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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "859e35b2-1170-495e-ac47-f8e1bc1c771d",
"metadata": {},
"outputs": [],
"source": [
"import tejapi\n",
"import copy\n",
"import pandas as pd\n",
"from scipy import stats\n",
"from collections import OrderedDict\n",
"import matplotlib.pyplot as plt\n",
"\n",
"tejapi.ApiConfig.api_key = 'Your Key'\n",
"\n",
"plt.rcParams['font.sans-serif'] = ['Microsoft JhengHei'] # 避免 plot作圖出現中文亂碼問題\n",
"plt.rcParams['axes.unicode_minus'] = False"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "94ad78b1-3b48-4618-adda-f8039c79d416",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# 匯入資料\n",
"# 撈取上市所有普通股證券代碼\n",
"code = tejapi.get(\"TWN/EWNPRCSTD\", paginate=True, chinese_column_name=True)\n",
"code = code[\"證券碼\"][(code[\"證券種類名稱\"] == \"普通股\") & (code[\"上市別\"].isin([\"TSE\"]))].to_list()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f2255286-160d-4bfd-8052-e8494352b5bd",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# 匯入 ROE變數 \n",
"data_ROE = tejapi.get('TWN/AIFIN',\n",
" coid = code,\n",
" mdate= {'gte': '2018-01-01','lte':'2020-12-31'},\n",
" opts={'pivot':True ,'columns':['coid', 'mdate', 'R103']},\n",
" chinese_column_name=True,\n",
" paginate=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0c085968-00ee-42eb-8dac-5c32d0ec753a",
"metadata": {},
"outputs": [],
"source": [
"# 匯入 財報發布日 \n",
"data_annouce = tejapi.get('TWN/AIFINA',\n",
" coid = code,\n",
" mdate= {'gte': '2018-01-01','lte':'2020-12-31'},\n",
" opts={'columns':['coid', 'mdate', 'a0003']},\n",
" chinese_column_name=True,\n",
" paginate=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "275fa73a-fd20-40c1-9b80-78db8dc107ca",
"metadata": {
"tags": []
},
"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>證券代碼</th>\n",
" <th>年月日</th>\n",
" <th>開盤價(元)</th>\n",
" <th>收盤價(元)</th>\n",
" <th>股價淨值比-TEJ</th>\n",
" </tr>\n",
" <tr>\n",
" <th>None</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>0</th>\n",
" <td>1101</td>\n",
" <td>2019-01-02 00:00:00+00:00</td>\n",
" <td>26.0018</td>\n",
" <td>25.8200</td>\n",
" <td>1.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1101</td>\n",
" <td>2019-01-03 00:00:00+00:00</td>\n",
" <td>25.8200</td>\n",
" <td>25.5654</td>\n",
" <td>1.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1101</td>\n",
" <td>2019-01-04 00:00:00+00:00</td>\n",
" <td>25.4563</td>\n",
" <td>25.7836</td>\n",
" <td>1.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1101</td>\n",
" <td>2019-01-07 00:00:00+00:00</td>\n",
" <td>26.0746</td>\n",
" <td>26.1837</td>\n",
" <td>1.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1101</td>\n",
" <td>2019-01-08 00:00:00+00:00</td>\n",
" <td>26.1109</td>\n",
" <td>25.8564</td>\n",
" <td>1.07</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 證券代碼 年月日 開盤價(元) 收盤價(元) 股價淨值比-TEJ\n",
"None \n",
"0 1101 2019-01-02 00:00:00+00:00 26.0018 25.8200 1.07\n",
"1 1101 2019-01-03 00:00:00+00:00 25.8200 25.5654 1.06\n",
"2 1101 2019-01-04 00:00:00+00:00 25.4563 25.7836 1.06\n",
"3 1101 2019-01-07 00:00:00+00:00 26.0746 26.1837 1.08\n",
"4 1101 2019-01-08 00:00:00+00:00 26.1109 25.8564 1.07"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 匯入 調整後開盤價、收盤價與股價淨值比\n",
"data_PB_price = tejapi.get('TWN/APRCD1',\n",
" coid = code,\n",
" mdate= {'gte': '2019-01-01','lte':'2020-12-31'},\n",
