{"id":980512,"date":"2024-12-27T06:55:05","date_gmt":"2024-12-26T22:55:05","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/980512.html"},"modified":"2024-12-27T06:55:07","modified_gmt":"2024-12-26T22:55:07","slug":"python%e5%a6%82%e4%bd%95%e8%af%bb%e6%9c%9f%e8%b4%a7%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/980512.html","title":{"rendered":"python\u5982\u4f55\u8bfb\u671f\u8d27\u6570\u636e"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24205852\/bafe403b-62b0-411a-ae8b-a62c247ec910.webp\" alt=\"python\u5982\u4f55\u8bfb\u671f\u8d27\u6570\u636e\" \/><\/p>\n<p><p> <strong>\u5728Python\u4e2d\u8bfb\u671f\u8d27\u6570\u636e\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528API\u63a5\u53e3\u3001\u8bfb\u53d6CSV\u6587\u4ef6\u3001\u4f7f\u7528\u6570\u636e\u5e93\u8fde\u63a5\u7b49\u65b9\u5f0f\u5b9e\u73b0\u3002\u901a\u8fc7API\u63a5\u53e3\u53ef\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u83b7\u53d6\uff0c\u800c\u901a\u8fc7CSV\u6587\u4ef6\u548c\u6570\u636e\u5e93\u53ef\u4ee5\u5b9e\u73b0\u5386\u53f2\u6570\u636e\u7684\u8bfb\u53d6\u3002<\/strong>\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5b9e\u73b0\u8fd9\u4e9b\u65b9\u6cd5\u4e2d\u7684\u4e00\u79cd\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u4f7f\u7528API\u63a5\u53e3\u8bfb\u53d6\u671f\u8d27\u6570\u636e<\/h3>\n<\/p>\n<p><p>API\u63a5\u53e3\u662f\u83b7\u53d6\u671f\u8d27\u6570\u636e\u7684\u5e38\u7528\u65b9\u5f0f\u4e4b\u4e00\u3002\u8bb8\u591a\u91d1\u878d\u6570\u636e\u63d0\u4f9b\u5546\uff0c\u5982Quandl\u3001Alpha Vantage\u3001Yahoo Finance\u7b49\uff0c\u63d0\u4f9b\u514d\u8d39\u7684API\u63a5\u53e3\u4f9b\u7528\u6237\u83b7\u53d6\u671f\u8d27\u6570\u636e\u3002<\/p>\n<\/p>\n<p><h4>1. Quandl API<\/h4>\n<\/p>\n<p><p>Quandl\u662f\u4e00\u4e2a\u6d41\u884c\u7684\u6570\u636e\u5e73\u53f0\uff0c\u63d0\u4f9b\u5404\u79cd\u91d1\u878d\u6570\u636e\u96c6\uff0c\u5305\u62ec\u671f\u8d27\u6570\u636e\u3002\u4f7f\u7528Quandl API\u9700\u8981\u5148\u6ce8\u518c\u8d26\u53f7\u5e76\u83b7\u53d6API\u5bc6\u94a5\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>\u5b89\u88c5Quandl\u5e93<\/strong>\uff1a\u9996\u5148\u9700\u8981\u5b89\u88c5Quandl\u7684Python\u5e93\uff0c\u53ef\u4ee5\u901a\u8fc7pip\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install quandl<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u83b7\u53d6\u6570\u636e<\/strong>\uff1a\u4f7f\u7528Quandl\u5e93\u83b7\u53d6\u671f\u8d27\u6570\u636e\u7684\u57fa\u672c\u793a\u4f8b\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import quandl<\/p>\n<h2><strong>\u8bbe\u7f6eAPI\u5bc6\u94a5<\/strong><\/h2>\n<p>quandl.ApiConfig.api_key = &#39;YOUR_API_KEY&#39;<\/p>\n<h2><strong>\u83b7\u53d6\u671f\u8d27\u6570\u636e<\/strong><\/h2>\n<p>data = quandl.get(&#39;CHRIS\/CME_ES1&#39;)  # \u793a\u4f8b\u4ee3\u7801\uff0c\u5177\u4f53\u4ee3\u7801\u9700\u53c2\u8003Quandl\u6570\u636e\u96c6<\/p>\n<p>print(data.