/3BBx+kSZMmLfJBAQAAQJPu6d5oo43SjjvumPbff//03HPPpQ022CAP0W7WrFnuAa84TBwAAACaokUO3eGGG27It9gKN998c7r77rvThAkT0lFHHVVbxwcAAABNM3SHrl275p8xtHzjjTdOa6211mK/lzcAAAA0ijndUSDtrLPOSuuss075smHDhuXbePXr1y/16NEjvfvuu7V9nAAAAND4Q/epp56aHn/88XyrsDB16tR0xBFHpLvuuitXND/ssMPyOgAAANDULdTw8u+//z798Y9/TCNGjEjdunXLy/72t7/lHu599tknPz/mmGPSkCFD8nDzFi1qPHodAAAAmkZP95gxY/Iw8lLgDvfdd1+uYF4SlcuXXnrp9MUXX9TukQIAAEBjDt3t2rVL48aNy73YYdq0aXmo+R577FG+TrTFMPMI5wAAANCULVTojiC96qqrpqeeeio/v/766/PQ8k6dOpWv8/vf/z6tt956qW3btrV/tAAAANCALPSk6yuvvDIdcMABOXx/8MEH6bHHHsvL33777VzV/Nlnn00PPvhgEccKAAAAjTt09+/fP/3vf//Lj759++bwXRpqvs0226RrrrkmrbbaakUcKwAAADQoi1RefPXVV8+PijbeeOP8AAAAABbxPt0AAABA9QjdAAAAUJ+GlwMALC6jR49Ow4YNSyNHjsw1ZOIOKT179sx1Zrp16+YfAoB6TegGAOql999/P918883pzTffnKttxIgR+W4pvXv3TgMGDEi9evWqk2MEgAUxvBwAqHdefvnlNGjQoCoDd0XRHuvF+gBQHwndAEC96+EePHhwmjFjRrXWj/WGDBmStwOA+kboBgDqlRhSPnPmzIXaJoL3LbfcUtgxAcCiEroBgHpVNG1BQ8rn5Y033sjbA0B9InQDAPVGVCmvy+0BoLapXg4AtSSGOI8dO7bJfJ5jxoyp9LM2REG0qVOn1mj7Dz/8MBWpS5cuqXXr1oW+BgCNh9ANALUkAvc555zT5D7PoUOH1tq+XnrppfTtt98u8vaffvppmjJlSirSJZdckrp3717oawDQeAjdAFCLPaARyFh0l156aRo5cuQib9+zZ8909tlnF/7vDADVJXQDQC2JIcd6QGtm4403rtEQ/djevwEA9YlCagBAvdG/f/863R4AapvQDQDUG926dUu9e/depG379OmTtweA+kToBgDqlQEDBix0dfBY/+ijjy7smABgUQndAEC90qtXrzRo0KBqB+9YL9aP7QCgvhG6AYB6JwqiDRkyJA8Zn59oj/VifQCoj5qVlZWV1fVBNFSTJ09OHTt2TJMmTUodOnSo68MBgEZp9OjRadiwYWnUqFFp2rRpqW3btqlHjx65aJo53ADU9zwodC+GDxkAAICmmQcNLwcAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUpEWqR+655560ySabpB49epQvmzRpUrrvvvvSiBEjUt++fdO+++6bWrRosdjaAQAAoEH3dI8ZMyYdfvjh6eCDD06vvvpq+fJvvvkm7bLLLumhhx5KK6+8crr66qvTEUcckWbPnr1Y2gEAAKBBh+5PPvkkrbXWWqlnz56pT58+ldquueaatOKKK6Z77703nXLKKenRRx9NL7/8cho2bNhiaQcAAIAGHbo7deqUPvjgg3TBBRekJZZYolLbXXfdlY477rjy50suuWTuif7Tn/60WNoBAACgJup88nIE3XhUZdSoUbkXvKK11147DwdfHO1zmjFjRn6UTJ48Of+M4eiGpAMAADQds6s5LbnOQ/e8TJs2LT/at29faXmHDh3S+PHjC2+vypAhQ9JFF1001/Jx48al6dOn1+DdAgAA0JBMmTKlYYfutm3bpjZt2uRiZzHvuuIbW3bZZQtvr8qgQYPSaaedVqmnu1u3bmn55ZfPYR0AAICmoU2bNg07dIfVVlstvf/++5VuIfbee+/l5YujfU6tW7fOjzk1b948PwAAAGgamlczA9brpHjggQemW2+9tfz5zJkz05133pkOOOCAxdIOAAAANdGsrKysLNUTG264YTr33HPTfvvtl59PmDAhbbPNNmnLLbdMW2+9dXlV8b/+9a+pRYsWhbcvSAwv79ixY5o0aZLh5QAAAE3I5GrmwXrV033CCSekddddt/x5zK1+8skn8z28n3jiibT77rvne2qXAnHR7QAAANBoerobGj3dAAAATdPkhtjTDQAAAI2J0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAAGiqofuOO+5IO++8c1pvvfXSXnvtlZ566qlK7a+//no64ogjUt++fdPAgQPTF198UavtAAAA0ChD9+9+97t06aWXpvPOOy89/PDD6eijj04HH3xwevrpp3P7Bx98kHbdddccmG+88cbUtm3bHNC/+eabWmkHAACAmmhWVlZWluqprbfeOv3sZz9Le+65Z/myCy+8ME2YMCFdffXV6ac//Wlq0aJFuuKKK8rbd9hhh3TooYemY445psbtCzJ58uTUsWPHNGnSpNShQ4dafe8AAADUX9XNgy1SPdazZ8/0v//9r1LofuWVV9KOO+6Yf//73/+ebrvttkrb7LvvvunBBx/Mobmm7XOaMWNGflT8kMPs2bPzAwAAgKZhdjUzYL0O3RdddFEeUh5zrbt3755efvnltNRSS+Vl0UE/duzYtMoqq1TaZtVVV01jxoypcXtVhgwZko9pTuPGjUvTp0+vlfcMAABA/TdlypSGH7o///zzNHHixBxoY571d999l7vuY3h5y5Yt8/M2bdpU2iaex5uPHumatFdl0KBB6bTTTqvU092tW7e0/PLLG14OAADQhLSZI0s2uNA9c+bMtMcee6Q777wz7bTTTuXLL7vsstzT/eSTT+ag+/XXX6fOnTuXt0dIj+fxAdSkvSqtW7fOjzk1b948PwAAAGgamlczA9bbpBhDvL/66qtc2KyiCOAxzzuss8466dVXX63UHnO+11577VppBwAAgJqot6E7hm3H/O3o0a7o0UcfTb17986/H3XUUbnnO4aJh7jH9s0335wOP/zwWmkHAACAmqi3w8vjVl433XRTOuSQQ/K9tLt27Zreeuut3DMdVcfDsccem0P5RhttlDbddNMcyE866aS0xRZb1Eo7AAAANNr7dIfx48enZ555JvdCR+/39ttvn9q2bVupTHtUNX/77bdTv3795hoaXtP2+XGfbgAAgKZpcjXv013vQ3d9JnQDAAA0TZOrGbrr7ZxuAAAAaOiEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAQugEAAKBh0dMNAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAADQ1EP3hAkT0vfffz/P9kmTJs13+5q2AwAAQKML3cOHD0+9evVKvXv3Tu3atUs/+9nPKrXfeuutqUuXLqlHjx5pjTXWSM8880yttgMAAECjDN3vvfdeOvjgg9Odd96Zxo4dm95+++10++23p9tuu608kJ955pnpiSeeSOPHj0+//e1v05577plGjx5dK+0AAADQaEP30KFD08CBA1O/fv3y8+7du+ee6SWXXDI/v+aaa9LPf/7ztPbaa+fnP/jBD3Jo/uMf/1gr7QAAAFATLVI99s9//jPdd9996Z133kmPPvpo6tixY9p7773zz/Dvf/87h+aKtt9++3T33XfXSvucZsyYkR8lkydPzj9nz56dHwAAADQNs6uZAet16B4zZkx6+umn00MPPZS22GKL9Pjjj6fzzjsvPfvss2mllVbKQ8JXXHHFStussMIKeSj6rFmzatRelSFDhqSLLrporuXjxo1L06dPr5X3DAAAQP03ZcqUhh26v/vuuzRt2rT00ksv5R7vkmOOOSZdcMEF6fe//32V2zVr1iyVlZXlR03aqzJo0KB02mmnVerp7tatW1p++eVThw4dFvIdAgAA0FC1adOmYYfuli1bpk6dOqUDDjig0vIYXn7OOefk9uWWWy73Mq+88srl7V9++WXuBa9pe1Vat26dH3Nq3rx5fgAAANA0NK9mBqzXSXG99dbL9+euKEJyhPGw5ZZb5uHnFUVF8hiKXhvtAAAAUBP1OnSfeOKJ6Ze//GX67LPP8vP4+etf/zoddthh+fkJJ5yQLrnkkvTxxx+XF0aLwmtHHnlkrbQDAABATdTb4eVhn332yYF4ww03zPOmo7DaySefnAYMGJDbd95553ThhRemjTfeOLVr1y4XR4vQHLcWq412AAAAqIlmZfOqGlbPSrGPHj06denSJc/Frqo9esErzs2uzfZ5iUJqcfuySZMmKaQGAADQhEyuZh5sEKG7vhK6AQAAmqbJ1Qzd9XpONwAAADRkQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEFaFLVjAACAujR69Og0bNiwNHLkyDRt2rTUtm3b1LNnz9S/f//UrVs3/zgsFs3KysrKFs9LNT6TJ09OHTt2TJMmTUodOnSo68MBAABSSu+//366+eab05tvvjnPz6N3795pwIABqVevXj4zCs2DhpcDAACNxssvv5wGDRo038Adoj3Wi/WhSEI3AADQaHq4Bw8enGbMmFGt9WO9IUOG5O2gKEI3AADQKMSQ8pkzZy7UNhG8b7nllsKOCYRuAACgURRNW9CQ8nl544038vZQBKEbAABo8KJKeV1uD/PilmEAAJBS+uijj9Knn37aJD6L6dOnp08++SQ1Jg888ED67LPParR9ixaNKx6tssoqqU2bNqkp6Nq1a1pttdVSfdS4/qsCAIBFdNttt6V33nnH59dAjRo1Kn377beLvH3cx/vxxx+v1WNi8VlrrbXS+eefXy8/cqEbAABSSkcccYSe7gZs4sSJNerpXmmlldJOO+2UGpOm1tNdXwndAACQUh6aWl+Hp7Jgs2bNSg8++OAif1R77LFHGjBggI+aWqeQGgAA0OD179+/TreHeRG6AQCABq9bt26pd+/ei7Rtnz598vZQBKEbAABoFGJ4eOvWrRdqm1j/6KOPLuyYQOgGAAAahV69eqVBgwZVO3jHerF+bAdFEboBAIBGY+ONN05DhgzJQ8bnJ9pjvVgfitSsrKysrNBXaMQmT56cOnbsmCZNmpQ6dOhQ14cDAABUMHr06DRs2LB8D++4D3fbtm1Tjx49ctE0c7hZXHlQ6F4MHzIAAABNMw8aXg4AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAACA0A0AAAANi55uAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUpEVRO24KysrK8s/JkyfX9aEAAACwGJVyYCkXzovQXQNTpkzJP7t161aT3QAAANCAc2HHjh3n2d6sbEGxnHmaPXt2Gjt2bGrfvn1q1qyZT4pau2IWF3JGjx6dOnTo4FMF6i3fV0BD4fuKIkSUjsDdpUuX1Lz5vGdu6+mugfhgu3btWpNdwDxF4Ba6gYbA9xXQUPi+orbNr4e7RCE1AAAAKIjQDQAAAAURuqGead26dbrgggvyT4D6zPcV0FD4vqIuKaQGAAAABdHTDQAAAAURugEAAKAgQjcAAAAUROiGWvL3v/89vfLKK3Mtf++999IDDzxQ7f389a9/Tc8++2yaPXt2uu+++/LPebn77rvTSy+9tMjHDDRNf/vb39Jnn31WZdsVV1yRZsyYkX+v6vvnwQcfTM8991z+ferUqencc8+d7/dUie8roLoeeuih9MILLyzUBzZmzJj0hz/8YYHrffXVV6msrKz8+fTp09MvfvGLBX6PTZw4caGOByoSuqGWDBs2LL3++utzLR8xYkT685//XO39PPHEE+nVV19NzZo1y6H7pz/9aaX2+KPw1ltv5cdrr72WLr/88vLnn3/+edp///3TiiuumFZaaaW0wgorpC233LJW3h/QOMyaNSsNGDAgfffdd+XL4vkbb7yRfx8yZEg+Cf3ggw/SVlttVWnbyZMn53U/+eST9O6776bRo0enRx99NN166635eekRJ7XB9xWwKOLi3ssvv7xQ28T30e9+97sFrhfnTWuttVa6/vrr8/OrrroqXX311emss85KP/vZzyo9St+LEdJ/+MMf5u/H8Nhjj6UOHTrkc63SY8kll6z0PC5KQkmL8t+AWhMhu/RFHSegEYjPO++88va4orogEbrjRDZOeqOnfJ999snLowfqqKOOqrRu6flhhx2Wvv322/z62267bf5D8s477/iXBcr9+9//zj0266+/fn5+9tlnp1133TX//Oc//1m+3s9//vN0zDHHVPrkLrnkktS5c+d8QTAeIQJ4fFfFhceSgw8+OO23336+r4BFEhcFF/bWqdXdZvDgwenoo49Oo0aNSvfcc08O3xG6x40bl371q1/l38PJJ5+cjjjiiPJzsrjAGOdZcc514IEHph133LF8JGPsK5Yt7IUCmg6hG2ro8ccfz4E4eoZuueWW/GV90UUXpaWXXjq3L7XUUqlVq1blzyuKIZoVhziFsWPHppYtW+Yh5qUT32WWWSYPXd9www1T27Zt8xD0e++9N/9BCNEjdd111+XnDz/8cPm+7r///nThhRf6NwbKxcW4P/7xj+nwww+v9KnEUM5Sz0ycvMaImYoX+O666670m9/8Jh155JFp7733Ll8eJ5s77bRTeYiP3p6dd945/+77ClgUH3/88VwjbaoaGVjqrQ5ffvll/j464IAD5lo3LgzG+VjJ6quvns+zOnXqlHute/bsmXu6W7RokTstogNj2WWXTX369CnfJraPc6+4OLnEEkvkZf/6179yp8r48ePThAkT0tZbb10e7Eu/QxC6oYbiZHPKlCnp+OOPT5tttlk+IQ0xDKk0dzIC+emnnz7XtpdeemmlIZ4xrHzSpEl5SGYMrYo/AiWrrrpq+R+X5ZZbLp/8HnLIIXkI+dChQ+cK9Z9++mkaOXJk/uMBEF588cX09ttvp4022iiPwgndunXLF+iil+f//u//8vfZCSeckC8WxlDNmOLy/PPP557wuMAYJ7YVR9DEyWn0dpd6mDp27Fgeun1fAYsivp+efvrpuUb2VbTGGmtUao8wHN9Dc24T0+5KIbk0DD2mycSonegsifOuOEeLTosrr7wy7bbbbvn7rmLNnKiBER0q0b7nnnumRx55JC+PqTQbbLBBuuyyy8rXPeWUU3IAh4qEbihAfKGX5nfHSW4U9ygN21x77bXzFdZS8bWSuEoaX9z77rtv7h2K+doVh2tWDNPDhw/P+znnnHNyqL755ptzj3apuFG4/fbb01577ZWaN1e6Afh/xUlmXKSLE86Y9tK3b988vzGGRMbJ6h577JFPUEN8n8RJb4Tudu3a5ZPM6O2OZfF9VTJz5sw817u0rFSEzfcVsCgiyMYjeqCjE2Je5zFxwTAeJdHrHEO+d99990rrff/99+UXBWN/8R0XU2AiHMfv//3vf/Ow8Thfi5E6cVEyAnacY0XHSlx8jO/OLl265P3HuVvFUYpxrhbnZiVx/hbBHSoSuqEWxRDwZ555Jv3oRz/KX+YxbGm11VZLK6+8crrjjjvSf/7zn1yYY+DAgXNte/755+chmzFvKAp8RHCPXvIIzhXFiW38YYn9hgjgMXcy5pBXHDq1ww47pOOOOy6fEEePFUDpJHWVVVbJJ5tPPfVU+UW6GDUT3z0Vh3fG1JVQcYhl7969Kw0vjxC+xRZb5AAfYnqM7ytgUd144435vCZGAkbv8w9+8INqbffmm2/mUToVxTlQDBmPc6sQAT5G7kTHSNS/2WSTTfJrRU94jDAsidA8aNCg8ormsX2cp8X3ZJyDReiOUT1hl112KS+wFuI8D+bUrGzOCaXAQole7CjEEVdCY/5PDPvebrvtcs92nMj+6U9/yut98803aZ111kn/+9//chivKHqcIiTHH4yLL744n/jG1dX40o8eqNhvRV9//XUeDjWnGILev3//PCwqesDPPPPM1L59+0pF3ICmK3qhY1pLXLyLE864ABgjb+J7KYoElUbhlIZTdu/ePf3lL38pXxbfJfE8lpfEEMy4CFjxe61fv365pyj4vgKqK4J2fJ/ELQbDSSedlDs0FjRqb9q0ablieFworHjOFN916623Xq6XU1EE4wjfUStnXvV64lyqNGWwpBSbSoXXYvuYC17xwmT0dMcw9Dk7TWja9HRDDUXxoY8++ij16tUrz7GOwB3iymx8YcfJbAxViqIa8QU8Z+COIVRR0CjC+vLLL1++fM0110w/+clP0kEHHZTvV1mx9yiqa8Y8pIrrR2Cf8xraj3/84zzMSugGSr01Uf8hwnecxMbvpREyMTKmVJwxRHXy0kXDkpj3GN8rCxJTZHxfAQsrLtZtuummaZtttsnPI4DfcMMN+XxofqKKeIy4mbOTIu7UUFUh2xA1Kkr1dmKKXpzHHXroofl5VDevSgwtj0dpJGOc60U9n9Ic8/fee6+89g5UJHRDDcUc7HhEIbU5T25j/mPcQiKu1EZwLlUkL4n7apd6tEu3pagorp5GcbVoi17zGCJVcuqpp+b2koqhvCSqD8c8owjjpaFVQNMVU00iWEeRohhKWQrZMUQ8qppHZd6KPUQxlLyi6H2KGhLz06NHj7nCuu8rYEFiFE3ciaV0y9Vw7bXX5o6LqGMzr8Kw0eN82mmn5fOkOUUPd/SAL8iTTz6ZRxwuSPRgx11l4g4QUV09RjvG0PKbbropX8iM14p53xVvvwhB6IYCxQnr5ptvnucYxVDOinOuY852fMFHz3j0cs9L9GjHfKPosY4ruVHkY0GiF+vYY4/NFYZjrpHADcxLTH0p9exEb3dJhPJShd6KJ7AxhaVij3hFI0aMmOsCpO8rYEGi9/jEE09M//jHP3LBspKoQREdGDHqL4LsxhtvPNec7SgMGT3UFe+aUBJ3a4iRg3OK+dhRIDLENL64EBl3jInpMNEzHhcPK44mDDHMPb4Dt99++1whPYpQ/va3v0277rpr+ToRvGOe+O9///t8sRFKhG6oJXFbsIrhNuYKRRGO+PKO+2rH/KEYih5DzmNY0qxZs/Ltec4444z57rdNmzZ5+7i6Gr9XHPoZtwSrWJ2zJKp0xolxDHd3yzCgqp6hqAtxzDHH5N/jBLNDhw55dExJXOCr6oJd3B4sikJWJYqvVcX3FVCVOBeKKuFRPC2+J6KjYk4RpqPHO3qQo1e5dGEvhnJHFfIoblaxkFnF2xnGdhdccMFcbeeee26aOnVq7hCJUYMxbS9GI8Zw8+hZrzhdsOSKK67InSjRK77++uvneeQxijGmD4ZS0bUI21tuuWWumVGqmg5CN9RQDBGPq54xbyj+cMRQ7ujBjquvUcisVEgjlsWXevR+xxd2FFVbUOCuOHQ89lVRzB2qeEuKOYd8xpB3gKrE0PGY2hKhO+ZBVuyRiZ6e+L6KqSlR2HFOcaIbFYWrEjUqquL7CqjKE088kc+Jore5YoHGOcXdFqI9erSjZzkKx8b9smOud4y8qXiBMOaAR9j+8MMPc/ids6BZ9IxHwI7QHUPEY0RhKWDHPO8oKnnbbbflnveoWB5TBGNEUBRXi/1ef/31uRZPXKSMbWN5BPLSXWWipz6Gm0NFqpdDLYgeoxg6Xppz/eWXX+Yrr/Nat3SbiarE/KC4MjpnwbWK4p648QcmKpNX3C5uTRaVO+MPQcWh7AALungYF/dKxX+iNzu+Q+YsBjRq1Kj8PRcnvFWJnqWYj1kqLOT7CliQGKkXt+xa2HWjp7li0caSWD5hwoQ8OrCqgmbxfRfbze9crPTdFR0opfOx0utF50r00Jdq6UQgj1E+MTxdzzbzInQDAABAQeZ/0zsAAABgkQndAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABfl/byoMANRrd999d/r73/9e/jzuP7vuuuumvfbaK3Xp0iXVte+++y7f0zbu792UjwEA5qSnGwAagNdffz2NGzcu7b///mm//fZLa621VvrPf/6T1l9//fS3v/2trg8vbbXVVumll15q8scAAHPS0w0ADUT37t1z4K7o0UcfTQcddFAaOXJk7v0uKSsrS1OmTEkdOnSY5/6+/fbb1LZt29S8+dzX4GfNmpUmTZpUaZ9ziv23b98+/z558uR5rvfNN9+kdu3alT+P3ujZs2enNm3azLVudY479rfkkkvOddzzOwYAqCt6ugGgAdtll13SZpttlv74xz/m5xFmzz///LTyyiunjTfeOPXq1Ss9/PDD5esfd9xx6Xe/+13aaaedcvtKK62UzjrrrPT999/n9hkzZqQf//jHaemll87tHTt2TNdcc02l7X/1q1+l7bffPrfF8+WXXz69//77eah7/B77iOVnnnlm2nzzzdOqq66a1lhjjfTuu++mc845J22wwQZ5vYEDB5bvtzrHffHFF6ddd9019+7Ha1922WW57cknn6zyGACgPhC6AaCB23DDDXPgDFdeeWUaNmxYGjFiRF724IMPpiOPPDJ98MEHuT16kS+88MIcnN95550chIcPH563C7/+9a/TK6+8kj7//PP00UcfpSeeeCKdcsopeb3S9oMHD87BfOLEiXn9WLdnz57p/vvvz7+3bt06r3fPPfekBx54IC+LsNyvX7/UuXPn9Pbbb+fjuf3223NPfXWPe+jQofmCwahRo3LQPvfcc3MPf1wAqOoYAKA+ELoBoIGLXukIwKXwevrpp+ee4BBzvw8//PB0yy23lK9/wAEH5N7k0rbRw3zDDTfk5yeddFJ66qmnyoeDb7LJJrln+tVXXy3ffu+9906HHnpofo3YfokllkjNmjXLP+NRcsQRR+SQ3bJly3TYYYflYeH/93//l9uiN3q77bZLr732WrWPO55HsA59+/ZN6623Xt6+9NpVHQMA1DVzugGggfvwww9Tjx490rRp09KYMWPS2Wefnc4777xKc5132GGH8ucRaCuKod+xj5hPHYE1tn3sscdyWwTZjz/+OE2fPr18/Qi71RGBvKRTp06pVatW+VFxWczvru5xR4CvKAJ6BHkAqM+EbgBowKIYWtxK7KabbspF0eJ2Wf/85z/z7cRKIthWNGHChErPo5d82WWXzQH7mGOOyb3cL774Yi5WFrbYYotK67doUbunD9U9bgBoiAwvB4AG6rPPPks/+tGPUp8+fdJuu+1WXljtjjvuqBRcY3h4DBkvueuuu3Lvcsltt92W51yHuA3ZvvvuWx64//vf/1brVmDRg12T4mXVOe6ijwEAiqCnGwAaiIceeijtvPPOudL3p59+modkH3vssbmwWckVV1yRA/h7772XVllllVycLAqYlUJ1iCHbe+yxR9p0003Tm2++mYuklYaT77PPPnlu9csvv5y++OKLXLQsCpUtSOzzxBNPTP37909XXXXVQr+36hx30ccAAEVoVhYTuACAei3mXH/yySeV5jfHPO6qhnpPnTo1Vx2PUB694FtuuWV52yGHHJKLo0VRsgjaMZQ8wmrpftshKorH60WxsuhtjlAew89XXHHFXF087qEdt/aqKG459r///S//HtvFerHPrl275mUxJzyGrG+99dbl28R+Y2h5hOwFHfec+wuvv/56PqZ4VHUMAFAfCN0A0ISUQnf0ZgMAxTOnGwAAAAqipxsAAAAKoqcbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAABSMf4fnh+/dqqyii0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "分析结果:\n", "## 📊 员工薪资分析报告\n", "\n", "以下是对公司 **5 名员工** 薪资数据的完整分析:\n", "\n", "---\n", "\n", "### 一、核心统计指标\n", "\n", "| 指标 | 数值 |\n", "|------|------|\n", "| **平均薪资** | **13,800 元** |\n", "| **中位数薪资** | **16,000 元** |\n", "| **最高薪资** | 20,000 元(张三,技术部) |\n", "| **最低薪资** | 5,000 元(赵六,人力资源) |\n", "| **薪资标准差** | 5,890.67 元(波动较大) |\n", "| **薪资极差** | 15,000 元 |\n", "| **变异系数** | **42.69%**(薪资离散程度较高) |\n", "\n", "---\n", "\n", "### 二、关键洞察\n", "\n", "#### 🔍 1. 