" opts={'columns':['coid', 'mdate','open_adj','close_adj','pbr_tej']},\n",
" chinese_column_name=True,\n",
" paginate=True)\n",
"\n",
"data_PB_price.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "0b6b6e82-c300-4fa8-af9e-4d469da36942",
"metadata": {},
"outputs": [],
"source": [
"# 資料前處理\n",
"\n",
"# 整理股價\n",
"data_PB_price = data_PB_price.rename({'證券代碼': '公司'}, axis=1) # 改名字\n",
"data_PB_price['開盤價(元) t+1'] = data_PB_price.groupby('公司')['開盤價(元)'].shift(-1) \n",
"\n",
"# 新增年與月\n",
"data_PB_price['年'] = data_PB_price['年月日'].dt.year\n",
"data_PB_price['月'] = data_PB_price['年月日'].dt.month\n",
"data_PB_price = data_PB_price.sort_values(by=['年月日']).reset_index(drop=True) # 排序年月日"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d0da1377-c7fc-4d0c-86cf-c3852d353b85",
"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>公司</th>\n",
" <th>年月日</th>\n",
" <th>開盤價(元)</th>\n",
" <th>收盤價(元)</th>\n",
" <th>股價淨值比-TEJ</th>\n",
" <th>開盤價(元) t+1</th>\n",
" <th>年</th>\n",
" <th>月</th>\n",
" <th>財報</th>\n",
" <th>ROE(A)-稅後</th>\n",
" <th>財報發布日</th>\n",
" <th>月持有報酬率</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>22331</th>\n",
" <td>9958</td>\n",
" <td>2020-07-31 00:00:00+00:00</td>\n",
" <td>89.9485</td>\n",
" <td>88.8880</td>\n",
" <td>4.2462</td>\n",
" <td>90.0449</td>\n",
" <td>2020</td>\n",
" <td>7</td>\n",
" <td>2020-03-01 00:00:00+00:00</td>\n",
" <td>1.88</td>\n",
" <td>2020-05-13 00:00:00+00:00</td>\n",
" <td>0.329519</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22332</th>\n",
" <td>9958</td>\n",
" <td>2020-08-31 00:00:00+00:00</td>\n",
" <td>111.9300</td>\n",
" <td>119.7164</td>\n",
" <td>5.6786</td>\n",
" <td>119.7164</td>\n",
" <td>2020</td>\n",
" <td>8</td>\n",
" <td>2020-06-01 00:00:00+00:00</td>\n",
" <td>5.78</td>\n",
" <td>2020-08-12 00:00:00+00:00</td>\n",
" <td>0.040650</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22333</th>\n",
" <td>9958</td>\n",
" <td>2020-09-30 00:00:00+00:00</td>\n",
" <td>121.6630</td>\n",
" <td>124.5829</td>\n",
" <td>5.9309</td>\n",
" <td>125.0696</td>\n",
" <td>2020</td>\n",
" <td>9</td>\n",
" <td>2020-06-01 00:00:00+00:00</td>\n",
" <td>5.78</td>\n",
" <td>2020-08-12 00:00:00+00:00</td>\n",
" <td>0.011673</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22334</th>\n",
" <td>9958</td>\n",
" <td>2020-10-30 00:00:00+00:00</td>\n",
" <td>128.4761</td>\n",
" <td>126.5295</td>\n",
" <td>6.0408</td>\n",
" <td>127.0162</td>\n",
" <td>2020</td>\n",
" <td>10</td>\n",
" <td>2020-06-01 00:00:00+00:00</td>\n",
" <td>5.78</td>\n",
" <td>2020-08-12 00:00:00+00:00</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22335</th>\n",
" <td>9958</td>\n",
" <td>2020-11-30 00:00:00+00:00</td>\n",
" <td>127.5028</td>\n",
" <td>127.0162</td>\n",
" <td>6.2288</td>\n",
" <td>127.9895</td>\n",
" <td>2020</td>\n",
" <td>11</td>\n",
" <td>2020-09-01 00:00:00+00:00</td>\n",
" <td>11.36</td>\n",
" <td>2020-11-12 00:00:00+00:00</td>\n",
" <td>-0.186312</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22336</th>\n",
" <td>9958</td>\n",
" <td>2020-12-31 00:00:00+00:00</td>\n",
" <td>106.5768</td>\n",
" <td>104.1435</td>\n",
" <td>4.4197</td>\n",
" <td>NaN</td>\n",
" <td>2020</td>\n",
" <td>12</td>\n",
" <td>2020-09-01 00:00:00+00:00</td>\n",
" <td>11.36</td>\n",
" <td>2020-11-12 00:00:00+00:00</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 公司 年月日 開盤價(元) 收盤價(元) 股價淨值比-TEJ \\\n",
