Skip to content

Instantly share code, notes, and snippets.

@tej87681088
Created January 7, 2022 02:40
Show Gist options
  • Save tej87681088/78e7f08d59edcabe80f475ddd8c63c07 to your computer and use it in GitHub Desktop.
Save tej87681088/78e7f08d59edcabe80f475ddd8c63c07 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "bc327826-8fd7-4cb4-97ab-4beb0dcdf82b",
"metadata": {},
"outputs": [],
"source": [
"# 功能模組\n",
"import pandas as pd\n",
"import numpy as np\n",
"from arch.unitroot import ADF\n",
"import statsmodels.api as sm\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['font.sans-serif'] = ['Microsoft JhengHei'] # 解決 plot中文問題\n",
"plt.rcParams['axes.unicode_minus'] = False\n",
"\n",
"#TEJ API\n",
"import tejapi\n",
"tejapi.ApiConfig.api_key = \"Your KEY\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "30d0374c-7725-4769-8ff3-03a82337af08",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>2603 長榮</th>\n",
" <th>2609 陽明</th>\n",
" </tr>\n",
" <tr>\n",
" <th>日期</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2021-06-23 00:00:00+00:00</th>\n",
" <td>-0.097720</td>\n",
" <td>-0.097087</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-06-24 00:00:00+00:00</th>\n",
" <td>0.097473</td>\n",
" <td>0.068100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-06-25 00:00:00+00:00</th>\n",
" <td>0.052632</td>\n",
" <td>0.013423</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-06-28 00:00:00+00:00</th>\n",
" <td>0.100000</td>\n",
" <td>0.099338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-06-29 00:00:00+00:00</th>\n",
" <td>0.019886</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-06-30 00:00:00+00:00</th>\n",
" <td>0.097493</td>\n",
" <td>0.099398</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 2603 長榮 2609 陽明\n",
"日期 \n",
"2021-06-23 00:00:00+00:00 -0.097720 -0.097087\n",
"2021-06-24 00:00:00+00:00 0.097473 0.068100\n",
"2021-06-25 00:00:00+00:00 0.052632 0.013423\n",
"2021-06-28 00:00:00+00:00 0.100000 0.099338\n",
"2021-06-29 00:00:00+00:00 0.019886 0.000000\n",
"2021-06-30 00:00:00+00:00 0.097493 0.099398"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 匯入資料\n",
"stock = tejapi.get('TWN/EWPRCD2',\n",
" coid = ['2603','2609'],\n",
" mdate= {'gte': '2019-06-01','lte':'2021-06-30'},\n",
" opts={'columns':['coid','mdate','roia']},\n",
" chinese_column_name=True,paginate=True)\n",
"\n",
"stock = stock.pivot(index='日期', columns='證券碼', values='日報酬率(%)')\n",
"stock.columns = ['2603 長榮','2609 陽明']\n",
"stock = stock * 0.01\n",
"stock.tail(6)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "78b3ac52-05dc-4589-b62f-c26972cb48c7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 作長榮與陽明 日報酬率的時序圖\n",
"fig = plt.figure(figsize = (15,8))\n",
"ax = fig.add_subplot()\n",
"\n",
"ax.plot(stock['2603 長榮'] ,linewidth=2, alpha=1)\n",
"ax.plot(stock['2609 陽明'] ,linewidth=2, alpha=0.7)\n",
"ax.axhline(0,color = 'black')\n",
"ax.set_title('長榮與陽明 日報酬率的時序圖' ,fontsize=20 ,fontweight='bold')\n",
"ax.legend(['2603 長榮','2609 陽明'],loc='best')\n",
"ax.set_ylabel('報酬率', fontsize=12,rotation=0)\n",
"ax.grid(axis='y')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5c0207b7-d817-473c-87f4-39d49774dccb",
"metadata": {},
"outputs": [],
"source": [
"# 價差\n",
"def CointegrationSpread(df,formStart,formEnd,tradeStart,tradeEnd):\n",
