{
"cells": [
{
"cell_type": "markdown",
"id": "036115ba",
"metadata": {},
"source": [
"# get_universe說明"
]
},
{
"cell_type": "markdown",
"id": "f1dc1a2c",
"metadata": {},
"source": [
"## Import and Setting"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "1a5029ba",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import datetime\n",
"import tejapi\n",
"import os\n",
"import numpy as np\n",
"\n",
"# set tej_key and base\n",
"os.environ['TEJAPI_KEY'] = \"your key\" \n",
"os.environ['TEJAPI_BASE'] = \"https://api.tej.com.tw\"\n",
"\n",
"# set date\n",
"start='2023-01-01'\n",
"end='2023-10-24'\n",
"\n",
"from logbook import Logger, StderrHandler, INFO\n",
"log_handler = StderrHandler(format_string='[{record.time:%Y-%m-%d %H:%M:%S.%f}]: ' +\n",
" '{record.level_name}: {record.func_name}: {record.message}',\n",
" level=INFO)\n",
"log_handler.push_application()\n",
"log = Logger('get_universe')"
]
},
{
"cell_type": "markdown",
"id": "1a0a065b",
"metadata": {},
"source": [
"## get_universe\n",
"用來取得特定的股票池（使用此函數會消耗API流量）。\n",
"\n",
"\n",
"### **zipline.sources.TEJ_Api_Data.get_universe** \n",
"```python\n",
"(start,\n",
" end=datetime.datetime.now().date().strftime('%Y-%m-%d'),\n",
" trading_calendar = get_calendar('TEJ_XTAI'),\n",
" **kwargs)\n",
"```\n",
"\n",
"\n",
"\n",
"### Parameters\n",
"---\n",
"- **start**(*datetime or str*)－Start date.\n",
"- **end**(*datetime or str, optional*)－This defaults to the current date.\n",
"- **trading_calendar**(*TradingCalendar, optional*)－設置交易日曆。預設是`get_calendar('TEJ_XTAI')`。\n",
"- **available kwargs properties（至少需要指定一個，若沒指定則返回全樣本）**\n",
" - **mkt**(*list or str*)－市場別。\n",
" - valid mkt：`['TWSE', 'OTC']`。\n",
" - 若在**證券交易所**掛牌，註記為「TWSE」；若在**櫃買中心**掛牌，註記為「OTC」。\n",
" - **市場別（mkt）** 、**板塊別（mkt_bd_c、mkt_bd_e）**的概念請參考以下說明：[市場別（mkt） 與板塊別（mkt_bd_c、mkt_bd_e）](#mktandmkt_bd)。\n",
" - **mkt_bd_c**(*list or str*)－板塊別(中)。\n",
" - valid mkt_bd_c：`['上市一般版', '上櫃一般版', '創新版']`。\n",
" - 若在**上市一般板**，註記為「上市一般版」；若在**上市創新板**，註記為「創新版」；若在**上櫃一般板**，註記為「上櫃一般版」。\n",
" - **mkt_bd_e**(*list or str*)－板塊別(英)。\n",
" - valid mkt_bd_e：`['TSE', 'OTC', 'TIB']`。\n",
" - 若在**上市一般板**，註記為「TSE」；若在**上市創新板**，註記為「TIB」；若在**上櫃一般板**，註記為「OTC」。\n",
" - **stktp_c**(*list or str*)－證券種類(中)。\n",
" - valid stktp_c：`['指數', '普通股-海外', '普通股', '特別股', '封閉型基金', 'ETF', 'REIT', '國外ETF','開放式基金', '台灣存託憑證']`。\n",
" - `'普通股-海外'`：僅包含F股或KY股。`'普通股'`：不含F股或KY股。若同時想取得所有普通股，請使用stktp_c=`['普通股-海外', '普通股']`。\n",
" - **stktp_e**(*list or str*)－證券種類(英)。\n",
" - valid stktp_e：`['Index', 'Common Stock-Foreign', 'Common Stock', 'Preferred Stock', 'Close End Fund', 'ETF', 'REIT', 'Foreign ETF', 'Open End Fund', 'TDR']`。\n",
" - `'Common Stock-Foreign'`：僅包含F股或KY股。`'Common Stock'`：不含F股或KY股。若同時想取得所有普通股，請使用stktp_e=`['Common Stock-Foreign', 'Common Stock']`。\n",
" - **main_ind_c**(*list or str*)－主產業別(中)。（請輸入完整字串，例如：'M1100 水泥工業'）\n",
" \n",
" 點選查看valid main_ind_c：
\n",
" \n",
" \n",
" - M1100 水泥工業\n",
" - M1200 食品工業\n",
" - M1300 塑膠工業\n",
" - M1400 紡織纖維\n",
