{"id":108602,"date":"2026-09-22T08:16:40","date_gmt":"2026-09-22T00:16:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/108602.html"},"modified":"2026-09-22T08:16:40","modified_gmt":"2026-09-22T00:16:40","slug":"%e5%9f%ba%e9%87%91%e6%95%b0%e6%8d%ae%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e%e5%87%80%e5%80%bc%e5%88%b0%e6%8c%81%e4%bb%93%e7%9a%84%e5%85%a8%e9%93%be%e8%b7%af%e9%87%8f%e5%8c%96%ef%bc%88%e7%ac%ac-5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/108602.html","title":{"rendered":"\u57fa\u91d1\u6570\u636e\u5b9e\u6218\uff1a\u4ece\u51c0\u503c\u5230\u6301\u4ed3\u7684\u5168\u94fe\u8def\u91cf\u5316\uff08\u7b2c 5 \u7bc7\uff09\uff1a\u57fa\u91d1\u5386\u53f2MA\uff1a\u5747\u7ebf\u6392\u5217\u4e0e\u9009\u57fa\u4fe1\u53f7"},"content":{"rendered":"<h2>\u57fa\u91d1\u6570\u636e\u5b9e\u6218&#xff1a;\u4ece\u51c0\u503c\u5230\u6301\u4ed3\u7684\u5168\u94fe\u8def\u91cf\u5316&#xff08;\u7b2c 5 \u7bc7&#xff09;&#xff1a;\u57fa\u91d1\u5386\u53f2MA&#xff1a;\u5747\u7ebf\u6392\u5217\u4e0e\u9009\u57fa\u4fe1\u53f7<\/h2>\n<h3>\u4e00\u3001\u524d\u8a00<\/h3>\n<p>\u4e0a\u4e00\u7bc7&#xff08;\u7b2c 4 \u7bc7&#xff09;\u6211\u4eec\u7528 jj\/lskx \u62ff\u5230\u4e86\u57fa\u91d1 K \u7ebf\u7684\u5f00\u9ad8\u4f4e\u6536&#xff0c;\u5176\u4e2d\u6536\u76d8\u4ef7 c \u662f\u540e\u7eed\u4e00\u5207\u8d8b\u52bf\u4e0e\u4e56\u79bb\u8ba1\u7b97\u7684\u57fa\u77f3\u3002\u4f46\u5355\u6839 K \u7ebf\u53ea\u80fd\u770b\u300c\u5f53\u4e0b\u300d&#xff0c;\u8981\u770b\u300c\u8d8b\u52bf\u65b9\u5411\u300d\u8fd8\u5dee\u4e00\u6b65&#xff1a;\u5747\u7ebf&#xff08;Moving Average&#xff09;\u3002<\/p>\n<p>\u672c\u7bc7\u7ec4\u5408\u4e24\u4e2a\u63a5\u53e3&#xff1a;<\/p>\n<ul>\n<li>jj\/lsma&#xff1a;\u5386\u53f2\u5747\u7ebf\u5e8f\u5217&#xff0c;\u9010\u4ea4\u6613\u65e5\u56de\u4f20 ma3\/ma5\/ma10\/&#8230;\/ma250 \u5171 10 \u6761\u5747\u7ebf&#xff0c;\u7528\u4e8e\u505a\u6392\u5217\u3001\u91d1\u53c9\u3001\u7c98\u5408\u7b49\u65f6\u5e8f\u5224\u65ad&#xff1b;<\/li>\n<li>jj\/zxma&#xff1a;\u6700\u65b0\u5747\u7ebf\u5355\u6839&#xff0c;\u7ed3\u6784\u540c\u4e0a&#xff0c;\u7528\u4e8e\u5b9e\u65f6\u53d6\u5f53\u4e0b\u5747\u7ebf\u5feb\u7167\u3002<\/li>\n<\/ul>\n<p>\u4e8c\u8005\u7ed3\u5408&#xff0c;\u6211\u4eec\u5c31\u80fd\u7eaf Python \u81ea\u7814\u300c\u591a\u5934\/\u7a7a\u5934\u6392\u5217\u300d\u300c\u91d1\u53c9\/\u6b7b\u53c9\u300d\u300c\u4e56\u79bb\u7387\u300d\u300c\u5747\u7ebf\u7c98\u5408\u5ea6\u300d\u7b49\u8d8b\u52bf\u6307\u6807&#xff0c;\u5e76\u628a\u6392\u5217\u4e0e\u91d1\u53c9\u72b6\u6001\u6536\u655b\u6210\u300c\u9009\u57fa\u4fe1\u53f7\u300d&#xff0c;\u4e3a\u7b2c 10 \u7bc7\u91cf\u5316\u9009\u57fa\u63d0\u524d\u57cb\u70b9\u3002<\/p>\n<p>\u8854\u63a5\u8bf4\u660e&#xff1a;\u672c\u7bc7\u662f\u300c\u6a21\u5757\u4e8c\u00b7\u57fa\u91d1\u5386\u53f2\u4e0e\u5747\u7ebf\u300d\u7684\u6838\u5fc3\u7bc7&#xff0c;\u7b2c 4 \u7bc7\u89e3\u51b3\u4e86\u300cK \u7ebf\u4e0e\u6536\u76d8\u4ef7 c\u300d&#xff0c;\u672c\u7bc7\u89e3\u51b3\u300c\u5747\u7ebf\u8d8b\u52bf\u300d&#xff0c;\u4e0b\u4e00\u7bc7&#xff08;\u7b2c 6 \u7bc7&#xff09;\u5c06\u8fdb\u4e00\u6b65\u628a\u80a1\u7968\u6280\u672f\u6307\u6807\u8fc1\u79fb\u5230\u57fa\u91d1\u81ea\u7814\u3002<\/p>\n<h3>\u4e8c\u3001\u63a5\u53e3\u5b57\u6bb5\u89e3\u8bfb<\/h3>\n<h4>2.1 \u5386\u53f2\u5747\u7ebf jj\/lsma<\/h4>\n<p>https:\/\/api.biyingapi.com\/jj\/lsma\/{\u57fa\u91d1\u4ee3\u7801}\/{\u5206\u65f6\u7ea7\u522b}\/{\u60a8\u7684licence}<\/p>\n<table>\n<tr>\u5b57\u6bb5\u7c7b\u578b\u542b\u4e49<\/tr>\n<tbody>\n<tr>\n<td>t<\/td>\n<td>string<\/td>\n<td>\u4ea4\u6613\u65f6\u95f4&#xff08;yyyy-MM-dd&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma3<\/td>\n<td>number<\/td>\n<td>3 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma5<\/td>\n<td>number<\/td>\n<td>5 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma10<\/td>\n<td>number<\/td>\n<td>10 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma15<\/td>\n<td>number<\/td>\n<td>15 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma20<\/td>\n<td>number<\/td>\n<td>20 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma30<\/td>\n<td>number<\/td>\n<td>30 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma60<\/td>\n<td>number<\/td>\n<td>60 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma120<\/td>\n<td>number<\/td>\n<td>120 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma200<\/td>\n<td>number<\/td>\n<td>200 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma250<\/td>\n<td>number<\/td>\n<td>250 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u91cd\u8981&#xff1a;\u8be5\u63a5\u53e3\u53ea\u8fd4\u56de t \u4e0e 10 \u6761\u5747\u7ebf&#xff0c;\u4e0d\u8fd4\u56de\u6536\u76d8\u4ef7 c\u3002\u8981\u8ba1\u7b97\u4e56\u79bb\u7387\u6240\u9700\u7684\u6536\u76d8\u4ef7&#xff0c;\u5fc5\u987b\u56de\u5230\u7b2c 4 \u7bc7\u7684 jj\/lskx \u53d6 c \u5b57\u6bb5\u914d\u5408\u4f7f\u7528\u2014\u2014\u672c\u7bc7\u7edd\u4e0d\u865a\u6784 c\/close\/open\/vol \u7b49\u5b57\u6bb5\u3002<\/p>\n<h4>2.2 \u6700\u65b0\u5747\u7ebf jj\/zxma<\/h4>\n<p>https:\/\/api.biyingapi.com\/jj\/zxma\/{\u57fa\u91d1\u4ee3\u7801}\/{\u5206\u65f6\u7ea7\u522b}\/{\u60a8\u7684licence}<\/p>\n<p>\u5b57\u6bb5\u4e0e jj\/lsma \u5b8c\u5168\u76f8\u540c&#xff08;\u4ec5 t \u4e0e ma3..ma250 \u5171 11 \u4e2a&#xff09;&#xff0c;\u533a\u522b\u5728\u8fd4\u56de\u5f62\u6001\u4e3a\u5355\u6839\u6700\u65b0\u5feb\u7167&#xff08;dict \u6216\u5355\u5143\u7d20\u5217\u8868&#xff09;\u3002<\/p>\n<table>\n<tr>\u5b57\u6bb5\u7c7b\u578b\u542b\u4e49<\/tr>\n<tbody>\n<tr>\n<td>t<\/td>\n<td>string<\/td>\n<td>\u4ea4\u6613\u65f6\u95f4&#xff08;yyyy-MM-dd&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma3<\/td>\n<td>number<\/td>\n<td>3 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma5<\/td>\n<td>number<\/td>\n<td>5 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma10<\/td>\n<td>number<\/td>\n<td>10 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma15<\/td>\n<td>number<\/td>\n<td>15 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma20<\/td>\n<td>number<\/td>\n<td>20 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma30<\/td>\n<td>number<\/td>\n<td>30 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma60<\/td>\n<td>number<\/td>\n<td>60 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma120<\/td>\n<td>number<\/td>\n<td>120 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma200<\/td>\n<td>number<\/td>\n<td>200 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>ma250<\/td>\n<td>number<\/td>\n<td>250 \u65e5\u5747\u7ebf&#xff08;\u65e0\u5219\u4e3a null&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e09\u3001\u81ea\u7814\u884d\u751f\u6307\u6807 \/ \u4e1a\u52a1\u903b\u8f91<\/h3>\n<p>\u63a5\u53e3\u53ea\u7ed9\u88f8\u5747\u7ebf&#xff0c;\u4ee5\u4e0b\u5168\u90e8\u7528 Python \u624b\u5199&#xff1a;<\/p>\n<li>\u591a\u5934\u6392\u5217&#xff08;\u81ea\u7814&#xff09;&#xff1a;ma5 &gt; ma10 &gt; ma20 &gt; ma60&#xff08;\u4e25\u683c\u9012\u51cf&#xff09;\u8bb0\u4e3a\u591a\u5934\u6392\u5217&#xff0c;\u8fd4\u56de\u5e03\u5c14\u4e0e\u53c2\u4e0e\u503c&#xff1b;\u6280\u672f\u4e0a\u4ee3\u8868\u77ed\u671f\u6210\u672c\u6301\u7eed\u9ad8\u4e8e\u4e2d\u957f\u671f&#xff0c;\u8d8b\u52bf\u5411\u4e0a\u3002<\/li>\n<li>\u7a7a\u5934\u6392\u5217&#xff08;\u81ea\u7814&#xff09;&#xff1a;ma5 &lt; ma10 &lt; ma20 &lt; ma60&#xff08;\u4e25\u683c\u9012\u589e&#xff09;\u8bb0\u4e3a\u7a7a\u5934\u6392\u5217&#xff0c;\u8d8b\u52bf\u5411\u4e0b\u3002<\/li>\n<li>\u5747\u7ebf\u91d1\u53c9 \/ \u6b7b\u53c9&#xff08;\u81ea\u7814&#xff09;&#xff1a;\u4ee5\u77ed\u5468\u671f&#xff08;\u5982 ma5&#xff09;\u4e0e\u957f\u5468\u671f&#xff08;\u5982 ma20&#xff09;\u4e3a\u4f8b&#xff0c;\u7528\u524d\u540e\u4e24\u6839 bar \u7684\u4f4d\u7f6e\u5173\u7cfb\u5224\u5b9a\u2014\u2014\u77ed\u4e0a\u7a7f\u957f&#xff08;\u524d diff \u2264 0 \u4e14\u540e diff &gt; 0&#xff09;\u4e3a\u91d1\u53c9&#xff1b;\u77ed\u4e0b\u7a7f\u957f&#xff08;\u524d diff \u2265 0 \u4e14\u540e diff &lt; 0&#xff09;\u4e3a\u6b7b\u53c9&#xff1b;\u9996\u6839\u65e0\u524d\u503c\u8df3\u8fc7\u3002<\/li>\n<li>\u5747\u7ebf\u4e56\u79bb\u7387&#xff08;\u81ea\u7814&#xff09;&#xff1a;(c &#8211; maN) \/ maN * 100%\u3002\u5176\u4e2d c \u6765\u81ea\u7b2c 4 \u7bc7 jj\/lskx \u7684\u6536\u76d8\u4ef7&#xff0c;\u672c\u7bc7 ma \u63a5\u53e3\u4e0d\u542b c&#xff1b;c \u4e0e ma60 \u7684\u504f\u79bb\u8868\u793a\u4e2d\u957f\u671f\u8d8b\u52bf\u4e56\u79bb&#xff0c;\u6b63\u4e3a\u5f3a\u52bf\u8d85\u4e70\u3001\u8d1f\u4e3a\u5f31\u52bf\u8d85\u5356\u3002<\/li>\n<li>\u5747\u7ebf\u7c98\u5408\u5ea6&#xff08;\u81ea\u7814&#xff09;&#xff1a;\u53d6 ma5\/ma10\/ma20 \u4e09\u6761&#xff0c;\u8ba1\u7b97 std \u00f7 mean&#xff0c;\u503c\u8d8a\u5c0f\u8d8a\u7c98\u5408&#xff0c;\u4ee3\u8868\u6a2a\u76d8\u84c4\u52bf\u3001\u65b9\u5411\u9009\u62e9\u4e34\u8fd1\u3002<\/li>\n<li>null \u503c\u5904\u7406&#xff1a;\u5747\u7ebf\u4e3a null \u65f6\u6240\u6709\u8ba1\u7b97\u5148\u5224\u7a7a&#xff0c;\u907f\u514d None \u53c2\u4e0e\u6570\u503c\u8fd0\u7b97\u5bfc\u81f4\u5f02\u5e38\u3002<\/li>\n<li>\u9009\u57fa\u4fe1\u53f7&#xff08;\u6536\u53e3&#xff09;&#xff1a;\u628a\u300c\u591a\u5934\u6392\u5217 &#043; \u91d1\u53c9\u300d\u4f5c\u4e3a\u9009\u57fa\u5f3a\u5f31\u4fe1\u53f7\u8f93\u51fa&#xff08;\u5f3a\/\u4e2d\/\u5f31&#xff09;&#xff0c;\u4e3a\u7b2c 10 \u7bc7\u91cf\u5316\u9009\u57fa\u94fa\u57ab\u3002<\/li>\n<h3>\u56db\u3001\u6570\u636e\u8868\u8bbe\u8ba1<\/h3>\n<p><span class=\"token keyword\">CREATE<\/span> <span class=\"token keyword\">TABLE<\/span> <span class=\"token keyword\">IF<\/span> <span class=\"token operator\">NOT<\/span> <span class=\"token keyword\">EXISTS<\/span> fund_ma <span class=\"token punctuation\">(<\/span><br \/>\n    id <span class=\"token keyword\">INTEGER<\/span> <span class=\"token keyword\">PRIMARY<\/span> <span class=\"token keyword\">KEY<\/span> AUTOINCREMENT<span class=\"token punctuation\">,<\/span><br \/>\n    dm <span class=\"token keyword\">TEXT<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">level<\/span> <span class=\"token keyword\">TEXT<\/span><span class=\"token punctuation\">,<\/span> t <span class=\"token keyword\">TEXT<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    ma3 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span> ma5 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span> ma10 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span> ma15 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span> ma20 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    ma30 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span> ma60 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span> ma120 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span> ma200 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span> ma250 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    collected_at <span class=\"token keyword\">TEXT<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token keyword\">UNIQUE<\/span><span class=\"token punctuation\">(<\/span>dm<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">level<\/span><span class=\"token punctuation\">,<\/span> t<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">CREATE<\/span> <span class=\"token keyword\">TABLE<\/span> <span class=\"token keyword\">IF<\/span> <span class=\"token operator\">NOT<\/span> <span class=\"token keyword\">EXISTS<\/span> fund_ma_signal <span class=\"token punctuation\">(<\/span><br \/>\n    id <span class=\"token keyword\">INTEGER<\/span> <span class=\"token keyword\">PRIMARY<\/span> <span class=\"token keyword\">KEY<\/span> AUTOINCREMENT<span class=\"token punctuation\">,<\/span><br \/>\n    dm <span class=\"token keyword\">TEXT<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">level<\/span> <span class=\"token keyword\">TEXT<\/span><span class=\"token punctuation\">,<\/span> t <span class=\"token keyword\">TEXT<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    is_bull <span class=\"token keyword\">INTEGER<\/span><span class=\"token punctuation\">,<\/span> is_bear <span class=\"token keyword\">INTEGER<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">cross<\/span> <span class=\"token keyword\">INTEGER<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    bias_ma60 <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span> adhesion <span class=\"token keyword\">REAL<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    select_signal <span class=\"token keyword\">TEXT<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    collected_at <span class=\"token keyword\">TEXT<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token keyword\">UNIQUE<\/span><span class=\"token punctuation\">(<\/span>dm<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">level<\/span><span class=\"token punctuation\">,<\/span> t<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>fund_ma \u5b58\u88f8\u5747\u7ebf\u5e8f\u5217&#xff08;\u843d\u5728\u5141\u8bb8\u5b57\u6bb5\u6e05\u5355\u5185&#xff09;&#xff1b;fund_ma_signal \u5b58\u672c\u7bc7\u81ea\u7814\u7684\u6392\u5217\/\u91d1\u53c9\/\u4e56\u79bb\/\u7c98\u5408\/\u9009\u57fa\u4fe1\u53f7&#xff0c;\u5747\u4e3a\u884d\u751f\u5217\u3002<\/p>\n<h3>\u4e94\u3001\u5b8c\u6574\u53ef\u8fd0\u884c\u4ee3\u7801<\/h3>\n<p><span class=\"token keyword\">import<\/span> requests<br \/>\n<span class=\"token keyword\">import<\/span> logging<br \/>\n<span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd<br \/>\n<span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np<br \/>\n<span class=\"token keyword\">import<\/span> sqlite3<\/p>\n<p><span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u5168\u5c40\u914d\u7f6e &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\nLICENCE <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u4f60\u7684licence&#034;<\/span><br \/>\nDB_PATH <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;quant.db&#034;<\/span><br \/>\nLOG_FILE <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;quant_collect.log&#034;<\/span><br \/>\nAPI_BASE <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;https:\/\/api.biyingapi.com&#034;<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u65e5\u5fd7\u521d\u59cb\u5316 &#8212;&#8212;&#8212;-<\/span><br \/>\nlogging<span class=\"token punctuation\">.