" formX = df[(df.index >= formStart) & (df.index <= formEnd)]['2603 長榮']\n",
" formY = df[(df.index >= formStart) & (df.index <= formEnd)]['2609 陽明']\n",
" tradeX = df[(df.index >= tradeStart) & (df.index <= tradeEnd)]['2603 長榮']\n",
" tradeY = df[(df.index >= tradeStart) & (df.index <= tradeEnd)]['2609 陽明']\n",
" \n",
" results = sm.OLS(formY,sm.add_constant(formX)).fit()\n",
" spread = tradeY - results.params[0] - results.params[1] * tradeX\n",
" return spread\n",
"\n",
"Spread_2020_10_12 = CointegrationSpread(stock,'2019-06-01','2020-06-30','2020-10-01','2020-12-31')\n",
"Spread_2021_01_03 = CointegrationSpread(stock,'2020-01-01','2020-12-31','2021-01-01','2021-03-30')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "dc3ffd78-fe1b-4fc4-8ae4-54d96b9b49da",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Augmented Dickey-Fuller Results \n",
"=====================================\n",
"Test Statistic -6.795\n",
"P-value 0.000\n",
"Lags 0\n",
"-------------------------------------\n",
"\n",
"Trend: No Trend\n",
"Critical Values: -2.61 (1%), -1.95 (5%), -1.61 (10%)\n",
"Null Hypothesis: The process contains a unit root.\n",
"Alternative Hypothesis: The process is weakly stationary.\n"
]
}
],
"source": [
"# 對兩檔股價的價差序列做定態性檢定\n",
"adfSpread = ADF(Spread_2021_01_03, trend='n')\n",
"print(adfSpread.summary().as_text())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "9892c326-0825-4f64-a8d0-d935bcaead39",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Spread')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 做共整合配對價差序列圖\n",
"\n",
"fig = plt.figure(figsize = (15,8))\n",
"ax = fig.add_subplot()\n",
"ax.plot(Spread_2021_01_03 ,linewidth=2, alpha=1)\n",
"ax.axhline(0,color = 'black')\n",
"ax.axhline(np.mean(Spread_2020_10_12) - 0.2 * np.std(Spread_2020_10_12),color = 'gray', linestyle='--')\n",
"ax.axhline(np.mean(Spread_2020_10_12) + 0.2 * np.std(Spread_2020_10_12),color = 'gray', linestyle='--')\n",
"ax.axhline(np.mean(Spread_2020_10_12) - 1.5 * np.std(Spread_2020_10_12),color = 'orange')\n",
"ax.axhline(np.mean(Spread_2020_10_12) + 1.5 * np.std(Spread_2020_10_12),color = 'orange')\n",
"ax.axhline(np.mean(Spread_2020_10_12) - 2.5 * np.std(Spread_2020_10_12),color = 'red')\n",
"ax.axhline(np.mean(Spread_2020_10_12) + 2.5 * np.std(Spread_2020_10_12),color = 'red')\n",
"ax.set_title('長榮與陽明 共整合配對價差序列圖' ,fontsize=20 ,fontweight='bold')\n",
"ax.set_ylabel('Spread', fontsize=12,rotation=0)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c0f25a57-4f59-47af-abd6-f6cfa7abf5ed",
"metadata": {},
"outputs": [],
"source": [
"# 建立配對交易策略\n",
"\n",
"mu = np.mean(Spread_2020_10_12)\n",
"sd = np.std(Spread_2020_10_12)\n",
"\n",
"Spread_2021_01_03 = Spread_2021_01_03.to_frame()\n",
"Spread_2021_01_03.columns = ['價差']\n",
"\n",
"Spread_2021_01_03['開倉平倉區間'] = \\\n",
" pd.cut(Spread_2021_01_03['價差'] ,\n",
" (float('-inf') ,mu-2.5*sd ,mu-1.5*sd ,mu-0.2*sd ,\n",
" mu+0.2*sd ,mu+1.5*sd ,mu+2.5*sd ,float('inf')) ,labels=False)-3\n",
"\n",
"Spread_2021_01_03['交易訊號'] = \\\n",
" np.select([(Spread_2021_01_03['開倉平倉區間'].shift() == 1) &\n",
" (Spread_2021_01_03['開倉平倉區間'] == 2),\n",
" \n",
" (Spread_2021_01_03['開倉平倉區間'].shift() == 1) &\n",
" (Spread_2021_01_03['開倉平倉區間'] == 0),\n",
" \n",
" (Spread_2021_01_03['開倉平倉區間'].shift() == 2) &\n",
" (Spread_2021_01_03['開倉平倉區間'] == 3),\n",
" \n",
" (Spread_2021_01_03['開倉平倉區間'].shift() == -1) &\n",
