{"id":781676,"date":"2025-07-09T20:13:18","date_gmt":"2025-07-09T18:13:18","guid":{"rendered":"https:\/\/dailynewshungary.com\/cn\/%e5%9c%a8-hft-%e5%b7%a5%e4%bd%9c%e9%9c%80%e8%a6%81%e4%bb%80%e4%b9%88%ef%bc%9a%e4%bb%8e%e5%ad%a6%e4%b9%a0%e5%88%b0%e8%8e%b7%e5%be%97%e8%81%8c%e4%bd%8d\/"},"modified":"2025-07-09T23:46:39","modified_gmt":"2025-07-09T21:46:39","slug":"%e5%9c%a8-hft-%e5%b7%a5%e4%bd%9c%e9%9c%80%e8%a6%81%e4%bb%80%e4%b9%88%ef%bc%9a%e4%bb%8e%e5%ad%a6%e4%b9%a0%e5%88%b0%e8%8e%b7%e5%be%97%e8%81%8c%e4%bd%8d","status":"publish","type":"post","link":"https:\/\/dailynewshungary.com\/cn\/%e5%9c%a8-hft-%e5%b7%a5%e4%bd%9c%e9%9c%80%e8%a6%81%e4%bb%80%e4%b9%88%ef%bc%9a%e4%bb%8e%e5%ad%a6%e4%b9%a0%e5%88%b0%e8%8e%b7%e5%be%97%e8%81%8c%e4%bd%8d\/","title":{"rendered":"\u5728 HFT \u5de5\u4f5c\u9700\u8981\u4ec0\u4e48\uff1a\u4ece\u5b66\u4e60\u5230\u83b7\u5f97\u804c\u4f4d"},"content":{"rendered":"\n<p class=\"has-text-align-center has-cyan-bluish-gray-color has-text-color has-link-color wp-elements-b5f1c61f3fc2bc05084ef8bcfc4e3b0b\"><strong><em>\u8d5e\u52a9\u5185\u5bb9<\/em><\/strong><\/p>\n\n\n\n<p><strong>\u9ad8\u9891\u4ea4\u6613\uff08HFT\uff09\u662f\u91d1\u878d\u754c\u6700\u5177\u6d3b\u529b\u548c\u6311\u6218\u6027\u7684\u9886\u57df\u4e4b\u4e00\uff0c\u4ee5\u901f\u5ea6\u3001\u7cbe\u786e\u6027\u548c\u5bf9\u6280\u672f\u7684\u9ad8\u5ea6\u4f9d\u8d56\u8457\u79f0\uff0c\u8981\u6c42\u5177\u5907\u654f\u9510\u7684\u5934\u8111\u3001\u5f3a\u5927\u7684\u91cf\u5316\u6280\u80fd\u548c\u6b63\u786e\u7684\u6559\u80b2\u3002\u5982\u679c\u4f60\u66fe\u8003\u8651\u8fdb\u5165\u8fd9\u4e2a\u5feb\u901f\u53d1\u5c55\u7684\u4e16\u754c\uff0c\u672c\u535a\u5ba2\u5c06\u5e26\u4f60\u4e86\u89e3\u4ece\u57fa\u7840\u77e5\u8bc6\u5230\u5b9e\u9645\u4efb\u804c\u6240\u9700\u7684\u4e00\u5207\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e86\u89e3 HFT \u4e16\u754c<\/strong><\/h2>\n\n\n\n<p>HFT \u516c\u53f8\u662f\u4e13\u4e1a\u7684\u91d1\u878d\u516c\u53f8\uff0c\u4f7f\u7528\u5148\u8fdb\u7684\u7b97\u6cd5\u548c\u9ad8\u901f\u8ba1\u7b97\uff0c\u5728\u51e0\u5206\u4e4b\u4e00\u79d2\u5185\u8fdb\u884c\u6210\u5343\u4e0a\u4e07\u6b21\u4ea4\u6613\u3002\u5b83\u4eec\u7684\u76ee\u6807\u662f\u5229\u7528\u5e02\u573a\u4e0a\u5fae\u5c0f\u7684\u4ef7\u683c\u4f4e\u6548\uff0c\u901a\u5e38\u5728\u51e0\u6beb\u79d2\u5185\u6267\u884c\u4ea4\u6613\u3002\u8fd9\u4e9b\u516c\u