"22331 9958 2020-07-31 00:00:00+00:00 89.9485 88.8880 4.2462 \n",
"22332 9958 2020-08-31 00:00:00+00:00 111.9300 119.7164 5.6786 \n",
"22333 9958 2020-09-30 00:00:00+00:00 121.6630 124.5829 5.9309 \n",
"22334 9958 2020-10-30 00:00:00+00:00 128.4761 126.5295 6.0408 \n",
"22335 9958 2020-11-30 00:00:00+00:00 127.5028 127.0162 6.2288 \n",
"22336 9958 2020-12-31 00:00:00+00:00 106.5768 104.1435 4.4197 \n",
"\n",
" 開盤價(元) t+1 年 月 財報 ROE(A)-稅後 \\\n",
"22331 90.0449 2020 7 2020-03-01 00:00:00+00:00 1.88 \n",
"22332 119.7164 2020 8 2020-06-01 00:00:00+00:00 5.78 \n",
"22333 125.0696 2020 9 2020-06-01 00:00:00+00:00 5.78 \n",
"22334 127.0162 2020 10 2020-06-01 00:00:00+00:00 5.78 \n",
"22335 127.9895 2020 11 2020-09-01 00:00:00+00:00 11.36 \n",
"22336 NaN 2020 12 2020-09-01 00:00:00+00:00 11.36 \n",
"\n",
" 財報發布日 月持有報酬率 \n",
"22331 2020-05-13 00:00:00+00:00 0.329519 \n",
"22332 2020-08-12 00:00:00+00:00 0.040650 \n",
"22333 2020-08-12 00:00:00+00:00 0.011673 \n",
"22334 2020-08-12 00:00:00+00:00 0.000000 \n",
"22335 2020-11-12 00:00:00+00:00 -0.186312 \n",
"22336 2020-11-12 00:00:00+00:00 NaN "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 合併資料\n",
"\n",
"# 併季頻率的 ROE與財報發布日\n",
"data_all = pd.merge(data_ROE ,data_annouce ,how = 'left' , on = ['公司','年/月'])\n",
"data_all = data_all.rename({'年/月': '財報'}, axis=1) # 改名字\n",
"data_all = data_all.sort_values(by=['財報發布日']).reset_index(drop=True) # 排序財報發布日\n",
"\n",
"# 併季頻率與日頻率資料\n",
"data_all = pd.merge_asof(data_PB_price ,data_all ,left_on = '年月日', right_on = '財報發布日',\n",
" by = ['公司'] ,direction = \"backward\")\n",
"\n",
"# 留下每月底資料\n",
"data_all = data_all.drop_duplicates(subset=['公司','年','月'], keep='last')\n",
"data_all = data_all.sort_values(by=['公司','年月日']).reset_index(drop=True)\n",
"\n",
"data_all['月持有報酬率'] = data_all.groupby('公司')['收盤價(元)'].shift(-1).reset_index(drop=True) \\\n",
" / data_all['開盤價(元) t+1'] -1\n",
"\n",
"data_all.tail(6)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "95b65401-cacc-482b-9e13-fe62084e9f01",
"metadata": {},
"outputs": [],
"source": [
"data_all = data_all.dropna().reset_index(drop=True) # 刪除缺失值\n",
"data_all = data_all.set_index(['年月日','公司']) # 設年月日、公司為index\n",
"data_all = data_all[['股價淨值比-TEJ','ROE(A)-稅後','月持有報酬率']] # 只留三欄"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7b2eb7f5-0aba-4c50-afdd-44c6f0bd7f55",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>年月日</th>\n",
" <th>公司</th>\n",
" <th>股價淨值比-TEJ</th>\n",
" <th>ROE(A)-稅後</th>\n",
" <th>月持有報酬率</th>\n",
" <th>score</th>\n",
" <th>因子每年分組</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2019-01-30 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.1200</td>\n",
" <td>10.07</td>\n",
" <td>0.013190</td>\n",
" <td>337.50</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2019-02-27 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.1530</td>\n",
" <td>10.07</td>\n",
" <td>0.074220</td>\n",
" <td>335.25</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2019-03-29 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2386</td>\n",
" <td>12.94</td>\n",
" <td>0.010830</td>\n",
" <td>346.00</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2019-04-30 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2611</td>\n",
" <td>12.94</td>\n",
" <td>0.016587</td>\n",
" <td>341.50</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2019-05-31 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2881</td>\n",
