{"id":3829,"date":"2022-03-18T13:32:48","date_gmt":"2022-03-18T05:32:48","guid":{"rendered":"https:\/\/egonlin.com\/?p=3829"},"modified":"2022-04-26T14:08:22","modified_gmt":"2022-04-26T06:08:22","slug":"%e7%ac%ac%e5%9b%9b%e8%8a%82%ef%bc%9a%e8%8e%b7%e5%8f%96%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/egonlin.com\/?p=3829","title":{"rendered":"\u7b2c\u56db\u8282\uff1a\u83b7\u53d6\u6570\u636e"},"content":{"rendered":"<h1>\u83b7\u53d6\u6570\u636e<\/h1>\n<ul>\n<li>\u83b7\u53d6\u80a1\u7968\u4fe1\u606f<\/li>\n<li>\u83b7\u53d6\u80a1\u7968\u5386\u53f2\u6570\u636e<\/li>\n<\/ul>\n<h2>1\u3001\u83b7\u53d6\u80a1\u7968\u4fe1\u606f<\/h2>\n<p><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/egonlin.com\/wp-content\/uploads\/2022\/03\/gd1-1.gif'><img class=\"lazyload lazyload-style-2\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  data-original=\"https:\/\/egonlin.com\/wp-content\/uploads\/2022\/03\/gd1-1.gif\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" \/><\/div><\/p>\n<h3>1.1\u3001\u5bfc\u5165\u5bf9\u5e94\u5de5\u5177\u5305<\/h3>\n<pre><code class=\"language-python\">import tushare as ts\nimport pandas as pd\nfrom pymongo import MongoClient<\/code><\/pre>\n<h3>1.2\u3001\u521b\u5efa\u6570\u636e\u8fde\u63a5<\/h3>\n<pre><code class=\"language-python\">con = MongoClient()  ##\u8fde\u63a5\u5ba2\u6237\u7aef<\/code><\/pre>\n<h3>1.3\u3001\u83b7\u53d6\u80a1\u7968\u5217\u8868\u4fe1\u606f<\/h3>\n<pre><code class=\"language-python\">def get_data():\n    &quot;&quot;&quot;\n    \u83b7\u53d6\u53d6\u80a1\u7968\u5217\u8868\u4fe1\u606f\n    :return:\n    &quot;&quot;&quot;\n    pro = ts.pro_api(token=&quot;bf4f8943b3cee8eb1ef51f3aed050a216d1f990c059e731f174d45df&quot;)\n    # \u67e5\u8be2\u5f53\u524d\u6240\u6709\u6b63\u5e38\u4e0a\u5e02\u4ea4\u6613\u7684\u80a1\u7968\u5217\u8868\n    data = pro.stock_basic(exchange=&#039;&#039;, list_status=&#039;L&#039;, fields=&#039;ts_code,symbol,name,area,industry,list_date&#039;)\n    return data<\/code><\/pre>\n<h3>1.4\u3001\u5199\u5165MongoDB\u6570\u636e\u5e93<\/h3>\n<pre><code class=\"language-python\">def write_data():\n    &quot;&quot;&quot;\n    \u5c06\u6570\u636e\u5199\u5165\u5230MongoDB\u6570\u636e\u5e93\n    :return:\n    &quot;&quot;&quot;\n    database = con.StockCode  ##\u521b\u5efa\u6570\u636e\u5e93\n    set_post = database.Codedata  ##\u521b\u5efa\u96c6\u5408\n    # \u5199\u5165\u6570\u636e\n    data = get_data()\n    for i in range(0, len(data)):\n        u = dict(ts_code=data.iloc[i, 0], symbol=data.iloc[i, 1], name=data.iloc[i, 2], area=data.iloc[i, 3],\n                 industry=data.iloc[i, 4], list_date=data.iloc[i, 5])\n        set_post.insert_one(u)<\/code><\/pre>\n<h3>1.5\u3001\u5bfc\u5165\u6570\u636e<\/h3>\n<pre><code class=\"language-python\">def read_data():\n    &quot;&quot;&quot;\n    \u8bfb\u53d6\u6570\u636e\n    :return:\n    &quot;&quot;&quot;\n    db = con[&#039;StockCode&#039;]\n    cursor = db[&#039;Codedata&#039;]\n    print(cursor)\n    # Expand the cursor and construct the DataFrame\n    df = pd.DataFrame(list(cursor.find()))\n    # Delete the _id\n    del data[&#039;_id&#039;]\n    return data<\/code><\/pre>\n<p><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/egonlin.com\/wp-content\/uploads\/2022\/03\/gd2.jpg'><img class=\"lazyload lazyload-style-2\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  data-original=\"https:\/\/egonlin.com\/wp-content\/uploads\/2022\/03\/gd2.