{"id":20056,"date":"2021-11-15T16:08:23","date_gmt":"2021-11-15T08:08:23","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=20056"},"modified":"2022-06-08T11:50:34","modified_gmt":"2022-06-08T03:50:34","slug":"%e5%bb%ba%e6%a7%8b%e5%85%ac%e5%8f%b8%e5%84%80%e8%a1%a8%e6%9d%bf%ef%bc%8c%e4%bb%a5%e9%9b%b7%e9%81%94%e5%9c%96%e7%82%ba%e4%be%8b","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=20056","title":{"rendered":"\u5efa\u69cb\u516c\u53f8\u5100\u8868\u677f\uff0c\u4ee5\u96f7\u9054\u5716\u70ba\u4f8b"},"content":{"rendered":"\n<p>\u64b0\u6587\u8005\uff0f<a href=\"https:\/\/tejapi.medium.com\/?source=post_page-----e4af6bca3e88-----------------------------------\">\u53f0\u7063\u7d93\u6fdf\u65b0\u5831(TEJ)<\/a><\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u5167\u5bb9\u76ee\u9304<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u986f\u793a\/\u96b1\u85cf\u5167\u5bb9\u76ee\u9304\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 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href=\"https:\/\/blog.tibame.com\/?p=20056\/#%E5%AE%8C%E6%95%B4%E7%A8%8B%E5%BC%8F%E7%A2%BC\" >\u5b8c\u6574\u7a0b\u5f0f\u78bc<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/blog.tibame.com\/?p=20056\/#%E6%8E%A8%E8%96%A6%E6%B4%BB%E5%8B%95%E8%88%87%E8%AA%B2%E7%A8%8B\" >\u63a8\u85a6\u6d3b\u52d5\u8207\u8ab2\u7a0b<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1 class=\"wp-block-heading\" id=\"4187\"><span class=\"ez-toc-section\" id=\"%E6%9C%AC%E6%96%87%E9%87%8D%E9%BB%9E%E6%A6%82%E8%A6%81\"><\/span>\u672c\u6587\u91cd\u9ede\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6587\u7ae0\u96e3\u5ea6\uff1a\u2605\u2605\u2606\u2606\u2606<\/li><li>\u5efa\u7acb\u96f7\u9054\u5716<\/li><li>\u95b1\u8b80\u5efa\u8b70\uff1a\u672c\u6587\u4ee5\u767e\u5206\u4f4d\u6578\u7684\u65b9\u5f0f\uff0c\u898f\u6a21\u5316\u5404\u9805\u91cd\u8981\u8ca1\u52d9\u6307\u6a19\u4ee5\u4fbf\u5448\u73fe\u5728\u96f7\u9054\u5716\u4e0a\uff0c\u6545\u80fd\u4e00\u76ee\u4e86\u7136\u516c\u53f8\u76f8\u5c0d\u65bc\u540c\u7522\u696d\u7684\u8868\u73fe\u3002\u800c\u7531\u65bc\u672c\u6587\u4e3b\u8981\u63a1\u7528\u7684\u662f\u8ca1\u52d9\u6578\u64da\uff0c\u56e0\u6b64\u5c1a\u672a\u719f\u6089\u6488\u53d6\u8ca1\u52d9\u6578\u64da\u6d41\u7a0b\u7684\u8b80\u8005\uff0c\u5efa\u8b70\u5148\u95b1\u8b80<a href=\"https:\/\/medium.com\/tej-api-%E9%87%91%E8%9E%8D%E8%B3%87%E6%96%99%E5%88%86%E6%9E%90\/%E6%96%B0%E6%89%8B%E4%B8%8A%E8%B7%AF-%E5%85%AD-%E8%B2%A1%E5%8B%99%E6%95%B8%E6%93%9A%E6%92%88%E5%8F%96-8c3984964236\">\u3010\u65b0\u624b\u4e0a\u8def(\u516d)\u3011- \u8ca1\u52d9\u6578\u64da\u6488\u53d6<\/a>\uff0c\u518d\u56de\u4f86\u4e00\u6b65\u4e00\u6b65\u5efa\u69cb\u81ea\u5df1\u5c08\u5c6c\u7684\u5100\u9336\u677f\uff01<\/li><\/ul>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"f185\"><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u6240\u8b02\u5100\u9336\u677f\uff0c\u5373\u662f\u7528\u8996\u89ba\u6548\u679c\u3001\u55ae\u4e00\u9801\u9762\u7684\u65b9\u5f0f\u53bb\u50b3\u9054\u91cd\u8981\u7684\u8cc7\u