中位数 > 均值,呈**左偏分布**\n", "- 中位数(16,000)高于均值(13,800),偏度为 **-0.86**,说明薪资分布左偏\n", "- 这意味着**低薪员工拉低了平均值**,而多数人薪资集中在较高区间\n", "- 60% 的员工(3人)薪资**高于平均值**\n", "\n", "#### 🔍 2. 部门间薪资差距悬殊\n", "| 部门 | 平均薪资 | 人数 |\n", "|------|---------|:----:|\n", "| 🥇 **技术部** | **18,000 元** | 2人 |\n", "| 🥈 销售部 | 14,000 元 | 2人 |\n", "| 🥉 人力资源 | 5,000 元 | 1人 |\n", "\n", "- 技术部平均薪资是人力资源部的 **3.6 倍**\n", "- 技术部的张三(20,000元)是人力资源赵六(5,000元)的 **4 倍**\n", "\n", "#### 🔍 3. 薪资分层明显\n", "- **高薪层**(≥16,000元):技术部2人 + 销售部1人 = 3人\n", "- **中薪层**(11,000元):销售部李四\n", "- **低薪层**(5,000元):人力资源赵六\n", "- **IQR(四分位距)** 为 6,000 元,中间 50% 员工薪资在 11,000~17,000 元之间\n", "\n", "---\n", "\n", "### 三、业务建议\n", "\n", "1. **关注低薪员工**:人力资源岗薪资(5,000元)远低于其他岗位,需评估是否合理偏低,是否存在人才流失风险\n", "2. **技术部薪资结构健康**:两位技术员工薪资分别为 16,000 和 20,000 元,存在合理梯度,有激励空间\n", "3. **销售部薪资可优化**:两名销售薪资差距较大(11,000 vs 17,000),可能需要明确绩效与薪资的挂钩机制\n", "4. **数据量有限**:目前仅 5 名员工,建议扩大样本量后做更深入的回归分析(如薪资与工龄、绩效的关系)\n" ] } ], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\") # 抑制 matplotlib 的字体警告\n", "\n", "response = await visualization_agent.ainvoke({\n", " \"messages\": [{\"role\": \"user\", \"content\": \"分析一下员工薪资的分布情况,包括均值、中位数、最大最小值等统计量\"}]\n", "})\n", "final_msg = response[\"messages\"][-1]\n", "print(f\"\\n分析结果:\\n{final_msg.content}\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "68a05e00", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== 薪资统计概览 ===\n", "count 5.00000\n", "mean 13800.00000\n", "std 5890.67059\n", "min 5000.00000\n", "25% 11000.00000\n", "50% 16000.00000\n", "75% 17000.00000\n", "max 20000.00000\n", "Name: salary, dtype: float64\n", "\n", "中位数薪资:16,000 元\n", "薪资范围:5,000 ~ 20,000 元\n", "薪资标准差:5,891 元\n" ] } ], "source": [ "# 数据探索\n", "print(\"=== 薪资统计概览 ===\")\n", "print(employees_df['salary'].describe())\n", "\n", "# 计算额外统计量\n", "median_salary = employees_df['salary'].median()\n", "print(f\"\\n中位数薪资:{median_salary:,.0f} 元\")\n", "print(f\"薪资范围:{employees_df['salary'].min():,.0f} ~ {employees_df['salary'].max():,.0f} 元\")\n", "print(f\"薪资标准差:{employees_df['salary'].std():,.0f} 元\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "47a2e6ae", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "findfont: Failed to find font weight bold, now using 600.\n", "findfont: Failed to find font weight bold, now using 600.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "分析结果:\n", "## 📊 各部门平均薪资对比分析\n", "\n", "### 核心数据\n", "\n", "| 部门 | 平均薪资 |\n", "|------|--------|\n", "| 🏢 **技术部** | **18,000 元** |\n", "| 📞 **销售部** | **14,000 元** |\n", "| 👥 **人力资源** | **5,000 元** |\n", "| **整体平均** | **13,800 元** |\n", "\n", "### 🎯 业务洞察\n", "\n", "1. **技术部薪资最高(18,000元)** — 远超整体平均 13,800 元,高出约 30%,反映技术岗位在当前市场的高价值定位。\n", "\n", "2. **销售部居中(14,000元)** — 略高于整体平均水平,典型的\"底薪+提成\"结构下,基础薪资表现稳健。\n", "\n", "3. **人力资源部薪资最低(5,000元)** — 无论是与整体平均还是其他部门相比,差距都较为显著,仅约为技术部的 **28%**,存在较大的薪资结构差异。\n", "\n", "4. **薪资跨度大** — 部门间最高薪资差达到 **13,000 元**(技术部 vs 人力资源),说明公司内部不同岗位的价值定位和薪酬策略差异明显。\n", "\n", "> ✅ **建议**:可进一步关注人力资源岗位的薪资竞争力,若该岗位市场行情本身偏低则属正常,否则可考虑薪资结构调整以吸引和留住人才。\n" ] } ], "source": [ "response = await visualization_agent.ainvoke({\n", " \"messages\": [{\"role\": \"user\", \"content\": \"画一个柱状图,展示各部门的平均薪资对比\"}]\n", "})\n", "final_msg = response[\"messages\"][-1]\n", "print(f\"\\n分析结果:\\n{final_msg.content}\")" ] }, { "cell_type": "code", "execution_count": 20, "id": "a1b89e0e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 设置中文字体\n", "plt.rcParams['font.sans-serif'] = ['SimHei', 'PingFang SC', 'DejaVu Sans']\n", "plt.rcParams['axes.unicode_minus'] = False\n", "\n", "# 按部门计算平均薪资\n", "dept_salary = employees_df.groupby('department')['salary'].mean().sort_values(ascending=False)\n", "\n", "# 画柱状图\n", "plt.figure(figsize=(10, 6))\n", "bars = plt.bar(dept_salary.index, dept_salary.values, color=['#4C78A8', '#F58518', '#E45756'])\n", "plt.title('Average Salary by Department', fontsize=16)\n", "plt.xlabel('Department', fontsize=12)\n", "plt.ylabel('Average Salary (CNY)', fontsize=12)\n", "\n", "# 在柱子上方标注具体数值\n", "for bar in bars:\n", " height = bar.get_height()\n", " plt.text(bar.get_x() + bar.get_width()/2., height,\n", " f'{height:,.0f}', ha='center', va='bottom', fontsize=11)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "6066e2b0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "findfont: Failed to find font weight bold, now using 600.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "分析结果:\n", "---\n", "\n", "### 📊 分析结果:各产品类别库存总量\n", "\n", "#### 核心数据\n", "\n", "| 类别 | 库存总量 |\n", "|------|:------:|\n", "| 🖥️ **电子产品** | **1,900 件** |\n", "| 🪑 **办公用品** | **300 件** |\n", "| **总库存** | **2,200 件** |\n", "\n", "#### 📈 业务洞察\n", "\n", "1. **电子产品是库存主力,占比高达 86.4%** — 电子产品库存(1,900 件)占全部库存的绝大部分,这与其品类丰富(3 个产品)直接相关。\n", "\n", "2. **办公用品库存明显偏低** — 仅 300 件,且只有\"办公椅\"一个产品,品类单一,建议适当补充办公用品的新品,丰富产品线。\n", "\n", "3. **从库存结构来看**,公司目前以电子产品为核心业务,办公用品仅为辅助品类。如果办公用品需求稳定,现有 300 件库存可能不足以支撑大规模销售,建议评估历史订单数据,判断是否需要增加备货。\n", "\n", "> 💡 进一步可分析:各产品的销售情况(订单量),计算库存周转率,看看哪些产品存在积压或缺货风险。需要我继续深入分析吗?