" - M1500 電機機械\n",
" - M1600 電器電纜\n",
" - M1700 化學生技醫療\n",
" - M1800 玻璃陶瓷\n",
" - M1900 造紙工業\n",
" - M2000 鋼鐵工業\n",
" - M2100 橡膠工業\n",
" - M2200 汽車工業\n",
" - M2300 電子工業\n",
" - M2500 建材營造\n",
" - M2600 航運業\n",
" - M2700 觀光餐旅\n",
" - M2800 金融業\n",
" - M2900 貿易百貨\n",
" - M3000 証券\n",
" - M3500 綠能環保\n",
" - M3600 數位雲端\n",
" - M3700 運動休閒\n",
" - M3800 居家生活\n",
" - M9700 油電燃氣業\n",
" - M9900 其他\n",
" - OTC12 OTC 食品工業\n",
" - OTC13 OTC 塑膠工業\n",
" - OTC14 OTC 紡織纖維\n",
" - OTC15 OTC 電機機械\n",
" - OTC16 OTC 電器電纜\n",
" - OTC17 OTC 化學生技\n",
" - OTC18 OTC 玻璃\n",
" - OTC20 OTC 鋼鐵工業\n",
" - OTC21 OTC 橡膠類\n",
" - OTC22 OTC 汽車類\n",
" - OTC23 OTC 電子類\n",
" - OTC25 OTC 建材營造\n",
" - OTC26 OTC 航運業\n",
" - OTC27 OTC 觀光餐旅\n",
" - OTC28 OTC 金融業\n",
" - OTC29 OTC 百貨類\n",
" - OTC30 OTC 證券類\n",
" - OTC32 文化創意業\n",
" - OTC33 OTC 農業科技\n",
" - OTC34 OTC 電子商務\n",
" - OTC35 OTC 綠能環保\n",
" - OTC36 OTC 數位雲端\n",
" - OTC37 OTC 運動休閒\n",
" - OTC38 OTC 居家生活\n",
" - OTC89 OTC 其它\n",
" - OTC97 OTC 油電燃氣業\n",
" - 金融與證券業\n",
" - 一般產業 \n",
"\n",
" \n",
" \n",
" \n",
" - **main_ind_e**(*list or str*)－主產業別(英)。（請輸入完整字串，例如：'M1100 Cement'）\n",
" \n",
" 點選查看valid main_ind_e：
\n",
" \n",
" \n",
" - M1100 Cement\n",
" - M1200 Foods\n",
" - M1300 Plastics\n",
" - M1400 Textiles\n",
" - M1500 Electric Machinery\n",
" - M1600 Electrical and Cable\n",
" - M1700 Chemical Biotechnology & Medical Care\n",
" - M1800 Glass and Ceramics\n",
" - M1900 Paper and Pulp\n",
" - M2000 Iron and Steel\n",
" - M2100 Rubber\n",
" - M2200 Automobile\n",
" - M2300 Electronics\n",
" - M2500 Building Material and Construction\n",
" - M2600 Shipping and Transportation\n",
" - M2700 Tourism\n",
" - M2800 Financial Industry\n",
" - M2900 Trading and Consumers' Goods\n",
" - M3000 Securities\n",
" - M3500 TSE Green Energy and Environmental Services\n",
" - M3600 TSE Digital and Cloud Services\n",
" - M3700 TSE Sports and Leisure\n",
" - M3800 TSE Household\n",
" - M9700 Oil Gas and Electricity\n",
" - M9900 Others\n",
" - OTC12 OTC Foods\n",
" - OTC13 OTC Plastic\n",
" - OTC14 OTC Textile\n",
" - OTC15 OTC Electronical\n",
" - OTC16 OTC Wire & Cable\n",
" - OTC17 OTC Chemical & Biotech\n",
" - OTC18 OTC Glass\n",
" - OTC20 OTC Steel\n",
" - OTC21 OTC Rubbers\n",
" - OTC22 OTC Automobile\n",
" - OTC23 OTC Electronic\n",
" - OTC25 OTC Construction\n",
" - OTC26 OTC Transporation\n",
" - OTC27 OTC Tourism\n",
" - OTC28 OTC Banking\n",
" - OTC29 OTC Retailing\n",
" - OTC30 OTC Securities\n",
" - OTC32 Cultural & Creative Industry\n",
" - OTC33 OTC Agricultural Science and Technology\n",
" - OTC34 OTC E-commerce\n",
" - OTC35 OTC Green Energy and Environmental Services\n",
" - OTC36 OTC Digital and Cloud Services\n",
" - OTC37 OTC Sports and Leisure\n",
" - OTC38 OTC Household\n",
" - OTC89 OTC Others\n",
" - OTC97 OTC Gas and Electricity Industry\n",
" - Financial and Securities Industry\n",
" - General Industry \n",
"\n",
" \n",
" \n",
" \n",
" - **sub_ind_c**(*list or str*)－子產業別(中)。（請輸入完整字串，例如：'M1721 化學工業'）\n",
