oficcejo
380 lines
14 KiB
Python
380 lines
14 KiB
Python
"""
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数据源管理器
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实现akshare和tushare的自动切换机制
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"""
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import os
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import pandas as pd
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from datetime import datetime, timedelta
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from dotenv import load_dotenv
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# 加载环境变量
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load_dotenv()
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class DataSourceManager:
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"""数据源管理器 - 实现akshare与tushare自动切换"""
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def __init__(self):
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self.tushare_token = os.getenv('TUSHARE_TOKEN', '')
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self.tushare_available = False
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self.tushare_api = None
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# 初始化tushare
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if self.tushare_token:
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try:
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import tushare as ts
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ts.set_token(self.tushare_token)
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self.tushare_api = ts.pro_api()
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self.tushare_available = True
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print("✅ Tushare数据源初始化成功")
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except Exception as e:
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print(f"⚠️ Tushare数据源初始化失败: {e}")
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self.tushare_available = False
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else:
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print("ℹ️ 未配置Tushare Token，将仅使用Akshare数据源")
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def get_stock_hist_data(self, symbol, start_date=None, end_date=None, adjust='qfq'):
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"""
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获取股票历史数据（优先akshare，失败时使用tushare）
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Args:
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symbol: 股票代码（6位数字）
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start_date: 开始日期（格式：'20240101'或'2024-01-01'）
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end_date: 结束日期
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adjust: 复权类型（'qfq'前复权, 'hfq'后复权, ''不复权）
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Returns:
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DataFrame: 包含日期、开盘、收盘、最高、最低、成交量等列
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"""
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# 标准化日期格式
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if start_date:
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start_date = start_date.replace('-', '')
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if end_date:
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end_date = end_date.replace('-', '')
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else:
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end_date = datetime.now().strftime('%Y%m%d')
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# 优先使用akshare
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try:
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import akshare as ak
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print(f"[Akshare] 正在获取 {symbol} 的历史数据...")
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df = ak.stock_zh_a_hist(
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symbol=symbol,
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period="daily",
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start_date=start_date,
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end_date=end_date,
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adjust=adjust
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)
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if df is not None and not df.empty:
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# 标准化列名
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df = df.rename(columns={
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'日期': 'date',
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'开盘': 'open',
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'收盘': 'close',
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'最高': 'high',
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'最低': 'low',
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'成交量': 'volume',
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'成交额': 'amount',
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'振幅': 'amplitude',
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'涨跌幅': 'pct_change',
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'涨跌额': 'change',
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'换手率': 'turnover'
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})
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df['date'] = pd.to_datetime(df['date'])
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print(f"[Akshare] ✅ 成功获取 {len(df)} 条数据")
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return df
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except Exception as e:
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print(f"[Akshare] ❌ 获取失败: {e}")
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# akshare失败，尝试tushare
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if self.tushare_available:
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try:
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print(f"[Tushare] 正在获取 {symbol} 的历史数据（备用数据源）...")
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# 转换股票代码格式（添加市场后缀）
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ts_code = self._convert_to_ts_code(symbol)
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# 转换复权类型
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adj_dict = {'qfq': 'qfq', 'hfq': 'hfq', '': None}
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adj = adj_dict.get(adjust, 'qfq')
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# 格式化日期
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start = f"{start_date[:4]}-{start_date[4:6]}-{start_date[6:]}" if start_date else None
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end = f"{end_date[:4]}-{end_date[4:6]}-{end_date[6:]}" if end_date else None
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# 获取数据
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df = self.tushare_api.daily(
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ts_code=ts_code,
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start_date=start_date,
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end_date=end_date,
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adj=adj
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)
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if df is not None and not df.empty:
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# 标准化列名和数据格式
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df = df.rename(columns={
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'trade_date': 'date',
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'vol': 'volume',
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'amount': 'amount'
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})
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df['date'] = pd.to_datetime(df['date'])
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df = df.sort_values('date')
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# 转换成交量单位（tushare单位是手，转换为股）
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df['volume'] = df['volume'] * 100
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# 转换成交额单位（tushare单位是千元，转换为元）
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df['amount'] = df['amount'] * 1000
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print(f"[Tushare] ✅ 成功获取 {len(df)} 条数据")
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return df
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except Exception as e:
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print(f"[Tushare] ❌ 获取失败: {e}")
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# 两个数据源都失败
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print("❌ 所有数据源均获取失败")
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return None
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def get_stock_basic_info(self, symbol):
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"""
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获取股票基本信息（优先akshare，失败时使用tushare）
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Args:
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symbol: 股票代码
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Returns:
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dict: 股票基本信息
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"""
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info = {
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"symbol": symbol,
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"name": "未知",
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"industry": "未知",
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"market": "未知"
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}
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# 优先使用akshare
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try:
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import akshare as ak
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print(f"[Akshare] 正在获取 {symbol} 的基本信息...")
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stock_info = ak.stock_individual_info_em(symbol=symbol)
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if stock_info is not None and not stock_info.empty:
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for _, row in stock_info.iterrows():
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key = row['item']
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value = row['value']
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if key == '股票简称':
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info['name'] = value
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elif key == '所处行业':
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info['industry'] = value
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elif key == '上市时间':
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info['list_date'] = value
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elif key == '总市值':
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info['market_cap'] = value
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elif key == '流通市值':
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info['circulating_market_cap'] = value
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print(f"[Akshare] ✅ 成功获取基本信息")
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return info
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except Exception as e:
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print(f"[Akshare] ❌ 获取失败: {e}")
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# akshare失败，尝试tushare
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if self.tushare_available:
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try:
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print(f"[Tushare] 正在获取 {symbol} 的基本信息（备用数据源）...")
