![](\"https://raw.githubusercontent.com/FinMind/FinMind/master/logo.png\"){kind=logo}
\n\n \n
\n ![\"Build](\"https://travis-ci.org/FinMind/FinMind.svg?branch=master\")
\n ![\"license\"](\"https://img.shields.io/github/license/FinMind/FinMind\")
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\n\n## Quickstart\n\n```python\npip install FinMind\n```\n\n+ Refer to our [Official Documentation](https://finmind.github.io/quickstart/).\n\n\n## \u9019\u662f\u4ec0\u9ebc?\n\n**FinMind** \u662f\u8d85\u904e 50 \u7a2e\u91d1\u878d\u958b\u6e90\u6578\u64da [50 datasets](https://finmind.github.io/)\u3002\n\u5305\u542b\n\n* \u6280\u8853\u9762 : \u53f0\u80a1\u80a1\u50f9 daily\u3001\u5373\u6642\u5831\u50f9\u3001\u6b77\u53f2 tick\u3001\u5373\u6642\u6700\u4f73\u4e94\u6a94\u3001PER\u3001PBR\u3001\u6bcf5\u79d2\u59d4\u8a17\u6210\u4ea4\u7d71\u8a08\u3001\u52a0\u6b0a\u6307\u6578\u3001\u7576\u65e5\u6c96\u92b7\u4ea4\u6613\u6a19\u7684\u53ca\u6210\u4ea4\u91cf\u503c\u3002\n* \u57fa\u672c\u9762 : \u7d9c\u5408\u640d\u76ca\u8868\u3001\u73fe\u91d1\u6d41\u91cf\u8868\u3001\u8cc7\u7522\u8ca0\u50b5\u8868\u3001\u80a1\u5229\u653f\u7b56\u8868\u3001\u9664\u6b0a\u9664\u606f\u7d50\u679c\u8868\u3001\u6708\u71df\u6536\u3002\n* \u7c4c\u78bc\u9762 : \u5916\u8cc7\u6301\u80a1\u3001\u80a1\u6b0a\u5206\u6563\u8868\u3001\u878d\u8cc7\u878d\u5238\u3001\u4e09\u5927\u6cd5\u4eba\u8cb7\u8ce3\u3001\u501f\u5238\u6210\u4ea4\u660e\u7d30\u3002\n* \u6d88\u606f\u9762 : \u53f0\u80a1\u76f8\u95dc\u65b0\u805e\u3002\n* \u884d\u751f\u6027\u5546\u54c1 : \u671f\u8ca8\u3001\u9078\u64c7\u6b0a daily data\u3001\u5373\u6642\u5831\u50f9\u3001\u4ea4\u6613\u660e\u7d30\uff0c\u9078\u64c7\u6b0a\u3001\u671f\u8ca8\u4e09\u5927\u6cd5\u4eba\u8cb7\u8ce3\uff0c\u671f\u8ca8\u5404\u5377\u5546\u6bcf\u65e5\u4ea4\u6613\u3001\u9078\u64c7\u6b0a\u5404\u5377\u5546\u6bcf\u65e5\u4ea4\u6613\u3002\n* \u570b\u969b\u5e02\u5834 : \u7f8e\u80a1\u80a1\u50f9 daily\u3001minute\u3001\u7f8e\u570b\u50b5\u5238\u6b96\u5229\u7387\u3001\u8ca8\u5e63\u767c\u884c\u91cf(\u7f8e\u570b)\u3001\u9ec3\u91d1\u50f9\u683c\u3001\u539f\u6cb9\u50f9\u683c\u3001G8 \u592e\u884c\u5229\u7387\u3001G8 \u532f\u7387\u3001\n\n\u8cc7\u6599\u6bcf\u5929\u66f4\u65b0\u3002\u4f60\u4e0d\u9700\u6536\u96c6\u8cc7\u6599\uff0c\u5c31\u53ef\u9032\u884c\u5206\u6790\u3002\n\n## What is this?\n\n**FinMind** is open source of more\nthan [50 datasets](https://finmind.github.io/), including\n\nTaiwan stock trade data daily, Taiwan stock trade data (5 seconds) (2019-05-29 ~\nnow, more than 30 million data in total), Financial Statements, Balance Sheet,\nCash Flows Statement, Month Revenue, Holding Shares Per, Institutional Investors\nBuy Sell. Taiwan Futures Trade Detail, Taiwan Option Trade Detail.\n\nUS stock price daily, minute (2019-06-01 ~ now, more than 80 million data in\ntotal), oil price, gold\nprice, [G7](https://zh.wikipedia.org/zh-tw/%E5%85%AB%E5%A4%A7%E5%B7%A5%E6%A5%AD%E5%9C%8B%E7%B5%84%E7%B9%94)\nexchange rate, interest rate.\n\nUS Government Bonds Yield.\n\nThe datasets are automatically updated daily. You can analyze financial data\nwithout having to collect the data by yourself.