" \n",
" 點選查看valid sub_ind_c：
\n",
" \n",
"\n",
" - M1721 化學工業\n",
" - M1722 生技醫療業\n",
" - M2324 半導體業\n",
" - M2325 電腦及週邊設備業\n",
" - M2326 光電業\n",
" - M2327 通信網路業\n",
" - M2328 電子零組件\n",
" - M2329 電子通路業\n",
" - M2330 資訊服務業\n",
" - M2331 其他電子業\n",
" - O1721 OTC 化學工業\n",
" - O1722 OTC 生技醫療\n",
" - O2324 OTC 半導體業\n",
" - O2325 OTC 電腦及週邊設備業\n",
" - O2326 OTC 光電業\n",
" - O2327 OTC 通信網路業\n",
" - O2328 OTC 電子零組件\n",
" - O2329 OTC 電子通路業\n",
" - O2330 OTC 資訊服務業\n",
" - O2331 OTC 其他電子業\n",
" \n",
" \n",
" \n",
" \n",
" - **sub_ind_e**(*list or str*)－子產業別(英)。（請輸入完整字串，例如：'M1721 Chemical'）\n",
" \n",
" 點選查看valid sub_ind_e：
\n",
" \n",
" \n",
" - M1721 Chemical\n",
" - M1722 Biotechnology and Medical Care\n",
" - M2324 Semiconductor\n",
" - M2325 Computer and Peripheral Equipment\n",
" - M2326 Optoelectronic\n",
" - M2327 Communications and Internet\n",
" - M2328 Electronic Parts and Components\n",
" - M2329 Electronic Products Distribution\n",
" - M2330 Information Service\n",
" - M2331 Other Electronic\n",
" - O1721 OTC Chemical Industry\n",
" - O1722 OTC Biotechnology and Medical Care Industry\n",
" - O2324 OTC Semiconductor Industry\n",
" - O2325 OTC Computer and Peripheral Equipment Industry\n",
" - O2326 OTC Optoelectronic Industry\n",
" - O2327 OTC Communications and Internet Industry\n",
" - O2328 OTC Electronic Parts and Components Industry\n",
" - O2329 OTC Electronic Products Distribution Industry\n",
" - O2330 OTC Information Service Industry\n",
" - O2331 OTC Other Electronic\n",
" \n",
" \n",
" \n",
" \n",
" - **idx_id**(*list or str*)－指數名稱。（請輸入指數就好，後面的中文不需輸入，例如：'IX0001'）\n",
" \n",
" \n",
" 點選查看valid idx_id：
\n",
" \n",
" \n",
" - IX0001\t加權指數\n",
" - IX0002\t台灣50指數\n",
" - IX0003\t台灣中型指數\n",
" - IX0006\t台灣高股息指數\n",
" - IX0010\t水泥工業類指數\n",
" - IX0011\t食品工業類指數\n",
" - IX0012\t塑膠工業類指數\n",
" - IX0016\t紡織纖維類指數\n",
" - IX0017\t電機機械類指數\n",
" - IX0018\t電器電纜類指數\n",
" - IX0019\t化學生技醫療類指數\n",
" - IX0020\t化學工業指數\n",
" - IX0021\t生技醫療指數\n",
" - IX0022\t玻璃陶瓷類指數\n",
" - IX0023\t造紙工業類指數\n",
" - IX0024\t鋼鐵工業類指數\n",
" - IX0025\t橡膠類指數\n",
" - IX0026\t汽車工業類指數\n",
" - IX0027\t電子類指數\n",
" - IX0028\t半導體業指數\n",
" - IX0029\t電腦及週邊設備業指數\n",
" - IX0030\t光電業指數\n",
" - IX0031\t通信網路業指數\n",
" - IX0032\t電子零組件業指數\n",
" - IX0033\t電子通路業指數\n",
" - IX0034\t資訊服務業指數\n",
" - IX0035\t其他電子業指數\n",
" - IX0036\t建材營造類指數\n",
" - IX0037\t航運業類指數\n",
" - IX0038\t觀光事業類指數\n",
" - IX0039\t金融保險類指數\n",
" - IX0040\t貿易百貨類指數\n",
" - IX0041\t油電燃氣業指數\n",
" - IX0042\t其他類指數\n",
" - IX0043\tOTC 指數\n",
" - IX0044\tOTC 紡織纖維類\n",
" - IX0045\tOTC 電機機械類\n",
" - IX0046\tOTC 鋼鐵類\n",
" - IX0047\tOTC 電子類\n",
" - IX0048\tOTC 營造建材類\n",
" - IX0049\tOTC 航運類\n",
" - IX0050\tOTC 觀光類指數\n",
" - IX0051\tOTC 化學工業指數\n",
" - IX0052\tOTC 生技醫療指數\n",
" - IX0053\tOTC 半導體業指數\n",
" - IX0054\tOTC 電腦及週邊設備業指數\n",
" - IX0055\tOTC 光電業指數\n",
" - IX0056\tOTC 通信網路業指數\n",
" - IX0057\tOTC 電子零組件指數\n",
" - IX0058\tOTC 電子通路業指數\n",
" - IX0059\tOTC 資訊服務業指數\n",
" - IX0060\t富櫃五十指數\n",
" - IX0063\t線上遊戲指數\n",