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ts_code = self._convert_to_ts_code(symbol)
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df = self.tushare_api.stock_basic(
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ts_code=ts_code,
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fields='ts_code,name,area,industry,market,list_date'
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)
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if df is not None and not df.empty:
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info['name'] = df.iloc[0]['name']
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info['industry'] = df.iloc[0]['industry']
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info['market'] = df.iloc[0]['market']
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info['list_date'] = df.iloc[0]['list_date']
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print(f"[Tushare] ✅ 成功获取基本信息")
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return info
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except Exception as e:
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print(f"[Tushare] ❌ 获取失败: {e}")
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return info
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def get_realtime_quotes(self, symbol):
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"""
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获取实时行情数据（优先akshare，失败时使用tushare）
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Args:
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symbol: 股票代码
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Returns:
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dict: 实时行情数据
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"""
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quotes = {}
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# 优先使用akshare
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try:
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import akshare as ak
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print(f"[Akshare] 正在获取 {symbol} 的实时行情...")
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df = ak.stock_zh_a_spot_em()
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stock_df = df[df['代码'] == symbol]
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if not stock_df.empty:
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row = stock_df.iloc[0]
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quotes = {
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'symbol': symbol,
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'name': row['名称'],
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'price': row['最新价'],
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'change_percent': row['涨跌幅'],
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'change': row['涨跌额'],
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'volume': row['成交量'],
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'amount': row['成交额'],
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'high': row['最高'],
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'low': row['最低'],
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'open': row['今开'],
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'pre_close': row['昨收']
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}
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print(f"[Akshare] ✅ 成功获取实时行情")
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return quotes
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except Exception as e:
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print(f"[Akshare] ❌ 获取失败: {e}")
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# akshare失败，尝试tushare
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if self.tushare_available:
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try:
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print(f"[Tushare] 正在获取 {symbol} 的实时行情（备用数据源）...")
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ts_code = self._convert_to_ts_code(symbol)
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df = self.tushare_api.daily(
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ts_code=ts_code,
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start_date=datetime.now().strftime('%Y%m%d'),
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end_date=datetime.now().strftime('%Y%m%d')
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)
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if df is not None and not df.empty:
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row = df.iloc[0]
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quotes = {
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'symbol': symbol,
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'price': row['close'],
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'change_percent': row['pct_chg'],
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'volume': row['vol'] * 100,
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'amount': row['amount'] * 1000,
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'high': row['high'],
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'low': row['low'],
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'open': row['open'],
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'pre_close': row['pre_close']
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}
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print(f"[Tushare] ✅ 成功获取实时行情")
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return quotes
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except Exception as e:
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print(f"[Tushare] ❌ 获取失败: {e}")
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return quotes
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def get_financial_data(self, symbol, report_type='income'):
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"""
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获取财务数据（优先akshare，失败时使用tushare）
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Args:
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symbol: 股票代码
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report_type: 报表类型（'income'利润表, 'balance'资产负债表, 'cashflow'现金流量表）
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Returns:
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DataFrame: 财务数据
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"""
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# 优先使用akshare
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try:
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import akshare as ak
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print(f"[Akshare] 正在获取 {symbol} 的财务数据...")
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if report_type == 'income':
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df = ak.stock_financial_report_sina(stock=symbol, symbol="利润表")
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elif report_type == 'balance':
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df = ak.stock_financial_report_sina(stock=symbol, symbol="资产负债表")
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elif report_type == 'cashflow':
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df = ak.stock_financial_report_sina(stock=symbol, symbol="现金流量表")
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else:
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df = None
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if df is not None and not df.empty:
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print(f"[Akshare] ✅ 成功获取财务数据")
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return df
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except Exception as e:
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print(f"[Akshare] ❌ 获取失败: {e}")
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# akshare失败，尝试tushare
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if self.tushare_available:
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try:
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print(f"[Tushare] 正在获取 {symbol} 的财务数据（备用数据源）...")
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ts_code = self._convert_to_ts_code(symbol)
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if report_type == 'income':
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df = self.tushare_api.income(ts_code=ts_code)
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elif report_type == 'balance':
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df = self.tushare_api.balancesheet(ts_code=ts_code)
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elif report_type == 'cashflow':
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df = self.tushare_api.cashflow(ts_code=ts_code)
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else:
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df = None
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if df is not None and not df.empty:
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print(f"[Tushare] ✅ 成功获取财务数据")
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return df
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except Exception as e:
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print(f"[Tushare] ❌ 获取失败: {e}")
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return None
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def _convert_to_ts_code(self, symbol):
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"""
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将6位股票代码转换为tushare格式（带市场后缀）
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Args:
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symbol: 6位股票代码
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Returns:
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str: tushare格式代码（如：000001.SZ）
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"""
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if not symbol or len(symbol) != 6:
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return symbol
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# 根据代码判断市场
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if symbol.startswith('6'):
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# 上海主板
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return f"{symbol}.SH"
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elif symbol.startswith('0') or symbol.startswith('3'):
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# 深圳主板和创业板
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return f"{symbol}.SZ"
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elif symbol.startswith('8') or symbol.startswith('4'):
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# 北交所
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return f"{symbol}.BJ"
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else:
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# 默认深圳
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return f"{symbol}.SZ"
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def _convert_from_ts_code(self, ts_code):
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"""
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将tushare格式代码转换为6位代码
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Args:
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ts_code: tushare格式代码（如：000001.SZ）
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Returns:
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str: 6位股票代码
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"""
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if '.' in ts_code:
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return ts_code.split('.')[0]
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return ts_code
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# 全局数据源管理器实例
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data_source_manager = DataSourceManager()
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