{"id":142,"date":"2024-12-17T14:23:49","date_gmt":"2024-12-17T06:23:49","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/?page_id=142"},"modified":"2024-12-17T14:38:07","modified_gmt":"2024-12-17T06:38:07","slug":"tutor","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/tutor\/","title":{"rendered":"\u5b9e\u65f6\u884c\u60c5\u83b7\u53d6"},"content":{"rendered":"<blockquote><p>\n  \u6211\u662fMr.\u770b\u6d77\uff0c\u7531\u4e8e\u6211\u5f00\u53d1\u7684\u770b\u6d77\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\u662f\u57fa\u4e8eminiQMT\u7684\u884c\u60c5\u548c\u4ea4\u6613\u63a5\u53e3\uff0c\u6240\u4ee5\u5728\u6b64\u6211\u5c06miniQMT\u7684\u4f7f\u7528\u6559\u7a0b\u91c7\u7528\u6848\u4f8b\u96c6\u7684\u5f62\u5f0f\u8fdb\u884c\u8bb2\u89e3\uff0c\u8be5\u624b\u518c\u4f1a\u4e0d\u65ad\u5b8c\u5584\u548c\u4e30\u5bcc\uff0c\u4e3a\u505aminiQMT\u7684\u5f00\u53d1\u7684\u670b\u53cb\u63d0\u4f9b\u4fbf\u5229\u3002<br \/>\n  \u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u672c\u624b\u518c\u4ec5\u4f5c\u4e3a\u5b98\u65b9\u624b\u518c\u7684\u8f85\u52a9\u6559\u7a0b\uff0c\u6700\u6743\u5a01\u7684\u63a5\u53e3\u8bf7\u4ee5\u5b98\u65b9\u8bf4\u660e\u6587\u6863\u4e3a\u51c6\uff1a<br \/>\n  <strong><a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/dict.thinktrader.net\/nativeApi\/start_now.html?id=x3GDHP\" title=\"\u5b98\u65b9\u624b\u518c\u8bf7\u70b9\u51fb\u8fd9\u91cc\">\u5b98\u65b9\u624b\u518c\u8bf7\u70b9\u51fb\u8fd9\u91cc<\/a><\/strong>\n<\/p><\/blockquote>\n<hr \/>\n<h1>1.\u5b9e\u65f6\u6570\u636e\u83b7\u53d6\u7684\u8fd0\u884c\u903b\u8f91\u4e0e\u6f14\u793a\u6848\u4f8b<\/h1>\n<p>xtdata\u6a21\u5757\u4e2d\uff0c\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u6709\u4e09\u79cd\u5e38\u7528\u65b9\u5f0f\uff1a\u5148\u4e0b\u8f7d\u518d\u8bfb\u53d6\u7684\u65b9\u5f0f\u3001\u56de\u8c03\u51fd\u6570\u89e6\u53d1\u65b9\u5f0f\u3001\u83b7\u53d6\u5e02\u573a\u5feb\u7167\u65b9\u5f0f\uff0c\u5176\u4e2d\u524d\u4e24\u79cd\u65b9\u5f0f\u9700\u8981\u5148\u5411\u670d\u52a1\u5668\u8ba2\u9605(subscribe)\u6570\u636e\uff0c\u800c\u7b2c\u4e09\u79cd\u65b9\u5f0f\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\u83b7\u53d6\u3002<\/p>\n<h2>1.1 \u5148\u4e0b\u8f7d\u518d\u8bfb\u53d6\u7684\u65b9\u5f0f<\/h2>\n<p>\u7b2c\u4e00\u6b65\uff1a\u4f7f\u7528subscribe&#95;quote()\u51fd\u6570\u8ba2\u9605\u5355\u53ea\u80a1\u7968\u7684\u5b9e\u65f6\u884c\u60c5\uff0c\u6216\u8005\u4f7f\u7528subscribe&#95;whole&#95;quote()\u51fd\u6570\u8ba2\u9605\u5168\u5e02\u573a\u884c\u60c5\u3002\u7ecf\u8fc7\u8ba2\u9605\u7684\u6570\u636e\u5b9e\u8d28\u4e0a\u4e5f\u662f\u4e0b\u8f7d\u5230\u4e86\u672c\u5730\uff0c\u8fd9\u4e00\u70b9\u662f\u548cdownload&#95;history&#95;data\u51fd\u6570\u4e00\u6837\u7684\uff0c\u53ea\u4e0d\u8fc7\u4f7f\u7528\u8ba2\u9605\u7684\u51fd\u6570\u5f97\u5230\u7684\u6570\u636e\u4f1a\u81ea\u52a8\u66f4\u65b0\u5230\u672c\u5730\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u4f7f\u7528get&#95;market&#95;data\u6216get&#95;market&#95;data&#95;ex\u51fd\u6570\uff0c\u8bfb\u53d6\u672c\u5730\u7684\u6570\u636e\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u4e00\u70b9\u662f\uff0c\u5b9e\u65f6\u6570\u636e\u662f\u4ece\u8c03\u7528\u7684\u90a3\u4e00\u523b\u8d77\u5f00\u59cb\u5b58\u50a8\uff0c\u6bd4\u5982\u4ece\u4e0a\u534810\u70b9\u542f\u52a8\uff0c\u90a3\u4e489\u70b930\u5206\u523010\u70b9\u949f\u7684\u6570\u636e\u672c\u5730\u662f\u6ca1\u6709\u7684\uff0c\u4e3a\u4e86\u5c06\u6570\u636e\u8865\u5145\u5b8c\u6574\uff0c\u65b9\u4fbf\u540e\u7eed\u5904\u7406\uff0c\u53ef\u4ee5\u5148\u8c03\u7528download&#95;history&#95;data\u8865\u5145\u6570\u636e\uff0c\u518d\u542f\u52a8\u8ba2\u9605\u3002\u5f53\u7136\u5982\u679c\u4f60\u4e0d\u9700\u8981\u7528\u5230\u4e4b\u524d\u7684\u6570\u636e\uff0c\u90a3\u4e48\u76f4\u63a5\u8ba2\u9605\u4e5f\u53ef\u4ee5\u3002<\/p>\n<p>\u5148\u4e0b\u8f7d\u518d\u8bfb\u53d6\u7684\u65b9\u5f0f\u6bd4\u8f83\u7b80\u5355\u76f4\u89c2\uff0c\u4e0d\u8fc7\u5b9e\u65f6\u6027\u4f1a\u7a0d\u5fae\u5dee\u4e00\u4e9b\u3002\u6bd5\u7adf\u5f53\u8c03\u7528get&#95;market&#95;data\u51fd\u6570\u65f6\uff0c\u5f97\u5230\u7684\u6570\u636e\u53ef\u80fd\u5df2\u7ecf\u662f\u51e0\u79d2\u949f\u524d\u66f4\u65b0\u7684\u4e86\u3002<\/p>\n<pre><code class=\"language-python line-numbers\">from xtquant import xtdata\nimport time\n\n\n# 1.