From 69e688deab13136a0b06aa891a5a780ba5906a76 Mon Sep 17 00:00:00 2001
From: tigerenwork <tigeren.work@gmail.com>
Date: Mon, 8 Jun 2026 09:05:24 +0800
Subject: [PATCH] feat: add demo script for data acquisition using Baostock

- Implemented a complete demo for fetching A-share stock and index data using Baostock.
- Included login/logout mechanism, data fetching for selected stocks and indices, and data cleaning processes.
- Added functionality to store cleaned data into CSV files.
- Provided detailed comments and print statements for user guidance and understanding.
---
 data/baostock/index_prices.csv | 1554 ++++++++++++++++++++++++++++++++
 data/baostock/stock_prices.csv | 1554 ++++++++++++++++++++++++++++++++
 demo_baostock_data.py          |  349 +++++++
 requirements.txt               |    3 +-
 4 files changed, 3459 insertions(+), 1 deletion(-)
 create mode 100644 data/baostock/index_prices.csv
 create mode 100644 data/baostock/stock_prices.csv
 create mode 100644 demo_baostock_data.py

diff --git a/data/baostock/index_prices.csv b/data/baostock/index_prices.csv
new file mode 100644
index 0000000..b906d36
--- /dev/null
+++ b/data/baostock/index_prices.csv
@@ -0,0 +1,1554 @@
+date,沪深300,中证500,创业板指,中证军工,国证食品饮料,国债指数
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diff --git a/data/baostock/stock_prices.csv b/data/baostock/stock_prices.csv
new file mode 100644
index 0000000..05d927e
--- /dev/null
+++ b/data/baostock/stock_prices.csv
@@ -0,0 +1,1554 @@
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diff --git a/demo_baostock_data.py b/demo_baostock_data.py
new file mode 100644
index 0000000..b6f178f
--- /dev/null
+++ b/demo_baostock_data.py
@@ -0,0 +1,349 @@
+# =============================================================================
+# Real Data Acquisition Demo — Baostock
+# 真实数据获取演示 — Baostock 版
+# =============================================================================
+#
+# Baostock (http://baostock.com) 是一个完全免费、无需注册的 A 股数据源。
+# 与 AKShare 的区别：不需要 Token、不走东方财富 API（避免反爬封 IP）、
+# 但数据更新慢（通常滞后 1-2 天）、不支持 ETF 日线数据。
+#
+# Prerequisites:
+#   pip install baostock pandas numpy
+#
+# Baostock 的特点:
+#   • 本地 SDK 直连服务器，无代理问题
+#   • 股票代码格式: "sh.600519" / "sz.000001"
+#   • 数据全是字符串，需要手动转换类型
+#   • 登录/登出模型: bs.login() → 操作 → bs.logout()
+#   • adjustflag: 1=后复权 2=前复权 3=不复权
+#   • frequency: d=日 w=周 m=月 5=5分钟 15=15分钟 30=30分钟 60=60分钟
+# =============================================================================
+
+from __future__ import annotations
+
+import warnings
+warnings.filterwarnings("ignore")
+
+import numpy as np
+import pandas as pd
+from datetime import datetime
+import os
+import time
+
+# ── 检查 baostock ──
+try:
+    import baostock as bs
+except ImportError:
+    print("请先安装: pip install baostock")
+    raise
+
+print("=" * 68)
+print("  真实数据获取演示 — Baostock 版")
+print("  Real Data Acquisition Demo with Baostock")
+print("=" * 68)
+
+
+# ══════════════════════════════════════════════════════════════════════
+# §0  Baostock 的登录机制
+# ══════════════════════════════════════════════════════════════════════