" - IX0075\t文化創意業指數\n",
" - IX0082\t臺灣證券交易所公司治理100 指數\n",
" - IX0085\t櫃買治理\n",
" - IX0099\t其他電子業指數\n",
" - IX0118\t櫃買富櫃200指數\n",
"\n",
" \n",
" "
]
},
{
"cell_type": "markdown",
"id": "23299ef7",
"metadata": {},
"source": [
" \n",
"### Returns\n",
"---\n",
"List of symbols.\n",
"\n",
"### Return type\n",
"---\n",
"*list*\n",
"\n",
"### Note\n",
"---\n",
"- `main_ind_c`的特殊產業\n",
" - main_ind_c=`'金融與證券業'`：**屬於**以下4種產業的所有公司\n",
" - M2800 金融業\n",
" - OTC28 OTC 金融業\n",
" - M3000 証券\n",
" - OTC30 OTC 證券類\n",
" - main_ind_c=`'一般產業'`：**非**以下4種產業的所有公司\n",
" - M2800 金融業\n",
" - OTC28 OTC 金融業\n",
" - M3000 証券\n",
" - OTC30 OTC 證券類\n",
"- `main_ind_e`的特殊產業\n",
" - main_ind_e=`'Financial and Securities Industry'`：**屬於**以下4種產業的所有公司\n",
" - M2800 Financial Industry\n",
" - OTC30 OTC Securities\n",
" - M3000 Securities\n",
" - OTC28 OTC Banking\n",
" - main_ind_e=`'General Industry'`：**非**以下4種產業的所有公司\n",
" - M2800 Financial Industry\n",
" - OTC30 OTC Securities\n",
" - M3000 Securities\n",
" - OTC28 OTC Banking"
]
},
{
"attachments": {
"get_universe.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "dcbd2d4a",
"metadata": {},
"source": [
"\n",
"## 市場別（mkt） 與板塊別（mkt_bd_c、mkt_bd_e）\n",
"---\n",
"以 **'普通股'** 為例（不含F股或KY股）：\n",
"\n",
"- **'普通股'** （**stktp_c='普通股'**）：包含在**證券交易所（mkt='TWSE'）掛牌的普通股** 與在**櫃買中心（mkt='OTC'）掛牌的普通股**。\n",
" - 在**證券交易所掛牌的普通股**：包含**上市一般板（mkt_bd_e='TSE'、mkt_bd_c='上市一般版'）** 與 **上市創新板（mkt_bd_e='TIB'、mkt_bd_c='創新版'）**。\n",
" - 在**櫃買中心掛牌的普通股**：包含**上櫃一般板（mkt_bd_e='OTC'、mkt_bd_c='上櫃一般版'）**，不含興櫃。\n",
"\n",
"- 統整上述關係：\n",
"> "
]
},
{
"cell_type": "markdown",
"id": "e15bede3",
"metadata": {},
"source": [
"## Import get_universe"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "dc905f20",
"metadata": {},
"outputs": [],
"source": [
"from zipline.sources.TEJ_Api_Data import get_universe"
]
},
{
"cell_type": "markdown",
"id": "dd649947",
"metadata": {},
"source": [
"\n",
"## Examples"
]
},
{
"cell_type": "markdown",
"id": "274a22a7",
"metadata": {},
"source": [
"包含以下九個範例：\n",
"1. [case1 取曾經在上市一般板+上櫃一般板的證券](#case1)\n",
"2. [case2 取曾經在證券交易所／櫃買中心掛牌的證券](#case2)\n",
"3. [case3 取曾經上市+上櫃的普通股](#case3)\n",
"4. [case4 取子產業別曾經為\"M2324 半導體業\"的證券](#case4)\n",
"5. [case5 取子產業別曾經為\"M2324 Semiconductor\"&\"M2325 Computer and Peripheral Equipment\"的證券](#case5)\n",
"6. [case6 取證券種類為\"ETF\"及\"普通股\"且掛牌於證券交易所的證券](#case6)\n",
"7. [case7 取曾經為\"IX0002\"（台灣50指數）成份股的證券](#case7)\n",
"8. [case8 取主產業別曾經為\"M1100 水泥工業\"且為\"IX0006\"（台灣高股息指數）成份股的證券](#case8)\n",
"9. [case9 取非金融業的普通股](#case9)"
]
},
{
"cell_type": "markdown",
"id": "b8e5dafc",
"metadata": {},
"source": [
"\n",
"### case1 取曾經在上市一般板+上櫃一般板的證券（不限於普通股）\n",
"\n",
"這樣的使用方式不會取出`mkt_bd_e`=TIB（創新板）的證券\n",
"\n",
"[Return to Examples Menu](#menu)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "06c591ff",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:34:41.475876]: INFO: get_universe_TW: Filters：{'mkt_bd_e': ['TSE', 'OTC']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 37/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 110039/9223372036854775807 (0.0%)\n"