\n\n--------------\n\n## License\n\n- [License Detail](https://github.com/linsamtw/FinMind/blob/master/LICENSE)\n\n- \u8cc7\u6599\u4f86\u6e90:\n [\u8b49\u4ea4\u6240](https://www.twse.com.tw/zh/), [\u6ac3\u8cb7\u4e2d\u5fc3](https://www.tpex.org.tw/web/)\n , [\u516c\u958b\u8cc7\u8a0a\u89c0\u6e2c\u7ad9](https://mops.twse.com.tw/mops/web/index)\n , [\u671f\u4ea4\u6240](https://www.taifex.com.tw/cht/index)\u3002\n- \u672c\u5c08\u6848\u63d0\u4f9b\u7684\u6240\u6709\u5167\u5bb9\u5747\u7528\u65bc\u6559\u80b2\u3001\u975e\u5546\u696d\u7528\u9014\u3002\u8cc7\u6599\u50c5\u4f9b\u53c3\u8003\uff0c\u4f7f\u7528\u8005\u4f9d\u672c\u8cc7\u6599\u4ea4\u6613\u767c\u751f\u4ea4\u6613\u640d\u5931\u9700\u81ea\u884c\u8ca0\u8cac\uff0c\u672c\u5c08\u6848\u4e0d\u5c0d\u8cc7\u6599\u5167\u5bb9\u932f\u8aa4\u3001\u66f4\u65b0\u5ef6\u8aa4\u6216\u50b3\u8f38\u4e2d\u65b7\u8ca0\u4efb\u4f55\u8cac\u4efb\u3002\n\n## Project of Contents\n\n- Dataset\n - [\u7dda\u4e0a API](http://api.finmindtrade.com/docs)\n - [Taiwan Stock Data](https://finmind.github.io/tutor/TaiwanMarket/DataList/)\n - [Document](https://finmind.github.io/)\n - [\u58d3\u529b\u6e2c\u8a66](https://finmind.github.io/StressTest/)\n \n- Example\n - [backtest](/example/backtest.md)\n - [real_time_data_subscription](example/real_time_data_subscription.md)\n - [customer_dashboard_web_server](example/customer_dashboard_web_server.md)\n - [kbar_plotting.ipynb](https://colab.research.google.com/drive/1u1cJGFNCLOeBIR0PdeKlsqgKBJSvJg_y?usp=sharing)\n - [dashboard.ipynb](https://colab.research.google.com/drive/15lE2rtYuE-qoEUNNSE-cDbZiDnUFL85h?usp=sharing)\n\n- Other\n - [Open UP Summit Slide (PPT)](https://www.slideshare.net/ssusera12be6/finmind-project-demo-199815617)\n - [Median Sharing](https://medium.com/@yanweiliu/finmind-%E4%BD%BF%E7%94%A8python%E6%9F%A5%E5%85%A8%E7%90%83%E8%82%A1%E5%83%B9-%E5%82%B5%E5%88%B8-%E5%8E%9F%E6%B2%B9%E5%83%B9%E6%A0%BC-f39d13ad6a68)\n - [HistoryUpdate](https://github.com/linsamtw/FinMind/blob/master/HistoryUpdate.md)\n\n\n## Plotting\n\n#### [kbar_plotting.ipynb](https://colab.research.google.com/drive/1u1cJGFNCLOeBIR0PdeKlsqgKBJSvJg_y?usp=sharing)\n\n```python\n# \u53d6\u5f97\u80a1\u50f9\nfrom FinMind.data import DataLoader\n\ndl = DataLoader()\n# \u4e0b\u8f09\u53f0\u80a1\u80a1\u50f9\u8cc7\u6599\nstock_data = dl.taiwan_stock_daily(\n stock_id='2609', start_date='2018-01-01', end_date='2021-06-26'\n)\n# \u4e0b\u8f09\u4e09\u5927\u6cd5\u4eba\u8cc7\u6599\nstock_data = dl.feature.add_kline_institutional_investors(\n stock_data\n) \n# \u4e0b\u8f09\u878d\u8cc7\u5238\u8cc7\u6599\nstock_data = dl.feature.add_kline_margin_purchase_short_sale(\n stock_data\n)\n\n# \u7e6a\u88fdk\u7dda\u5716\nfrom FinMind import plotting\n\nplotting.kline(stock_data)\n```\n\n\n\n#### dashboard\n\n\n-------------------------------------------\n\n## Contact\n\n\n\nEmail: FinMind.TW@gmail.com\n\n\u6bcf\u9031\u65e5\u65e9\u4e0a\u96f6\u9ede\u81f3\u65e9\u4e0a\u4e03\u9ede\u70ba\u7dad\u8b77\u6642\u9593\uff0c\u4e0d\u63d0\u4f9b\u670d\u52d9\u3002\n\n## Note\n\n+ \u672a\u4f86\u9810\u8a08\u65b0\u589e\u66f4\u591a\u529f\u80fd\uff0c\u5305\u542b\u500b\u4eba\u5316\u56de\u6e2c\u5206\u6790\u3001chatbot \u76e3\u63a7\u7b56\u7565\uff0c\n+ API Request \u4e0a\u9650\uff1a300 / \u5c0f\u6642\u3002\n+ Limit amount of request, 300 / hour.\n+ \u81f3[FinMind\u5b98\u7db2](https://finmindtrade.com/)\u8a3b\u518a\u4e26\u9a57\u8b49\u4fe1\u7bb1\u5f8c\uff0cAPI \u7684 Request \u52a0\u4e0a `token`\n \u53c3\u6578\u53ef\u4ee5\u63d0\u9ad8\u4f7f\u7528\u4e0a\u9650\u5230 600/hr\u3002\n+ `token` \u7372\u53d6\u65b9\u6cd5\uff0c\u53ef\u5728[\u5b98\u7db2](https://finmindtrade.com/analysis/#/account/login)\u767b\u5165\u5f8c\u7372\u53d6\u3002\n\n\n",
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