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" \/><\/div><\/p>\n<h2>2\u3001\u83b7\u53d6\u80a1\u7968\u5386\u53f2\u6570\u636e<\/h2>\n<p><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/egonlin.com\/wp-content\/uploads\/2022\/03\/gd3.jpg'><img class=\"lazyload lazyload-style-2\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  data-original=\"https:\/\/egonlin.com\/wp-content\/uploads\/2022\/03\/gd3.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" \/><\/div><\/p>\n<h3>2.1\u3001\u56fd\u5185\u6570\u636e\uff08tushare\uff09<\/h3>\n<p>\u901a\u8fc7tushare\u6a21\u5757\u53ef\u4ee5\u6bd4\u8f83\u65b9\u4fbf\u7684\u83b7\u53d6\u56fd\u5185\u5927\u76d8\u5386\u53f2\u6570\u636e<\/p>\n<pre><code class=\"language-python\">import tushare as ts<\/code><\/pre>\n<h4>1\u3001\u5e38\u7528\u83b7\u53d6\u6570\u636e\u51fd\u6570<\/h4>\n<pre><code class=\"language-python\"># \u83b7\u53d6k\u7ebf\u6570\u636e\nts.get_k_data(\n    [&#039;code=None&#039;, &quot;start=&#039;&#039;&quot;, &quot;end=&#039;&#039;&quot;, &quot;ktype=&#039;D&#039;&quot;, &quot;autype=&#039;qfq&#039;&quot;, &#039;index=False&#039;, &#039;retry_count=3&#039;, &#039;pause=0.001&#039;],\n)\n\n# \u83b7\u53d6\u4e2a\u80a1\u5386\u53f2\u4ea4\u6613\u8bb0\u5f55\nts.get_hist_data(\n    [&#039;code=None&#039;, &#039;start=None&#039;, &#039;end=None&#039;, &quot;ktype=&#039;D&#039;&quot;, &#039;retry_count=3&#039;, &#039;pause=0.001&#039;],\n)\n\n# \u4e00\u6b21\u6027\u83b7\u53d6\u6700\u8fd1\u4e00\u4e2a\u65e5\u4ea4\u6613\u65e5\u6240\u6709\u80a1\u7968\u7684\u4ea4\u6613\u6570\u636e\nts.get_today_all()\n\n# \u83b7\u53d6\u5386\u53f2\u590d\u6743\u6570\u636e\nts.get_h_data(\n    [&#039;code&#039;, &#039;start=None&#039;, &#039;end=None&#039;, &quot;autype=&#039;qfq&#039;&quot;, &#039;index=False&#039;, &#039;retry_count=3&#039;, &#039;pause=0.001&#039;, &#039;drop_factor=True&#039;],\n)<\/code><\/pre>\n<h4>2\u3001k\u7ebf\u6570\u636e\u83b7\u53d6<\/h4>\n<pre><code class=\"language-python\">ts.get_k_data(&#039;600398&#039;,start=&#039;2017-01-01&#039;,end=&#039;2019-01-01&#039;)<\/code><\/pre>\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n<thead>\n<tr style=\"text-align: right;\">\n<th><\/th>\n<th>date<\/th>\n<th>open<\/th>\n<th>close<\/th>\n<th>high<\/th>\n<th>low<\/th>\n<th>volume<\/th>\n<th>code<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th>0<\/th>\n<td>2017-01-03<\/td>\n<td>9.917<\/td>\n<td>9.908<\/td>\n<td>9.954<\/td>\n<td>9.862<\/td>\n<td>41421.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<tr>\n<th>1<\/th>\n<td>2017-01-04<\/td>\n<td>9.917<\/td>\n<td>9.936<\/td>\n<td>9.954<\/td>\n<td>9.844<\/td>\n<td>49584.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<tr>\n<th>2<\/th>\n<td>2017-01-05<\/td>\n<td>9.936<\/td>\n<td>9.982<\/td>\n<td>10.028<\/td>\n<td>9.844<\/td>\n<td>89972.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<tr>\n<th>3<\/th>\n<td>2017-01-06<\/td>\n<td>9.963<\/td>\n<td>9.917<\/td>\n<td>9.963<\/td>\n<td>9.899<\/td>\n<td>23910.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<tr>\n<th>4<\/th>\n<td>2017-01-09<\/td>\n<td>9.936<\/td>\n<td>9.899<\/td>\n<td>9.945<\/td>\n<td>9.862<\/td>\n<td>59268.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<tr>\n<th>&#8230;<\/th>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<\/tr>\n<tr>\n<th>477<\/th>\n<td>2018-12-24<\/td>\n<td>8.550<\/td>\n<td>8.600<\/td>\n<td>8.670<\/td>\n<td>8.510<\/td>\n<td>66169.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<tr>\n<th>478<\/th>\n<td>2018-12-25<\/td>\n<td>8.510<\/td>\n<td>8.460<\/td>\n<td>8.540<\/td>\n<td>8.210<\/td>\n<td>87789.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<tr>\n<th>479<\/th>\n<td>2018-12-26<\/td>\n<td>8.410<\/td>\n<td>8.480<\/td>\n<td>8.560<\/td>\n<td>8.400<\/td>\n<td>46486.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<tr>\n<th>480<\/th>\n<td>2018-12-27<\/td>\n<td>8.600<\/td>\n<td>8.490<\/td>\n<td>8.650<\/td>\n<td>8.410<\/td>\n<td>121024.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<tr>\n<th>481<\/th>\n<td>2018-12-28<\/td>\n<td>8.510<\/td>\n<td>8.480<\/td>\n<td>8.570<\/td>\n<td>8.320<\/td>\n<td>92863.0<\/td>\n<td>600398<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>482 rows \u00d7 7 columns<\/p>\n<\/div>\n<p>\u6700\u7ec8\u8fd4\u56de\u7684\u4e5f\u662f\u4e00\u4e2aDataFrame\u6570\u7ec4\uff0c\u4f9d\u6b21\u4e3a\u65e5\u671f\/\u5f00\u76d8\u4ef7\/\u6536\u76d8\u4ef7\/\u6700\u9ad8\u4ef7\/\u6700\u4f4e\u4ef7\/\u6210\u4ea4\u91cf\/\u80a1\u7968\u4ee3\u7801\u3002\u5206\u6790\u8d77\u6765\u975e\u5e38\u65b9\u4fbf\uff0c\u4e0d\u9700\u8981\u518d\u5bf9\u6570\u636e\u683c\u5f0f\u8fdb\u884c\u4e8c\u6b21\u5904\u7406\u3002<\/p>\n<p><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/egonlin.com\/wp-content\/uploads\/2022\/03\/gd4.gif'><img class=\"lazyload lazyload-style-2\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  data-original=\"https:\/\/egonlin.com\/wp-content\/uploads\/2022\/03\/gd4.gif\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" \/><\/div><\/p>\n<h3>2.2\u3001\u7f8e\u80a1\u3001\u6e2f\u80a1\uff08pandas_datarender\uff09<\/h3>\n<p><\/p><div id=\"rml_readmorelogin_placeholder\" style=\"position:relative;\"><div id=\"rml_fade_content\" style=\"position: absolute;\r\ntop:-10em;\r\nwidth:100%;\r\nheight:10em;\r\nbackground: -webkit-linear-gradient(rgba(255, 255, 255, 0) 0%,#ffffff 100%);\r\nbackground-image: -moz-linear-gradient(rgba(255, 255, 255, 0) 0%,#ffffff 100%);\r\nbackground-image: -o-linear-gradient(rgba(255, 255, 255, 0) 0%,#ffffff 100%);\r\nbackground-image: linear-gradient(rgba(255, 255, 255, 0) 0%,#ffffff 100%);\r\nbackground-image: -ms-linear-gradient(rgba(255, 255, 255, 0) 0%,#ffffff 100%);\"><\/div><div class=\"wpf-controller aru_rml_from_in_post\" style=\"background-color:#eeeeee;border:5px solid #cce6ff;\" id=\"ARU_ReadMoreLogin_ReadMoreLoginController\"><h2 id=\"Header\">\u67e5\u770b\u66f4\u591a<\/h2><div id=\"Message\"><p>\u8054\u7cfb\u7ba1\u7406\u5458\u5fae\u4fe1tutu19192010\uff0c\u6ce8\u518c\u8d26\u53f7<\/p>\n<\/div><div id=\"StatusBarHeader\"><\/div><form id=\"ARU_ReadMoreLogin_ReadMoreLoginController\"><input name=\"post_id\" value=\"3829\" type=\"hidden\"\/><input name=\"_init_callback\" value=\"InitLogin\" type=\"hidden\"\/><input name=\"post_id\" value=\"3829\" type=\"hidden\"\/><input