\u4e0b\u8f7d\u6570\u636e\nxtdata.download_history_data(\n    stock_code=\"000004.SZ\",\n    period=\"tick\",\n    start_time=\"20241212\",   #\u8fd9\u4e2a\u65f6\u95f4\u8981\u6839\u636e\u8fd0\u884c\u7a0b\u5e8f\u65e5\u671f\u4fee\u6539\n    end_time=\"20241212\"      #\u8fd9\u4e2a\u65f6\u95f4\u8981\u6839\u636e\u8fd0\u884c\u7a0b\u5e8f\u65e5\u671f\u4fee\u6539\uff0c\u4e5f\u53ef\u7f3a\u7701\n)\n\n\n# 2.\u8ba2\u9605\u6570\u636e\nseq = xtdata.subscribe_quote(\n    stock_code=\"000004.SZ\",  # \u5e73\u5b89\u94f6\u884c\n    period=\"tick\",             # 1\u5206\u949fK\u7ebf\n    count=-1                 # \u83b7\u53d6\u5f53\u5929\u6240\u6709\u6570\u636e\n)\n\n\n# 3.\u7b49\u5f85\u8ba2\u9605\u5b8c\u6210\ntime.sleep(1)\n\n\n# 4.\u5b9a\u671f\u83b7\u53d6\u6570\u636e\nfor i in range(5):  # \u6f14\u793a\u83b7\u53d65\u6b21\n    data = xtdata.get_market_data_ex(\n        field_list=[\"time\", \"open\", \"high\", \"low\", \"close\", \"volume\"],\n        stock_list=[\"000004.SZ\"],\n        period=\"tick\"\n    )\n    print(f\"\\n\u7b2c{i+1}\u6b21\u83b7\u53d6\u6570\u636e:\")\n    print(data)\n    time.sleep(3)  # \u6bcf3\u79d2\u83b7\u53d6\u4e00\u6b21\n\n\n# 5.\u53d6\u6d88\u8ba2\u9605\nxtdata.unsubscribe_quote(seq)\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff08\u56e0\u4e3a\u7a0b\u5e8f\u662f\u6536\u76d8\u540e\u8fd0\u884c\u7684\uff0c\u6240\u4ee5\u6709\u5168\u5929\u7684\u8fd0\u884c\u6570\u636e\uff09\uff1a<\/p>\n<pre><code class=\"language-python line-numbers\">\u7b2c1\u6b21\u83b7\u53d6\u6570\u636e:\n{'000004.SZ':                          time   open   high    low close  volume\n20241213091500  1734052500000   0.00   0.00   0.00   NaN       0\n20241213091509  1734052509000   0.00   0.00   0.00   NaN       0\n20241213091518  1734052518000   0.00   0.00   0.00   NaN       0\n20241213091527  1734052527000   0.00   0.00   0.00   NaN       0\n20241213091536  1734052536000   0.00   0.00   0.00   NaN       0\n...                       ...    ...    ...    ...   ...     ...\n20241213145924  1734073164000  20.03  20.84  19.65   NaN  348615\n20241213145933  1734073173000  20.03  20.84  19.65   NaN  348615\n20241213145942  1734073182000  20.03  20.84  19.65   NaN  348615\n20241213145951  1734073191000  20.03  20.84  19.65   NaN  348615\n20241213150000  1734073200000  20.03  20.84  19.65   NaN  351013\n\n\n[4812 rows x 6 columns]}\n<\/code><\/pre>\n<h2>1.2 \u56de\u8c03\u51fd\u6570\u89e6\u53d1\u65b9\u5f0f<\/h2>\n<p>\u7b2c\u4e00\u6b65\uff1a\u4f7f\u7528subscribe&#95;quote()\u51fd\u6570\u8ba2\u9605\u5355\u53ea\u80a1\u7968\u7684\u5b9e\u65f6\u884c\u60c5\uff0c\u6216\u8005\u4f7f\u7528subscribe&#95;whole&#95;quote()\u51fd\u6570\u8ba2\u9605\u5168\u5e02\u573a\u884c\u60c5\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u5b9a\u4e49\u56de\u8c03\u51fd\u6570\u5904\u7406\u6570\u636e\u66f4\u65b0\uff0c\u8ba2\u9605\u65f6\u8bbe\u7f6ecallback\u53c2\u6570\uff0c\u4f7f\u7528xtdata.run()\u4fdd\u6301\u7a0b\u5e8f\u8fd0\u884c\uff0c\u5728\u56de\u8c03\u51fd\u6570\u4e2d\u4f7f\u7528get&#95;market&#95;data\u6216get&#95;market&#95;data&#95;ex\u51fd\u6570\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u662f\u901a\u8fc7\u56de\u8c03\u51fd\u6570\u6765\u5904\u7406\u6570\u636e\u66f4\u65b0\