" <td>2.08</td>\n",
" <td>0.079719</td>\n",
" <td>410.00</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2019-06-28 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2117</td>\n",
" <td>2.08</td>\n",
" <td>-0.029316</td>\n",
" <td>399.00</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2019-07-31 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.1762</td>\n",
" <td>2.08</td>\n",
" <td>-0.000139</td>\n",
" <td>390.00</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2019-08-30 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.0825</td>\n",
" <td>6.00</td>\n",
" <td>0.031210</td>\n",
" <td>312.50</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2019-09-27 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.1163</td>\n",
" <td>6.00</td>\n",
" <td>0.013784</td>\n",
" <td>316.50</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2019-10-31 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2015</td>\n",
" <td>6.00</td>\n",
" <td>0.023487</td>\n",
" <td>333.00</td>\n",
" <td>9</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 年月日 公司 股價淨值比-TEJ ROE(A)-稅後 月持有報酬率 score \\\n",
"0 2019-01-30 00:00:00+00:00 1101 1.1200 10.07 0.013190 337.50 \n",
"1 2019-02-27 00:00:00+00:00 1101 1.1530 10.07 0.074220 335.25 \n",
"2 2019-03-29 00:00:00+00:00 1101 1.2386 12.94 0.010830 346.00 \n",
"3 2019-04-30 00:00:00+00:00 1101 1.2611 12.94 0.016587 341.50 \n",
"4 2019-05-31 00:00:00+00:00 1101 1.2881 2.08 0.079719 410.00 \n",
"5 2019-06-28 00:00:00+00:00 1101 1.2117 2.08 -0.029316 399.00 \n",
"6 2019-07-31 00:00:00+00:00 1101 1.1762 2.08 -0.000139 390.00 \n",
"7 2019-08-30 00:00:00+00:00 1101 1.0825 6.00 0.031210 312.50 \n",
"8 2019-09-27 00:00:00+00:00 1101 1.1163 6.00 0.013784 316.50 \n",
"9 2019-10-31 00:00:00+00:00 1101 1.2015 6.00 0.023487 333.00 \n",
"\n",
" 因子每年分組 \n",
"0 9 \n",
"1 9 \n",
"2 9 \n",
"3 9 \n",
"4 7 \n",
"5 7 \n",
"6 8 \n",
"7 10 \n",
"8 10 \n",
"9 9 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#%% 新增分組別、IC、IR\n",
"\n",
"# 獲得因子排名\n",
"def get_rank(data):\n",
" factors_name=[i for i in data.columns.tolist() if i not in ['月持有報酬率']] # 得到因子名\n",
" \n",
" rank_df = []\n",
" for factor in factors_name:\n",
" if factor in ['股價淨值比-TEJ']:\n",
" rank_list = data[factor].groupby(level=0).rank(ascending = True) # rank由小到大排序,即值越小,排名越靠前\n",
" else:\n",
" rank_list = data[factor].groupby(level=0).rank(ascending = False) # rank由大到小排序,即值越大,排名越靠前\n",
" \n",
" rank_df.append(rank_list)\n",
" \n",
" rank_df = pd.concat(rank_df, axis=1)\n",
" return rank_df\n",
"\n",
"\n",
"# 等權重法\n",
"def equal_weight(datas):\n",
" datas_= copy.deepcopy(datas)\n",
" ranks = get_rank(datas)\n",
" weight = ranks.mean(axis=1).to_frame().rename(columns={0:'score'})\n",
" datas_ = datas_.join(weight)\n",
" datas_ = datas_.reset_index()\n",
" return datas_ \n",
"\n",
"\n",
"data_equal = equal_weight(data_all)\n",
"data_equal['因子每年分組'] = data_equal.groupby('年月日')['score'].rank(ascending = False).\\\n",
" transform(lambda x: pd.qcut(x, 10, labels = range(1,11))) # rank由大到小排序,即值越大,排名越靠前\n",
"\n",
"data_equal.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "365335f6-eb6e-4af9-81ce-d938d9543f05",
"metadata": {},
"outputs": [],
"source": [
"# 獲得IC數值\n",
"def get_ic(data):\n",
" factors_name=[i for i in data.columns.tolist() if i not in ['月持有報酬率']] # 得到因子名\n",
" ic = data.groupby(level=0).\\\n",
" apply(lambda data: [stats.spearmanr(data[factor],\n",