8a0a\uff0c\u8b93\u4f7f\u7528\u8005\u80fd\u5728\u5f88\u77ed\u7684\u6642\u9593\u5167\u89c0\u5bdf\u51fa\u67d0\u500b\u8da8\u52e2\u8207\u505a\u51fa\u76f8\u95dc\u63a8\u8ad6\u3002\u800c\u4e00\u500b\u8a2d\u8a08\u826f\u597d\u7684\u5100\u9336\u677f\uff0c\u9664\u4e86\u5916\u89c0\u76f4\u89ba\u8207\u756b\u9762\u4e0d\u96dc\u4e82\uff0c\u6700\u7cbe\u83ef\u3001\u6700\u60f3\u50b3\u9054\u51fa\u7684\u5167\u5bb9\u4e5f\u5fc5\u9808\u8981\u7cbe\u6e96\u5730\u5448\u73fe\uff0c\u624d\u4e0d\u81f3\u65bc\u8b93\u4f7f\u7528\u8005\u627e\u4e0d\u51fa\u8a72\u5100\u8868\u677f\u7684\u91cd\u9ede\u8207\u50f9\u503c\u4f55\u5728\u3002<\/p>\n\n\n\n<p>\u96f7\u9054\u5716\u70ba\u5100\u9336\u677f\u4e0a\u5e38\u898b\u7684\u5716\u8868\uff0c\u4e5f\u662f\u5e38\u7528\u65bc\u5206\u6790\u8ca1\u52d9\u5831\u8868\u7684\u65b9\u5f0f\u3002\u900f\u904e\u6bd4\u8f03\u516c\u53f8\u5176\u4ed6\u5e74\u5ea6\u3001\u6216\u662f\u540c\u7522\u696d\u516c\u53f8\u7684\u8868\u73fe\uff0c\u53ef\u4ee5\u4e86\u89e3\u516c\u53f8\u76f8\u95dc\u8ca1\u52d9\u6307\u6a19\u7684\u8da8\u52e2\uff0c\u8207\u540c\u671f\u540c\u7522\u696d\u516c\u53f8\u7684\u76f8\u5c0d\u8868\u73fe\uff0c\u56e0\u6b64\u5c0d\u65bc\u57fa\u672c\u9762\u5206\u6790\u76f8\u7576\u6709\u5e6b\u52a9\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"ea2b\"><span class=\"ez-toc-section\" id=\"%E7%B7%A8%E8%BC%AF%E7%92%B0%E5%A2%83%E5%8F%8A%E6%A8%A1%E7%B5%84%E9%9C%80%E6%B1%82\"><\/span>\u7de8\u8f2f\u74b0\u5883\u53ca\u6a21\u7d44\u9700\u6c42<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u672c\u6587\u4f7f\u7528 Windows OS \u4e26\u4ee5 Jupyter Notebook \u4f5c\u70ba\u7de8\u8f2f\u5668<\/p>\n\n\n\n<pre class=\"wp-block-verse\">#\u529f\u80fd\u6a21\u7d44<br \/>import pandas as pd<br \/>import numpy as np<br \/><br \/>#\u8996\u89ba\u5316\u6a21\u7d44<br \/>import plotly.graph_objects as go<br \/><br \/>#TEJ API<br \/>import tejapi<br \/>tejapi.ApiConfig.api_key = 'Your Key'<br \/>tejapi.ApiConfig.ignoretz = True<\/pre>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"6fdd\"><span class=\"ez-toc-section\" id=\"%E8%B3%87%E6%96%99%E5%BA%AB%E4%BD%BF%E7%94%A8\"><\/span>\u8cc7\u6599\u5eab\u4f7f\u7528<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<ul class=\"wp-block-list\"><li><a rel=\"noreferrer noopener\" href=\"https:\/\/api.tej.com.tw\/columns.html?idCode=TWN\/AIM1A\" target=\"_blank\">IFRS\u4ee5\u5408\u4f75\u70ba\u4e3b\u7c21\u8868(\u7d2f\u8a08)-\u5168\u7522\u696d<\/a>\uff1a\u8cc7\u6599\u5eab\u4ee3\u78bc\u70ba &#8220;TWN\/AIMIA&#8221;\uff0c\u6db5\u84cb\u6240\u6709\u516c\u958b\u767c\u884c\u4ee5\u4e0a\u516c\u53f8\u7684\u7d2f\u8a08\u8ca1\u52d9\u6578\u64da<\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/api.tej.com.tw\/columndoc.html?subId=14\" target=\"_blank\">\u57fa\u672c\u8cc7\u6599<\/a>\uff1a\u8cc7\u6599\u5eab\u4ee3\u78bc\u70ba &#8220;TWN\/AIND&#8221;\uff0c\u5305\u542b\u516c\u53f8\u7684\u7522\u696d\u3001\u54e1\u5de5\u8cc7\u8a0a\u3001\u4e0a\u5e02\u65e5\u671f\u7b49\u57fa\u672c\u8cc7\u8a0a<\/li><\/ul>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"2082\"><span class=\"ez-toc-section\" id=\"%E8%B3%87%E6%96%99%E8%99%95%E7%90%86\"><\/span>\u8cc7\u6599\u8655\u7406<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Step 1.