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u867d\u7136\u6211\u4eec\u53ef\u4ee5\u8bbe\u7f6eperiod\u53c2\u6570\uff08\u5982&#8221;1m&#8221;\u8868\u793a\u5206\u949fK\u7ebf\uff09\uff0c\u4f46\u56de\u8c03\u51fd\u6570\u7684\u89e6\u53d1\u5e76\u4e0d\u662f\u6309\u7167\u8fd9\u4e2a\u65f6\u95f4\u95f4\u9694\u6765\u7684\u3002\u5b9e\u9645\u4e0a\uff1a<\/p>\n<ul>\n<li>\u5bf9\u4e8esubscribe&#95;quote\uff1a\u6bcf\u5f53\u80a1\u7968\u6709\u65b0\u7684\u6210\u4ea4\u65f6\u5c31\u4f1a\u89e6\u53d1\u56de\u8c03\uff0cperiod\u53c2\u6570\u53ea\u662f\u51b3\u5b9a\u4e86\u8fd4\u56de\u6570\u636e\u7684\u805a\u5408\u5468\u671f<\/li>\n<li>\u5bf9\u4e8esubscribe&#95;whole&#95;quote\uff1a\u6bcf\u5f53\u4efb\u4f55\u80a1\u7968\u6709\u65b0\u7684tick\u6570\u636e\u5c31\u4f1a\u89e6\u53d1\u56de\u8c03<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u80fd\u591f\u53ca\u65f6\u6355\u83b7\u5e02\u573a\u7684\u6bcf\u4e2a\u53d8\u5316\uff0c\u9002\u5408\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u8f83\u9ad8\u7684\u573a\u666f\u3002\u4f46\u9700\u8981\u6ce8\u610f\u56de\u8c03\u51fd\u6570\u7684\u5904\u7406\u6548\u7387\uff0c\u907f\u514d\u963b\u585e\u540e\u7eed\u6570\u636e\u7684\u5904\u7406\u3002\u7ecf\u8fc7\u5b9e\u6d4b\uff0c\u5bf9\u4e8esubscribe&#95;quote\u8ba2\u9605\u7684\u80a1\u7968\uff0c\u56de\u8c03\u89e6\u53d1\u5468\u671f\u5927\u6982\u662f3\u79d2\u3002\u8fd9\u4e2a\u5e94\u8be5\u662f\u80fd\u7ed9\u666e\u901a\u7528\u6237\u63d0\u4f9b\u7684\u670d\u52a1\u9650\u5236\u6240\u81f4\uff0c\u8fd9\u4e5f\u5c31\u5236\u7ea6\u4e86\u9ad8\u9891\u4ea4\u6613\u5e94\u7528\u3002\u4e0d\u8fc7\u8bdd\u8bf4\u56de\u6765\uff0c\u5bf9\u4e8e\u4e2a\u4eba\u91cf\u5316\u4ea4\u6613\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u4e5f\u57fa\u672c\u4e0d\u8003\u8651\u9ad8\u9891\u4ea4\u6613\u8fd9\u6761\u8def\u5b50\u4e86\uff0c\u5373\u4f7f\u63a5\u53e3\u80fd\u591f\u63d0\u4f9b\u652f\u6301\uff0c\u4e2a\u4eba\u7684\u7f51\u7edc\u548c\u786c\u4ef6\u6761\u4ef6\u4e5f\u96be\u4ee5\u8fbe\u6807\u3002<\/p>\n<p>\u8bdd\u8bf4\u56de\u6765\uff0c\u4e0b\u8fb9\u7684\u4f8b\u5b50\u662f\u4f7f\u7528\u56de\u8c03\u51fd\u6570\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u7684\u4e00\u4e2a\u6f14\u793a\u3002\u6848\u4f8b\u4e2dperiod=&#8221;1m&#8221;\u6307\u7684\u662f\u805a\u5408\u6570\u636e\u7684\u5468\u671f\uff0c\u4e0d\u662f\u8fdb\u5165\u56de\u8c03\u7684\u5468\u671f\uff0c\u5b9e\u6d4b\u8fdb\u5165\u8fd9\u4e2a\u56de\u8c03\u7684\u5468\u671f\u4e5f\u662f3\u79d2\u3002\u5bf9\u4e8e\u5b9e\u65f6\u6027\u8981\u6c42\u4f4e\u7684\u7b56\u7565\uff0c\u4f7f\u7528\u5148\u4e0b\u8f7d\u518d\u8bfb\u53d6\u7684\u65b9\u5f0f\u53ef\u80fd\u4f1a\u66f4\u7075\u6d3b\u3002<\/p>\n<pre><code class=\"language-python line-numbers\">from xtquant import xtdata\nimport time\n\n\n# 1.\u5b9a\u4e49\u56de\u8c03\u51fd\u6570\ndef on_data_update(data):\n    \"\"\"\u6570\u636e\u66f4\u65b0\u56de\u8c03\u51fd\u6570\"\"\"\n    # data\u662f\u672c\u6b21\u89e6\u53d1\u7684\u6570\u636e(\u5355\u6761)\n    code_list = list(data.keys())\n\n\n    # \u5728\u56de\u8c03\u4e2d\u83b7\u53d6\u5b8c\u6574K\u7ebf\u6570\u636e\n    klines = xtdata.get_market_data_ex(\n        field_list=[\"time\", \"open\", \"high\", \"low\", \"close\", \"volume\"],\n        stock_list=code_list,\n        start_time=\"20241213\",\n        period=\"1m\"\n    )\n    print(\"\\n\u6570\u636e\u66f4\u65b0:\")\n    print(klines)\n\n\n# 2.\u8ba2\u9605\u6570\u636e\u5e76\u8bbe\u7f6e\u56de\u8c03\nxtdata.subscribe_quote(\n    stock_code=\"000001.SZ\",  # \u5e73\u5b89\u94f6\u884c\n    period=\"1m\",             # 1\u5206\u949fK\u7ebf\n    count=-1,                # \u83b7\u53d6\u5f53\u5929\u6240\u6709\u6570\u636e\n    callback=on_data_update  # \u8bbe\u7f6e\u56de\u8c03\u51fd\u6570\n)\n\n\n# 3.\u4fdd\u6301\u7a0b\u5e8f\u8fd0\u884c\nprint(\"\u5f00\u59cb\u63a5\u6536\u5b9e\u65f6\u6570\u636e...