" data['月持有報酬率'])[1] for factor in factors_name])\n",
" \n",
" ic = pd.DataFrame(ic.tolist(), index=ic.index, columns=factors_name)\n",
" return ic\n",
"\n",
"# 根據IC計算因子權重\n",
"def ic_weight(data):\n",
" data_= data.copy()\n",
" ic = get_ic(data) \n",
" ic0 = ic.abs() # 計算 IC絕對值\n",
" rolling_ic = ic0.rolling(12,min_periods=1).mean() # 滾動 12个月\n",
" weight = rolling_ic.div(rolling_ic.sum(axis=1),axis=0) # 計算 IC權重,按行求和,按列相除\n",
" ranks = get_rank(data) # 得到各因子的排序數據\n",
" \n",
" score_ = OrderedDict()\n",
" for date in weight.index.tolist():\n",
" rank = ranks.loc[date]\n",
" score = rank * weight.loc[date] \n",
" score_[date] = score.sum(axis=1).to_frame().rename(columns={0: 'score'})\n",
" \n",
" score_df = pd.concat(score_.values(),keys=score_.keys())\n",
" score_df = score_df.reset_index().rename({'level_0': '年月日'}, axis=1)\n",
" score_df = score_df.set_index(['年月日','公司'])\n",
" data_ = data_.join(score_df)\n",
" data_ = data_.reset_index()\n",
" return data_"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "312a6b01-982c-40c8-9548-ccec191f5a57",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" 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>年月日</th>\n",
" <th>公司</th>\n",
" <th>股價淨值比-TEJ</th>\n",
" <th>ROE(A)-稅後</th>\n",
" <th>月持有報酬率</th>\n",
" <th>score</th>\n",
" <th>因子每年分組</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2019-01-30 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.1200</td>\n",
" <td>10.07</td>\n",
" <td>0.013190</td>\n",
" <td>385.636540</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2019-02-27 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.1530</td>\n",
" <td>10.07</td>\n",
" <td>0.074220</td>\n",
" <td>377.952277</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2019-03-29 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2386</td>\n",
" <td>12.94</td>\n",
" <td>0.010830</td>\n",
" <td>392.929197</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2019-04-30 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2611</td>\n",
" <td>12.94</td>\n",
" <td>0.016587</td>\n",
" <td>335.009460</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2019-05-31 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2881</td>\n",
" <td>2.08</td>\n",
" <td>0.079719</td>\n",
" <td>405.947706</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2019-06-28 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2117</td>\n",
" <td>2.08</td>\n",
" <td>-0.029316</td>\n",
" <td>406.085920</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2019-07-31 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.1762</td>\n",
" <td>2.08</td>\n",
" <td>-0.000139</td>\n",
" <td>394.860516</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2019-08-30 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.0825</td>\n",
" <td>6.00</td>\n",
" <td>0.031210</td>\n",
" <td>323.684003</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2019-09-27 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.1163</td>\n",
" <td>6.00</td>\n",
" <td>0.013784</td>\n",
" <td>331.420102</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2019-10-31 00:00:00+00:00</td>\n",
" <td>1101</td>\n",
" <td>1.2015</td>\n",
" <td>6.00</td>\n",
" <td>0.023487</td>\n",
" <td>350.885597</td>\n",
" <td>8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 年月日 公司 股價淨值比-TEJ ROE(A)-稅後 月持有報酬率 score \\\n",