name=\"rt_ype\" value=\"1\" type=\"hidden\"\/><input name=\"nonce\" value=\"e72e293a8d\" type=\"hidden\"\/><input name=\"_wpnonce\" value=\"7755f0f36d\" type=\"hidden\"\/><input name=\"_controller\" value=\"ARU_ReadMoreLogin\\ReadMoreLoginController\" type=\"hidden\"\/><input name=\"_proxy_controller\" value=\"ARU_ReadMoreLogin\\ReadMoreLoginController\" type=\"hidden\"\/><input name=\"_view\" value=\"ARU_ReadMoreLogin\\ReadMoreLoginView\" type=\"hidden\"\/><table class=\"wpf-table-placeholder\"><tbody class=\"wpf-table-placeholder\"><tr class=\"wpf-table-placeholder\"><td class=\"wpf-table-placeholder-input\" width=\"400px\"><table class=\"wpf-table-placeholder\"><tbody class=\"wpf-table-placeholder\"><tr class=\"wpf-table-placeholder\"><th class=\"wpf-table-placeholder-input\"><label class=\"wpf-label\">Username:<\/label><\/th><\/tr><tr class=\"wpf-table-placeholder\"><td class=\"wpf-table-placeholder-input\"><input class=\"regular-text text_input\" name=\"username\" value=\"\" type=\"text\"\/><\/td><\/tr><tr class=\"wpf-table-placeholder\"><th class=\"wpf-table-placeholder-input\"><label class=\"wpf-label\">Password:<\/label><\/th><\/tr><tr class=\"wpf-table-placeholder\"><td class=\"wpf-table-placeholder-input\"><input class=\"regular-text text_input\" name=\"password\" value=\"\" type=\"password\"\/><\/td><\/tr><\/tbody><\/table><p class=\"wpf-table-placeholder submit\"><button class=\"wp_plugin_framework_ajax_button\" type=\"button\" style=\"background-color:#4D90FE;;color:#ffffff;;border:1px solid #3079ed;\" name=\"_event\" value=\"ButtonLogin\">Log in<\/button><\/p><\/td><td class=\"wpf-table-placeholder-input\"><\/td><\/tr><\/tbody><\/table><\/form><div id=\"ButtonStartRegister\"><a href=\"https:\/\/egonlin.com\/wp-login.php?action=register\">Register<\/a><\/div><div id=\"Link1\"><a href=\"https:\/\/egonlin.com\/wp-login.php?action=lostpassword\">Forgotten username or password?<\/a><\/div><div id=\"StatusBarFooter\"><\/div><\/div><\/div><div id=aru_remaining_content><\/div>","protected":false},"excerpt":{"rendered":"<p>\u83b7\u53d6\u6570\u636e \u83b7\u53d6\u80a1\u7968\u4fe1\u606f \u83b7\u53d6\u80a1\u7968\u5386\u53f2\u6570\u636e 1\u3001\u83b7\u53d6\u80a1\u7968\u4fe1\u606f 1.1\u3001\u5bfc\u5165\u5bf9\u5e94\u5de5\u5177\u5305 import tushar [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[319,310],"tags":[],"_links":{"self":[{"href":"https:\/\/egonlin.com\/index.php?rest_route=\/wp\/v2\/posts\/3829"}],"collection":[{"href":"https:\/\/egonlin.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/egonlin.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/egonlin.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/egonlin.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3829"}],"version-history":[{"count":0,"href":"https:\/\/egonlin.com\/index.php?rest_route=\/wp\/v2\/posts\/3829\/revisions"}],"wp:attachment":[{"href":"https:\/\/egonlin.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3829"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/egonlin.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3829"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/egonlin.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3829"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}