\n" ] } ], "source": [ "response = await visualization_agent.ainvoke({\n", " \"messages\": [{\"role\": \"user\", \"content\": \"计算每个产品类别的库存总量,用水平条形图展示,并标注具体数值\"}]\n", "})\n", "final_msg = response[\"messages\"][-1]\n", "print(f\"\\n分析结果:\\n{final_msg.content}\")" ] }, { "cell_type": "code", "execution_count": 22, "id": "a80e304f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "============================================================\n", "Agent 生成的第 2 段代码:\n", "============================================================\n", "# 先探索产品表的基本信息\n", "print(\"=== 产品表基本信息 ===\")\n", "products_df.info()\n", "print(\"\\n=== 前5行数据 ===\")\n", "products_df.head()\n", "print(\"\\n=== 描述性统计 ===\")\n", "products_df.describe()\n", "print(\"\\n=== 产品类别分布 ===\")\n", "print(products_df['category'].value_counts())\n", "\n", "\n", "--- 执行结果 ---\n", "执行成功:\n", "=== 产品表基本信息 ===\n", "\n", "RangeIndex: 4 entries, 0 to 3\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 id 4 non-null int64 \n", " 1 product_name 4 non-null str \n", " 2 category 4 non-null str \n", " 3 price 4 non-null float64\n", " 4 stock 4 non-null int64 \n", "dtypes: float64(1), int64(2), str(2)\n", "memory usage: 292.0 bytes\n", "\n", "=== 前5行数据 ===\n", "\n", "=== 描述性统计\n", "\n", "============================================================\n", "Agent 生成的第 4 段代码:\n", "============================================================\n", "# 查看完整的产品数据\n", "print(\"=== 完整产品数据 ===\")\n", "print(products_df.to_string())\n", "print(\"\\n=== 各产品类别平均价格 ===\")\n", "avg_price_by_category = products_df.groupby('category')['price'].mean()\n", "print(avg_price_by_category)\n", "\n", "\n", "--- 执行结果 ---\n", "执行成功:\n", "=== 完整产品数据 ===\n", " id product_name category price stock\n", "0 1 笔记本电脑 电子产品 6999.0 500\n", "1 2 机械键盘 电子产品 399.0 1000\n", "2 3 办公椅 办公用品 499.0 300\n", "3 4 显示器 电子产品 1200.0 400\n", "\n", "=== 各产品类别平均价格 ===\n", "category\n", "办公用品 499.0\n", "电子产品 2866.0\n", "Name: price, dtype: float64\n", "\n", "\n", "============================================================\n", "Agent 生成的第 6 段代码:\n", "============================================================\n", "# 设置中文字体\n", "plt.rcParams['font.sans-serif'] = ['SimHei', 'PingFang SC', 'DejaVu Sans']\n", "plt.rcParams['axes.unicode_minus'] = False\n", "\n", "# 计算各产品类别平均价格\n", "avg_price_by_category = products_df.groupby('category')['price'].mean()\n", "\n", "# 画饼图\n", "plt.figure(figsize=(8, 8))\n", "colors = ['#ff9999', '#66b3ff']\n", "explode = (0, 0.05) # 将电子产品部分略微突出\n", "\n", "plt.pie(avg_price_by_category.values, \n", " labels=avg_price_by_category.index, \n", " autopct='%1.1f%%',\n", " startangle=90,\n", " colors=colors,\n", " explode=explode,\n", " shadow=True,\n", " textprops={'fontsize': 14})\n", "\n", "plt.title('Average Price Distribution by Product Category', fontsize=16, fontweight='bold')\n", "plt.axis('equal') # 保证饼图是正圆\n", "\n", "# 添加图例,显示具体平均价格\n", "legend_labels = [f'{cat}: ¥{price:.0f}' for cat, price in avg_price_by_category.items()]\n", "plt.legend(legend_labels, loc='upper right', fontsize=12)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# 输出关键统计量\n", "print(\"=\" * 50)\n", "print(\"各产品类别平均价格分析\")\n", "print(\"=\" * 50)\n", "for cat, price in avg_price_by_category.items():\n", " print(f\" ▶ {cat}:平均 ¥{price:.0f}\")\n", "print(\"-\" * 50)\n", "print(f\" 整体平均价格:¥{products_df['price'].mean():.0f}\")\n", "print(f\" 电子产品平均价格是办公用品的 {avg_price_by_category['电子产品'] / avg_price_by_category['办公用品']:.1f} 倍\")\n", "\n", "\n", "--- 执行结果 ---\n", "执行成功:\n", "==================================================\n", "各产品类别平均价格分析\n", "==================================================\n", " ▶ 办公用品:平均 ¥499\n", " ▶ 电子产品:平均 ¥2866\n", "--------------------------------------------------\n", " 整体平均价格:¥2274\n", " 电子产品平均价格是办公用品的 5.7 倍\n", "\n", "\n", "============================================================\n", "最终回答:\n", "## 📊 各产品类别平均价格分析\n", "\n", "### 数据概览\n", "产品表中共有 **4 款产品**,分为 **2 个类别**:\n", "- **电子产品**(3 款):笔记本电脑 ¥6,999、显示器 ¥1,200、机械键盘 ¥399\n", "- **办公用品**(1 款):办公椅 ¥499\n", "\n", "### 核心发现\n", "\n", "| 产品类别 | 平均价格 | 占总体比例 |\n", "|---------|---------|-----------|\n", "| 🖥️ **电子产品** | **¥2,866** | **85.2%** |\n", "| 🪑 **办公用品** | **¥499** | **14.8%** |\n", "\n", "### 💡 业务洞察\n", "\n", "1. **电子产品是绝对的价格主力** — 平均价格高达 ¥2,866,是办公用品的 **5.7 倍**。主要原因是电子产品中包含了高单价的笔记本电脑(¥6,999),拉高了整体均价。\n", "\n", "2. **办公用品品类单一** — 目前只有一款办公椅,平均价格仅 ¥499。建议可以引入更多办公用品(如办公桌、文件柜等),丰富品类的同时也能平衡产品价格结构。\n", "\n", "3. **价格分层明显** — 电子产品内部也存在较大差异(¥399 ~ ¥6,999),既有高客单价产品也有性价比产品,覆盖了不同消费层次。\n", "\n", "> ⚠️ **注意**:当前数据样本量较小(仅 4 条记录),结论仅供参考,建议在更多真实数据上验证分析结果。\n" ] } ], "source": [ "# 查看 Agent 的完整推理过程,重点是它生成了什么代码\n", "response = await visualization_agent.ainvoke({\n", " \"messages\": [{\"role\": \"user\", \"content\": \"分析各产品类别的平均价格,画一个饼图\"}]\n", "})\n", "\n", "for i, msg in enumerate(response[\"messages\"]):\n", " msg_type = msg.__class__.__name__\n", "\n", " # AIMessage 中的 tool_calls 包含 Agent 生成的代码\n", " if msg_type == \"AIMessage\" and hasattr(msg, \"tool_calls\") and msg.tool_calls:\n", " print(f\"\\n{'='*60}\")\n", " for tc in msg.tool_calls:\n", " if tc[\"name\"] == \"execute_python_code\":\n", " print(f\"Agent 生成的第 {i+1} 段代码:\")\n", " print(f\"{'='*60}\")\n", " print(tc[\"args\"].get(\"code\", \"\"))\n", "\n", " # ToolMessage 是代码执行的结果\n", " elif msg_type == \"ToolMessage\":\n", " print(f\"\\n--- 执行结果 ---\")\n", " print(msg.content[:500])\n", "\n", "# 最终回答\n", "final_msg = response[\"messages\"][-1]\n", "print(f\"\\n{'='*60}\")\n", "print(f\"最终回答:\\n{final_msg.content}\")" ] }, { "cell_type": "code", "execution_count": 38, "id": "c479dbd1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "findfont: Failed to find font weight bold, now using 600.\n", "findfont: Failed to find font weight bold, now using 600.\n", "findfont: Failed to find font weight bold, now using 600.