"0 2019-01-30 00:00:00+00:00 1101 1.1200 10.07 0.013190 385.636540 \n",
"1 2019-02-27 00:00:00+00:00 1101 1.1530 10.07 0.074220 377.952277 \n",
"2 2019-03-29 00:00:00+00:00 1101 1.2386 12.94 0.010830 392.929197 \n",
"3 2019-04-30 00:00:00+00:00 1101 1.2611 12.94 0.016587 335.009460 \n",
"4 2019-05-31 00:00:00+00:00 1101 1.2881 2.08 0.079719 405.947706 \n",
"5 2019-06-28 00:00:00+00:00 1101 1.2117 2.08 -0.029316 406.085920 \n",
"6 2019-07-31 00:00:00+00:00 1101 1.1762 2.08 -0.000139 394.860516 \n",
"7 2019-08-30 00:00:00+00:00 1101 1.0825 6.00 0.031210 323.684003 \n",
"8 2019-09-27 00:00:00+00:00 1101 1.1163 6.00 0.013784 331.420102 \n",
"9 2019-10-31 00:00:00+00:00 1101 1.2015 6.00 0.023487 350.885597 \n",
"\n",
" 因子每年分組 \n",
"0 6 \n",
"1 7 \n",
"2 7 \n",
"3 9 \n",
"4 7 \n",
"5 7 \n",
"6 7 \n",
"7 9 \n",
"8 9 \n",
"9 8 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_ic = ic_weight(data_all)\n",
"data_ic['因子每年分組'] = data_ic.groupby('年月日')['score'].rank(ascending = False).\\\n",
" transform(lambda x: pd.qcut(x, 10, labels = range(1,11)))\n",
"\n",
"data_ic.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c083e221-4a87-4d8e-8636-862fad11f771",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
" }\n",
"\n",
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" 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>因子每年分組</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>10</th>\n",
" </tr>\n",
" <tr>\n",
" <th>年月日</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",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-01</th>\n",
" <td>3.51</td>\n",
" <td>4.07</td>\n",
" <td>3.98</td>\n",
" <td>3.67</td>\n",
" <td>3.47</td>\n",
" <td>4.45</td>\n",
" <td>4.21</td>\n",
" <td>3.81</td>\n",
" <td>3.50</td>\n",
" <td>3.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-02</th>\n",
" <td>6.05</td>\n",
" <td>7.43</td>\n",
" <td>4.76</td>\n",
" <td>4.97</td>\n",
" <td>6.07</td>\n",
" <td>7.75</td>\n",
" <td>5.71</td>\n",
" <td>5.70</td>\n",
" <td>5.33</td>\n",
" <td>4.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-03</th>\n",
" <td>3.86</td>\n",
" <td>7.49</td>\n",
" <td>5.23</td>\n",
" <td>6.05</td>\n",
" <td>5.02</td>\n",
" <td>8.71</td>\n",
" <td>6.90</td>\n",
" <td>6.75</td>\n",
" <td>7.42</td>\n",
" <td>4.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-04</th>\n",
" <td>-4.49</td>\n",
" <td>3.47</td>\n",
" <td>0.88</td>\n",
" <td>4.03</td>\n",
" <td>2.90</td>\n",
" <td>6.10</td>\n",
" <td>4.04</td>\n",
" <td>4.56</td>\n",
" <td>6.01</td>\n",
" <td>2.77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-05</th>\n",
" <td>-2.67</td>\n",
" <td>6.37</td>\n",
" <td>3.93</td>\n",
" <td>6.60</td>\n",
" <td>6.37</td>\n",
" <td>9.81</td>\n",
" <td>5.91</td>\n",
" <td>7.76</td>\n",
" <td>7.61</td>\n",
" <td>4.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-06</th>\n",
" <td>-0.84</td>\n",
" <td>9.23</td>\n",
" <td>6.47</td>\n",
" <td>8.44</td>\n",
" <td>9.04</td>\n",
" <td>14.12</td>\n",
" <td>8.90</td>\n",
" <td>10.10</td>\n",
" <td>10.57</td>\n",
" <td>8.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07</th>\n",
" <td>-1.31</td>\n",
" <td>10.10</td>\n",
" <td>6.72</td>\n",
" <td>9.42</td>\n",
" <td>10.29</td>\n",
" <td>12.99</td>\n",
" <td>9.35</td>\n",
" <td>10.58</td>\n",
" <td>9.46</td>\n",
" <td>6.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-08</th>\n",
" <td>1.20</td>\n",
" <td>11.41</td>\n",