+#
+# Baostock 使用登录/登出模型。每次 session 需要 login() 开始，logout() 结束。
+# 免费用户每天有调用次数限制（通常够个人使用），不需要 Token。
+
+print("\n[§0] 登录 Baostock")
+
+lg = bs.login()
+if lg.error_code == '0':
+    print(f"  ✓ 登录成功")
+else:
+    print(f"  ✗ 登录失败: {lg.error_code} {lg.error_msg}")
+    raise RuntimeError("Baostock 登录失败")
+
+
+# ══════════════════════════════════════════════════════════════════════
+# §1  获取 5 只不同行业的代表股
+# ══════════════════════════════════════════════════════════════════════
+#
+# Baostock 不支持 ETF 日线数据（stock_basic 里有 ETF 但 query_history 返回空）。
+# 这里选取 5 只不同行业的代表股 + 1 只债券 ETF 的替代（国债指数），
+# 后续学习 ETF 轮动策略时，用宽基指数或行业指数替代 ETF 即可。
+
+print("\n[§1] 获取 5 只不同行业的代表股")
+
+STOCKS = {
+    "sh.600519": "贵州茅台 (消费)",
+    "sz.000858": "五粮液   (白酒)",
+    "sh.600036": "招商银行 (金融)",
+    "sh.600276": "恒瑞医药 (医药)",
+    "sz.300750": "宁德时代 (新能源)",
+}
+
+START_DATE = "2019-01-01"
+END_DATE   = "2025-06-01"
+
+
+def fetch_k_data(code: str, start: str, end: str, freq: str = "d") -> pd.DataFrame:
+    """
+    从 Baostock 获取日线数据，返回干净的 DataFrame。
+
+    Baostock 返回的数据全部是字符串，需要转换为正确的数值类型。
+    adjustflag="2" = 前复权。
+    """
+    rs = bs.query_history_k_data_plus(
+        code,
+        "date,open,high,low,close,preclose,volume,amount,"
+        "turn, tradestatus, pctChg, isST",
+        start_date=start, end_date=end,
+        frequency=freq,
+        adjustflag="2"  # 前复权
+    )
+    if rs.error_code != '0':
+        print(f"    {code} 查询失败: {rs.error_msg}")
+        return pd.DataFrame()
+
+    rows = []
+    while rs.next():
+        rows.append(rs.get_row_data())
+
+    if not rows:
+        return pd.DataFrame()
+
+    df = pd.DataFrame(rows, columns=rs.fields)
+
+    # ── 类型转换：Baostock 全是字符串 ──
+    df['date'] = pd.to_datetime(df['date'])
+    numeric_cols = ['open', 'high', 'low', 'close', 'preclose',
+                    'volume', 'amount', 'turn', 'pctChg']
+    for col in numeric_cols:
+        if col in df.columns:
+            df[col] = pd.to_numeric(df[col], errors='coerce')
+
+    return df.set_index('date').sort_index()
+
+
+stock_data = {}
+for code, name in STOCKS.items():
+    print(f"  获取 {code} ({name})...", end=" ")
+    df = fetch_k_data(code, START_DATE, END_DATE)
+    if len(df) > 0:
+        stock_data[code] = df
+        print(f"{len(df)} 行, {df.index[0].date()} ~ {df.index[-1].date()}")
+    else:
+        print("无数据")
+    time.sleep(0.3)  # 礼貌间隔
+
+print(f"\n  成功获取: {len(stock_data)} / {len(STOCKS)} 只股票")
+
+
+# ══════════════════════════════════════════════════════════════════════
+# §2  获取宽基指数 & 行业指数（替代 ETF）
+# ══════════════════════════════════════════════════════════════════════
+#
+# Baostock 支持指数日线数据。指数代码格式: sh.000300 / sz.399006
+# 在 Baostock 的 stock_basic 中 type=2 的是指数。
+#
+# 下面选了:
+#   • 3 个宽基指数 (沪深300, 中证500, 创业板指)
+#   • 4 个行业/主题指数 (替代行业 ETF)
+#   • 1 个国债指数 (替代国债 ETF, 用于避险)
+# =============================================================================
+
+print("\n[§2] 获取指数数据")
+
+# 宽基 + 行业指数
+INDICES = {
+    # 宽基
+    "sh.000300": "沪深300",