]
},
{
"data": {
"text/plain": [
"['0050',\n",
" '0051',\n",
" '0052',\n",
" '0053',\n",
" '0055',\n",
" '0056',\n",
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" '0061',\n",
" '006201',\n",
" '006203']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, mkt_bd_e=['TSE','OTC'])[0:10]"
]
},
{
"cell_type": "markdown",
"id": "7965fb8a",
"metadata": {},
"source": [
"\n",
"### case2 取曾經在證券交易所／櫃買中心掛牌的證券（不限於普通股）\n",
"[Return to Examples Menu](#menu)"
]
},
{
"cell_type": "markdown",
"id": "b3d90511",
"metadata": {},
"source": [
"#### 取曾經在證券交易所掛牌的證券"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "620edb15",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:34:54.167604]: INFO: get_universe_TW: Filters：{'mkt': ['TWSE']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 38/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 565251/9223372036854775807 (0.0%)\n"
]
},
{
"data": {
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"['0050',\n",
" '0051',\n",
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" '0053',\n",
" '0055',\n",
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" '0057',\n",
" '0061',\n",
" '006203',\n",
" '006204']"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, mkt=['TWSE'])[0:10]"
]
},
{
"cell_type": "markdown",
"id": "50106d48",
"metadata": {},
"source": [
"#### 取曾經在櫃買中心掛牌的證券"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "9f1b6205",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:35:25.138684]: INFO: get_universe_TW: Filters：{'mkt': ['OTC']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 39/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 837204/9223372036854775807 (0.0%)\n"
]
},
{
"data": {
"text/plain": [
"['006201',\n",
" '00679B',\n",
" '00687B',\n",
" '00694B',\n",
" '00695B',\n",
" '00696B',\n",
" '00697B',\n",
" '00718B',\n",
" '00719B',\n",
" '00720B']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, mkt=['OTC'])[0:10]"
]
},
{
"cell_type": "markdown",
"id": "3ec6d469",
"metadata": {},
"source": [
"\n",
"### case3 取曾經上市+上櫃的普通股（不含F股或KY股）\n",
"\n",
"- case1與case2取出的證券**不限於普通股**，若**僅想取出普通股**（不含F股或KY股），則可以新增`stktp_c=['普通股']`的條件。\n",
" \n",
"\n",
"- 以下兩種方式皆能取得曾經上市+上櫃的普通股（不含F股或KY股）：\n",
" - `get_universe(start, end, mkt=['TWSE','OTC'], stktp_c=['普通股'])`\n",
" - `get_universe(start, end, mkt_bd_e=['TSE','OTC','TIB'], mkt=['TWSE','OTC'], stktp_c=['普通股'])`\n",
" \n",
" \n",
"\n",
"- 若需要排除**上市創新板（mkt_bd='TIB'）** 的普通股（不含F股或KY股），可使用：\n",
" - `get_universe(start, end, mkt_bd_e=['TSE','OTC'], mkt=['TWSE','OTC'], stktp_c=['普通股'])`\n",
"\n",
"[Return to Examples Menu](#menu)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "10d2ab6c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:35:34.084292]: INFO: get_universe_TW: Filters：{'mkt': ['TWSE', 'OTC'], 'stktp_c': ['普通股']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 40/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 1021182/9223372036854775807 (0.0%)\n"