&nbsp;<\/strong>\u8ca1\u52d9\u6578\u64da\u6488\u53d6<\/h4>\n\n\n\n<pre class=\"wp-block-verse\">database = tejapi.get('TWN\/AIM1A',<br \/>                    mdate = {'gte':'2020-01-01'},<br \/>                    paginate = True,<br \/>                    opts = {'pivot':True, 'columns': ['coid','mdate','4151','R106','R502', 'R503', 'R509', 'R631', 'K632', 'R103']},<br \/>                    chinese_column_name = True)<\/pre>\n\n\n\n<p>\u5f9eTEJ\u7684\u8ca1\u52d9\u8cc7\u6599\u5eab\u88e1\uff0c\u6488\u53d6<strong>\u6240\u6709\u516c\u53f8<\/strong>\u81ea2020\u5e74\u4ee5\u4f86\u7684\u6578\u64da\uff0c\u56e0\u70ba\u672c\u6587\u96f7\u9054\u5716\u4e0a\u5448\u73fe\u7684\u5c07\u6703\u662f<strong>\u76f8\u5c0d\u8868\u73fe<\/strong>\uff0c\u800c\u4e0d\u662f\u55ae\u4e00\u516c\u53f8\u7684<strong>\u7d55\u5c0d\u6578\u503c<\/strong>\u3002\u9019\u908a\u9078\u53d6\u7684\u79d1\u76ee\u662f<strong>\u73fe\u91d1\u80a1\u5229\u3001\u71df\u696d\u5229\u76ca\u7387\u3001\u901f\u52d5\u6bd4\u7387\u3001\u5229\u606f\u652f\u51fa\u7387\u3001\u501f\u6b3e\u4f9d\u5b58\u5ea6\u3001\u6536\u6b3e\u5929\u6578\u3001\u552e\u8ca8\u5929\u6578\u4ee5\u53caROE<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"382\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/11\/database-1024x382.png\" alt=\"\" class=\"wp-image-20057\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/database-1024x382.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/database-300x112.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/database-768x286.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/database-1170x436.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/database-585x218.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/database.png 1240w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>database<\/figcaption><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Step 2.&nbsp;<\/strong>\u8655\u7406\u73fe\u91d1\u80a1\u5229<\/h4>\n\n\n\n<pre class=\"wp-block-verse\">dps_date = database[database['\u8ca1\u5831\u5e74\u6708'].dt.month == 12].groupby(by = '\u516c\u53f8\u4ee3\u78bc').last()['\u8ca1\u5831\u5e74\u6708'].mode().values[0]<\/pre>\n\n\n\n<p>\u56e0\u70ba\u73fe\u91d1\u80a1\u5229\u70ba<strong>\u5e74\u983b\u7387\u8cc7\u6599<\/strong>\uff0c\u6240\u4ee5\u50c512\u6708\u4efd\u6709\u8cc7\u6599\u3002\u63a5\u8457\u5229\u7528<code>groupby<\/code>\u5c07\u8cc7\u6599\u4ee5\u516c\u53f8\u9032\u884c\u5206\u7fa4\uff0c\u6bcf\u7fa4\u7684\u6700\u5f8c\u4e00\u7b46\u8cc7\u6599<code>last<\/code>\u70ba\u8a72\u516c\u53f8<strong>\u6700\u65b0<\/strong>\u7684\u8cc7\u6599\u3002\u800c\u70ba\u4e86\u907f\u514d\u90e8\u5206\u516c\u53f8\u5148\u884c\u516c\u5e03\u8cc7\u6599\uff0c\u800c\u6709\u53ef\u6bd4\u516c\u53f8\u904e\u5c11\u7684\u554f\u984c\uff0c\u9019\u88e1\u518d\u5229\u7528<code>[\u2018\u8ca1\u5831\u5e74\u6708\u2019].mode<\/code>\u53d6\u5f97\u51fa\u73fe\u6b21\u6578<strong>\u6700\u591a<\/strong>\u7684<strong>\u6700\u65b0\u65e5\u671f<\/strong>\uff0c\u4f86\u7576\u4f5c\u6211\u5011\u7684<strong>\u6bd4\u8f03\u57fa\u6e96\u65e5<\/strong>\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"516\" height=\"29\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/11\/dps.png\" alt=\"\" class=\"wp-image-20058\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/dps.png 