+    "sh.000905": "中证500",
+    "sz.399006": "创业板指",
+    # 行业/主题 (替代行业 ETF)
+    "sh.000948": "全指半导体",
+    "sz.399967": "中证军工",
+    "sh.000941": "全指医药",
+    "sz.399396": "国证食品饮料",
+    # 避险 (替代国债 ETF)
+    "sh.000012": "国债指数",
+}
+
+index_data = {}
+for code, name in INDICES.items():
+    print(f"  获取 {code} ({name})...", end=" ")
+    df = fetch_k_data(code, START_DATE, END_DATE)
+    if len(df) > 0:
+        index_data[code] = df
+        print(f"{len(df)} 行, {df.index[0].date()} ~ {df.index[-1].date()}")
+    else:
+        print("无数据")
+    time.sleep(0.3)
+
+print(f"\n  成功获取: {len(index_data)} / {len(INDICES)} 个指数")
+
+
+# ══════════════════════════════════════════════════════════════════════
+# §3  构建价格面板 & 数据清洗
+# ══════════════════════════════════════════════════════════════════════
+
+print("\n[§3] 构建价格面板")
+
+# ── 3-A: 个股价格面板 ──
+if stock_data:
+    stock_panel = pd.DataFrame({
+        code: df['close'] for code, df in stock_data.items()
+    })
+    stock_panel.columns = [f"{code} ({STOCKS[code].split('(')[0].strip()})"
+                           for code in stock_panel.columns]
+
+    print(f"\n  个股价格面板: {stock_panel.shape}")
+    print(f"  日期: {stock_panel.index[0].date()} ~ {stock_panel.index[-1].date()}")
+
+    # 缺失值
+    missing = stock_panel.isna().sum()
+    if missing.sum() > 0:
+        print(f"  缺失值 (前5行):")
+        for col, cnt in missing.items():
+            if cnt > 0:
+                print(f"    {col}: {cnt} 天 ({cnt/len(stock_panel):.2%})")
+
+    # 清洗
+    clean_stock = stock_panel.ffill().dropna(how='any')
+    print(f"  清洗前: {len(stock_panel)} 天, 清洗后: {len(clean_stock)} 天")
+
+# ── 3-B: 指数价格面板 ──
+if index_data:
+    index_panel = pd.DataFrame({
+        code: df['close'] for code, df in index_data.items()
+    })
+    index_panel.columns = [INDICES[code] for code in index_panel.columns]
+
+    print(f"\n  指数价格面板: {index_panel.shape}")
+    print(f"  日期: {index_panel.index[0].date()} ~ {index_panel.index[-1].date()}")
+
+    missing_idx = index_panel.isna().sum()
+    if missing_idx.sum() > 0:
+        print(f"  各指数缺失天数:")
+        for col, cnt in missing_idx.items():
+            if cnt > 0:
+                print(f"    {col}: {cnt} 天")
+
+    clean_index = index_panel.ffill().dropna(how='any')
+    print(f"  清洗前: {len(index_panel)} 天, 清洗后: {len(clean_index)} 天")
+
+
+# ══════════════════════════════════════════════════════════════════════
+# §4  快速分析：让数据"说话"
+# ══════════════════════════════════════════════════════════════════════
+
+print("\n[§4] 快速分析")
+
+if stock_data:
+    # ── 个股: 收益率 + 相关性 ──
+    stock_ret = clean_stock.pct_change().dropna()
+
+    ann_ret = (1 + stock_ret).prod() ** (252.0 / len(stock_ret)) - 1
+    ann_vol = stock_ret.std() * np.sqrt(252)
+    sharpe = (ann_ret - 0.02) / ann_vol
+
+    print(f"\n  个股绩效 (2019-2025):")
+    print(f"  {'名称':<20s} {'年化收益':>8s} {'年化波动':>8s} {'夏普':>6s}")
+    print(f"  " + "-" * 42)
+    for col in stock_ret.columns:
+        print(f"  {col:<20s} {ann_ret[col]:+7.1%} {ann_vol[col]:+7.1%} {sharpe[col]:+6.2f}")