\")\ntry:\n    xtdata.run()\nexcept KeyboardInterrupt:\n    print(\"\u7a0b\u5e8f\u7ed3\u675f\")\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff08\u56e0\u4e3a\u662f\u6536\u76d8\u540e\u8fd0\u884c\u7684\uff0c\u53ea\u8fdb\u5165\u4e00\u6b21\u56de\u8c03\uff0c\u5176\u4e2d\u6709\u5168\u5929\u6570\u636e\uff09\uff1a<\/p>\n<pre><code class=\"language-python line-numbers\">\u5f00\u59cb\u63a5\u6536\u5b9e\u65f6\u6570\u636e...\n\n\n\u6570\u636e\u66f4\u65b0:\n{'000001.SZ':                          time   open   high    low  close  volume\n20241213132100  1734067260000  11.59  11.61  11.59  11.61    1735\n20241213132200  1734067320000  11.60  11.61  11.60  11.60     942\n20241213132300  1734067380000  11.60  11.60  11.60  11.60       0\n20241213132400  1734067440000  11.60  11.60  11.60  11.60       0\n20241213132500  1734067500000  11.60  11.60  11.60  11.60       0\n...                       ...    ...    ...    ...    ...     ...\n20241213145600  1734072960000  11.56  11.57  11.56  11.57    9518\n20241213145700  1734073020000  11.57  11.58  11.56  11.58    4688\n20241213145800  1734073080000  11.58  11.58  11.58  11.58     154\n20241213145900  1734073140000  11.58  11.58  11.58  11.58       0\n20241213150000  1734073200000  11.56  11.56  11.56  11.56   21462\n<\/code><\/pre>\n<h2>1.3 \u4f7f\u7528\u5e02\u573a\u5feb\u7167\u65b9\u5f0f\u83b7\u53d6\u6570\u636e<\/h2>\n<p>\u9664\u4e86\u8ba2\u9605\u6570\u636e\u5916\uff0cxtdata\u8fd8\u63d0\u4f9b\u4e86get&#95;full&#95;tick\u51fd\u6570\u6765\u83b7\u53d6\u5e02\u573a\u7684\u6700\u65b0\u5feb\u7167\u6570\u636e\u3002\u8fd9\u4e2a\u51fd\u6570\u53ef\u4ee5\u4e00\u6b21\u6027\u83b7\u53d6\u6307\u5b9a\u5e02\u573a\u6240\u6709\u80a1\u7968\u7684\u6700\u65b0tick\u6570\u636e\uff0c\u800c\u4e0d\u9700\u8981\u8ba2\u9605\uff0c\u9002\u5408\u5b9a\u671f\u626b\u63cf\u5e02\u573a\u3002<\/p>\n<pre><code class=\"language-python line-numbers\">from xtquant import xtdata\n\n\n# \u83b7\u53d6\u6caa\u6df1\u4e24\u5e02\u7684\u6700\u65b0\u884c\u60c5\u5feb\u7167\nsnapshot = xtdata.get_full_tick([\"SH\", \"SZ\"])\n\n\n# \u6253\u5370\u6570\u636e\nprint(f\"\u5f53\u524d\u5e02\u573a\u5171{len(snapshot)}\u53ea\u80a1\u7968\")\nif snapshot:\n    # \u5c55\u793a\u7b2c\u4e00\u53ea\u80a1\u7968\u7684\u6570\u636e\n    first_stock = list(snapshot.keys())[0]\n    print(f\"\\n\u80a1\u7968{first_stock}\u7684tick\u6570\u636e:\")\n    print(snapshot[first_stock])\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n<pre><code class=\"language-python line-numbers\">\u5f53\u524d\u5e02\u573a\u517143070\u53ea\u80a1\u7968\n\n\n\u80a1\u7968000001.SH\u7684tick\u6570\u636e:\n{'timetag': '20241213 15:00:09', 'lastPrice': 3391.878, 'open': 3442.926, 'high': 3442.926, 'low': 3390.754, 'lastClose': 3461.4998, 'amount': 850714863000, 'volume': 777464144, 'pvolume': 777464144, 'stockStatus': 0, 'openInt': 0, 'settlementPrice': 0, 'lastSettlementPrice': 0, 'askPrice': [0, 0, 0, 0, 0], 'bidPrice': [0, 0, 0, 0, 0], 'askVol': [0, 0, 0, 0, 0], 'bidVol': [0, 0, 0, 0, 0]}\n<\/code><\/pre>\n<h1>2.\u76f8\u4f3c\u51fd\u6570\u7684\u5bf9\u6bd4<\/h1>\n<p>\u4e0a\u8fb9\u63d0\u5230\u7684\u51e0\u4e2a\u51fd\u6570\u662f\u6bd4\u8f83\u76f8\u50cf\u7684\uff0c\u8fd9\u91cc\u96c6\u4e2d\u8bb2\u4e00\u4e0b\u4ed6\u4eec\u7684\u533a\u522b\u3002<\/p>\n<h2>2.1 