" (Spread_2021_01_03['開倉平倉區間'] == -2),\n",
" \n",
" (Spread_2021_01_03['開倉平倉區間'].shift() == -1) &\n",
" (Spread_2021_01_03['開倉平倉區間'] == 0),\n",
" \n",
" (Spread_2021_01_03['開倉平倉區間'].shift() == -2) &\n",
" (Spread_2021_01_03['開倉平倉區間'] == -3)],\n",
" \n",
" [-2,2,3,1,-1,-3],default = 0)\n",
"\n",
"position = [Spread_2021_01_03['交易訊號'][0]]\n",
"ns = len(Spread_2021_01_03['交易訊號'])\n",
"\n",
"for i in range(1,ns):\n",
" position.append(position[-1])\n",
" if Spread_2021_01_03['交易訊號'][i] == 1:\n",
" position[i] = 1\n",
" elif Spread_2021_01_03['交易訊號'][i] == -2:\n",
" position[i] = -1\n",
" elif Spread_2021_01_03['交易訊號'][i] == -1 and position[i-1] == 1:\n",
" position[i] = 0\n",
" elif Spread_2021_01_03['交易訊號'][i] == -2 and position[i-1] == -1:\n",
" position[i] = 0\n",
" elif Spread_2021_01_03['交易訊號'][i] == 3:\n",
" position[i] = 0\n",
" elif Spread_2021_01_03['交易訊號'][i] == 3:\n",
" position[i] = 0\n",
"\n",
"Spread_2021_01_03['倉位情況'] = pd.Series(position,index=Spread_2021_01_03.index)\n",
"Spread_2021_01_03['倉位情況'] = Spread_2021_01_03['倉位情況'].shift() # 隔天開盤才進場"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0c01deb3-465e-4854-88a0-cc82a179cbc8",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>價差</th>\n",
" <th>開倉平倉區間</th>\n",
" <th>交易訊號</th>\n",
" <th>倉位情況</th>\n",
" <th>2603 長榮</th>\n",
" <th>2609 陽明</th>\n",
" <th>策略報酬率</th>\n",
" <th>累積報酬率</th>\n",
" </tr>\n",
" <tr>\n",
" <th>日期</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2021-01-04 00:00:00+00:00</th>\n",
" <td>0.007319</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0.099509</td>\n",
" <td>0.099145</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-05 00:00:00+00:00</th>\n",
" <td>-0.021419</td>\n",
" <td>-1</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.016760</td>\n",
" <td>-0.004666</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-06 00:00:00+00:00</th>\n",
" <td>-0.042727</td>\n",
" <td>-2</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>-0.064835</td>\n",
" <td>-0.100000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-07 00:00:00+00:00</th>\n",
" <td>-0.013087</td>\n",
" <td>-1</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>-0.096357</td>\n",
" <td>-0.098958</td>\n",
" <td>0.002601</td>\n",
" <td>0.002601</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-08 00:00:00+00:00</th>\n",
" <td>0.006824</td>\n",
" <td>0</td>\n",
" <td>-1</td>\n",
" <td>1.0</td>\n",
" <td>0.048114</td>\n",
" <td>0.052023</td>\n",
" <td>-0.003909</td>\n",
" <td>-0.001318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-11 00:00:00+00:00</th>\n",
" <td>-0.008664</td>\n",
" <td>-1</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.058313</td>\n",
" <td>0.045788</td>\n",
" <td>0.000000</td>\n",
" <td>-0.001318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-12 00:00:00+00:00</th>\n",
" <td>-0.014159</td>\n",
" <td>-1</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>-0.096131</td>\n",
" <td>-0.099825</td>\n",
" <td>0.000000</td>\n",
" <td>-0.001318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-13 00:00:00+00:00</th>\n",
" <td>-0.041809</td>\n",
" <td>-2</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>-0.028534</td>\n",
" <td>-0.066148</td>\n",
" <td>0.000000</td>\n",
" <td>-0.001318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-14 00:00:00+00:00</th>\n",