+
+    # 相关性矩阵 (3 只为例)
+    corr = stock_ret.iloc[:, :5].corr()
+    print(f"\n  个股相关性:")
+    print(corr.round(3).to_string())
+
+if index_data:
+    # ── 指数: 归一化走势 ──
+    index_ret = clean_index.pct_change().dropna()
+
+    print(f"\n  指数归一化走势 (基期=100):")
+    norm = clean_index / clean_index.iloc[0] * 100
+    last_vals = norm.iloc[-1].sort_values(ascending=False)
+    for col, val in last_vals.items():
+        print(f"    {col:<12s}: {val:7.1f}")
+
+
+# ══════════════════════════════════════════════════════════════════════
+# §5  展示部分行情数据 (快速检查)
+# ══════════════════════════════════════════════════════════════════════
+
+print("\n[§5] 行情数据样本")
+
+if stock_data:
+    # 取茅台，展示最关键的 6 列
+    moutai = stock_data['sh.600519']
+    if len(moutai) > 0:
+        cols = ['open', 'high', 'low', 'close', 'volume', 'pctChg']
+        available = [c for c in cols if c in moutai.columns]
+        print(f"\n  贵州茅台 (sh.600519) 行情样本:")
+        print(moutai[available].head(10).to_string())
+
+if index_data:
+    # 沪深300
+    hs300 = index_data.get('sh.000300')
+    if hs300 is not None and len(hs300) > 0:
+        print(f"\n  沪深300 (sh.000300) 最新 5 日:")
+        cols = ['close', 'volume', 'pctChg']
+        available = [c for c in cols if c in hs300.columns]
+        print(hs300[available].tail(5).to_string())
+
+
+# ══════════════════════════════════════════════════════════════════════
+# §6  数据存储
+# ══════════════════════════════════════════════════════════════════════
+
+print("\n[§6] 数据存储")
+
+DATA_DIR = os.path.join(os.path.dirname(__file__), "data", "baostock")
+os.makedirs(DATA_DIR, exist_ok=True)
+
+if stock_data:
+    path = os.path.join(DATA_DIR, "stock_prices.csv")
+    clean_stock.to_csv(path)
+    print(f"  ✓ 个股价格面板 → {path}")
+
+if index_data:
+    path = os.path.join(DATA_DIR, "index_prices.csv")
+    clean_index.to_csv(path)
+    print(f"  ✓ 指数价格面板 → {path}")
+
+
+# ══════════════════════════════════════════════════════════════════════
+# §7  登出
+# ══════════════════════════════════════════════════════════════════════
+
+bs.logout()
+print("\n  ✓ Baostock 登出")
+
+print("\n" + "=" * 68)
+print("  ✓ Baostock 数据获取 Demo 完成")
+print("=" * 68)
+print(f"""
+  Baostock 特点总结:
+    优点:
+      • 完全免费，无需注册
+      • 本地 SDK 直连，不受代理/VPN 影响
+      • 不会被东方财富反爬封 IP (因为根本不用东方财富)
+      • 支持股票 + 指数日线/分钟线
+      • 自带前复权/后复权/不复权选择
+
+    缺点:
+      • 不支持 ETF 日线数据 (stock_basic 有 ETF 但查不出行情)
+      • 数据更新慢 (通常 T+1 或 T+2)
+      • 所有字段都是字符串，每次都要手动转类型
+      • 没有财务数据 (PE/PB/ROE 等)
+      • 接口较少，没有北向资金、融资融券等
+
+    最佳用途:
+      • AKShare 被封 IP 时的备用数据源
+      • 个股回测的数据来源
+      • 指数数据 (覆盖好)
+      • 学习和概念验证 (快速、免费、零配置)
+
+    后续建议:
+      • 用这里的指数数据替代 ETF — 行业指数 ≈ 行业 ETF
+      • 等 AKShare IP 解封后切回 AKShare (数据更全)
+      • 长期稳定使用建议升级到 Tushare Pro
+""")
diff --git a/requirements.txt b/requirements.txt
index 2251404..013027d 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,4 +4,5 @@ matplotlib
 scipy
 scikit-learn
 akshare
-tushare
\ No newline at end of file
+tushare
+baostock
\ No newline at end of file