subscribe&#95;quote\u4e0esubscribe&#95;whole&#95;quote\u7684\u5bf9\u6bd4<\/h2>\n<p>\u4e3b\u8981\u533a\u522b\uff1a<\/p>\n<p>\uff081\uff09\u8ba2\u9605\u8303\u56f4\uff1a<\/p>\n<ul>\n<li>subscribe&#95;quote\uff1a\u8ba2\u9605\u6307\u5b9a\u80a1\u7968\u7684\u884c\u60c5<\/li>\n<li>subscribe&#95;whole&#95;quote\uff1a\u8ba2\u9605\u5168\u5e02\u573a\u884c\u60c5<\/li>\n<\/ul>\n<p>\uff082\uff09\u6570\u636e\u7c7b\u578b<\/p>\n<ul>\n<li>subscribe&#95;quote\uff1a\u652f\u6301K\u7ebf\u548ctick\u6570\u636e<\/li>\n<li>subscribe&#95;whole&#95;quote\uff1a\u4ec5\u652f\u6301tick\u6570\u636e<\/li>\n<\/ul>\n<p>\uff083\uff09\u4f7f\u7528\u573a\u666f<\/p>\n<ul>\n<li>subscribe&#95;quote\uff1a\u9002\u5408\u8ddf\u8e2a\u7279\u5b9a\u80a1\u7968<\/li>\n<li>subscribe&#95;whole&#95;quote\uff1a\u9002\u5408\u505a\u5e02\u573a\u626b\u63cf\u3001\u9ad8\u9891\u4ea4\u6613\u7b49<\/li>\n<\/ul>\n<p>\u4e0b\u9762\u5206\u522b\u6f14\u793a\u4e24\u79cd\u8ba2\u9605\u65b9\u5f0f\uff1a<\/p>\n<p>\uff081\uff09\u5355\u53ea\u80a1\u7968\u8ba2\u9605\u793a\u4f8b<\/p>\n<pre><code class=\"language-python line-numbers\">from xtquant import xtdata\nimport time\n\n\ndef on_quote_data(data):\n    \"\"\"\u5355\u53ea\u80a1\u7968\u6570\u636e\u56de\u8c03\"\"\"\n    print(\"\\n\u6536\u5230\u5355\u53ea\u80a1\u7968\u6570\u636e:\")\n    print(data)\n\n\n# \u8ba2\u9605\u5e73\u5b89\u94f6\u884c\u7684\u5206\u949fK\u7ebf\nseq = xtdata.subscribe_quote(\n    stock_code=\"000001.SZ\",  # \u5e73\u5b89\u94f6\u884c\n    period=\"1m\",             # 1\u5206\u949fK\u7ebf\n    callback=on_quote_data   # \u56de\u8c03\u51fd\u6570\n)\n\n\n# \u8fd0\u884c10\u79d2\u540e\u9000\u51fa\ntime.sleep(10)\nxtdata.unsubscribe_quote(seq)\nprint(\"\u7a0b\u5e8f\u7ed3\u675f\")\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n<pre><code class=\"language-python line-numbers\">\u6536\u5230\u5355\u53ea\u80a1\u7968\u6570\u636e:\n{'000001.SZ': [{'time': 1734417420000, 'open': 11.52, 'high': 11.540000000000001, 'low': 11.52, 'close': 11.540000000000001, 'volume': 2627, 'amount': 3029681.0, 'settlementPrice': 0.0, 'openInterest': 13, 'dr': 1.0, 'totaldr': 98.9329302783749, 'preClose': 6.95196156517096e-310, 'suspendFlag': 1948377584}]}\n\n\u6536\u5230\u5355\u53ea\u80a1\u7968\u6570\u636e:\n{'000001.SZ': [{'time': 1734417420000, 'open': 11.52, 'high': 11.540000000000001, 'low': 11.52, 'close': 11.53, 'volume': 2647, 'amount': 3052754.0, 'settlementPrice': 0.0, 'openInterest': 13, 'dr': 1.0, 'totaldr': 98.9329302783749, 'preClose': 6.95196156517096e-310, 'suspendFlag': 1611694256}]}    \n\n<\/code><\/pre>\n<p>\uff082\uff09\u5168\u5e02\u573a\u8ba2\u9605\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"language-python line-numbers\">from xtquant import xtdata\nimport time\n\n\ndef on_market_data(data):\n    \"\"\"\u5168\u5e02\u573a\u6570\u636e\u56de\u8c03\"\"\"\n    # \u53ea\u6253\u5370\u80a1\u7968\u6570\u91cf\u548c\u7b2c\u4e00\u53ea\u80a1\u7968\u7684\u6570\u636e\u4f5c\u4e3a\u793a\u4f8b\n    print(f\"\\n\u6536\u5230{len(data)}\u53ea\u80a1\u7968\u7684\u6570\u636e\")\n    if data:  # \u5982\u679c\u6709\u6570\u636e\n        first_stock = list(data.keys())[0]  # \u83b7\u53d6\u7b2c\u4e00\u53ea\u80a1\u7968\n        print(f\"\u7b2c\u4e00\u53ea\u80a1\u7968 {first_stock} \u7684\u6570\u636e:\")\n        print(data[first_stock])\n\n\n# \u8ba2\u9605\u6caa\u6df1\u4e24\u5e02\u7684tick\u6570\u636e\nseq = xtdata.subscribe_whole_quote(\n    code_list=[\"SH\", \"SZ\"],  # \u4e0a\u6d77\u548c\u6df1\u5733\u5e02\u573a\n    callback=on_market_data\n)\n\n\n# \u8fd0\u884c\u7a0b\u5e8f\nprint(\"\u5f00\u59cb\u63a5\u6536\u6570\u636e...\")\ntry:\n    xtdata.run()\nexcept KeyboardInterrupt:\n    xtdata.unsubscribe_quote(seq)\n    print(\"\u7a0b\u5e8f\u7ed3\u675f\")\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n<pre><code class=\"language-python line-numbers\">\u5f00\u59cb\u63a5\u6536\u6570\u636e...