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h4>2. Alpha Vantage API<\/h4>\n<\/p>\n<p><p>Alpha Vantage\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u91d1\u878d\u6570\u636e\uff0c\u5305\u62ec\u80a1\u7968\u3001\u5916\u6c47\u3001\u6570\u5b57\u8d27\u5e01\u548c\u671f\u8d27\u6570\u636e\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>\u5b89\u88c5alpha_vantage\u5e93<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install alpha_vantage<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u83b7\u53d6\u6570\u636e<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from alpha_vantage.timeseries import TimeSeries<\/p>\n<h2><strong>\u8bbe\u7f6eAPI\u5bc6\u94a5<\/strong><\/h2>\n<p>ts = TimeSeries(key=&#39;YOUR_API_KEY&#39;, output_format=&#39;pandas&#39;)<\/p>\n<h2><strong>\u83b7\u53d6\u671f\u8d27\u6570\u636e<\/strong><\/h2>\n<p>data, meta_data = ts.get_intraday(symbol=&#39;ES=F&#39;, interval=&#39;1min&#39;, outputsize=&#39;full&#39;)<\/p>\n<p>print(data.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h3>\u4e8c\u3001\u8bfb\u53d6CSV\u6587\u4ef6\u4e2d\u7684\u671f\u8d27\u6570\u636e<\/h3>\n<\/p>\n<p><p>CSV\u6587\u4ef6\u662f\u5b58\u50a8\u5386\u53f2\u671f\u8d27\u6570\u636e\u7684\u5e38\u7528\u683c\u5f0f\u3002Python\u7684pandas\u5e93\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u529f\u80fd\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u8bfb\u53d6\u548c\u5206\u6790CSV\u6587\u4ef6\u4e2d\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<p><h4>1. \u5b89\u88c5Pandas\u5e93<\/h4>\n<\/p>\n<p><p>\u5982\u679c\u5c1a\u672a\u5b89\u88c5pandas\u5e93\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install pandas<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u8bfb\u53d6CSV\u6587\u4ef6<\/h4>\n<\/p>\n<p><p>\u4f7f\u7528pandas\u8bfb\u53d6CSV\u6587\u4ef6\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u51e0\u884c\u4ee3\u7801\u5373\u53ef\u5b9e\u73b0\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<h2><strong>\u8bfb\u53d6CSV\u6587\u4ef6<\/strong><\/h2>\n<p>data = pd.read_csv(&#39;path_to_your_file.csv&#39;)<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e<\/strong><\/h2>\n<p>print(data.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>3. \u6570\u636e\u5904\u7406<\/h4>\n<\/p>\n<p><p>\u8bfb\u53d6\u6570\u636e\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528pandas\u63d0\u4f9b\u7684\u5404\u79cd\u529f\u80fd\u5bf9\u6570\u636e\u8fdb\u884c\u5904\u7406\uff0c\u5982\u7b5b\u9009\u3001\u6392\u5e8f\u3001\u5206\u7ec4\u3001\u8ba1\u7b97\u7edf\u8ba1\u503c\u7b49\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u7b5b\u9009\u7279\u5b9a\u65e5\u671f\u8303\u56f4\u7684\u6570\u636e<\/p>\n<p>filtered_data = data[(data[&#39;Date&#39;] &gt;= &#39;2023-01-01&#39;) &amp; (data[&#39;Date&#39;] &lt;= &#39;2023-12-31&#39;)]<\/p>\n<h2><strong>\u8ba1\u7b97\u5747\u503c<\/strong><\/h2>\n<p>average_price = filtered_data[&#39;Close&#39;].mean()<\/p>\n<p>print(f&quot;\u5e73\u5747\u6536\u76d8\u4ef7: {average_price}&quot;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e09\u3001\u4f7f\u7528\u6570\u636e\u5e93\u8fde\u63a5\u8bfb\u53d6\u671f\u8d27\u6570\u636e<\/h3>\n<\/p>\n<p><p>\u5982\u679c\u671f\u8d27\u6570\u636e\u5b58\u50a8\u5728\u6570\u636e\u5e93\u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7\u6570\u636e\u5e93\u8fde\u63a5\u6765\u8bfb\u53d6\u6570\u636e\u3002Python\u7684SQLAlchemy\u5e93\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fde\u63a5\u591a\u79cd\u6570\u636e\u5e93\uff0c\u5982MySQL\u3001PostgreSQL\u3001SQLite\u7b49\u3002<\/p>\n<\/p>\n<p><h4>1. \u5b89\u88c5SQLAlchemy\u5e93<\/h4>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install SQLAlchemy<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u6570\u636e\u5e93\u8fde\u63a5\u548c\u6570\u636e\u8bfb\u53d6<\/h4>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u4f7f\u7528SQLAlchemy\u8fde\u63a5SQLite\u6570\u636e\u5e93\u5e76\u8bfb\u53d6\u6570\u636e\u7684\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from sqlalchemy import create_engine<\/p>\n<p>import pandas as pd<\/p>\n<h2><strong>\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5<\/strong><\/h2>\n<p>engine = create_engine(&#39;sqlite:\/\/\/path_to_your_database.db&#39;)<\/p>\n<h2><strong>\u67e5\u8be2\u6570\u636e<\/strong><\/h2>\n<p>query = &quot;SELECT * FROM futures_data WHERE Date &gt;= &#39;2023-01-01&#39; AND Date &lt;= &#39;2023-12-31&#39;&quot;<\/p>\n<p>data = pd.read_sql(query, engine)<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e<\/strong><\/h2>\n<p>print(data.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u56db\u3001\u4f7f\u7528\u7b2c\u4e09\u65b9\u6570\u636e\u5e73\u53f0<\/h3>\n<\/p>\n<p><p>\u9664\u4e86\u4e0a\u8ff0\u65b9\u6cd5\u5916\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u7b2c\u4e09\u65b9\u6570\u636e\u5e73\u53f0\uff0c\u5982Wind\u3001Bloomberg\u3001Reuters\u7b49\uff0c\u8fd9\u4e9b\u5e73\u53f0\u901a\u5e38\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u6570\u636e\u548c\u5206\u6790\u5de5\u5177\uff0c\u4f46\u901a\u5e38\u9700\u8981\u4ed8\u8d39\u8ba2\u9605\u3002<\/p>\n<\/p>\n<p><h4>1. Wind\u91d1\u878d\u7ec8\u7aef<\/h4>\n<\/p>\n<p><p>Wind\u63d0\u4f9b\u4e86Python API\uff0c\u53ef\u4ee5\u83b7\u53d6\u5404\u79cd\u91d1\u878d\u6570\u636e\uff0c\u5305\u62ec\u671f\u8d27\u6570\u636e\u3002\u4f7f\u7528Wind