]
},
{
"data": {
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" '1201',\n",
" '1203',\n",
" '1210']"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, mkt=['TWSE','OTC'], stktp_c=['普通股'])[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "9d3fdac7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:35:47.903112]: INFO: get_universe_TW: Filters：{'mkt_bd_e': ['TSE', 'OTC', 'TIB'], 'mkt': ['TWSE', 'OTC'], 'stktp_c': ['普通股']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 41/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 1342349/9223372036854775807 (0.0%)\n"
]
},
{
"data": {
"text/plain": [
"['1101',\n",
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" '1103',\n",
" '1104',\n",
" '1108',\n",
" '1109',\n",
" '1110',\n",
" '1201',\n",
" '1203',\n",
" '1210']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_universe(start, end, mkt_bd_e=['TSE','OTC','TIB'], mkt=['TWSE','OTC'], stktp_c=['普通股'])[0:10]"
]
},
{
"cell_type": "markdown",
"id": "0331f9a8",
"metadata": {},
"source": [
"\n",
"### case4 取子產業別曾經為\"M2324 半導體業\"的證券\n",
"[Return to Examples Menu](#menu)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0574d829",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:35:56.933903]: INFO: get_universe_TW: Filters：{'sub_ind_c': ['M2324 半導體業']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 42/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 1663516/9223372036854775807 (0.0%)\n"
]
},
{
"data": {
"text/plain": [
"['2302',\n",
" '2303',\n",
" '2329',\n",
" '2330',\n",
" '2337',\n",
" '2338',\n",
" '2342',\n",
" '2344',\n",
" '2351',\n",
" '2363']"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, sub_ind_c=['M2324 半導體業'])[0:10]"
]
},
{
"cell_type": "markdown",
"id": "a32bc015",
"metadata": {},
"source": [
"\n",
" \n",
"### case5 取子產業別曾經為\"M2324 Semiconductor\"&\"M2325 Computer and Peripheral Equipment\"的證券\n",
"[Return to Examples Menu](#menu)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5883079a",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:36:01.704376]: INFO: get_universe_TW: Filters：{'sub_ind_e': ['M2324 Semiconductor', 'M2325 Computer and Peripheral Equipment']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 43/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 1679021/9223372036854775807 (0.0%)\n"
]
},
{
"data": {
"text/plain": [
"['2301',\n",
" '2302',\n",
" '2303',\n",
" '2305',\n",
" '2324',\n",
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" '2330',\n",
" '2331',\n",
" '2337',\n",
" '2338']"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, sub_ind_e=['M2324 Semiconductor',\n",
" 'M2325 Computer and Peripheral Equipment'])[0:10]"
]
},
{
"cell_type": "markdown",
"id": "3f50051f",
"metadata": {},
"source": [
"\n",
"### case6 取證券種類為\"ETF\"及\"普通股\"（不含F股或KY股）且掛牌於證券交易所的證券\n",