\n\n\n\u6536\u523023425\u53ea\u80a1\u7968\u7684\u6570\u636e\n\u7b2c\u4e00\u53ea\u80a1\u7968 000001.SH \u7684\u6570\u636e:\n{'time': 1734073209000, 'lastPrice': 3391.878, 'open': 3442.926, 'high': 3442.926, 'low': 3390.754, 'lastClose': 3461.4998, 'amount': 850714863000.0, 'volume': 777464144, 'pvolume': 777464144, 'stockStatus': 0, 'openInt': 0, 'transactionNum': 0, 'lastSettlementPrice': 0.0, 'settlementPrice': 0.0, 'pe': 0.0, 'askPrice': [0.0, 0.0, 0.0, 0.0, 0.0], 'bidPrice': [0.0, 0.0, 0.0, 0.0, 0.0], 'askVol': [0, 0, 0, 0, 0], 'bidVol': [0, 0, 0, 0, 0], 'volRatio': 0.0, 'speed1Min': 0.0, 'speed5Min': 0.0}\n<\/code><\/pre>\n<h2>2.2 get&#95;full&#95;tick\u4e0esubscribe&#95;whole&#95;quote\u7684\u4e3b\u8981\u533a\u522b\uff1a<\/h2>\n<p>\uff081\uff09\u8c03\u7528\u65b9\u5f0f<\/p>\n<ul>\n<li>get&#95;full&#95;tick\uff1a\u4e3b\u52a8\u83b7\u53d6\uff0c\u5355\u6b21\u8c03\u7528\u8fd4\u56de\u5f53\u524d\u5e02\u573a\u5feb\u7167<\/li>\n<li>subscribe&#95;whole&#95;quote\uff1a\u88ab\u52a8\u63a5\u6536\uff0c\u9700\u8981\u8bbe\u7f6e\u56de\u8c03\u51fd\u6570<\/li>\n<\/ul>\n<p>\uff082\uff09\u4f7f\u7528\u573a\u666f<\/p>\n<ul>\n<li>get&#95;full&#95;tick\uff1a\u9002\u5408\u5b9a\u671f\u83b7\u53d6\u5e02\u573a\u6982\u51b5\uff0c\u5982\u6bcf\u5206\u949f\u626b\u63cf\u4e00\u6b21\u5e02\u573a<\/li>\n<li>subscribe&#95;whole&#95;quote\uff1a\u9002\u5408\u5b9e\u65f6\u76d1\u63a7\u5e02\u573a\u53d8\u5316\uff0c\u5982\u9ad8\u9891\u4ea4\u6613<\/li>\n<\/ul>\n<p>\uff083\uff09\u6570\u636e\u5b8c\u6574\u6027<\/p>\n<ul>\n<li>get&#95;full&#95;tick\uff1a\u8fd4\u56de\u6240\u6709\u80a1\u7968\u7684\u6700\u65b0\u72b6\u6001<\/li>\n<li>subscribe&#95;whole&#95;quote\uff1a\u53ea\u63a8\u9001\u6709\u53d8\u5316\u7684\u80a1\u7968\u6570\u636e<\/li>\n<\/ul>\n<h1>3.\u5173\u4e8e\u53d6\u6d88\u8ba2\u9605<\/h1>\n<p>\u5f53\u6211\u4eec\u4e0d\u518d\u9700\u8981\u63a5\u6536\u5b9e\u65f6\u6570\u636e\u65f6,\u5e94\u8be5\u53ca\u65f6\u53d6\u6d88\u8ba2\u9605\u4ee5\u91ca\u653e\u8d44\u6e90\u3002xtdata\u63d0\u4f9b\u4e86unsubscribe&#95;quote\u51fd\u6570\u7528\u4e8e\u53d6\u6d88\u8ba2\u9605:<\/p>\n<pre><code class=\"language-python line-numbers\">from xtquant import xtdata\nimport time\n\n\ndef on_quote_data(data):\n    \"\"\"\u6570\u636e\u56de\u8c03\u51fd\u6570\"\"\"\n    print(\"\\n\u6536\u5230\u6570\u636e:\")\n    print(data)\n\n\n# \u8ba2\u9605\u6570\u636e\nseq = xtdata.subscribe_quote(\n    stock_code=\"000001.SZ\",\n    period=\"1m\",\n    callback=on_quote_data\n)\n\n\ntry:\n    # \u8fd0\u884c\u4e00\u6bb5\u65f6\u95f4\n    print(\"\u5f00\u59cb\u63a5\u6536\u6570\u636e...\")\n    time.sleep(10)  # \u63a5\u653610\u79d2\u6570\u636e\nfinally:\n    # \u53d6\u6d88\u8ba2\u9605\n    xtdata.unsubscribe_quote(seq)\n    print(\"\u5df2\u53d6\u6d88\u8ba2\u9605\")\n<\/code><\/pre>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u51e0\u70b9\uff1a<\/p>\n<ol>\n<li>\u6bcf\u6b21subscribe\u90fd\u4f1a\u8fd4\u56de\u4e00\u4e2a\u8ba2\u9605\u53f7seq<\/li>\n<li>unsubscribe&#95;quote\u9700\u8981\u4f20\u5165\u5bf9\u5e94\u7684\u8ba2\u9605\u53f7<\/li>\n<li>\u5efa\u8bae\u5728\u7a0b\u5e8f\u7ed3\u675f\u524d\u4e3b\u52a8\u53d6\u6d88\u8ba2\u9605<\/li>\n<li>\u53ef\u4ee5\u5728try-finally\u7ed3\u6784\u4e2d\u786e\u4fdd\u8ba2\u9605\u88ab\u6b63\u786e\u53d6\u6d88<\/li>\n<\/ol>\n<h1>4.\u6ce8\u610f\u4e8b\u9879<\/h1>\n<ol>\n<li>\u4f7f\u7528\u524d\u786e\u4fddminiQMT\u5df2\u542f\u52a8\u5e76\u6b63\u5e38\u8fd0\u884c<\/li>\n<li>\u5728\u4f7f\u7528\u6216\u8005\u6d4b\u8bd5\u4e0a\u8ff0\u63a5\u53e3\u65f6\uff0c\u8981\u9009\u5728\u5f00\u76d8\u65f6\u95f4\u5185<\/li>\n<li>\u6ce8\u610f\u63a7\u5236\u8ba2\u9605\u6570\u91cf\uff0c\u907f\u514d\u6570\u636e\u5904\u7406\u538b\u529b\u8fc7\u5927<\/li>\n<li>\u5efa\u8bae\u5728\u56de\u8c03\u51fd\u6570\u4e2d\u52a0\u5165\u5f02\u5e38\u5904\u7406<\/li>\n<li>Level2\u884c\u60c5\u9700\u8981\u989d\u5916\u7533\u8bf7\u5f00\u901a<\/li>\n<li>\u5b9e\u65f6\u6570\u636e\u5904\u7406\u8981\u6ce8\u610f\u6548\u7387\uff0c\u907f\u514d\u963b\u585e\u56de\u8c03\u51fd\u6570<\/li>\n<\/ol>\n<p>\u4ee5\u4e0a\u5c31\u662fXtQuant\u884c\u60c5\u6a21\u5757\u7684\u4e3b\u8981\u529f\u80fd\u548c\u4f7f\u7528\u65b9\u6cd5\u3002\u901a\u8fc7\u8fd9\u4e9b\u6848\u4f8b,\u60a8\u53ef\u4ee5\u5feb\u901f\u4e0a\u624b\u4f7f\u7528xtdata\u83b7\u53d6\u5404\u7c7b\u884c\u60c5\u6570\u636e\u3002\u6bcf\u4e2a\u6848\u4f8b\u90fd\u662f\u72ec\u7acb\u53ef\u884c\u7684\u5b8c\u6574\u4ee3\u7801,\u60a8\u53ef\u4ee5\u76f4\u63a5\u590d\u5236\u4f7f\u7528\u5e76\u6839\u636e\u9700\u8981\u4fee\u6539\u53c2\u6570\u3002<\/p>\n<h1>5. \u9644\u5f552\uff1a\u51fd\u6570\u63a5\u53e3\u8bf4\u660e<\/h1>\n<h2>5.1 \u83b7\u53d6\u5168\u63a8\u6570\u636e<\/h2>\n<pre><code class=\"language-python line-numbers\">get_full_tick(code_list)\n<\/code><\/pre>\n<ul>\n<li>\u91ca\u4e49\n<ul>\n<li>\u83b7\u53d6\u5168\u63a8\u6570\u636e<\/li>\n<\/ul>\n<\/li>\n<li>\u53c2\u6570\n<ul>\n<li>\u4f20\u5165\u5e02\u573a\u4ee3\u7801\u4ee3\u8868\u8ba2\u9605\u5168\u5e02\u573a\uff0c\u793a\u4f8b\uff1a[&#8216;SH&#8217;, &#8216;SZ&#8217;]<\/li>\n<li>\u4f20\u5165\u5408\u7ea6\u4ee3\u7801\u4ee3\u8868\u8ba2\u9605\u6307\u5b9a\u7684\u5408\u7ea6\uff0c\u793a\u4f8b\uff1a[&#8216;600000.SH&#8217;, &#8216;000001.SZ&#8217;]<\/li>\n<li>code&#95;list &#8211; \u4ee3\u7801\u5217\u8868\uff0c\u652f\u6301\u4f20\u5165\u5e02\u573a\u4ee3\u7801\u6216\u5408\u7ea6\u4ee3\u7801\u4e24\u79cd\u65b9\u5f0f<\/li>\n<\/ul>\n<\/li>\n<li>\u8fd4\u56de\n<ul>\n<li>dict \u6570\u636e\u96c6 { stock1 : data1, stock2 : data2, &#8230; }<\/li>\n<\/ul>\n<\/li>\n<li>\u5907\u6ce8\n<ul>\n<li>\u65e0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>5.2 \u8ba2\u9605\u5355\u80a1\u884c\u60c5<\/h2>\n<pre><code class=\"language-python line-numbers\">subscribe_quote(stock_code, period='1d', start_time='', end_time='', count=0, callback=None)\n<\/code><\/pre>\n<ul>\n<li>\u91ca\u4e49\n<ul>\n<li>\u8ba2\u9605\u5355\u80a1\u7684\u884c\u60c5\u6570\u636e\uff0c\u8fd4\u56de\u8ba2\u9605\u53f7<\/li>\n<li>\u6570\u636e\u63a8\u9001\u4ececallback\u8fd4\u56de\uff0c\u6570\u636e\u7c7b\u578b\u548cperiod\u6307\u5b9a\u7684\u5468\u671f\u5bf9\u5e94<\/li>\n<li>\u6570\u636e\u8303\u56f4\u4ee3\u8868\u8bf7\u6c42\u7684\u5386\u53f2\u90e8\u5206\u7684\u6570\u636e\u8303\u56f4\uff0c\u6570\u636e\u8fd4\u56de\u540e\u4f1a\u8fdb\u5165\u7f13\u5b58\uff0c\u7528\u4e8e\u4fdd\u8bc1\u6570\u636e\u8fde\u7eed\uff0c\u901a\u5e38\u60c5\u51b5\u4ec5\u8ba2\u9605\u6570\u636e\u65f6\u4f20count = 0\u5373\u53ef<\/li>\n<\/ul>\n<\/li>\n<li>\u53c2\u6570\n<ul>\n<li>\u56de\u8c03\u5b9a\u4e49\u5f62\u5f0f\u4e3aon_data(datas)\uff0c\u56de\u8c03\u53c2\u6570datas\u683c\u5f0f\u4e3a { stock&#95;code : [data1, data2, &#8230;] }<\/li>\n<li>stock&#95;code &#8211; string \u5408\u7ea6\u4ee3\u7801<\/li>\n<li>period &#8211; string \u5468\u671f<\/li>\n<li>start&#95;time &#8211; string \u8d77\u59cb\u65f6\u95f4<\/li>\n<li>end&#95;time &#8211; string \u7ed3\u675f\u65f6\u95f4<\/li>\n<li>count &#8211; int \u6570\u636e\u4e2a\u6570<\/li>\n<li>callback &#8211; \u6570\u636e\u63a8\u9001\u56de\u8c03<\/li>\n<\/ul>\n<pre><code class=\"language-python line-numbers\">defon_data(datas):\nfor stock_code in datas:\nprint(stock_code, datas[stock_code])\n<\/code><\/pre>\n<\/li>\n<li>\u8fd4\u56de\n<ul>\n<li>\u8ba2\u9605\u53f7\uff0c\u8ba2\u9605\u6210\u529f\u8fd4\u56de\u5927\u4e8e0\uff0c\u5931\u8d25\u8fd4\u56de-1<\/li>\n<\/ul>\n<\/li>\n<li>\u5907\u6ce8\n<ul>\n<li>\u5355\u80a1\u8ba2\u9605\u6570\u91cf\u4e0d\u5b9c\u8fc7\u591a\uff0c\u8be6\u89c1 \u63a5\u53e3\u6982\u8ff0-\u8bf7\u6c42\u9650\u5236<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>5.3 \u8ba2\u9605\u5168\u63a8\u884c\u60c5<\/h2>\n<pre><code class=\"language-python