API\u9700\u8981\u5148\u5b89\u88c5Wind\u5ba2\u6237\u7aef\u5e76\u83b7\u53d6API\u5bc6\u94a5\u3002<\/p>\n<\/p>\n<p><h4>2. Bloomberg API<\/h4>\n<\/p>\n<p><p>Bloomberg\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u91d1\u878d\u6570\u636e\u548c\u5206\u6790\u5de5\u5177\uff0c\u4f7f\u7528\u5176API\u53ef\u4ee5\u83b7\u53d6\u5b9e\u65f6\u548c\u5386\u53f2\u671f\u8d27\u6570\u636e\u3002\u4f7f\u7528Bloomberg API\u9700\u8981\u5b89\u88c5Bloomberg Terminal\u5e76\u83b7\u53d6API\u5bc6\u94a5\u3002<\/p>\n<\/p>\n<p><h3>\u4e94\u3001\u6570\u636e\u53ef\u89c6\u5316<\/h3>\n<\/p>\n<p><p>\u8bfb\u53d6\u671f\u8d27\u6570\u636e\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528Python\u7684matplotlib\u6216seaborn\u5e93\u8fdb\u884c\u6570\u636e\u53ef\u89c6\u5316\uff0c\u4ee5\u66f4\u76f4\u89c2\u5730\u5206\u6790\u6570\u636e\u8d8b\u52bf\u3002<\/p>\n<\/p>\n<p><h4>1. \u5b89\u88c5Matplotlib<\/h4>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install matplotlib<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u7ed8\u5236K\u7ebf\u56fe<\/h4>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u4f7f\u7528matplotlib\u7ed8\u5236\u671f\u8d27\u6570\u636eK\u7ebf\u56fe\u7684\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import matplotlib.pyplot as plt<\/p>\n<p>import mplfinance as mpf<\/p>\n<h2><strong>\u7ed8\u5236K\u7ebf\u56fe<\/strong><\/h2>\n<p>mpf.plot(data, type=&#39;candle&#39;, style=&#39;charles&#39;, title=&#39;\u671f\u8d27K\u7ebf\u56fe&#39;, ylabel=&#39;\u4ef7\u683c&#39;)<\/p>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u516d\u3001\u603b\u7ed3<\/h3>\n<\/p>\n<p><p>\u5728Python\u4e2d\u8bfb\u53d6\u671f\u8d27\u6570\u636e\u6709\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\u4f7f\u7528API\u63a5\u53e3\u3001\u8bfb\u53d6CSV\u6587\u4ef6\u3001\u6570\u636e\u5e93\u8fde\u63a5\u7b49\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u4f18\u7f3a\u70b9\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u3002\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\u83b7\u53d6\u6570\u636e\u540e\uff0c\u8fd8\u53ef\u4ee5\u5229\u7528Python\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u548c\u53ef\u89c6\u5316\u5de5\u5177\u8fdb\u884c\u6df1\u5165\u5206\u6790\u3002\u8fd9\u4e9b\u6280\u80fd\u5bf9\u4e8e\u91d1\u878d\u6570\u636e\u5206\u6790\u548c\u91cf\u5316\u4ea4\u6613\u7814\u7a76\u90fd\u975e\u5e38\u6709\u7528\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u4f7f\u7528Python\u83b7\u53d6\u671f\u8d27\u5e02\u573a\u7684\u5b9e\u65f6\u6570\u636e\uff1f<\/strong><br \/>\u53ef\u4ee5\u901a\u8fc7\u591a\u79cdAPI\u83b7\u53d6\u671f\u8d27\u5e02\u573a\u7684\u5b9e\u65f6\u6570\u636e\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u50cfAlpha Vantage\u3001Yahoo