<\/span>basicConfig<span class=\"token punctuation\">(<\/span><br \/>\n    filename<span class=\"token operator\">&#061;<\/span>LOG_FILE<span class=\"token punctuation\">,<\/span><br \/>\n    level<span class=\"token operator\">&#061;<\/span>logging<span class=\"token punctuation\">.<\/span>INFO<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token builtin\">format<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;%(asctime)s %(levelname)s %(message)s&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    datefmt<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;%Y-%m-%d %H:%M:%S&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    filemode<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;a&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\nlogger <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>getLogger<span class=\"token punctuation\">(<\/span>__name__<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u5e26\u91cd\u8bd5 HTTP \u8bf7\u6c42&#xff08;\u590d\u7528&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">biying_api_get_retry<\/span><span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">,<\/span> timeout<span class=\"token operator\">&#061;<\/span><span class=\"token number\">15<\/span><span class=\"token punctuation\">,<\/span> max_retry<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> attempt <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> max_retry <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            resp <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">,<\/span> timeout<span class=\"token operator\">&#061;<\/span>timeout<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> resp<span class=\"token punctuation\">.<\/span>status_code <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> resp<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            logger<span class=\"token punctuation\">.<\/span>warning<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;HTTP\u72b6\u6001\u7801\u5f02\u5e38&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>resp<span class=\"token punctuation\">.<\/span>status_code<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#xff0c;\u7b2c<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>attempt<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u6b21\u91cd\u8bd5&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n            logger<span class=\"token punctuation\">.<\/span>warning<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7f51\u7edc\u8bf7\u6c42\u5f02\u5e38&#xff0c;\u7b2c<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>attempt<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u6b21\u91cd\u8bd5&#xff0c;\u9519\u8bef\u4fe1\u606f&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    logger<span class=\"token punctuation\">.<\/span>error<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8fbe\u5230\u6700\u5927\u91cd\u8bd5\u6b21\u6570&#xff0c;\u63a5\u53e3\u8bf7\u6c42\u5931\u8d25&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u57fa\u91d1\u4ee3\u7801\u900f\u4f20&#xff08;\u4fdd\u7559&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">with_exchange_suffix<\/span><span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u57fa\u91d1\u4ee3\u7801\u6309\u5b98\u65b9\u539f\u503c\u900f\u4f20&#xff0c;\u4e0d\u505a\u4ea4\u6613\u6240\u540e\u7f00\u62fc\u63a5<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> code<\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u5386\u53f2\u5747\u7ebf\u5e8f\u5217 &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">fetch_lsma<\/span><span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">,<\/span> level<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    code <span class=\"token operator\">&#061;<\/span> with_exchange_suffix<span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">)<\/span><br \/>\n    url <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>API_BASE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/jj\/lsma\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>code<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>level<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>LICENCE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n    data <span class=\"token operator\">&#061;<\/span> biying_api_get_retry<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> data<br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;data&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span>data<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u6700\u65b0\u5747\u7ebf\u5355\u6839 &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">fetch_zxma<\/span><span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">,<\/span> level<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    code <span class=\"token operator\">&#061;<\/span> with_exchange_suffix<span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">)<\/span><br \/>\n    url <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>API_BASE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/jj\/zxma\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>code<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>level<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>LICENCE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n    data <span class=\"token operator\">&#061;<\/span> biying_api_get_retry<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">and<\/span> data<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> data<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> data<br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u6536\u76d8\u4ef7 c \u6765\u81ea\u7b2c4\u7bc7 jj\/lskx&#xff08;\u672c\u7bc7 ma \u63a5\u53e3\u4e0d\u542b c&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">fetch_lskx_c<\/span><span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">,<\/span> level<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    code <span class=\"token operator\">&#061;<\/span> with_exchange_suffix<span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">)<\/span><br \/>\n    url <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>API_BASE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/jj\/lskx\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>code<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>level<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>LICENCE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n    data <span class=\"token operator\">&#061;<\/span> biying_api_get_retry<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> data<br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;data&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span>data<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u6570\u503c\u5224\u7a7a\u5de5\u5177 &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">to_num<\/span><span class=\"token punctuation\">(<\/span>v<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> pd<span class=\"token punctuation\">.<\/span>to_numeric<span class=\"token punctuation\">(<\/span>v<span class=\"token punctuation\">,<\/span> errors<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;coerce&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u591a\u5934\u6392\u5217\u5224\u5b9a&#xff08;\u81ea\u7814&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">is_bull_arrangement<\/span><span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># ma5 &gt; ma10 &gt; ma20 &gt; ma60&#xff08;\u4e25\u683c\u9012\u51cf&#xff09;<\/span><br \/>\n    ma5 <span class=\"token operator\">&#061;<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    ma10 <span class=\"token operator\">&#061;<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma10&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    ma20 <span class=\"token operator\">&#061;<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    ma60 <span class=\"token operator\">&#061;<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>pd<span class=\"token punctuation\">.<\/span>isna<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> x <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span>ma5<span class=\"token punctuation\">,<\/span> ma10<span class=\"token punctuation\">,<\/span> ma20<span class=\"token punctuation\">,<\/span> ma60<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;is_bull&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma10&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    is_bull <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">(<\/span>ma5 <span class=\"token operator\">&gt;<\/span> ma10 <span class=\"token operator\">&gt;<\/span> ma20 <span class=\"token operator\">&gt;<\/span> ma60<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;is_bull&#034;<\/span><span class=\"token punctuation\">:<\/span> is_bull<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>ma5<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma10&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>ma10<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>ma20<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>ma60<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u7a7a\u5934\u6392\u5217\u5224\u5b9a&#xff08;\u81ea\u7814&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">is_bear_arrangement<\/span><span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># ma5 &lt; ma10 &lt; ma20 &lt; ma60&#xff08;\u4e25\u683c\u9012\u589e&#xff09;<\/span><br \/>\n    ma5 <span class=\"token operator\">&#061;<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    ma10 <span class=\"token operator\">&#061;<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma10&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    ma20 <span class=\"token operator\">&#061;<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    ma60 <span class=\"token operator\">&#061;<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>pd<span class=\"token punctuation\">.<\/span>isna<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> x <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span>ma5<span class=\"token punctuation\">,<\/span> ma10<span class=\"token punctuation\">,<\/span> ma20<span class=\"token punctuation\">,<\/span> ma60<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;is_bear&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma10&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    is_bear <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">(<\/span>ma5 <span class=\"token operator\">&lt;<\/span> ma10 <span class=\"token operator\">&lt;<\/span> ma20 <span class=\"token operator\">&lt;<\/span> ma60<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;is_bear&#034;<\/span><span class=\"token punctuation\">:<\/span> is_bear<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>ma5<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma10&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>ma10<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>ma20<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>ma60<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u91d1\u53c9\/\u6b7b\u53c9\u5224\u5b9a&#xff08;\u81ea\u7814&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">cross_signal<\/span><span class=\"token punctuation\">(<\/span>short_prev<span class=\"token punctuation\">,<\/span> short_cur<span class=\"token punctuation\">,<\/span> long_prev<span class=\"token punctuation\">,<\/span> long_cur<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># 1&#061;\u91d1\u53c9&#xff08;\u77ed\u4e0a\u7a7f\u957f&#xff09;&#xff0c;-1&#061;\u6b7b\u53c9&#xff08;\u77ed\u4e0b\u7a7f\u957f&#xff09;&#xff0c;0&#061;\u65e0<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span>short_prev<span class=\"token punctuation\">,<\/span> short_cur<span class=\"token punctuation\">,<\/span> long_prev<span class=\"token punctuation\">,<\/span> long_cur<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token number\">0<\/span><br \/>\n    prev_diff <span class=\"token operator\">&#061;<\/span> short_prev <span class=\"token operator\">&#8211;<\/span> long_prev<br \/>\n    cur_diff <span class=\"token operator\">&#061;<\/span> short_cur <span class=\"token operator\">&#8211;<\/span> long_cur<br \/>\n    <span class=\"token keyword\">if<\/span> prev_diff <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">0<\/span> <span class=\"token operator\">&lt;<\/span> cur_diff<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token number\">1<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> prev_diff <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">0<\/span> <span class=\"token operator\">&gt;<\/span> cur_diff<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token number\">0<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u4e56\u79bb\u7387&#xff08;\u81ea\u7814&#xff0c;c \u6765\u81ea lskx&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">bias_rate<\/span><span class=\"token punctuation\">(<\/span>c<span class=\"token punctuation\">,<\/span> ma_n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># c: \u7b2c4\u7bc7 jj\/lskx \u6536\u76d8\u4ef7&#xff1b;ma_n: \u672c\u7bc7 lsma\/zxma \u5747\u7ebf<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> c <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">or<\/span> ma_n <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">or<\/span> ma_n <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>c <span class=\"token operator\">&#8211;<\/span> ma_n<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> ma_n <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u5747\u7ebf\u7c98\u5408\u5ea6&#xff08;\u81ea\u7814&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">adhesion<\/span><span class=\"token punctuation\">(<\/span>ma5<span class=\"token punctuation\">,<\/span> ma10<span class=\"token punctuation\">,<\/span> ma20<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># std \/ mean&#xff0c;\u8d8a\u5c0f\u8d8a\u7c98\u5408<\/span><br \/>\n    vals <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>to_num<span class=\"token punctuation\">(<\/span>ma5<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> to_num<span class=\"token punctuation\">(<\/span>ma10<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> to_num<span class=\"token punctuation\">(<\/span>ma20<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>pd<span class=\"token punctuation\">.<\/span>isna<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> x <span class=\"token keyword\">in<\/span> vals<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    arr <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span>vals<span class=\"token punctuation\">,<\/span> dtype<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">float<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> arr<span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>arr<span class=\"token punctuation\">.<\/span>std<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> arr<span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u9009\u57fa\u4fe1\u53f7&#xff08;\u6536\u53e3&#xff0c;\u81ea\u7814&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">select_signal<\/span><span class=\"token punctuation\">(<\/span>is_bull<span class=\"token punctuation\">,<\/span> cross<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> is_bull <span class=\"token keyword\">and<\/span> cross <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u5f3a&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> is_bull<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u4e2d&#034;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u5f31&#034;<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u5e8f\u5217\u5904\u7406&#xff1a;\u9010 bar \u8ba1\u7b97\u4fe1\u53f7 &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">process_ma_series<\/span><span class=\"token punctuation\">(<\/span>ma_list<span class=\"token punctuation\">,<\/span> c_map<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    signals <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    prev <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> row <span class=\"token keyword\">in<\/span> ma_list<span class=\"token punctuation\">:<\/span><br \/>\n        t <span class=\"token operator\">&#061;<\/span> row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        bull <span class=\"token operator\">&#061;<\/span> is_bull_arrangement<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">)<\/span><br \/>\n        bear <span class=\"token operator\">&#061;<\/span> is_bear_arrangement<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">)<\/span><br \/>\n        cross <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> prev <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            cross <span class=\"token operator\">&#061;<\/span> cross_signal<span class=\"token punctuation\">(<\/span><br \/>\n                to_num<span class=\"token punctuation\">(<\/span>prev<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                to_num<span class=\"token punctuation\">(<\/span>prev<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><br \/>\n        c <span class=\"token operator\">&#061;<\/span> c_map<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>t<span class=\"token punctuation\">)<\/span>               <span class=\"token comment\"># c \u6765\u81ea jj\/lskx<\/span><br \/>\n        bias_ma60 <span class=\"token operator\">&#061;<\/span> bias_rate<span class=\"token punctuation\">(<\/span>c<span class=\"token punctuation\">,<\/span> to_num<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        adh <span class=\"token operator\">&#061;<\/span> adhesion<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma10&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> row<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        sig <span class=\"token operator\">&#061;<\/span> select_signal<span class=\"token punctuation\">(<\/span>bull<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;is_bull&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> cross<span class=\"token punctuation\">)<\/span><br \/>\n        signals<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">:<\/span> t<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;is_bull&#034;<\/span><span class=\"token punctuation\">:<\/span> bull<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;is_bull&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;is_bear&#034;<\/span><span class=\"token punctuation\">:<\/span> bear<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;is_bear&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;cross&#034;<\/span><span class=\"token punctuation\">:<\/span> cross<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;bias_ma60&#034;<\/span><span class=\"token punctuation\">:<\/span> bias_ma60<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;adhesion&#034;<\/span><span class=\"token punctuation\">:<\/span> adh<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;select_signal&#034;<\/span><span class=\"token punctuation\">:<\/span> sig<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        prev <span class=\"token operator\">&#061;<\/span> row<br \/>\n    <span class=\"token keyword\">return<\/span> signals<\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u843d\u5e93&#xff1a;\u88f8\u5747\u7ebf &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">save_fund_ma<\/span><span class=\"token punctuation\">(<\/span>dm<span class=\"token punctuation\">,<\/span> level<span class=\"token punctuation\">,<\/span> ma_list<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> ma_list<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span><br \/>\n    conn <span class=\"token operator\">&#061;<\/span> sqlite3<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span>DB_PATH<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        rows <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> r <span class=\"token keyword\">in<\/span> ma_list<span class=\"token punctuation\">:<\/span><br \/>\n            rows<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;dm&#034;<\/span><span class=\"token punctuation\">:<\/span> dm<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;level&#034;<\/span><span class=\"token punctuation\">:<\/span> level<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">:<\/span> r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma3&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma3&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma5&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma10&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma10&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma15&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma15&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma30&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma30&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma120&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma120&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma200&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma200&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;ma250&#034;<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ma250&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;collected_at&#034;<\/span><span class=\"token punctuation\">:<\/span> time<span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y-%m-%d %H:%M:%S&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">(<\/span>rows<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>to_sql<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;fund_ma&#034;<\/span><span class=\"token punctuation\">,<\/span> conn<span class=\"token punctuation\">,<\/span> if_exists<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;append&#034;<\/span><span class=\"token punctuation\">,<\/span> index<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        conn<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;CREATE UNIQUE INDEX IF NOT EXISTS uk_fma ON fund_ma(dm, level, t)&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        conn<span class=\"token punctuation\">.<\/span>commit<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        logger<span class=\"token punctuation\">.<\/span>error<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u843d\u5e93 fund_ma \u5931\u8d25&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">finally<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        conn<span class=\"token punctuation\">.<\/span>close<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u843d\u5e93&#xff1a;\u81ea\u7814\u4fe1\u53f7 &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">save_fund_ma_signal<\/span><span class=\"token punctuation\">(<\/span>dm<span class=\"token punctuation\">,<\/span> level<span class=\"token punctuation\">,<\/span> signals<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> signals<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span><br \/>\n    conn <span class=\"token operator\">&#061;<\/span> sqlite3<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span>DB_PATH<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        rows <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> signals<span class=\"token punctuation\">:<\/span><br \/>\n            rows<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;dm&#034;<\/span><span class=\"token punctuation\">:<\/span> dm<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;level&#034;<\/span><span class=\"token punctuation\">:<\/span> level<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">:<\/span> s<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;is_bull&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;is_bull&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;is_bear&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;is_bear&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;cross&#034;<\/span><span class=\"token punctuation\">:<\/span> s<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;cross&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;bias_ma60&#034;<\/span><span class=\"token punctuation\">:<\/span> s<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;bias_ma60&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;adhesion&#034;<\/span><span class=\"token punctuation\">:<\/span> s<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;adhesion&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;select_signal&#034;<\/span><span class=\"token punctuation\">:<\/span> s<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;select_signal&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;collected_at&#034;<\/span><span class=\"token punctuation\">:<\/span> time<span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y-%m-%d %H:%M:%S&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">(<\/span>rows<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>to_sql<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;fund_ma_signal&#034;<\/span><span class=\"token punctuation\">,<\/span> conn<span class=\"token punctuation\">,<\/span> if_exists<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;append&#034;<\/span><span class=\"token punctuation\">,<\/span> index<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        conn<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;CREATE UNIQUE INDEX IF NOT EXISTS uk_fmas ON fund_ma_signal(dm, level, t)&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        conn<span class=\"token punctuation\">.<\/span>commit<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        logger<span class=\"token punctuation\">.<\/span>error<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u843d\u5e93 fund_ma_signal \u5931\u8d25&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">finally<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        conn<span class=\"token punctuation\">.<\/span>close<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u6f14\u793a\u5165\u53e3 &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">demo<\/span><span class=\"token punctuation\">(<\/span>codes<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> level<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;d&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> codes <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        codes <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;000001&#034;<\/span><span class=\"token punctuation\">]<\/span>            <span class=\"token comment\"># \u793a\u4f8b\u57fa\u91d1\u4ee3\u7801&#xff0c;\u7ea7\u522b d<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> code <span class=\"token keyword\">in<\/span> codes<span class=\"token punctuation\">:<\/span><br \/>\n        ma_list <span class=\"token operator\">&#061;<\/span> fetch_lsma<span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">,<\/span> level<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token comment\"># c \u6765\u81ea\u7b2c4\u7bc7 jj\/lskx&#xff0c;\u6309 t \u5bf9\u9f50<\/span><br \/>\n        lskx <span class=\"token operator\">&#061;<\/span> fetch_lskx_c<span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">,<\/span> level<span class=\"token punctuation\">)<\/span><br \/>\n        c_map <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span>x<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span> to_num<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;c&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                 <span class=\"token keyword\">for<\/span> x <span class=\"token keyword\">in<\/span> lskx <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><br \/>\n        signals <span class=\"token operator\">&#061;<\/span> process_ma_series<span class=\"token punctuation\">(<\/span>ma_list<span class=\"token punctuation\">,<\/span> c_map<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\\\\n&#061;&#061;&#061; <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>code<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#xff08;\u7ea7\u522b <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>level<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#xff09;&#061;&#061;&#061;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> signals<span class=\"token punctuation\">:<\/span><br \/>\n            last <span class=\"token operator\">&#061;<\/span> signals<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6700\u65b0\u4ea4\u6613\u65e5 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>last<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;t&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> | \u591a\u5934\u6392\u5217 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>last<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;is_bull&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> | &#034;<\/span><\/span><br \/>\n                  <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7a7a\u5934\u6392\u5217 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>last<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;is_bear&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> | \u91d1\u53c9\u6b7b\u53c9 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>last<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;cross&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> | &#034;<\/span><\/span><br \/>\n                  <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;ma60\u4e56\u79bb\u7387 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>last<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;bias_ma60&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">% | \u7c98\u5408\u5ea6 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>last<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;adhesion&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> | &#034;<\/span><\/span><br \/>\n                  <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u9009\u57fa\u4fe1\u53f7 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>last<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;select_signal&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#xff08;\u793a\u4f8b\u5360\u4f4d&#xff1a;\u4ee5\u4e0a\u4e3a\u63a5\u53e3\u5b57\u6bb5\u7ecf\u81ea\u7814\u8ba1\u7b97\u7684\u903b\u8f91\u6f14\u793a&#xff0c;\u975e\u771f\u5b9e\u6210\u4ea4\u6570\u636e&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        save_fund_ma<span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">,<\/span> level<span class=\"token punctuation\">,<\/span> ma_list<span class=\"token punctuation\">)<\/span><br \/>\n        save_fund_ma_signal<span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">,<\/span> level<span class=\"token punctuation\">,<\/span> signals<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n\u3010\u4ec5\u4e3a\u6570\u636e\u6f14\u793a&#xff0c;\u4e0d\u6784\u6210\u6295\u8d44\u5efa\u8bae\u3011\u5df2\u91c7\u96c6\u5747\u7ebf\u5e76\u843d\u5e93\u81ea\u7814\u4fe1\u53f7&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    demo<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u516d\u3001\u4e1a\u52a1\u5173\u952e\u70b9<\/h3>\n<li>\u63a5\u53e3\u4e0d\u542b\u6536\u76d8\u4ef7 c&#xff1a;lsma\/zxma \u53ea\u56de\u4f20 t \u4e0e\u5747\u7ebf&#xff0c;\u4e56\u79bb\u7387\u6240\u9700\u7684 c \u5fc5\u987b\u56de\u67e5\u7b2c 4 \u7bc7 jj\/lskx&#xff0c;\u672c\u7bc7\u4efb\u4f55\u4ee3\u7801\u4e0e\u5b57\u6bb5\u8868\u90fd\u4e0d\u865a\u6784 c\/close\/open\/vol\u3002<\/li>\n<li>\u8fd4\u56de\u5f62\u6001\u8981\u5224\u7a7a&#xff1a;lsma \u4e3a\u5e8f\u5217&#xff08;list&#xff09;&#xff0c;zxma \u53ef\u80fd\u4e3a dict \u6216\u5355\u5143\u7d20\u5217\u8868&#xff0c;\u4ee3\u7801\u9700\u517c\u5bb9\u4e24\u79cd\u5f62\u6001&#xff1b;\u9996\u6839 bar \u65e0\u524d\u503c&#xff0c;\u91d1\u53c9\/\u6b7b\u53c9\u5224\u5b9a\u5fc5\u987b\u8df3\u8fc7&#xff0c;\u5426\u5219 prev.get \u4f1a\u629b AttributeError\u3002<\/li>\n<li>null \u9632\u5fa1\u662f\u5e38\u6001&#xff1a;\u65b0\u57fa\u91d1\u6216\u4e0a\u5e02\u4e0d\u8db3 250 \u65e5\u7684\u57fa\u91d1&#xff0c;ma120\/ma200\/ma250 \u7b49\u5e38\u4e3a null&#xff0c;\u6240\u6709\u6570\u503c\u8fd0\u7b97\u524d\u5148\u7528 to_num &#043; isna \u5224\u7a7a&#xff0c;\u907f\u514d None \u53c2\u4e0e &gt;\/&lt;\/std \u8ba1\u7b97\u3002<\/li>\n<li>\u5747\u7ebf\u4e25\u683c\u9012\u51cf\/\u9012\u589e&#xff1a;\u591a\u5934\/\u7a7a\u5934\u6392\u5217\u7528\u7684\u662f\u4e25\u683c\u4e0d\u7b49\u53f7&#xff0c;\u82e5\u76f8\u90bb\u4e24\u6761\u5747\u7ebf\u76f8\u7b49&#xff08;\u7c98\u5408\u4e34\u754c&#xff09;\u5219\u4e0d\u8ba1\u5165\u6392\u5217&#xff0c;\u907f\u514d\u628a\u300c\u8d70\u5e73\u300d\u8bef\u5224\u4e3a\u8d8b\u52bf\u3002<\/li>\n<li>\u65f6\u95f4\u6233\u5bf9\u9f50&#xff1a;lsma \u7684 t \u4e0e lskx \u7684 t \u5747\u4e3a yyyy-MM-dd&#xff0c;\u843d\u5e93\u7528 (dm, level, t) \u552f\u4e00\u7d22\u5f15&#xff0c;\u4fbf\u4e8e\u628a\u5747\u7ebf\u4e0e\u6536\u76d8\u4ef7\u6309\u4ea4\u6613\u65e5\u7cbe\u786e\u5173\u8054\u3002<\/li>\n<h3>\u4e03\u3001\u62d3\u5c55\u7ec3\u4e60<\/h3>\n<li>\u628a\u300c\u591a\u5934\u6392\u5217 &#043; \u91d1\u53c9\u300d\u7684\u57fa\u91d1\u6807\u8bb0\u4e3a\u300c\u5f3a\u300d\u9009\u57fa\u4fe1\u53f7&#xff0c;\u6279\u91cf\u626b\u63cf\u81ea\u9009\u6c60&#xff0c;\u7edf\u8ba1\u5f3a\u4fe1\u53f7\u5360\u6bd4&#xff0c;\u4f5c\u4e3a\u7b2c 10 \u7bc7\u91cf\u5316\u9009\u57fa\u7684\u521d\u7b5b\u3002<\/li>\n<li>\u7528 ma60 \u4e56\u79bb\u7387\u5bf9\u57fa\u91d1\u505a\u5206\u6863&#xff08;\u5982 &gt;5% \u8d85\u4e70\u3001&lt;-5% \u8d85\u5356&#xff09;&#xff0c;\u7ed3\u5408\u7c98\u5408\u5ea6\u89c2\u5bdf\u300c\u7c98\u5408\u540e\u53d1\u6563\u300d\u662f\u5426\u5bf9\u5e94\u540e\u7eed\u51c0\u503c\u7a81\u7834\u3002<\/li>\n<h3>\u516b\u3001\u4e0b\u7bc7\u9884\u544a<\/h3>\n<p>\u4e0b\u4e00\u7bc7\u300a\u57fa\u91d1\u6280\u672f\u6307\u6807&#xff1a;\u628a\u80a1\u7968\u6307\u6807\u8fc1\u79fb\u5230\u57fa\u91d1&#xff08;\u81ea\u7814&#xff09;\u300b\u5c06\u57fa\u4e8e\u672c\u7bc7\u7684\u5747\u7ebf ma \u4e0e\u7b2c4\u7bc7\u7684 K \u7ebf o\/h\/l\/c&#xff0c;\u7528\u7eaf Python \u81ea\u7814\u57fa\u91d1\u7684\u300cKDJ \u968f\u673a\u6307\u6807\u300d\u300cBOLL \u5e03\u6797\u5e26\u300d\u300cMACD\u300d\u4e09\u5927\u6280\u672f\u6307\u6807\u2014\u2014\u56e0\u4e3a\u5b98\u65b9\u53ea\u7ed9\u4e86\u5747\u7ebf\u548c\u88f8 K \u7ebf&#xff0c;\u771f\u6b63\u7684 KDJ\/BOLL\/MACD \u5fc5\u987b\u81ea\u5df1\u7528\u6536\u76d8\u4ef7\u5e8f\u5217\u7b97\u51fa\u6765&#xff0c;\u8fd9\u662f\u57fa\u91d1\u91cf\u5316\u533a\u522b\u4e8e\u80a1\u7968\u7bc7&#xff08;\u5b98\u65b9\u76f4\u63a5\u7ed9\u6307\u6807&#xff09;\u7684\u6838\u5fc3\u81ea\u7814\u6218\u573a\u3002<\/p>\n<h3>\u4e5d\u3001\u514d\u8d23\u7533\u660e<\/h3>\n<p>\u514d\u8d23\u7533\u660e&#xff1a;\u6587\u4e2d\u6240\u6709\u6570\u636e\u5904\u7406\u903b\u8f91\u4ec5\u4e3a\u7f16\u7a0b\u6f14\u793a&#xff0c;\u4ec5\u4e3a\u6570\u636e\u6f14\u793a&#xff0c;\u4e0d\u6784\u6210\u6295\u8d44\u5efa\u8bae\u3002\u5e02\u573a\u6709\u98ce\u9669&#xff0c;\u6295\u8d44\u9700\u8c28\u614e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u57fa\u91d1\u6570\u636e\u5b9e\u6218&#xff1a;\u4ece\u51c0\u503c\u5230\u6301\u4ed3\u7684\u5168\u94fe\u8def\u91cf\u5316&#xff08;\u7b2c 5 \u7bc7&#xff09;&#xff1a;\u57fa\u91d1\u5386\u53f2MA&#xff1a;\u5747\u7ebf\u6392\u5217\u4e0e\u9009\u57fa\u4fe1\u53f7<br \/>\n\u4e00\u3001\u524d\u8a00<br \/>\n\u4e0a\u4e00\u7bc7&#xff08;\u7b2c 4 \u7bc7&#xff09;\u6211\u4eec\u7528 jj\/lskx \u62ff\u5230\u4e86\u57fa\u91d1 K \u7ebf\u7684\u5f00\u9ad8\u4f4e\u6536&#xff0c;\u5176\u4e2d\u6536\u76d8\u4ef7 c \u662f\u540e\u7eed\u4e00\u5207\u8d8b\u52bf\u4e0e\u4e56\u79bb\u8ba1\u7b97\u7684\u57fa\u77f3\u3002\u4f46\u5355\u6839 K \u7ebf\u53ea\u80fd\u770b\u300c\u5f53\u4e0b\u300d&#xff0c;\u8981\u770b\u300c\u8d8b\u52bf\u65b9\u5411\u300d\u8fd8\u5dee\u4e00\u6b65&#xff1a;\u5747\u7ebf&#xff08;Moving Average&#xff09;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11653,12394,11351,12393,99,81],"topic":[],"class_list":["post-108602","post","type-post","status-publish","format-standard","hentry","category-server","tag-11653","tag-api","tag-12393","tag-java","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u57fa\u91d1\u6570\u636e\u5b9e\u6218\uff1a\u4ece\u51c0\u503c\u5230\u6301\u4ed3\u7684\u5168\u94fe\u8def\u91cf\u5316\uff08\u7b2c 5 \u7bc7\uff09\uff1a\u57fa\u91d1\u5386\u53f2MA\uff1a\u5747\u7ebf\u6392\u5217\u4e0e\u9009\u57fa\u4fe1\u53f7 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/108602.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u57fa\u91d1\u6570\u636e\u5b9e\u6218\uff1a\u4ece\u51c0\u503c\u5230\u6301\u4ed3\u7684\u5168\u94fe\u8def\u91cf\u5316\uff08\u7b2c 5 \u7bc7\uff09\uff1a\u57fa\u91d1\u5386\u53f2MA\uff1a\u5747\u7ebf\u6392\u5217\u4e0e\u9009\u57fa\u4fe1\u53f7 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u57fa\u91d1\u6570\u636e\u5b9e\u6218&#xff1a;\u4ece\u51c0\u503c\u5230\u6301\u4ed3\u7684\u5168\u94fe\u8def\u91cf\u5316&#xff08;\u7b2c 5 \u7bc7&#xff09;&#xff1a;\u57fa\u91d1\u5386\u53f2MA&#xff1a;\u5747\u7ebf\u6392\u5217\u4e0e\u9009\u57fa\u4fe1\u53f7 \u4e00\u3001\u524d\u8a00 \u4e0a\u4e00\u7bc7&#xff08;\u7b2c 4 \u7bc7&#xff09;\u6211\u4eec\u7528 jj\/lskx \u62ff\u5230\u4e86\u57fa\u91d1 K \u7ebf\u7684\u5f00\u9ad8\u4f4e\u6536&#xff0c;\u5176\u4e2d\u6536\u76d8\u4ef7 c \u662f\u540e\u7eed\u4e00\u5207\u8d8b\u52bf\u4e0e\u4e56\u79bb\u8ba1\u7b97\u7684\u57fa\u77f3\u3002\u4f46\u5355\u6839 K \u7ebf\u53ea\u80fd\u770b\u300c\u5f53\u4e0b\u300d&#xff0c;\u8981\u770b\u300c\u8d8b\u52bf\u65b9\u5411\u300d\u8fd8\u5dee\u4e00\u6b65&#xff1a;\u5747\u7ebf&#xff08;Moving Average&#xff09;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/108602.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-22T00:16:40+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/108602.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/108602.html\",\"name\":\"\u57fa\u91d1\u6570\u636e\u5b9e\u6218\uff1a\u4ece\u51c0\u503c\u5230\u6301\u4ed3\u7684\u5168\u94fe\u8def\u91cf\u5316\uff08\u7b2c 5 \u7bc7\uff09\uff1a\u57fa\u91d1\u5386\u53f2MA\uff1a\u5747\u7ebf\u6392\u5217\u4e0e\u9009\u57fa\u4fe1\u53f7 - 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