"[Return to Examples Menu](#menu)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "085b7385",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:36:09.262084]: INFO: get_universe_TW: Filters：{'stktp_c': ['ETF', '普通股'], 'mkt': ['TWSE']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 44/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 1705929/9223372036854775807 (0.0%)\n"
]
},
{
"data": {
"text/plain": [
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" '0055',\n",
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" '006203',\n",
" '006204',\n",
" '006208']"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, stktp_c=['ETF', '普通股'], mkt=['TWSE'])[0:10]"
]
},
{
"cell_type": "markdown",
"id": "fa57ec54",
"metadata": {},
"source": [
"\n",
"### case7 取曾經為\"IX0002\"（台灣50指數）成份股的證券\n",
"[Return to Examples Menu](#menu)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "358622e2",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:36:14.450108]: INFO: get_universe_TW: Filters：{'idx_id': ['IX0002']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 45/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 1885914/9223372036854775807 (0.0%)\n"
]
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"data": {
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" '2002',\n",
" '2207']"
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},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, idx_id='IX0002')[0:10]"
]
},
{
"cell_type": "markdown",
"id": "8ad1ea1c",
"metadata": {},
"source": [
"\n",
"### case8 取主產業別曾經為\"M1100 水泥工業\"且為\"IX0006\"（台灣高股息指數）成份股的證券\n",
"[Return to Examples Menu](#menu)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c14db5cf",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:36:17.542984]: INFO: get_universe_TW: Filters：{'main_ind_c': 'M1100 水泥工業', 'idx_id': ['IX0006']}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 45/9223372036854775807 (0.0%)\n",
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"execution_count": 12,
"metadata": {},
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],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, main_ind_c='M1100 水泥工業', idx_id='IX0006')[0:10]"
]
},
{
"cell_type": "markdown",
"id": "db5a6b17",
"metadata": {},
"source": [
"\n",
"### case9 取非金融業的普通股（不含F股或KY股）\n",
"[Return to Examples Menu](#menu)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "86fcd383",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2024-03-13 02:36:23.861031]: INFO: get_universe_TW: Filters：{'main_ind_c': ['一般產業'], 'stktp_c': '普通股'}\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 48/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 1887612/9223372036854775807 (0.0%)\n"
]
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"data": {
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" '1203',\n",
" '1210']"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 僅顯示前10筆\n",
"get_universe(start, end, main_ind_c=['一般產業']\n",
" , stktp_c='普通股')[0:10]"
]
}
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