" <td>0.063084</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>0.016021</td>\n",
" <td>0.079167</td>\n",
" <td>-0.063146</td>\n",
" <td>-0.064381</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-01-15 00:00:00+00:00</th>\n",
" <td>-0.009399</td>\n",
" <td>-1</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>-0.099869</td>\n",
" <td>-0.098456</td>\n",
" <td>-0.001413</td>\n",
" <td>-0.065703</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 價差 開倉平倉區間 交易訊號 倉位情況 2603 長榮 2609 陽明 \\\n",
"日期 \n",
"2021-01-04 00:00:00+00:00 0.007319 0 0 NaN 0.099509 0.099145 \n",
"2021-01-05 00:00:00+00:00 -0.021419 -1 0 0.0 0.016760 -0.004666 \n",
"2021-01-06 00:00:00+00:00 -0.042727 -2 1 0.0 -0.064835 -0.100000 \n",
"2021-01-07 00:00:00+00:00 -0.013087 -1 0 1.0 -0.096357 -0.098958 \n",
"2021-01-08 00:00:00+00:00 0.006824 0 -1 1.0 0.048114 0.052023 \n",
"2021-01-11 00:00:00+00:00 -0.008664 -1 0 0.0 0.058313 0.045788 \n",
"2021-01-12 00:00:00+00:00 -0.014159 -1 0 0.0 -0.096131 -0.099825 \n",
"2021-01-13 00:00:00+00:00 -0.041809 -2 1 0.0 -0.028534 -0.066148 \n",
"2021-01-14 00:00:00+00:00 0.063084 2 0 1.0 0.016021 0.079167 \n",
"2021-01-15 00:00:00+00:00 -0.009399 -1 0 1.0 -0.099869 -0.098456 \n",
"\n",
" 策略報酬率 累積報酬率 \n",
"日期 \n",
"2021-01-04 00:00:00+00:00 NaN NaN \n",
"2021-01-05 00:00:00+00:00 0.000000 0.000000 \n",
"2021-01-06 00:00:00+00:00 0.000000 0.000000 \n",
"2021-01-07 00:00:00+00:00 0.002601 0.002601 \n",
"2021-01-08 00:00:00+00:00 -0.003909 -0.001318 \n",
"2021-01-11 00:00:00+00:00 0.000000 -0.001318 \n",
"2021-01-12 00:00:00+00:00 0.000000 -0.001318 \n",
"2021-01-13 00:00:00+00:00 0.000000 -0.001318 \n",
"2021-01-14 00:00:00+00:00 -0.063146 -0.064381 \n",
"2021-01-15 00:00:00+00:00 -0.001413 -0.065703 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Spread_2021_01_03 = Spread_2021_01_03.join(stock)\n",
"Spread_2021_01_03['策略報酬率'] = \\\n",
" np.select([Spread_2021_01_03['倉位情況'] == 1,\n",
" Spread_2021_01_03['倉位情況'] == 0,\n",
" Spread_2021_01_03['倉位情況'] == -1],\n",
" [Spread_2021_01_03['2609 陽明'] * -1 + Spread_2021_01_03['2603 長榮'] * 1,\n",
" 0,\n",
" Spread_2021_01_03['2609 陽明'] * 1 + Spread_2021_01_03['2603 長榮'] * -1], default=np.nan)\n",
"\n",
"Spread_2021_01_03['累積報酬率'] = (Spread_2021_01_03['策略報酬率'] + 1).cumprod() -1\n",
"Spread_2021_01_03.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "0d26bb23-6d8a-40dc-818a-152f82f3227c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Return %')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 看累積報酬率與最大回撤圖\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(2, 1,figsize=(20,10), gridspec_kw={'height_ratios': [2,1]})\n",
" \n",
"ax1.set_title('累積報酬率', fontsize=17, fontweight='bold')\n",
"ax1.plot(Spread_2021_01_03['累積報酬率'], linewidth=2, alpha=1,color='b')\n",
"ax1.set_ylabel('Cummulative Return %', fontsize=12,rotation=0)\n",
"ax1.grid(axis='y')\n",
"\n",
"ax2.plot(Spread_2021_01_03['累積報酬率'] - Spread_2021_01_03['累積報酬率'].cummax(),linewidth=2, alpha=1, color='r')\n",
"ax2.fill_between(Spread_2021_01_03.index, 0 ,\n",
" Spread_2021_01_03['累積報酬率'] - Spread_2021_01_03['累積報酬率'].cummax(),\n",
" facecolor='r', alpha=0.1)\n",
"ax2.set_title(\"最大回撤\", fontsize=17, fontweight='bold')\n",
"ax2.set_ylabel('Return %', fontsize=12,rotation=0)\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment