357 lines
292 KiB
Plaintext
357 lines
292 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2025-09-17T02:55:13.621128Z",
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"start_time": "2025-09-17T02:55:13.617846Z"
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}
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},
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"import talib as ta # Make sure TA-Lib is installed: pip install TA-Lib\n",
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"import statsmodels.api as sm\n",
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"\n",
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"import warnings\n",
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"\n",
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"# 忽略所有警告\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"\n",
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"# --- 0. Configure your file path ---\n",
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"# Please replace 'your_futures_data.csv' with the actual path to your CSV file\n",
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"file_path = '/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv'\n",
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"\n",
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"sns.set(style='whitegrid')\n",
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"plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签\n",
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"plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号\n"
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],
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"outputs": [],
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"execution_count": 5
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-17T02:55:13.685840Z",
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"start_time": "2025-09-17T02:55:13.639781Z"
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}
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},
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"cell_type": "code",
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"source": [
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"\n",
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"# --- 1. Data Loading and Preprocessing ---\n",
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"def load_and_preprocess_data(file_path):\n",
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" \"\"\"\n",
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" Loads historical futures data and performs basic preprocessing.\n",
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" Assumes data contains 'datetime', 'open', 'high', 'low', 'close', 'volume' columns.\n",
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" \"\"\"\n",
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" try:\n",
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" df = pd.read_csv(file_path, parse_dates=['datetime'], index_col='datetime')\n",
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" # Ensure data is sorted by time\n",
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" df = df.sort_index()\n",
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" # Check and handle missing values\n",
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" initial_rows = len(df)\n",
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" df.dropna(inplace=True)\n",
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" if len(df) < initial_rows:\n",
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" print(f\"Warning: Missing values found in data, deleted {initial_rows - len(df)} rows.\")\n",
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"\n",
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" # Check if necessary columns exist\n",
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" required_columns = ['open', 'high', 'low', 'close', 'volume']\n",
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" if not all(col in df.columns for col in required_columns):\n",
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" raise ValueError(f\"CSV file is missing required columns. Please ensure it contains: {required_columns}\")\n",
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"\n",
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" print(f\"Successfully loaded {len(df)} rows of data.\")\n",
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" print(\"First 5 rows of data:\")\n",
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" print(df.head())\n",
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" return df\n",
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" except FileNotFoundError:\n",
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" print(f\"Error: File '{file_path}' not found. Please check the path.\")\n",
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" return None\n",
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" except Exception as e:\n",
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" print(f\"Error during data loading or preprocessing: {e}\")\n",
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" return None\n",
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"\n",
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"\n",
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"df_raw = load_and_preprocess_data(file_path)\n",
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"df_raw = df_raw[df_raw.index >= '2024-01-01']"
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],
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"id": "548c68daa68af8c1",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Successfully loaded 25662 rows of data.\n",
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"First 5 rows of data:\n",
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" open high low close volume open_oi \\\n",
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"datetime \n",
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"2020-12-31 14:45:00 1607.0 1611.0 1603.0 1611.0 19480.0 148833.0 \n",
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"2021-01-04 09:00:00 1610.0 1636.0 1601.0 1620.0 55486.0 146448.0 \n",
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"2021-01-04 09:15:00 1620.0 1620.0 1601.0 1604.0 30314.0 153373.0 \n",
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"2021-01-04 09:30:00 1604.0 1606.0 1590.0 1595.0 30803.0 157091.0 \n",
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"2021-01-04 09:45:00 1595.0 1601.0 1594.0 1600.0 10031.0 158730.0 \n",
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"\n",
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" close_oi underlying_symbol \n",
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"datetime \n",
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"2020-12-31 14:45:00 146448.0 CZCE.SA105 \n",
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"2021-01-04 09:00:00 153373.0 CZCE.SA105 \n",
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"2021-01-04 09:15:00 157091.0 CZCE.SA105 \n",
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"2021-01-04 09:30:00 158730.0 CZCE.SA105 \n",
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"2021-01-04 09:45:00 160031.0 CZCE.SA105 \n"
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]
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}
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],
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"execution_count": 6
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-17T02:55:13.828236Z",
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"start_time": "2025-09-17T02:55:13.692306Z"
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}
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},
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"cell_type": "code",
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"# 如果还没设置索引\n",
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"# df_raw['datetime'] = pd.to_datetime(df_raw['datetime'])\n",
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"# df_raw = df_raw.set_index('datetime')\n",
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"\n",
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"fig, ax1 = plt.subplots(figsize=(12, 6))\n",
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"\n",
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"color1 = 'tab:blue'\n",
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"ax1.set_xlabel('Time')\n",
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"ax1.set_ylabel('close', color=color1)\n",
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"ax1.plot(df_raw.index, df_raw['close'], color=color1, label='close')\n",
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"ax1.tick_params(axis='y', labelcolor=color1)\n",
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"\n",
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"# 第二个 y 轴\n",
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"ax2 = ax1.twinx()\n",
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"color2 = 'tab:orange'\n",
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"ax2.set_ylabel('close_oi', color=color2)\n",
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"ax2.plot(df_raw.index, df_raw['close_oi'], color=color2, label='close_oi', alpha=0.8)\n",
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"ax2.tick_params(axis='y', labelcolor=color2)\n",
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"\n",
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"# 标题 & 网格\n",
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"plt.title('Close vs Close_OI (Dual Y-axis)')\n",
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"ax1.grid(True)\n",
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"fig.tight_layout()\n",
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"plt.show()"
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],
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"id": "18421d04e4f597dd",
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
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],
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"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 7
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-17T02:55:14.115196Z",
|
||
"start_time": "2025-09-17T02:55:13.857406Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"df = df_raw\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 2. 因子计算 ---\n",
|
||
"print(\"--- 正在计算因子 ---\")\n",
|
||
"df['volume_safe'] = df['volume'].replace(0, 1e-6)\n",
|
||
"df['price_impact_factor'] = np.abs(df['close'].pct_change()) / df['volume_safe']\n",
|
||
"df['directional_impact_factor'] = (df['close'] - df['open']) / df['volume_safe']\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 3. 定义未来收益率 (我们要预测的目标) ---\n",
|
||
"print(\"--- 正在计算未来收益率 ---\")\n",
|
||
"forward_periods = [1, 5, 10]\n",
|
||
"for n in forward_periods:\n",
|
||
" df[f'fwd_return_{n}d'] = df['close'].pct_change(periods=n).shift(-n)\n",
|
||
"\n",
|
||
"# 清理数据,删除因计算位移产生的NaN值\n",
|
||
"df.dropna(inplace=True)\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 4. 核心:执行分位数分析 ---\n",
|
||
"print(\"--- 正在执行分位数分析 ---\")\n",
|
||
"num_quantiles = 5 # 分为5组\n",
|
||
"\n",
|
||
"# 4.1 分析 价格冲击因子\n",
|
||
"# 使用 pd.qcut 将因子值分为 N 组\n",
|
||
"df['pi_quantile'] = pd.qcut(df['price_impact_factor'], q=num_quantiles, labels=False, duplicates='drop')\n",
|
||
"pi_analysis = df.groupby('pi_quantile')[[f'fwd_return_{n}d' for n in forward_periods]].mean() * 100\n",
|
||
"\n",
|
||
"# 4.2 分析 定向冲击因子\n",
|
||
"df['di_quantile'] = pd.qcut(df['directional_impact_factor'], q=num_quantiles, labels=False, duplicates='drop')\n",
|
||
"di_analysis = df.groupby('di_quantile')[[f'fwd_return_{n}d' for n in forward_periods]].mean() * 100\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 5. 结果可视化与解读 ---\n",
|
||
"print(\"\\n--- 因子有效性分析结果 ---\")\n",
|
||
"fig, axes = plt.subplots(1, 2, figsize=(18, 7))\n",
|
||
"\n",
|
||
"# 价格冲击因子 结果\n",
|
||
"print(\"\\n价格冲击因子 (Price Impact Factor) 分位数分析:\")\n",
|
||
"print(pi_analysis)\n",
|
||
"pi_analysis.plot(kind='bar', ax=axes[0], title='价格冲击因子 vs 未来收益率\\n(Price Impact Factor vs. Forward Returns)')\n",
|
||
"axes[0].set_xlabel('因子分位数 (Q1: 最低, Q5: 最高)')\n",
|
||
"axes[0].set_ylabel('平均未来收益率 (%)')\n",
|
||
"axes[0].set_xticklabels([f'Q{i+1}' for i in range(len(pi_analysis))], rotation=0)\n",
|
||
"\n",
|
||
"# 定向冲击因子 结果\n",
|
||
"print(\"\\n定向冲击因子 (Directional Impact Factor) 分位数分析:\")\n",
|
||
"print(di_analysis)\n",
|
||
"di_analysis.plot(kind='bar', ax=axes[1], title='定向冲击因子 vs 未来收益率\\n(Directional Impact Factor vs. Forward Returns)')\n",
|
||
"axes[1].set_xlabel('因子分位数 (Q1: 最低, Q5: 最高)')\n",
|
||
"axes[1].set_ylabel('平均未来收益率 (%)')\n",
|
||
"axes[1].set_xticklabels([f'Q{i+1}' for i in range(len(di_analysis))], rotation=0)\n",
|
||
"\n",
|
||
"plt.suptitle('因子有效性分位数分析', fontsize=16)\n",
|
||
"plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# --- 6. 进阶分析: 在特定市场状态下的表现 ---\n",
|
||
"print(\"\\n--- 进阶分析:因子在不同市场状态下的表现 ---\")\n",
|
||
"# 定义市场状态:使用ATR的移动平均值来衡量波动性\n",
|
||
"high_low = df['high'] - df['low']\n",
|
||
"high_close = np.abs(df['high'] - df['close'].shift())\n",
|
||
"low_close = np.abs(df['low'] - df['close'].shift())\n",
|
||
"tr = pd.concat([high_low, high_close, low_close], axis=1).max(axis=1)\n",
|
||
"df['atr_pct'] = (tr / df['close']).ewm(span=20, adjust=False).mean()\n",
|
||
"\n",
|
||
"# 定义高波动状态为ATR百分比位于最高的30%的时间\n",
|
||
"high_vol_threshold = df['atr_pct'].quantile(0.7)\n",
|
||
"df_high_vol = df[df['atr_pct'] > high_vol_threshold]\n",
|
||
"\n",
|
||
"# 在高波动状态下,重新分析定向冲击因子\n",
|
||
"di_analysis_high_vol = df_high_vol.groupby('di_quantile')[[f'fwd_return_{n}d' for n in forward_periods]].mean() * 100\n",
|
||
"\n",
|
||
"print(\"\\n定向冲击因子在高波动市场下的表现:\")\n",
|
||
"print(di_analysis_high_vol)\n",
|
||
"\n",
|
||
"# 可视化高波动状态下的结果\n",
|
||
"fig, ax = plt.subplots(figsize=(10, 6))\n",
|
||
"di_analysis_high_vol.plot(kind='bar', ax=ax, title='定向冲击因子在高波动市场状态下的表现\\n(Directional Impact Factor in HIGH VOLATILITY Regime)')\n",
|
||
"ax.set_xlabel('因子分位数 (Q1: 最低, Q5: 最高)')\n",
|
||
"ax.set_ylabel('平均未来收益率 (%)')\n",
|
||
"ax.set_xticklabels([f'Q{i+1}' for i in range(len(di_analysis_high_vol))], rotation=0)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
],
|
||
"id": "e9248ae41d9a1b1d",
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"--- 正在计算因子 ---\n",
|
||
"--- 正在计算未来收益率 ---\n",
|
||
"--- 正在执行分位数分析 ---\n",
|
||
"\n",
|
||
"--- 因子有效性分析结果 ---\n",
|
||
"\n",
|
||
"价格冲击因子 (Price Impact Factor) 分位数分析:\n",
|
||
" fwd_return_1d fwd_return_5d fwd_return_10d\n",
|
||
"pi_quantile \n",
|
||
"0 -0.010825 -0.055032 -0.042790\n",
|
||
"1 0.001791 -0.008909 -0.010649\n",
|
||
"2 -0.001939 -0.008222 -0.060071\n",
|
||
"3 0.004476 -0.001045 -0.046483\n",
|
||
"4 -0.011277 -0.015913 -0.018583\n",
|
||
"\n",
|
||
"定向冲击因子 (Directional Impact Factor) 分位数分析:\n",
|
||
" fwd_return_1d fwd_return_5d fwd_return_10d\n",
|
||
"di_quantile \n",
|
||
"0 -0.010517 -0.023939 -0.079702\n",
|
||
"1 -0.002474 0.011427 -0.013968\n",
|
||
"2 -0.004617 -0.048772 -0.039226\n",
|
||
"3 0.004874 -0.008277 -0.024593\n",
|
||
"4 -0.005044 -0.019583 -0.021074\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1800x700 with 2 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"--- 进阶分析:因子在不同市场状态下的表现 ---\n",
|
||
"\n",
|
||
"定向冲击因子在高波动市场下的表现:\n",
|
||
" fwd_return_1d fwd_return_5d fwd_return_10d\n",
|
||
"di_quantile \n",
|
||
"0 0.006045 0.020305 -0.076809\n",
|
||
"1 -0.014321 0.074963 0.062119\n",
|
||
"2 0.002337 -0.057309 0.007566\n",
|
||
"3 0.029277 0.064093 0.062086\n",
|
||
"4 -0.009715 -0.030420 -0.030257\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 8
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 2
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython2",
|
||
"version": "2.7.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|