516w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/dps-300x17.png 300w\" sizes=\"(max-width: 516px) 100vw, 516px\" \/><figcaption>dps_date<\/figcaption><\/figure><\/div>\n\n\n\n<pre class=\"wp-block-verse\">dps_radar= database[database['\u8ca1\u5831\u5e74\u6708'] == dps_date].loc[:,['\u516c\u53f8\u4ee3\u78bc','\u666e\u901a\u80a1\u6bcf\u80a1\u73fe\u91d1\u80a1\u5229\uff08\u76c8\u9918\u53ca\u516c\u7a4d\uff09']].reset_index(drop=True)<\/pre>\n\n\n\n<p>\u518d\u4ee5\u6b64\u65e5\u671f\uff0c\u7be9\u9078\u51fa2020\u5e74\u6240\u6709\u516c\u53f8\u7684\u73fe\u91d1\u80a1\u5229\u8cc7\u6599<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"426\" height=\"460\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/11\/dps_radar.png\" alt=\"\" class=\"wp-image-20059\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/dps_radar.png 426w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/dps_radar-278x300.png 278w\" sizes=\"(max-width: 426px) 100vw, 426px\" \/><figcaption>dps_radar<\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Step 3.&nbsp;<\/strong>\u8655\u7406\u5176\u9918\u5b63\u983b\u7387\u7684\u8cc7\u6599<\/h4>\n\n\n\n<pre class=\"wp-block-verse\">database = database.drop(axis =1, columns = '\u666e\u901a\u80a1\u6bcf\u80a1\u73fe\u91d1\u80a1\u5229\uff08\u76c8\u9918\u53ca\u516c\u7a4d\uff09')<br \/>com_date = database.groupby(by = '\u516c\u53f8\u4ee3\u78bc').last()['\u8ca1\u5831\u5e74\u6708'].mode().values[0]<br \/>adj_radar = database[database['\u8ca1\u5831\u5e74\u6708'] == com_date].reset_index(drop=True)<\/pre>\n\n\n\n<p>\u5148\u522a\u9664\u73fe\u91d1\u80a1\u5229\u6b04\u4f4d\uff0c\u800c\u6821\u6b63\u6bd4\u8f03\u57fa\u6e96\u65e5\u671f\u7684\u65b9\u5f0f\u5982\u540c Step2<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"455\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/11\/adj-1024x455.png\" alt=\"\" class=\"wp-image-20060\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/adj-1024x455.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/adj-300x133.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/adj-768x341.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/adj-585x260.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/adj.png 1082w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>adj_radar<\/figcaption><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Step 4.&nbsp;<\/strong>\u5408\u4f75\u8cc7\u6599\u4e26\u9032\u884c\u6392\u5e8f<\/h4>\n\n\n\n<pre class=\"wp-block-verse\">adj_radar = adj_radar.merge(dps_radar, on = '\u516c\u53f8\u4ee3\u78bc')<br \/>adj_radar = adj_radar.dropna().reset_index(drop=True)<br \/>ranked_radar = adj_radar.loc[:, ['\u666e\u901a\u80a1\u6bcf\u80a1\u73fe\u91d1\u80a1\u5229\uff08\u76c8\u9918\u53ca\u516c\u7a4d\uff09', '\u71df\u696d\u5229\u76ca\u7387','\u901f\u52d5\u6bd4\u7387','\u5229\u606f\u652f\u51fa\u7387','\u501f\u6b3e\u4f9d\u5b58\u5ea6','\u5b63\u5e95\u6536\u6b3e\u5929\u6578','\u5b63\u5e95\u552e\u8ca8\u5929\u6578','ROE(A)\uff0d\u7a05\u5f8c']].rank(pct=True)<br \/>ranked_radar.insert(0, '\u516c\u53f8\u4ee3\u78bc', adj_radar['\u516c\u53f8\u4ee3\u78bc'])<\/pre>\n\n\n\n<p>\u9996\u5148\u5c07\u6240\u6709\u8ca1\u52d9\u6578\u64da\u5408\u4f75\u6210\u4e00\u8868\u4e26\u522a\u9664\u6709\u7f3a\u5931\u503c\u7684\u8cc7\u6599\uff0c\u63a5\u8457\u5229\u7528&nbsp;<code>rank(pct=True)<\/code>\u5c07\u5404\u6b04\u7684\u6578\u503c\u8f49\u6210 0 ~ 1\u4e4b\u9593\u7684\u767e\u5206\u4f4d\u6578\uff0c\u8209\u4f8b\u4f86\u8aaa\uff0c\u82e5\u67095\u9593\u516c\u53f8\u7684\u73fe\u91d1\u80a1\u5229\u5206\u5225\u70ba1, 2.5, 3.3, 4.2, 35\uff0c\u5247\u900f\u904e\u8f49\u63db\u5f8c\uff0c\u6703\u8b8a\u6210 0.2, 0.4, 0.6, 0.8, 1\uff0c\u6700\u5f8c\u518d\u7528&nbsp;<code>insert&nbsp;<\/code>\u88dc\u4e0a\u516c\u53f8\u6b04\u4f4d<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"386\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/11\/ranked-1024x386.png\" alt=\"\" class=\"wp-image-20061\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/ranked-1024x386.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/ranked-300x113.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/ranked-768x289.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/ranked-1170x441.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/ranked-585x220.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/ranked.png 1269w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>ranked_radar<\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"8b30\"><span class=\"ez-toc-section\" id=\"%E8%A6%96%E8%A6%BA%E5%8C%96\"><\/span>\u8996\u89ba\u5316<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Step 1.&nbsp;<\/strong>\u9078\u64c7\u6b32\u67e5\u8a62\u516c\u53f8\u8207\u5c0d\u61c9\u7522\u696d\u8868\u73fe<\/h4>\n\n\n\n<pre class=\"wp-block-verse\">firm_radar_list = ranked_radar[ranked_radar['\u516c\u53f8\u4ee3\u78bc'] == '2330'].iloc[0, 1:].tolist()<\/pre>\n\n\n\n<p>\u9019\u88e1\u9078\u64c7\u53f0\u7a4d\u96fb (2330)\uff0c\u4e26\u5c07\u898f\u6a21\u5316\u5f8c\u7684\u8ca1\u52d9\u6578\u64da\u8f49\u6210\u5217\u8868\u5132\u5b58<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"250\" height=\"207\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/11\/firm_radar_list.png\" alt=\"\" class=\"wp-image-20062\"\/><figcaption>firm_radar_list<\/figcaption><\/figure><\/div>\n\n\n\n<pre class=\"wp-block-verse\">firms = tejapi.get('TWN\/AIND',<br \/>                  paginate = True,<br \/>                  opts = {'columns':['coid','tejind2_c']},<br \/>                  chinese_column_name = True)industry = firms[firms['\u516c\u53f8\u7c21\u7a31'] == '2330'].iloc[0,1]<br \/>peers = firms[firms['TEJ\u7522\u696d\u540d'] == industry]['\u516c\u53f8\u7c21\u7a31'].tolist()<\/pre>\n\n\n\n<p>\u63a5\u8457\u5230TEJ\u8cc7\u6599\u5eab\u6488\u53d6\u8a72\u516c\u53f8\u6240\u5c6c\u7522\u696d&nbsp;<code>industry<\/code>\uff0c\u63a5\u8457\u518d\u4ee5\u6b64\u7522\u696d\u9078\u51fa\u540c\u7522\u696d\u6240\u6709\u516c\u53f8\u7684\u80a1\u7968\u4ee3\u78bc&nbsp;<code>peers<\/code><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"105\" height=\"253\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/11\/peers-\u90e8\u5206\u5167\u5bb9.png\" alt=\"\" class=\"wp-image-20063\"\/><figcaption>peers \u90e8\u5206\u5167\u5bb9<\/figcaption><\/figure><\/div>\n\n\n\n<pre class=\"wp-block-verse\">industry_radar = ranked_radar[ranked_radar['\u516c\u53f8\u4ee3\u78bc'].isin(peers)].loc[:, ['\u666e\u901a\u80a1\u6bcf\u80a1\u73fe\u91d1\u80a1\u5229\uff08\u76c8\u9918\u53ca\u516c\u7a4d\uff09', '\u71df\u696d\u5229\u76ca\u7387','\u901f\u52d5\u6bd4\u7387','\u5229\u606f\u652f\u51fa\u7387','\u501f\u6b3e\u4f9d\u5b58\u5ea6','\u5b63\u5e95\u6536\u6b3e\u5929\u6578','\u5b63\u5e95\u552e\u8ca8\u5929\u6578','ROE(A)\uff0d\u7a05\u5f8c']].mean()<br \/>industry_radar_list = industry_radar.tolist()<\/pre>\n\n\n\n<p>\u63a5\u8457\u8a08\u7b97\u540c\u5115\u516c\u53f8\u7684\u5e73\u5747\u767e\u5206\u4f4d\uff0c\u7528\u4ee5\u4ee3\u8868\u6574\u9ad4\u7522\u696d\u7684\u8868\u73fe<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"253\" height=\"213\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/11\/industry_radar_list.png\" alt=\"\" class=\"wp-image-20064\"\/><figcaption>industry_radar_list<\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Step 2.&nbsp;<\/strong>\u756b\u51fa\u96f7\u9054\u5716<\/h4>\n\n\n\n<pre class=\"wp-block-verse\">categories = ['\u73fe\u91d1\u80a1\u5229','\u71df\u696d\u5229\u76ca\u7387','\u901f\u52d5\u6bd4\u7387', '\u5229\u606f\u652f\u51fa\u7387','\u501f\u6b3e\u4f9d\u5b58\u5ea6', '\u6536\u6b3e\u5929\u6578', '\u552e\u8ca8\u5929\u6578', 'ROE']fig = go.Figure()fig.add_trace(go.Scatterpolar( r= firm_radar_list,<br \/>                           theta= categories,<br \/>                            fill='toself',<br \/>                            name='\u516c\u53f8'))<br \/>fig.add_trace(go.Scatterpolar( r=industry_radar_list,<br \/>                           theta=categories,<br \/>                            fill='toself',<br \/>                            name='\u7522\u696d'))fig.show()<\/pre>\n\n\n\n<p>\u9996\u5148\u5b9a\u7fa9&nbsp;<code>catogories<\/code>\uff0c\u79d1\u76ee\u540d\u7a31\u7684\u9806\u5e8f\u5fc5\u9808\u5c0d\u61c9\u5230<code>firm_radar_list<\/code>\u8207&nbsp;<code>industry_radar_list&nbsp;<\/code>\u5217\u8868\u88e1\u7684\u6578\u503c\uff0c\u70ba\u96f7\u9054\u4e0a\u986f\u793a\u7684\u6587\u5b57\uff0c\u4e26\u4f7f\u7528&nbsp;<code>toself&nbsp;<\/code>\u5c07\u5716\u5f62\u5167\u984f\u8272\u5857\u6eff<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"997\" height=\"640\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/11\/\u501f\u6b3e.png\" alt=\"\" class=\"wp-image-20066\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/\u501f\u6b3e.png 997w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/\u501f\u6b3e-300x193.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/\u501f\u6b3e-768x493.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/11\/\u501f\u6b3e-585x376.png 585w\" sizes=\"(max-width: 997px) 100vw, 997px\" \/><\/figure>\n\n\n\n<p>\u6709\u4e86\u4e0a\u8ff0\u96f7\u9054\u5716\uff0c\u5373\u53ef\u5f97\u5230\u8a31\u591a\u8a0a\u606f\uff0c\u5176\u4e00\u662f\u6574\u500b\u534a\u5c0e\u9ad4\u7522\u696d\u7684\u8ca1\u52d9\u6578\u64da\u8868\u73fe\uff0c\u5176\u4e8c\u662f\u53f0\u7a4d\u96fb\u7684\u71df\u696d\u5229\u76ca\u7387\u3001\u73fe\u91d1\u80a1\u5229\u8207ROE\u660e\u986f\u512a\u65bc\u540c\u696d\uff0c\u6536\u6b3e\u5929\u6578\u4e5f\u8f03\u77ed\uff0c\u4f46\u501f\u6b3e\u4f9d\u5b58\u5ea6\u537b\u9ad8\u65bc\u540c\u696d\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"b59c\"><span class=\"ez-toc-section\" id=\"%E7%B5%90%E8%AB%96\"><\/span>\u7d50\u8ad6<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u85c9\u7531TEJ\u7684\u8ca1\u52d9\u8cc7\u6599\u5eab\uff0c\u5373\u53ef\u5229\u7528\u4e0a\u8ff0\u65b9\u5f0f\u5efa\u69cb\u96f7\u9054\u5716\uff0c\u800c\u8ca1\u52d9\u6307\u6a19\u7684\u9078\u64c7\u3001\u8cc7\u6599\u6a19\u6e96\u5316\u7684\u65b9\u5f0f\u3001\u7522\u696d\u7684\u5206\u985e\u65b9\u5f0f\u90fd\u53ef\u4ee5\u6309\u7167\u81ea\u8eab\u9700\u6c42\u9032\u884c\u8abf\u6574\uff0c\u96d6\u7136\u672c\u6587\u4ee5\u540c\u671f\u3001\u4e0d\u540c\u516c\u53f8\u70ba\u57fa\u790e\u7e6a\u51fa\u96f7\u9054\u5716\uff0c\u4f46\u8b80\u8005\u4e5f\u53ef\u4ee5\u8a66\u8457\u4ee5\u540c\u516c\u53f8\u3001\u4e0d\u540c\u671f\u7684\u96f7\u9054\u5716\u4f86\u770b\u51fa\u516c\u53f8\u7684\u8b8a\u5316\u8da8\u52e2\u3002\u900f\u904e\u9019\u500b\u96f7\u9054\u5716\uff0c\u5c07\u80fd\u4ee5\u66f4\u5b8f\u89c0\u7684\u89d2\u5ea6\u770b\u5f85\u4e00\u5bb6\u516c\u53f8\uff0c\u82e5\u60f3\u591a\u4e86\u89e3\u8ca1\u5831\u7d30\u7bc0\uff0c\u63a8\u85a6\u8b80\u8005\u53c3\u52a0<a rel=\"noreferrer noopener\" href=\"https:\/\/www.tibame.com\/eventpage\/financial_statements\" target=\"_blank\">TEJ\u65bcTibaMe\u4e0a\u63a8\u51fa\u7684\u8ab2\u7a0b<\/a>\uff0c\u5feb\u901f\u57f9\u990a\u51fa\u8ca1\u52d9\u5206\u6790\u80fd\u529b\u3002\u800c\u8b80\u8005\u82e5\u5c0d\u65bc\u672c\u6587\u4f7f\u7528\u7684\u8cc7\u6599\u5eab\u6709\u8208\u8da3\uff0c\u4e5f\u6b61\u8fce\u5230<a rel=\"noreferrer noopener\" href=\"https:\/\/eshop.tej.com.tw\/E-Shop\/Edata_intro\" target=\"_blank\">TEJ E-Shop<\/a>&nbsp;\u9078\u53d6\u6700\u9069\u5408\u7684\u65b9\u6848\uff0c\u505a\u51fa\u81ea\u5df1\u5c08\u5c6c\u7684\u5100\u8868\u677f\uff01<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"68ba\"><span class=\"ez-toc-section\" id=\"%E5%AE%8C%E6%95%B4%E7%A8%8B%E5%BC%8F%E7%A2%BC\"><\/span>\u5b8c\u6574\u7a0b\u5f0f\u78bc<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p><a 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