Finance\u6216Quandl\u8fd9\u6837\u7684\u91d1\u878d\u6570\u636eAPI\uff0c\u53ef\u4ee5\u8f7b\u677e\u4e0b\u8f7d\u671f\u8d27\u6570\u636e\u3002\u5728\u4f7f\u7528\u8fd9\u4e9bAPI\u65f6\uff0c\u60a8\u53ea\u9700\u6ce8\u518c\u5e76\u83b7\u53d6API\u5bc6\u94a5\uff0c\u7136\u540e\u4f7f\u7528Python\u7684<code>requests<\/code>\u5e93\u8fdb\u884c\u6570\u636e\u8bf7\u6c42\u3002\u786e\u4fdd\u4e86\u89e3API\u7684\u4f7f\u7528\u9650\u5236\u548c\u6570\u636e\u683c\u5f0f\uff0c\u4ee5\u4fbf\u5904\u7406\u8fd4\u56de\u7684\u6570\u636e\u3002<\/p>\n<p><strong>Python\u4e2d\u6709\u54ea\u4e9b\u5e93\u53ef\u4ee5\u5e2e\u52a9\u8bfb\u53d6\u548c\u5206\u6790\u671f\u8d27\u6570\u636e\uff1f<\/strong><br \/>Python\u6709\u8bb8\u591a\u5f3a\u5927\u7684\u5e93\u53ef\u4ee5\u5e2e\u52a9\u8bfb\u53d6\u548c\u5206\u6790\u671f\u8d27\u6570\u636e\u3002<code>pandas<\/code>\u662f\u4e00\u4e2a\u975e\u5e38\u6d41\u884c\u7684\u6570\u636e\u5206\u6790\u5e93\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u5904\u7406\u548c\u5206\u6790\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002<code>numpy<\/code>\u9002\u5408\u8fdb\u884c\u6570\u503c\u8ba1\u7b97\uff0c\u800c<code>matplotlib<\/code>\u548c<code>seaborn<\/code>\u5219\u7528\u4e8e\u6570\u636e\u53ef\u89c6\u5316\u3002\u5bf9\u4e8e\u66f4\u4e13\u4e1a\u7684\u91d1\u878d\u5206\u6790\uff0c\u53ef\u4ee5\u4f7f\u7528<code>backtrader<\/code>\u548c<code>zipline<\/code>\u7b49\u5e93\u8fdb\u884c\u56de\u6d4b\u548c\u7b56\u7565\u5f00\u53d1\u3002<\/p>\n<p><strong>\u5982\u4f55\u5c06\u671f\u8d27\u6570\u636e\u53ef\u89c6\u5316\u4ee5\u4fbf\u66f4\u597d\u5730\u7406\u89e3\u5e02\u573a\u8d8b\u52bf\uff1f<\/strong><br \/>\u4f7f\u7528Python\u7684<code>matplotlib<\/code>\u548c<code>seaborn<\/code>\u5e93\uff0c\u53ef\u4ee5\u8f7b\u677e\u5c06\u671f\u8d27\u6570\u636e\u53ef\u89c6\u5316\u3002\u60a8\u53ef\u4ee5\u521b\u5efa\u6298\u7ebf\u56fe\u3001\u67f1\u72b6\u56fe\u6216\u8721\u70db\u56fe\u6765\u5c55\u793a\u4ef7\u683c\u8d70\u52bf\u548c\u4ea4\u6613\u91cf\u3002\u901a\u8fc7\u7ed8\u5236\u4e0d\u540c\u65f6\u95f4\u5468\u671f\u7684\u56fe\u8868\uff08\u4f8b\u5982\u65e5\u7ebf\u3001\u5468\u7ebf\u6216\u6708\u7ebf\uff09\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u89c2\u5bdf\u5e02\u573a\u8d8b\u52bf\u548c\u6f5c\u5728\u7684\u4ea4\u6613\u4fe1\u53f7\u3002\u6b64\u5916\uff0c\u4f7f\u7528<code>plotly<\/code>\u5e93\u53ef\u4ee5\u521b\u5efa\u4ea4\u4e92\u5f0f\u56fe\u8868\uff0c\u5e2e\u52a9\u7528\u6237\u6df1\u5165\u5206\u6790\u6570\u636e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5728Python\u4e2d\u8bfb\u671f\u8d27\u6570\u636e\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528API\u63a5\u53e3\u3001\u8bfb\u53d6CSV\u6587\u4ef6\u3001\u4f7f\u7528\u6570\u636e\u5e93\u8fde\u63a5\u7b49\u65b9\u5f0f\u5b9e\u73b0\u3002\u901a\u8fc7API\u63a5\u53e3\u53ef\u4ee5 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