\n" ] }, { "data": { "image/png": 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gHDiQIwwg/0yYQCAVAAAAAIAERlADQN6YNYtSMACiY9w4s++/5+gDAAAAAJCACGoAyH1Llpj170/TXgDRM2KE2cSJvAIAAAAAACQYghoActfatWZ9+5odPMiRBRBd6q+hrDEAAAAAAJAwCGoAyD1bt5q9847Z3r0cVQDRd/hwWtaYsscAAAAAAEBCIKgBIHfs3m329ttm27dzRAHEDmWNKXtMWWQAAAAAACDuEdQAkHMpKWbvvWe2YQNHE0DsUfaYssiUTQYAAAAAAOIaQQ0AOS/v0q+f2fLlHEkAsUtZZMomozweAAAAAABxjaAGgJwZMsRszhyOIoDYp2wyBWEVjAUAAAAAAHGJoAaA7Js0yeznnzmCAOLHggVmX38d7VEAAAAAAIBsIqgBIHuWLjX76iuOHoD4M3as2cSJ0R4FAAAAAADIBoIaALJu2zaz//3P7NAhjh6A+DRggNmSJdEeBQAAAAAAyCKCGgCyJiXF7P33zXbt4sgBiF8Kyn7wgdnWrdEeCQAAAAAAyAKCGgCy5tNPzVat4qgBiH8KzipIq2AtAAAAAACICwQ1AGTe99+bTZ/OEQOQOFavNvvkEzOfL9ojAQAAAAAAmUBQA0DmzJtn9u23HC0AiWfGDLOffor2KAAAAAAAQCYQ1ACQsR07zD7+mJXMABLX8OFmy5ZFexQAAAAAACADBDUApO/wYbOPPqIxOIDElppq1r+/2d690R4JAAAAAABIB0ENABn30Vi4kKMEIPFt3Wr22WfRHgUAAAAAAEgHQQ0AkS1alBbUAICCYuZMs3Hjoj0KAAAAAAAQAUENAOHt3m324Ydp5acAoCAZMsRs1apojwIAAAAAAIRBUAPAkXy+tMbgahAOAAXNoUNm//d/Zvv3R3skAAAAAAAgBEENAEf66SezuXM5MgAKrk2bzL74ItqjAAAAAAAAIQhqAAi2Zo3Z8OEcFQCYNs1s6lSOAwAAAAAAMYSgBoC/paaaffJJ2kcAgNnAgWY7d3IkAAAAAACIEQQ1APztxx/NVq/miACAZ88es6++4ngAAAAAABAjCGoASKNgxvffczQAINTMmZShAgAAAAAgRhDUAJBWburTTyk7BQCRUIYKAAAAAICYQFADgNkPP1B2CgAyKkP15ZccIwAAAAAAooygBlDQqeyUghoAgPTNmmU2ZQpHCQAAAACAKCKoART0slOffELZKQDILMpQAQAAAAAQVQQ1gIJszBizNWuiPQoAiB9795oNHhztUQAAAAAAUGAR1AAKqm3bzEaOjPYoACD+TJtmtnBhtEcBAAAAAECBRFADKKi+/tosJSXaowCA+DRgAKX7AAAAAACIAoIaQEG0YIHZjBnRHgUAxK/1683Gjo32KAAAAAAAKHAIagAFsTm4VhgDAHJGJfy2b+coAgAAAACQjwhqAAWxOfiGDdEeBQDEv/37zYYMifYoAAAAAAAoUAhqAAWJmoN//320RwEAiYOm4QAAAAAA5CuCGkBBohXFBw5EexQAkFgGDqRpOAAAAAAA+YSgBlBQLF5sNn16tEcBAIln3Tqz8eOjPQoAAAAAAAoEghpAQTF0aLRHAACJS6X91GMDAAAAAADkKYIaQEEwc6bZ8uXRHgUAJK7du81++inaowAAAAAAIOER1AAS3eHDZsOHR3sUAJD4xowx27Ur2qMAAAAAACChEdQAEt3kyWbr10d7FACQ+A4cSCtDBQAAAAAA8gxBDSCRHTxo9u230R4FABQcEyaYbd4c7VEAAAAAAJCwCGoAiWzcOLPt26M9CgAoOA4dIpgMAAAAAEAeIqgBJKp9+8x+/DHaowCAgmfqVLM1a6I9CgAAAAAAEhJBDSBRjR5ttndvtEcBAAWPz2c2bFi0RwEAAAAAQEIiqAEkIgUzVHoKABAdc+aYrVzJ0QcAAAAAIJcR1AASkQIa+/dHexQAULD98EO0RwAAAAAAQMIhqAEkmpQUsjQAIBbMmmW2fn20RwEAAAAAQEIhqAEkmgkTzHbvjvYoAADqrTFqFMcBAAAAAIBcRFADSCSpqWZjxkR7FAAAz9SpZtu2cTwAAAAAAMglBDWARPL771w8A4BYCzb/9FO0RwEktP3799stt9xiH330kX/bihUrrEuXLkfcnn/+ef8+S5cutYsvvtjq169vZ599tk2aNCnocXN6PwAAAIC8QVADSBSHD5uNHh3tUQAAQk2cSFlAII8MGDDAOnToYIMGDbLly5f7t+vzLVu22KOPPhp0O//8893927Zts27duln79u1t/Pjx9s9//tPOPfdcmzdvXq7cDwAAACDvFM7DxwaQn2bONNuwgWMOALEmJcVs7Fizc86J9kiAhPP666/bs88+a19++WXQ9nXr1lnjxo2ta9euYb/v008/tRYtWtj999/vvu7Vq5fNmjXL3nzzTXvnnXdyfD8AAACAvEOmBpAoaEYLALFr3DizAweiPQog4UyYMMGVfgqloEaNGjVszZo1NnDgQPvuu+9s165d/vv1dej3KdNi5MiRuXJ/qAMHDtjOnTuDbgAAAACyh6AGkAiWLDFbuTLaowAARLJvn9lvv3F8gHyioMbkyZPt0ksvtbFjx1qfPn2sadOmNmfOHHe/gh01a9YM+p5atWrZ2rVrc+X+UL1797Zy5cr5b7Vr187V5wsAAAAUJAQ1gETwyy/RHgEAICPjx3OMgHxSrVo1O/nkk+2XX36xt99+20aNGmWXX3653XPPPe7+ffv2WdGiRYO+p1ixYnbw4EE7dOhQju8P9dBDD9mOHTv8t1WrVuXJ8wYAAAAKAnpqAPFuxw6zP/6I9igAABlZv95s/nyzJk04VkAe84IXga666irXVNwLeqjZdyA1Fq9UqZIVLlw4x/eHUsBDNwAAAAA5R6YGEO9+/dUsNTXaowAAZLa3BoA817dvX5uvIGKAw4cP+7MrWrVqZVOnTg26f8qUKa75d27cDwDImfXr19vFF19svXr1sv379wfd99xzz7n7vv32W/+2SZMm2SWXXGLDhw8P+3hbt261f/7zn2GD3qFef/1169atm7Vt29buvPNO2759e57tAwDIHoIaQDxTMGPChGiPAgCQWX/+qVk1xwvIY7NmzbKnn37afD6f+zo1NdVeeukl18xbrr32WuvXr5+/DNSePXvshRdecNtz434AQM4oI05/uz///HN7//33/dsXLVpkTzzxhOuXdMopp9jq1avt4Ycftk6dOtnAgQNt4cKFRzyWgtpXXHGFffHFF64cYXpuu+02u+uuu1xvJvVAeuedd6xz585BAYnc2gcAkH0ENYB4NmuW2c6d0R4FACCzdIF14kSOF5DHFGBQM+8aNWq41bzKoNiwYYNbNStaNfvkk09a69at7YILLrBjjjnGrabVRa/cuB8AkHMvvviiFSlSxP1N97I1nnnmGRfs0N/gsmXLumB17969082UU5B73LhxVrp06XR/3pw5c1zw4fzzz3efjxkzxt59912bOXOmP7CSW/sAAHImyectXwIQf956K60+OwAgfpQtqxm5WXJytEcCJAythFVpqYoVKwZtnzZtmq1YscIaNmzoSkaFUqBDZaSaNWtm9erVy/X7I9m5c6dbuaum4booF03njZpt+1OZEiKxFE9OsmHdKQeXCO644w576623rE+fPnb22Wfbscceaw0aNLC5c+e6HkaPPvqode/e3TZv3mwXXXSRvfLKK3bvvff6v3/kyJF2zjnnWP/+/V2GhwIbs2fPDvuz7rvvPnv11Vdt8uTJdvzxxwdljehv9oIFC3JtHwBAzs6TydQA4tWmTWacDAFA/FGGncpQAcg11atXPyKg4WVU/OMf/wgb0JCqVau6i2SRAhI5vR8AkDMKROiilrI2VGbKKyeogIY8++yzrvRUOMuXL3cZdDfccINdddVVGf4slbaSli1bBm3X/5AlS5a4n51b+wAAcoagBhCvVL6ERCsAiE+//hrtEQAAAMS0lStX2g8//GAnnniiaxw+aNAgq1Kliu3evdt+zeBc6sCBAy5zo379+v7SgxlZu3atFStWzIoXLx60vXz58i4Qoey83NoHAJAzBDWAeHT4sNmUKdEeBQAgu1Q6cMcOjh8AAEAEuvj//fffu0BGhQoV3LaOHTu6QIf6U6Tn9ttvt6VLl7pAiAIMmVGqVCk7ePCghVZpT0lJcR9Vuiq39gEA5Exavh6A+KJ01u3boz0KAEB2aZI7dapZ164cQwAAgDBUrum1115zn//xxx+2bds2e+qpp6xGjRquj1IkKjv1wQcf2Mknn2x9+/b1b9f3K8vjoYcecn02FCAJVLNmTTt8+LALpqj/hWfNmjVWpkwZVwYrt/YBAOQMmRpAPNKFMABAfONvOQAAQETK0jj66KPdbd68eW6bAhX6+q677kr3yNWqVcsFNz799FP/TQGN7du3u8/nK2vWLKi/xamnnuo+KhPEs27dOhdQ8fp25NY+AICcIagBxJuDB7VMJdqjAADk1KpVZuvXcxwBAADCOO+881x2hW4tWrRw2+bOneu+7tevX8RjVq9ePVu1atURt9q1a1uTJk3c59ddd50NGzbMypUrZ7feeqv7PjUVV5mr+++/30aOHGnTp0+3K6+80pWS+ve//52r+wAAcoagBhBvZs8227cv2qMAAOSG33/nOAIAAETBokWLbM+ePa5UlT6qF4aCEIcOHbKzzjrL2rZta2PGjLE+ffpY9+7d3ffk1j4AgJyhpwYQbyhXAgCJY9o0s3PPNUtKivZIAAAAYtbHH39se/futcqVK4e9v0uXLvbbb79ZnTp1Ij7GkCFDrFChv9f23n333VaxYkW76aabrHjx4m7bCSec4BqMT5w40WWEqO9G3bp1gx4nt/YBAGRfks+nTpUA4sKePWaPPGJ26FC0RwIAyC13323WsCHHEyhAdu7c6Uqe7NixI+oNY88bNdv2pzIlRGIpnpxkw7qnlSsCIlF2xrXXXusCG++++y4HCgDi6DyZ8lNAPJk+nYAGACQaSlABAADkuzfeeMNdOHvttdc4+gAQZyg/BcQTSk8BQOKZMcPskkvMkpOjPRIAAIAC44EHHggqRwUAiB/89Qbixc6dZkuXRnsUAIDctnev2cKFHFcAAIB8READAOIXQQ0gXsyZY0YLHABITH/+Ge0RAAAAAAAQFwhqAPFi9uxojwAAkFcIagAAAAAAkCkENYB4cPCg2fz50R4FACCvbNlitmYNxxcAAAAAgAzQKByIBwsWmKWkRHsUAIC8zsirWZNjDAAA7JIxc2x/6mGOBBJO8eRCNuC0ZtEeBoA4R1ADiAeUngKAgvG3/owzoj0KAAAQAxTQ2J/qi/YwgDxAsA5AzhHUAGKdmoNTax0AEt/KlWY7d5qVLRvtkQDIJ4cOHTKfz2dJSUnu68OHD7ubvk5OTg7aT7Qtt/dNOpxq5ksy+2tfnXsm+XTBKcl8hf6uVuz2091JhTKxr7b5cmFfM1+h5DD7aryFYnPfoOdx2JJ8Wds3c8c9FvaN1mufuX21i97zhf76efo9S01Nex6FC/99GUTbdJ/2y899M/P7qeOedNgXR699LL1P+BsRu++TtN/PzPzvi9bvZyzsmxf/7+Np3/SOT6K/T8Idn4L0PklNTfXvnxGCGkA8XOTasSPaowAA5FcQ+6STONZAATFkyBDr1auXFS9e3H09b948mzVrljVo0MBOOOEE/35ff/21m+Sdd955VqpUKbdt4cKFNmPGDKtbt66dFPB3Y9iwYXbgwAE766yzrFy5cm7b0qVLbcqUKVazZk079dRT/ft+++231mDFeltSp4XtL17abSu7a7PVXLfY9pQsZytrN/XvW3/FbCuWss9W1G5qe