line-numbers\">subscribe_whole_quote(code_list, callback=None)\n<\/code><\/pre>\n<ul>\n<li>\u91ca\u4e49\n<ul>\n<li>\u8ba2\u9605\u5168\u63a8\u884c\u60c5\u6570\u636e\uff0c\u8fd4\u56de\u8ba2\u9605\u53f7<\/li>\n<li>\u6570\u636e\u63a8\u9001\u4ececallback\u8fd4\u56de\uff0c\u6570\u636e\u7c7b\u578b\u4e3a\u5206\u7b14\u6570\u636e<\/li>\n<\/ul>\n<\/li>\n<li>\u53c2\u6570\n<ul>\n<li>\u56de\u8c03\u5b9a\u4e49\u5f62\u5f0f\u4e3aon_data(datas)\uff0c\u56de\u8c03\u53c2\u6570datas\u683c\u5f0f\u4e3a { stock1 : data1, stock2 : data2, &#8230; }<\/li>\n<li>\u4f20\u5165\u5e02\u573a\u4ee3\u7801\u4ee3\u8868\u8ba2\u9605\u5168\u5e02\u573a\uff0c\u793a\u4f8b\uff1a[&#8216;SH&#8217;, &#8216;SZ&#8217;]<\/li>\n<li>\u4f20\u5165\u5408\u7ea6\u4ee3\u7801\u4ee3\u8868\u8ba2\u9605\u6307\u5b9a\u7684\u5408\u7ea6\uff0c\u793a\u4f8b\uff1a[&#8216;600000.SH&#8217;, &#8216;000001.SZ&#8217;]<\/li>\n<li>code&#95;list &#8211; \u4ee3\u7801\u5217\u8868\uff0c\u652f\u6301\u4f20\u5165\u5e02\u573a\u4ee3\u7801\u6216\u5408\u7ea6\u4ee3\u7801\u4e24\u79cd\u65b9\u5f0f<\/li>\n<li>callback &#8211; \u6570\u636e\u63a8\u9001\u56de\u8c03\n<pre><code class=\"language-python line-numbers\">defon_data(datas):\nfor stock_code in datas:\nprint(stock_code, datas[stock_code])\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u8fd4\u56de\n<ul>\n<li>\u8ba2\u9605\u53f7\uff0c\u8ba2\u9605\u6210\u529f\u8fd4\u56de\u5927\u4e8e0\uff0c\u5931\u8d25\u8fd4\u56de-1<\/li>\n<\/ul>\n<\/li>\n<li>\u5907\u6ce8\n<ul>\n<li>\u8ba2\u9605\u540e\u4f1a\u9996\u5148\u8fd4\u56de\u5f53\u524d\u6700\u65b0\u7684\u5168\u63a8\u6570\u636e<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>5.4 \u53cd\u8ba2\u9605\u884c\u60c5\u6570\u636e<\/h2>\n<pre><code class=\"language-python line-numbers\">unsubscribe_quote(seq)\n<\/code><\/pre>\n<ul>\n<li>\u91ca\u4e49\n<ul>\n<li>\u53cd\u8ba2\u9605\u884c\u60c5\u6570\u636e<\/li>\n<\/ul>\n<\/li>\n<li>\u53c2\u6570\n<ul>\n<li>seq &#8211; \u8ba2\u9605\u65f6\u8fd4\u56de\u7684\u8ba2\u9605\u53f7<\/li>\n<\/ul>\n<\/li>\n<li>\u8fd4\u56de\n<ul>\n<li>\u65e0<\/li>\n<\/ul>\n<\/li>\n<li>\u5907\u6ce8\n<ul>\n<li>\u65e0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h1>\u5f00\u901aminiQMT<\/h1>\n<p><a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/khsci.com\/khQuant\/miniqmt\/\" title=\"\u5982\u679c\u4f60\u8fd8\u6ca1\u6709\u5f00\u901aminiQMT\uff0c\u53ef\u4ee5\u70b9\u51fb\u6b64\u5904\u5f00\u901a\uff0c\u4f4e\u8d39\u7387\u3001\u4f4e\u95e8\u69db\uff0c\u6b22\u8fce\u54a8\u8be2\u3002\">\u5982\u679c\u4f60\u8fd8\u6ca1\u6709\u5f00\u901aminiQMT\uff0c\u53ef\u4ee5\u70b9\u51fb\u6b64\u5904\u5f00\u901a\uff0c\u4f4e\u8d39\u7387\u3001\u4f4e\u95e8\u69db\uff0c\u6b22\u8fce\u54a8\u8be2\u3002<\/a><\/p>\n<h1>\u5f00\u53d1\u65e5\u5fd7<\/h1>\n<p>\u6211\u6b63\u5728\u7d27\u9523\u5bc6\u9f13\u5730\u5f00\u53d1\u7cfb\u7edf\uff0c\u5b8c\u5584\u529f\u80fd\uff0c<a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/khsci.com\/khQuant\/log\/\" title=\"\u70b9\u51fb\u6b64\u5904\u4e86\u89e3\u6700\u65b0\u8fdb\u5c55\u3002\">\u70b9\u51fb\u6b64\u5904\u4e86\u89e3\u6700\u65b0\u8fdb\u5c55\u3002<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u662fMr.\u770b\u6d77\uff0c\u7531\u4e8e\u6211\u5f00\u53d1\u7684\u770b\u6d77\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\u662f\u57fa\u4e8eminiQMT\u7684\u884c\u60c5\u548c\u4ea4\u6613\u63a5\u53e3\uff0c\u6240\u4ee5\u5728\u6b64\u6211\u5c06miniQMT\u7684 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template\/caidan.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-142","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/142","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/comments?post=142"}],"version-history":[{"count":8,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/142\/revisions"}],"predecessor-version":[{"id":151,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/142\/revisions\/151"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=142"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}