" <td>6.58</td>\n",
" <td>9.57</td>\n",
" <td>10.16</td>\n",
" <td>13.59</td>\n",
" <td>9.99</td>\n",
" <td>11.61</td>\n",
" <td>8.91</td>\n",
" <td>7.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09</th>\n",
" <td>1.58</td>\n",
" <td>14.90</td>\n",
" <td>11.03</td>\n",
" <td>11.21</td>\n",
" <td>11.60</td>\n",
" <td>15.85</td>\n",
" <td>11.86</td>\n",
" <td>13.32</td>\n",
" <td>11.18</td>\n",
" <td>8.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-10</th>\n",
" <td>0.25</td>\n",
" <td>14.76</td>\n",
" <td>9.72</td>\n",
" <td>9.67</td>\n",
" <td>11.69</td>\n",
" <td>16.29</td>\n",
" <td>12.13</td>\n",
" <td>14.05</td>\n",
" <td>11.50</td>\n",
" <td>10.42</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"因子每年分組 1 2 3 4 5 6 7 8 9 10\n",
"年月日 \n",
"2019-01 3.51 4.07 3.98 3.67 3.47 4.45 4.21 3.81 3.50 3.42\n",
"2019-02 6.05 7.43 4.76 4.97 6.07 7.75 5.71 5.70 5.33 4.87\n",
"2019-03 3.86 7.49 5.23 6.05 5.02 8.71 6.90 6.75 7.42 4.88\n",
"2019-04 -4.49 3.47 0.88 4.03 2.90 6.10 4.04 4.56 6.01 2.77\n",
"2019-05 -2.67 6.37 3.93 6.60 6.37 9.81 5.91 7.76 7.61 4.56\n",
"2019-06 -0.84 9.23 6.47 8.44 9.04 14.12 8.90 10.10 10.57 8.02\n",
"2019-07 -1.31 10.10 6.72 9.42 10.29 12.99 9.35 10.58 9.46 6.83\n",
"2019-08 1.20 11.41 6.58 9.57 10.16 13.59 9.99 11.61 8.91 7.46\n",
"2019-09 1.58 14.90 11.03 11.21 11.60 15.85 11.86 13.32 11.18 8.83\n",
"2019-10 0.25 14.76 9.72 9.67 11.69 16.29 12.13 14.05 11.50 10.42"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#%% 分組並回測\n",
"\n",
"def arrange_group_return(tempt):\n",
" tempt = tempt.groupby(['年月日','因子每年分組'])[['月持有報酬率']].mean().reset_index()\n",
" tempt['月持有報酬率'] = tempt['月持有報酬率'] * 100\n",
" tempt = pd.pivot_table(tempt, values='月持有報酬率', index=['因子每年分組'] ,columns=['年月日'])\n",
" tempt.index = tempt.index.astype(str)\n",
" tempt = tempt.T\n",
" tempt = tempt.cumsum().dropna()\n",
" tempt.index = tempt.index.astype(str).str[:7]\n",
" \n",
" return tempt\n",
"\n",
"data_equal = arrange_group_return(data_equal)\n",
"data_ic = arrange_group_return(data_ic)\n",
"\n",
"data_equal.round(2).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "929d9113-b98a-435c-ad57-d7cab81e5bd7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def draw_group_return(tempt ,weight_method):\n",
" fig = plt.figure(figsize = (14,8))\n",
" ax = fig.add_subplot()\n",
" \n",
" ax.set_title(weight_method, \n",
" fontsize=16, \n",
" fontweight='bold')\n",
" \n",
" for i in tempt.columns:\n",
" ax.plot(tempt[i], linewidth=2, alpha=0.8 , marker='o')\n",
" \n",
" ax.legend(tempt.columns,loc=2)\n",
" \n",
" plt.grid(axis='y')\n",
" plt.xlabel('日期', fontsize=18)\n",
" plt.ylabel('報酬率 %',rotation=0, fontsize=18,labelpad=20)\n",
" plt.xticks(fontsize=12,rotation=45)\n",
" plt.yticks(fontsize=12)\n",
" plt.show()\n",
" \n",
"draw_group_return(data_equal, '等權重法')\n",
"draw_group_return(data_ic, 'IC加權法')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "aea03763-7d69-4efb-a5f0-8e809484727c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 比較 等權重法與 IC加權法\n",
"data_equal_ir = pd.merge(pd.DataFrame(data_equal['1']).rename({'1':'等權重法'}, axis=1),\n",
" pd.DataFrame(data_ic['1']).rename({'1':'IC加權法'}, axis=1),\n",
" how='inner',left_index=True, right_index=True)\n",
"\n",
"draw_group_return(data_equal_ir, '等權重法 vs IC加權法')"
]
}
],
"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
}
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