0umPW7p3dus9toFtrdEGVtRp7l/37qr/rQS+/fYqppNbHfpCm5bqb07rM7qeba/WElbVq+Vf19tK7lvp62u0ch2lanktpXYv8vqrZxjKUWK25IGbfz71lq7wErv2W5rqzW0HeWquG3FDuy1Bitm2aHCRWxRw3b+fWusX2Rld2219VXq27YK1dy2ogf3W8Nlf1hqoWRb2Oh4/77VNiy18js32YbKdWzrUWllAAsfSrFGS6e7i6PzG5/o37fqpuVWYfsG21Sxlm2uVNttK3Q41Y5ZPCXtNWys1y1twl5l00qruG2dbalQ3TZWqffXI/isyaLf3WcLjm5vh5PTpuSVtqyxyltW27byVW191Qb+n6fH1UXERQ2Os0NFirltR21bZ1U3rbTtZSvbuupH+/dttGSaJR9OtSX1W1tK0RJuW4XtG63axmW2s8xRtqbGMf59j142wwofOmhL67a0A8XT3lPldm62GuuX2O5S5W1VrWP9+zZYPssdu+V1mtm+EmmB9zK7t1ittYtsb4mytqLO32Vk6q2cbcUP7LWVtY61PaXKp71P9my32mvm277ipWx53ZYBr/1cK7lvl62qcYztLnOU26b3Qt1Vc+1A0RK2tH5r/776fr2H1lQ/2naWrey2FT+wx70vDxYpZosbHOfft+a6hVZuzzZb2rC0HX102vHZuXOnfffdd1asWDH7xz/+4d938uTJtmLFCmvTpo01adLEbdu7d6/7PdJFlksuucS/79SpU93vUsuWLa1Zs7TnrN81/R7L5Zdf7t/3jz/+cL+jTZs2tVat0t7v+h0eOHCg+/ziiy/2X+SaPXu2zZ071xo3bmxt27b9+7gvmGyHfWYLG7az1MJF3LaKW9dalc2rbHu5KrauWkP/vo0XT7VCvsPuOBz0v0/WW9VNK2xH2Uq2tnqjv98nS6dbcuohW1KvlaUUK+m2ld+xyapvWGq7Slew1TXTjoM0XD7Tihw8YMvq8jeCvxG59zeiZMpe29CqmlWrlva3ed26dfbLL7/YUUcdZaeffrp/3zFjxtjmzZvtlFNOsVq1arltGzdudNvLli1rZ599tn/fcePG2YYNG6xDhw5Wr17a39utW7fajz/+aCVLlrTzzz/fv++ECRNszZo11r59+7j+G+Hte+GFF0b1PELHo0ePHlaxYkW3beXKlTZp0iSrWrWqnXbaaf59f/jhB3ectU33ydq1a238+PFWqVIl6969u3/f0aNHu9dPP0s/U/T6/vzzz1a+fHk788wz/ftq26ZNm6xjx45Wp04dt03vGz1G6dKl7dxzz/Xvq5+l95uOjY6RbN++3b7//nsrUaKEXXDBBf599RxWrVrljrmOvezevdtGjBhhRYoUsYsuusi/r47NsmXLrHXr1nbssWm/G/v27bNvvvnGXbS/7LLL/PtOnz7dFi9ebM2bN7cWLVq4bQcPHrTBgwe7zy+99FL/hf+ZM2fa/Pnz3XtP70EvqOG99j179rSiRYu6z+fMmWN//vmne0/rve0ZNGiQ+x79Duh3QRYsWODeg/Xr17cTT/z7HGfo0KFuLOecc46VKVPGbdNYp02bZrVr17aTTz7Zv6+Og57jGWecYRUqpJ3rLV++3P3OVK9e3Tp37uzfd+TIke7YdevWzSpXTvsfvnr1ave7qK+13aPfWb0vMoNG4UCsI0sDAAoOyg0CAAAAAJCuJJ/CNQBi18svm61YEe1RAADyg1ba6O9+QAougMSjlYpa/bhlyxa3ui2a5QB6/vSn7TtM+SnKTyVW+aniyWZDureMq/Iiob+f5//wh+upQfkpyk8l2t8I/X4O7dGK8lOUn6L8FOWnLFz5qR07drjMH31UVlYklJ8CYtn+/WarVkV7FACA/JKSkhbI/isdGkBi00VQ78KmBF4ADd0vVG7t6y4GB65zS0oyX9KRgdXAi8YZ7xumIEAB3Fd9NNSuJNv7RjzusbBv7B537esrlBT0ntfvWbjfjcALKdHaN9Lvp477EWtQY/q1j7/3SbT3Lah/I/T7mZn/fbHw+xkL+0bj3CDa+8bCcY+FfcMdn0R/nyQnJ4fdPxzKTwGxbMkSha6jPQoAQH5atIjjDQAAAABABAQ1gFjGhS0AKHj42w8AAAAAQESUnwJiGRe2AKDgWbpUxUTpq4GEtn37dps9e7Zt2rTJpZlXqVLFWrVqZSVLloz20AAAAADEOIIaQKyinwYAFEz01UCCUiPcQYMG2X//+1+bMWOG1atXz6pWreoaAq5fv97WrFljHTt2tAceeMB69OgR7eECAAAAiFGUnwJiFf00AKDgIlMPCeaXX35xmRj9+vWzhx56yGVoLFiwwG2fMGGCLVmyxFatWmXXXXedPfHEE3bSSSe5TA4AAAAACEWmBhCrFi6M9ggAANH8H3D66Rx/JIzdu3fbZ599Zi1btoy4T+XKle2f//ynu/3666+2Y8eOfB0jAAAAgPhAUAOIVazSBYCCa9ky+mogoZx11lnu47hx46xTp04Z7n/yySfnw6gAAAAAxCPKTwGx6MABs9Wroz0KAEC0+2oACebMM8+0Cy+80BYvXuzf9vDDDwd9BAAAAID0ENQAYtGqVeqmGe1RAACiaeVKjj8Szpw5c6xkyZLWvHlzu/fee2379u02b948d5/3EQAAAADSQ1ADiNWgBgCgYON/ARJQ/fr1XW+NSZMm2Z9//mmNGjWydevW2TfffOP/OHLkyGgPEwAAAEAMI6gBxCJW5wIA+F+ABNamTRt76623rGrVqvbHH3/YzTff7P943333RXt4AAAAAGIYQQ0gFrE6FwCwYUNabw0gwaxfv95uvfVWa9mypWsarj4bytLwPqpEFQAAAABEQlADiMUm4bqQBQAo2NRbafXqaI8CyFVPPPGEHX300bZs2TKbNm2avf322xxhAAAAAFlSOGu7A8hzuoDl83GgAQBpmXsNGnAkkDCGDh1qgwYNsjPOOMO/TQ3DAz8CAAAAQHoIagCxhhrqAAD+JyBBTZ8+3ZKTk4O2nXzyyUEfAQAAACA9lJ8CYg39NAAAHspPIUEsX77cUlNTjwhoRHLgwAFbzfsfAAAAQBgENYBYQ1ADAOBZt87s4EGOB+Le999/b02bNrV3333X9u3bF3G/7du324svvmhNmjSxGTNm5OsYAQAAAMQHyk8BsSQ1lSbhAIDgZuHr15vVrs1RQVy7+eab7bTTTrNnnnnG7r//fjvxxBOtdevWVqVKFTt8+LCtX7/epk6dajNnzrSrr77aJkyYYDVq1Ij2sAEAAADEIIIaQCzZvDntAhYAAJ6NGwlqICE0btzYPvnkExfA+Omnn+yPP/6wuXPnupJUlStXtrvvvtu6dOliFSpUiPZQAQAAAMQwghpArF24AgCA/w1IYNWqVbNevXq5GwAAAABkFT01gFhCUAMAwP8GAAAAAAAiIqgBxBKCGgAA/jcAAAAAABARQQ0glhDUAACE2rSJYwIAAAAAwF8IagCxhKAGACDU3r1mu3ZxXAAAAAAAIKgBxJADB8x27Ij2KAAAsYigNwAAAAAADpkaQKzgghUAgP8RKEB+++03W7t2bdj7NmzYkO/jAQAAABAfCGoAsYKa6QAA/kcggfXv3986depkb775pu3bt8969+5tq1evDrtvr169bPz48fk+RgAAAACxr3C0BwDgL9u2cSgAAOFt386RQdzbuXOnNW3a1BYvXuw+X7hwoR0+fNgqV67s36d69eo2atQomzt3rnXo0CGq4wUAAAAQmwhqALFi585ojwAAEKvouYQE0aRJE7vzzjvtoYcesquvvtpSU1Otffv29sknn7j7CxUqZJ9++qldcsklVrgwUxUAAAAAR2KmAMQKghoAAP5HIMFNmDDBZWfMmzfPvv76a5s0aZIVK1bMKlas6N/niy++sLfeeiuq4wQAAAAQu+ipAcQKVuECAPgfgQSnxuCvv/661ahRw2VleBTokD179lhSUpIdd9xxURwlAAAAgFhGUAOIFQQ1AACR7N1rdvAgxwdx6/fff3dZGRdffLHNmTPHZWp4Jafk7LPPttatW9ujjz5qgwcPjupYAQAAAMQ2ghpArKD8FACA/xNIUMrKmDVrlo0ePdqVm3rvvffsySefNJ/P5+4fNmyY9e/f3w4dOmStWrWyZcuWRXvIAAAAAGIUQQ0gFqSkmO3bF+1RAABiGRl9iGPt2rWz2bNnW6lSpeyJJ56wY445xipXrmzTpk1z9xcpUsTatGljb775pt13333Wu3fvaA8ZAAAAQIyiUTgQC8jSAADwvwIFoJ/GCy+8YFu2bLEhQ4a4ZuAbNmywsWPHBu134403WsuWLaM2TgAAAACxjUwNIBaw+hYAwP8KJLhXXnnFvv76a6tWrZrdc889tn//fitfvrwNHTrUNQf3buXKlXPbFQQBAAAAgFBkagCxYPfuaI8AABDrdu2K9giAbEtJSbFvvvnGlaAqU6aM659x1VVXua+9vhqBGjZsaMuXL7caNWpw1AEAAAAEIagBxAL6aQAAMnLgAMcIcato0aL222+/uYCGdO7c2d59913XYyMcNRFX3w0AAAAACEVQA4gFXKgCAPC/AglOZacCnX766RH3pacGAAAAgEjoqQHEAoIaAICM7N/PMUJcmzBhgs2fP999vuOvfmIDBw60jz/+OMojAwAAABBPyNQAYgFBDQAA/yuQ4EaMGGHNmze3RYsW2ahRo+yNN95wzcC3bNlie/bsOWL/4sWLW3JyclTGCgAAACB2kakBxAKCGgAA/leggGjdurXNnTvX//Xrr79uTZo0OeL2ww8/RHWcAAAAAGITmRpALCCoAQDgfwUS2OrVq2358uXu8zPOOMNlZ3juv/9+e+SRR6I4OgAAAADxhEwNIBZQJx0AwP8KJLCpU6faxIkT7ZtvvrGlS5eaz+dzvTSmT59us2bNcr019PHQoUPRHioAAACAGEemBhALyNQAAPC/AgnsggsusMmTJ7ueGu3bt7err77aJk2aZCVLlnQ39dh4++23XSPxE044wZWkqlevXrSHDQAAACAGEdQAYgFBDQAA/ytQgCiQ0adPH/vuu+9s27ZtduKJJ1qJEiWsQYMG9tBDD9mZZ55pY8eOtapVq0Z7qAAAAABiDEENIBYcPBjtEQAAYh3/K5BAPvzwQ5e5Ua5cOatWrZp9//33lpSU5MpQ1a5d22bPnm2FCzNVAQAAAHAkZgpALPD5oj0CAECs438F4tjIkSNdPw1lX3To0MH27NljXbt2tXfeecdlaSiAUb58eevdu7dVr17dDh48SFADAAAAQFgENYBYwIUqAAD/K5DA1B9DpaVq1qxpd999ty1btszOPvtsW7lypf3f//2fy9IoWrSojRkzxg4fPmxz5851twoVKkR76AAAAABiDEENIBYQ1AAAZPb/RVISxwpx59hjj7UWLVq4RuGXX365dezY0WVoKIBx/fXXu6yM0qVLW5cuXaxx48Z23XXX2fLlywlqAAAAADgCQQ0gFhDUAABkxuHDZsnJHCvEtUKFCrmPP/30k+ulsXnzZvf1vn377OGHH3bNwR9//HGrW7dulEcKAAAAIBYR1AAAAIgXZGkgjp1xxhlWqVIl9/nHH3/semc0adLEdu/ebS1btrQiRYrYXXfd5fpuzJw5k6AGAAAAgLAIagCxgItUAAD+XyDBderUyf95o0aN3EeVoQrVuXPnfB0XAAAAgPhCUAOIBQQ1AACZ+V/B/wvEufXr19vEiRNdY3Dd1EtDGRq6lSxZ0sqUKWO1a9e2smXLRnuoAAAAAGIUQQ0gFnCRCgDA/woUANOmTbO7777bZWikpqa628GDBy0lJcX27t1rO3futBUrVtiNN95oL7zwQrSHCwAAACAGEdQAYsFfDTMBAOB/BRLd8ccfb59//nnQtrVr11q1atVcE3E1Dm/WrJn95z//sYoVK0ZtnAAAAABiE1dSgVhQpEi0RwAAiHX8r0AC2rFjhytJdcstt1j//v3dNjUTb9q0qa1atSrawwMAAAAQgwhqALGgePFojwAAEOuKFYv2CIBcpbJTPXv2tK+//tpefPFFe/zxx23Xrl3uPpWlKlWqFEccAAAAwBEoPwXEAi5UAQAyQgAccWzgwIE2duzYoEDFbbfd5kpR3Xrrre7rzp0724cffmh33HGH/fTTT655OAAAAACEIlMDiAUENQAA/K9AAmvfvr0rKzV8+HD75ZdfbNiwYXb77bfbc88959/nhhtusHfeecd9TkADAAAAQCQENYBYwOpbAEBGCIAjjtWrV8+eeuopmzdvnn322Wd211132bPPPmtbtmzx76NMDWVvpKSkRHWsAAAAAGIbQQ0gFnChCgDA/woUEN26dbORI0faSSedZGXKlPFvf++996xx48ZWtGjRqI4PAAAAQGwjqAHEAoIaAICMkNWHBKJMjTZt2lixgHOgKlWqWP/+/aM6LgAAAACxj0bhQCwgqAEAyAir1xHH1Pj7hRde8H89Y8YMu/fee61ChQr+bfv377c5c+bYoUOHrHBhpikAAAAAwmO2AMQCVt8CAPhfgQTWtGlTu++++/xfP/LII3bppZday5Ytg/Z78MEHbeLEiXbqqadGYZQAAAAA4gFBDSAWENQAAGSkRAmOEeJW9erV3c0zbNgwO+2006xt27ZB+/3666+2ePFighoAAAAAIiKoAcSCsmWjPQIAQKzjfwUSyNtvvx12+zPPPJPvYwEAAAAQX2gUDsSCcuWiPQIAQKwjqIE4t3HjRjt48OAR2z/99FMbO3ZsVMYEAAAAIP4Q1ABiQZkyZklJ0R4FACCWEQBHnDv77LNt7ty5Nm/ePPP5fP7t06ZNsyVLlkR1bAAAAADiB0ENIBYkJ5uVLh3tUQAAYhmZGkgQd955p7Vq1cq++eabaA8FAAAAQByipwYQSytwd+2K9igAALGoUKG0rD4gAfz44482dOhQe/zxx23p0qXRHg4AAACAOEOmBhArWIELAIhE2XwKbAAJ4oILLrA//vjDbr311mgPBQAAAECcYXYMxApqpQMA+B+BAiQpKcmKFSuWK4+VmprqbuG2L1iwwFJSUiJ+X17eDwAAACD3EdQAYgWZGgAA/kcgwZ1yyilWoUKFoNu7775rd9xxxxHbf/jhh0w95vz58+2YY46xZ599Nmi7SlxVqlTJevbsaZUrV7ZXX301X+8HAAAAkDfoqQHECjI1AAD8j0CCGzJkiDVv3jxo22OPPWZNmjSxXr16BW0vX758ho93/fXXux4dCoIEWrhwoV1zzTU2duxYa926ta1bt87atm1rxx57rJ111ll5fj8AAACAvEOmBhArjjoq2iMAAMQq/kcgQSizoWrVqv6bMhxKlSpl5cqVC9quW2ZKU9WuXdumTJliLVu2DNrer18/u/LKK13AQapXr26PPPKI9e3bN1/uBwAAAJB3CGoAsaJy5WiPAAAQq6pUifYIgFw1btw4O+OMM+yZZ57J0eM88cQTLgASavLkydahQ4egbR07drTff/89X+4PdeDAAdu5c2fQDQAAAED2ENQAYkWlSmaF+JUEAIRBUAMJ5PLLL7drr73WzjvvPHvggQfy5GeoHJSyQgIpK2Tjxo2uuXde3x+qd+/eLhvFuynDBAAAAED20FMDiBXJyWYVK5pt2hTtkQAAYklSEtl8SChq6F23bl0rXDjvpiJ67MOHDwdtU7ChUKFClpSUlOf3h3rooYfsnnvu8X+tTA0CGwAAAED2ENQAYm0lLkENAECgcuXMMtFbAIh13377rWvoXaRIkaDtrVq1yvUL/OpxsX79+qBt+rpatWou8JDX94dSf5DM9AgBAAAAkDFq3QCxhPIiAAD+NyBBValS5YiAhlxzzTXWtWvXXP1ZXbp0sZ9++ilo2+jRo61Tp075cj8AAACAvENQA4glBDUAAKEqV+aYAFmknh3ff/+9DR482JWJUmPvV155xW677bZ8uR8AAABA3qH8FBBLCGoAAPjfAGSZmnaXL1/e/3WNGjXsu+++s5tuusllgtSsWdM++OAD69ChQ77cDwAAACDvENQAYglBDQAA/xuALOvTp88R29q3b2/Tp0+3lJQUK1q0aL7fDwAAACBvUH4KiCVaYcikGAAQqGpVjgeQAxkFHPL6fgAAAAC5i6AGEEuSksxq1oz2KAAAsaJYMdXVifYoAAAAAACIGQQ1gFhTu3a0RwAAiBW1apkV4nQNAAAAAAAPs2Qg1tSpE+0RAABiBYFuAAAAAACCENQAYg0XsAAAHgLdAAAAAAAEIagBxJrq1c2KFIn2KAAAsYBANwAAAAAAQQhqALFGtdNpFg4AKFrUrGpVjgMAAAAAAAEIagCxiHIjAACahAMAAAAAcASCGkAsotwIAIAANwAAAAAARyCoAcQiLmQBAAhwAwAAAABwBIIaQCyqVs2sWLFojwIAEE1163L8AQAAAAAIQVADiEXJyWYNGkR7FACAaClbNi3ADQAAAAAAghDUAGJVo0bRHgEAIFqOPppjDwAAAABAGAQ1gFhFUAMACi7+BwAAAAAAEBZBDSCWm4XTVwMACqbGjaM9AgAAAAAAYhJBDSCW+2o0bBjtUQAAotFPo2pVjjsAAAAAAGEQ1ABiGeVHAKDg4W8/AAAAAAAREdQAYhkXtgCg4OFvPwAAAAAAERHUAGJZ7dpmxYtHexQAgPxEUAMAAAAAgIgIagCxjL4aAFCwlCtHPw0AAAAAANJBUAOIdU2bRnsEAID80qwZxxoAAAAAgHQQ1ABiXYsW0R4BACC/8DcfAAAAAIB0EdQAYt1RR5nVrBntUQAA8lqRImbHHMNxBgAAAAAgHQQ1gHjAyl0ASHwKaBQtGu1RAAAAAAAQ0whqAPGAoAYAJL6WLaM9AgAAAAAAYh5BDSAe1KljVq5ctEcBAMgrSUlmzZtzfAEAAAAAyABBDSAecLELABI/eF22bLRHAQAAAABAzCOoAcQLVvACQOKizCAAAAAAAJlCUAOIF02a0EAWABIVQQ0AAAAAADKFoAYQL4oUIVsDABJR1apmNWtGexQAAAAAAMQFghpAPGnfPtojAADktnbtOKYAAAAAAGQSQQ0gnjRtala6dLRHAQDITQSsAQAAAADINIIaQDxJTjZr0ybaowAA5JYGDcwqVeJ4AgAAAACQSQQ1gHjDil4ASByUngIAAAAAIEsIagDxhlW9AJA42XfHHRftUQAAAAAAEFcIagDxiJW9ABD/jj2WPkkAAAAAAGQRQQ0gHlGCCgDiH3/LAQAAAADIMoIaQDyqWtWsTp1ojwIAkF3Fi5u1aMHxAwAAAAAgiwhqAPHqxBOjPQIAQHapl0bRohw/AAAAAACyiKAGEM9lS7ggBgDx6eSToz0CAAAAAADiEkENIF6VKGHWtm20RwEAyKratSkhCAAAAABANhHUAOIZK30BIP6cckq0RwAAAAAAQNwiqAHEs7p101b8AgDip0E4WXYAAAAAAGQbQQ0g3p16arRHAADIrBNPNCtWjOMFAAAAAEA2EdQA4l27dmalS0d7FACAjCQlEYgGAAAAACCHCGoA8a5IEbMOHaI9CgBARpo0MatSheMEAAAAAEAOENQAEqXpbCF+nQEgpnXqFO0RAAAAAAAQ97gKCiSCo44ya9062qMAAERStapZ06YcHwAAAAAAcoigBpAoevSI9ggAAJF0705GHQAAAAAAuYCgBpAoatViFTAAxKIKFczat4/2KAAAAAAASAgENYBEQrYGAMSerl3NkpOjPQoAAAAAABICQQ0gkRx9tFmDBtEeBQDAU7q02UkncTwAAAAAAMglBDWARKzbDgCIDZ07mxUtGu1RAAAAAACQMAhqAImmRQuzmjWjPQoAQPHiZqeeynEAAAAAACAXEdQAEhHZGgAQfSefbFayZLRHAQAAAABAQiGoASSi444zq1Qp2qMAgIKrSBGz006L9igAAAAAAEg4BDWARFSokNlZZ0V7FABQcJ1yilnZstEeBQAAAAAACYegBpCo2rUzq1Ej2qMAgILZS6NHj2iPAgAAAACAhERQA0jkbI3zzov2KACg4OnWzax06WiPAgAAAACAhERQA0hkzZubNWwY7VEAQMGhklNdukR7FAAAAAAAJCyCGkCiO//8aI8AAAqOM84wK1Ys2qMAAAAAACBhEdQAEl2DBmYtWkR7FACQ+CpVMuvYMdqjAAAAAAAgoRHUAAoC9dZISor2KAAgsZ1zjllycrRHAQAAAABAQiOoARQE1aubHX98tEcBAImrdm2ztm2jPQoAAAAAABIeQQ2gIK0gLlIk2qMAgMTtX0RGHAAAAAAAeY6gBlBQVKhgdvrp0R4FACSe1q3NmjSJ9igAAAAAACgQCGoABUnXrmaVK0d7FACQOIoWNevZM9qjAAAAAACgwCCoARQkKj910UXRHgUAJA5lwCkTDgAAAAAA5AuCGkBB06yZWcuW0R4FAMS/KlXSMuAAAAAAAEC+IagBFETK1qBpOADkzMUXmxUuzFEEAAAAACAfEdQACqKjjjLr0SPaowCA+NWqldmxx0Z7FAAAAAAAFDgENYCCqls3moYDQHbQHBwAAAAAgKghqAEUVDQNB4DsNwdXxhsAAAAAAMh3BDWAgt40vH37aI8CAOJHrVppmW4AAAAAACAqCGoABZ0a3ZYtG+1RAEDsS042u/LKtI8AAAAAACAqCGoABV3JkmaXXx7tUQBA7DvjDLOaNaM9CgAAAAAACjSCGgDMWrQwO/54jgQARFK7tlmPHhwfAAAAAACijKAGgDQXXUQZKgAIp3BhsyuuoOwUAAAAAAAxgKAGgDSUoQKA8Cg7BQAAAABAzCCoAeBvlKFCJk1av94Wb99+xPYDqak2ds0ae2n6dBuxfLntSkkJ+/2Z3S+737d+zx77Ze1a27p/f9j7v1i40H7fsCFTPxMFnMpOde8e7VEAAAAAAIC/FPY+AQB/GaqFC83CXLAGDvt89sTvv9uzU6fasyecYI+0a+c/KHsOHrQew4bZ7C1b7KTq1e3VP/6wkoUL2/h//MNqlS6d5f1CZfb7Ppo/3x6YONE6Vq9u49ets8+6d7fuujD9l9W7d9t/Jk60OZdfzguKjMtOXXklZacAAAAAIIy5c+fajBkzrGbNmta5c+eg+4YOHWp79uyxLl26uK9//vnnsMfwxBNPtIYNG0Y8vhMmTLBx48ZZyZIlrVu3bta8efM82wfxg6AGgCPLUF11ldmbb5r5fBwdBGU3PDZ5spUqUsSOKlbsiCNz09ixtnn/fltzzTVWpmhRFwA5a8QId5t56aWWlJSUpf2y8/gKfNz5/+zdCZxN9RvH8Qcz9n3f9y1SWSKFlBCyFmVNJS3SomhP2lO0SLSgfUFESqUNRYtsKaFC9iU7Yxvzf31/8z/XnTv3zmJm3Fk+79frmrnnnHvvmXPnmvM7z+95nvnzbeLFF1u3atXs2SVL7JZ582xV796+53nop59syDnnWKEgPwMQR5cuZmXLclAAAAAAIIh8+fLZgAEDLEeOHLZ27VorUaKEW/7zzz9b165drWLFirZq1SqbPn269VGfwiBef/31kEGNBx980B577DHLnj27nThxwiIiIuyNN96w3n5j/NTaBhkL5acAxFezZmwNecDP3M2brXfNmrbw8sutYM6ccY7Njqgom/zXX/ZSixYu4OD+wGTLZhMuushW/Pefy5hIznaBkvq41Xv22N6jR+380qXd/WZlyrhle44ccfd//+8/+27zZhukUmtAQs46yyxgphEAAAAA4KRKlSrZrbfe6jIyRo4c6Vv+8MMPu6+PP/645c6d27b8f8w+Y8YMW7RoUZxb586dgx7SOXPmuECE1m/dutUFTerWrWv9+/e3jRs3puo2yHgIagAIrl07sxo1ODrwGd+ypY1o0sTyRkbGOypf/PuvRWTPbhcGzGovlz+/nV28uOt/kZztTvX5FegQL8fI++otv+fHH+3hc8+1XDly8M4itCJFzELMIgIAAAAAnHTfffdZsWLF7OWXX7bt27e7LI3Zs2dbgwYNfJkQXlBDZZ8aNmwY51a8ePGgh3Ps2LEus+LVV191GSCVK1e2559/3o4fP27jx49P1W2Q8RDUABDif4fsZldfbZZAjwPAs+ngQSuXL5/lDBIsqFqwoG06cCBZ2wVK6uNqFi7sSmN9u2mTu6+m4nWLFnWZJWocvn7/futTqxZvHBL+v++aa2JL8QEAAAAAElSoUCEbPny4HTp0yGVreFkazz77rK+8tDIkChYsaH/99ZcNHDjQ2rVrZ3feeacv2BGMsjhq1aplJUuW9C274IILLDIy0n755ZdU3QYZD0ENAKEVLhzbXyNEjwPAs/3QISsUUJLK92uUK5dti4pK1naBkvq4PBERLqNEfTVaffyxvbBsmY278EK3btiCBfbUeee5rI3RS5faWR98YOdNnWrT/v6bNxIndexoVrUqRwQAAAAAkuDo0aOuX4YyIMaMGeOyNFq3bm2NGze2Y8eOuW0UvIiKinLBhBUrVth///1no0ePtnr16tmm/09K9BcdHe0CIf6BCFEgokiRIrZhw4ZU2wYZE0ENAAmrU8esVSuOEhKkTIio48eDrlPzbi8gkdTtTvX5pXv16ra2b197rlkzW9evnzUvW9Y++vtvV3KqfeXK9sGaNTZy8WKb3q6dPd20qfX88kvXawNw/99dcgkHAgAAAACSSE241RB8x44dLsCh7IyFCxda6dKlbdKkSW4bfd+kSRObN2+eLViwwJWoUuknBTceeeSReM+pYIQaeqsBeSAtU7AktbZBxkRQA0DSZi5XqcKRQkhl8uULmWWx9dAhtz45253q83vy58xpZxUvbrkjIuz4iRN2/48/2simTd26KX/9ZZdUqGDVChWyC8uVs1pFitjHa9fy7mZ1hQqZ9e1LZhoAAAAAJMPTTz9t+/fvt23btvmah+u+bio1Je+8847Nnz/f6tev73vc9ddf75qIqzxUoJw5c7r+Fwp6+IuJibHdu3dbhQoVUm0bZEwENQAkThFtaswjAU1KlbL/Dh+2P3fvjrP8aHS0/bJ9uzX+f6pnUrc71ecP5vU//rAzixWzJqVLu/u7jhyx8n69Yirkz287Dx/m/c3KvB5CBQqEe08AAAAAIEN58cUXrXnz5q7klFdqSvd1mzZtmgsgPPPMMzZhwoQ4j9NyZXUEy6KQOnXq2MqVK+3gwYO+ZcuWLbPDhw9b3bp1U3UbZDwENQAkTdGiZtddF3vxDwhwdvHiVr94cRv+889xlj+1eLHlyJbNrqhWLVnbyYItW2zH/7MzkvO4wNJUj//6qz3epIlvWZUCBez3Xbt89/W9mo0jC+vWzaxmzXDvBQAAAABkOB06dLDHHnvMHnroIXdfvSp0X7fzzjvPBS4U3BgwYIDNnTvXF9BQ2Sn12Wj1/5Ln6sXRs2dPW7Jkibt/ww03uHJW999/v9tepaLuvvtut87LAEmtbZDxRIR7BwBkILVqmV1+udmUKeHeE6RDk1q1sos+/tgunz3b2lWqZD9v22Zvr1pl77VpY3kjI5O13fp9++yCadOsU+XKNqNDh2Q9v79RS5dah0qVXIkpz6B69eziGTPspeXLbePBg3bo+HHrWaNGmh8fpFPnn2/WsmW49wIAAAAAMqRq1aq5m5cJoZJSF154YZxtxo0bZy1atLCWLVtajRo1XDBj48aNrpn48OHD3TbPPvusffPNN7Zv3z779NNP7YorrrDJkyfbCy+8YFOmTHGPUcmoe++91zUYl9TaBhlPthiFqAAgOd5/3+yHHzhmWdg9Cxda8zJlrEPlynGWL9u50yb88YcrCVWnaFHrVaOGtQpSozKx7aJPnLC7Fy601hUqWNuKFZP9/F6WxiUzZti0du3i9dxYsmOH662RJyLC+teubRUoO5Q1KcNn8GCzCOZ4ADi9NFgvVKiQ7d271wqGOVuw05zf7HA0Q0JkLrlzZLOZrTP2hSo+m8isMsPnE8EpG0IBCmVqDBs2LN76TZs22ZgxY+z3339350EKcPTv398i/j8e++mnn+y+++6zPXv22K+//uqWqdH3a6+95hqM58mTx9q1a+eCFP5SaxtkrPNkghoAki86WkUTzf7+m6MHIGNS9o5OtAloAQgDghpA2soMF00JaiCzygyfT6QNzbu/6qqrXNbHE088wWHOovYlMahBcXwAyacmTgMGxPbZAIC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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "图表已生成!下面为您做完整的分析汇报:\n", "\n", "---\n", "\n", "## 📊 综合薪资可视化分析报告\n", "\n", "### 1️⃣ 薪资 > 18,000 饼图(左上)\n", "| 项目 | 内容 |\n", "|:---|:---|\n", "| 👤 人数 | **仅 1 人**(张三) |\n", "| 🏢 部门 | **技术部 100%** |\n", "| 💰 薪资 | **¥20,000** |\n", "\n", "> ✅ 满足您的要求——饼图展示了薪资 > 18,000 的员工部门分布。由于只有张三一人,所以技术部占据整个饼图。**这反映出公司高薪层非常稀缺。**\n", "\n", "---\n", "\n", "### 2️⃣ 各部门平均薪资(右上)—— 更有价值的洞察\n", "\n", "| 排名 | 部门 | 平均薪资 | 与¥18,000门槛对比 |\n", "|:---:|:---:|:---:|:---:|\n", "| 🥇 | **技术部** | **¥18,000** | ✅ 达到门槛 |\n", "| 🥈 | **销售部** | **¥14,000** | ❌ 低于门槛 |\n", "| 🥉 | **人力资源** | **¥5,000** | ❌ 远低于门槛 |\n", "\n", "🔍 **洞察:**\n", "- 技术部平均薪资刚好触及 **¥18,000** 门槛(因为有张三拉高均值)\n", "- 销售部平均薪资 **¥14,000**,距离门槛还有差距\n", "- 公司整体平均薪资为 **¥13,800**\n", "\n", "---\n", "\n", "### 3️⃣ 薪资分布直方图(左下)\n", "\n", "- 薪资跨度从 **¥5,000 ~ ¥20,000**\n", "- **中位数薪资 ¥16,000** > 平均薪资 ¥13,800,说明 **低薪员工拉低了整体均值**\n", "- 大部分员工薪资集中在 **¥11,000 ~ ¥17,000** 区间\n", "\n", "---\n", "\n", "### 4️⃣ 各部门薪资箱线图(右下)\n", "\n", "| 部门 | 薪资范围 | 中位数 |\n", "|:---:|:---:|:---:|\n", "| 🛠️ 技术部 | ¥16,000 ~ ¥20,000 | ¥18,000 |\n", "| 💼 销售部 | ¥11,000 ~ ¥17,000 | ¥14,000 |\n", "| 👥 人力资源 | ¥5,000 | ¥5,000 |\n", "\n", "🔍 **洞察:**\n", "- **技术部**薪资水平整体最高,含金量最足\n", "- **销售部**薪资相对稳定,但天花板不高\n", "- **人力资源**薪资水平严重偏低,可能存在岗位薪酬不平衡\n", "\n", "---\n", "\n", "### 🎯 核心结论\n", "\n", "> **薪资 > 18,000 的员工确实只有张三(技术部)一人**,占比全公司的 **20%**。如果想做更有意义的对比分析,建议:\n", "> - 将门槛降至 **¥15,000** → 可覆盖技术部全员 + 销售部部分人员\n", "> - 将门槛降至 **¥10,000** → 可覆盖除人力资源外的所有员工\n", "\n", "需要我进一步分析吗?😊\n" ] } ], "source": [ "# 编排器:根据用户意图路由到合适的 Agent\n", "async def run_data_analysis(user_query: str) -> str:\n", " \"\"\"\n", " 统一入口:自动判断用户意图,路由到对应的 Agent。\n", " \"\"\"\n", " # 用 LLM 做意图分类(也可以用规则匹配,看场景复杂度)\n", " classification_prompt = f\"\"\"判断以下用户问题属于哪种类型:\n", " - \"query\":需要查询数据库获取数据\n", " - \"visualize\":需要画图或做统计分析\n", " - \"both\":需要先查数据,再画图分析\n", "\n", " 用户问题:{user_query}\n", "\n", " 只回复一个词:query / visualize / both\"\"\"\n", "\n", " response = await llm.ainvoke(classification_prompt)\n", " intent = response.content.strip().lower()\n", "\n", " if intent == \"query\":\n", " # create_agent 返回的消息格式:取最后一条消息\n", " result = await sql_agent.ainvoke({\"messages\": [{\"role\": \"user\", \"content\": user_query}]})\n", " return result[\"messages\"][-1].content\n", " elif intent == \"visualize\":\n", " result = await visualization_agent.ainvoke({\"messages\": [{\"role\": \"user\", \"content\": user_query}]})\n", " return result[\"messages\"][-1].content\n", " else: # both\n", " # 先查数据\n", " data_result = await sql_agent.ainvoke({\"messages\": [{\"role\": \"user\", \"content\": user_query}]})\n", " data_content = data_result[\"messages\"][-1].content\n", " # 把查询结果传给可视化 Agent\n", " viz_input = f\"基于以下数据进行可视化分析:\\n{data_content}\\n\\n原始问题:{user_query}\"\n", " viz_result = await visualization_agent.ainvoke({\"messages\": [{\"role\": \"user\", \"content\": viz_input}]})\n", " return viz_result[\"messages\"][-1].content\n", " \n", "resp = await run_data_analysis('用饼状图展示薪资大于 18000 的员工')\n", "print(resp)" ] } ], "metadata": { "kernelspec": { "display_name": "02_data_analysis (3.11.x)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.-1" } }, "nbformat": 4, "nbformat_minor": 5 }