53f8\u4f9d\u9760<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d85\u4f4e\u5ef6\u8fdf\u7f51\u7edc<\/li>\n\n\n\n<li>\u76f4\u63a5\u8fdb\u5165\u5e02\u573a<\/li>\n\n\n\n<li>\u4e0e\u4ea4\u6613\u6240\u540c\u5730\u529e\u516c\uff0c\u4ee5\u83b7\u5f97\u901f\u5ea6\u4f18\u52bf<\/li>\n<\/ul>\n\n\n\n<p>\u5b83\u4eec\u662f\u73b0\u4ee3\u91d1\u878d\u5e02\u573a\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u5bf9\u5168\u7403\u6bcf\u65e5\u4ea4\u6613\u91cf\u8d21\u732e\u5de8\u5927\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4ec0\u4e48\u662f\u91cf\u5316\u5e08\uff0c\u4ed6\u4eec\u4e3a\u4ec0\u4e48\u91cd\u8981\uff1f<\/strong><\/h2>\n\n\n\n<p>\u91cf\u5316 &#8220;\u662f\u6307\u8fd0\u7528\u6570\u5b66\u548c\u7f16\u7a0b\u6280\u80fd\u5efa\u7acb\u6a21\u578b\u548c\u4ea4\u6613\u7b56\u7565\u7684\u91d1\u878d\u4e13\u4e1a\u4eba\u58eb\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u91cf\u5316\u5e08\u5177\u6709\u6570\u5b66\u3001\u7269\u7406\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u7ecf\u6d4e\u5b66\u6216\u5de5\u7a0b\u5b66\u80cc\u666f\u3002\u4ed6\u4eec\u7684\u89d2\u8272\u53ef\u80fd\u5404\u4e0d\u76f8\u540c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u91cf\u5316\u4ea4\u6613\u5458<\/strong>\uff1a\u5236\u5b9a\u5e76\u5b9e\u65bd\u4ea4\u6613\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>\u91cf\u5316\u5206\u6790\u5e08<\/strong>\uff1a\u4fa7\u91cd\u4e8e\u6570\u636e\u5206\u6790\u548c\u91d1\u878d\u5efa\u6a21\u3002<\/li>\n\n\n\n<li><strong>\u91cf\u5316\u5f00\u53d1\u4eba\u5458<\/strong>\uff1a\u5efa\u7acb\u6267\u884c\u7b56\u7565\u7684\u7cfb\u7edf\u548c\u57fa\u7840\u8bbe\u65bd\u3002<\/li>\n\n\n\n<li><strong>\u91cf\u5316 PM \u6216\u5bf9\u51b2\u57fa\u91d1\u7ecf\u7406<\/strong>\uff1a\u4f7f\u7528\u91cf\u5316\u65b9\u6cd5\u7ba1\u7406\u8d44\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u968f\u7740\u7b97\u6cd5\u4ea4\u6613\u7684\u5174\u8d77\uff0c\u91cf\u5316\u7684\u5b9a\u4e49\u4e5f\u5728\u4e0d\u65ad\u6f14\u53d8\u3002\u5982\u4eca\uff0c\u4efb\u4f55\u70ed\u7231\u6570\u5b57\u3001\u6570\u636e\u548c\u7f16\u7801\u7684\u4eba\uff0c\u5373\u4f7f\u6ca1\u6709\u535a\u58eb\u5b66\u4f4d\uff0c\u4e5f\u53ef\u4ee5\u6210\u4e3a\u4e00\u540d\u91cf\u5316\u5e08\u3002<\/p>\n\n\n\n<p>&lt;iframe width=&#8221;640&#8243; 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Chan \u535a\u58eb\u5728\u5185\u7684\u9876\u7ea7\u884c\u4e1a\u6559\u5e08\u9886\u5bfc\uff0c\u4e0d\u4ec5\u63d0\u4f9b\u7406\u8bba\u5b66\u4e60\uff0c\u8fd8\u63d0\u4f9b\u5b9e\u65f6\u4ea4\u6613 API \u548c\u5b9e\u9645\u9879\u76ee\u7684\u5b9e\u8df5\u7ecf\u9a8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u91cd\u8981\u7684 HFT \u6280\u80fd<\/strong><\/h2>\n\n\n\n<p>\u8981\u5728 HFT \u516c\u53f8\u4efb\u804c\uff0c\u60a8\u9700\u8981\u638c\u63e1\u4e00\u7cfb\u5217\u72ec\u7279\u7684\u6280\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u624e\u5b9e\u7684\u6570\u5b66\u57fa\u7840\uff1a <\/strong>\u6982\u7387\u8bba\u3001\u7edf\u8ba1\u5b66\u3001\u7ebf\u6027\u4ee3\u6570\u548c\u5fae\u79ef\u5206<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u7cbe\u901a\u7f16\u7a0b<\/strong>\uff1a\u5fc5\u987b\u638c\u63e1 Python\u3002\u719f\u6089 C++\u3001R \u6216 MATLAB \u66f4\u4f73\u3002<\/li>\n<\/ol>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u5e02\u573a\u77e5\u8bc6<\/strong>\uff1a\u4e86\u89e3\u80a1\u7968\u3001\u671f\u8d27\u3001\u5916\u6c47\u548c\u671f\u6743\u7b49\u91d1\u878d\u5de5\u5177<\/li>\n\n\n\n<li><strong>\u56de\u6eaf\u6d4b\u8bd5\u548c\u7b56\u7565\u6784\u5efa<\/strong>\uff1a\u6839\u636e\u5386\u53f2\u6570\u636e\u8bbe\u8ba1\u548c\u9a8c\u8bc1\u4ea4\u6613\u7b56\u7565<\/li>\n<\/ol>\n\n\n\n<ol start=\"5\" class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u5904\u7406<\/strong>\uff1a\u6e05\u7406\u3001\u5904\u7406\u548c\u5206\u6790\u5927\u578b\u6570\u636e\u96c6\u7684\u80fd\u529b<\/li>\n<\/ol>\n\n\n\n<ol start=\"6\" class=\"wp-block-list\">\n<li><strong>\u901f\u5ea6\u548c\u6548\u7387<\/strong>\uff1a\u77e5\u9053\u5982\u4f55\u4f18\u5316\u4ee3\u7801\uff0c\u4ee5\u4fbf\u5728\u5b9e\u65f6\u5e02\u573a\u4e2d\u5feb\u901f\u6267\u884c<\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u4e9b\u6280\u80fd\u6b63\u662f EPAT 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class=\"wp-block-list\">\n<li>\u884c\u4e1a\u4e13\u5bb6\u7684<strong>\u73b0\u573a\u6307\u5bfc<\/strong><\/li>\n\n\n\n<li>\u4f7f\u7528\u771f\u5b9e\u5e02\u573a\u6570\u636e\u7684<strong>\u5b9e\u8df5\u9879\u76ee<\/strong><\/li>\n\n\n\n<li><strong>\u5c31\u4e1a\u670d\u52a1<\/strong>\uff0c\u5305\u62ec\u7ec8\u8eab\u5c31\u4e1a\u5e2e\u52a9<\/li>\n\n\n\n<li>\u4e0e\u6821\u53cb\u548c\u4e13\u4e1a\u4eba\u58eb<strong>\u4ea4\u6d41\u7684\u673a\u4f1a<\/strong><\/li>\n\n\n\n<li>\u8bfe\u7a0b\u7ed3\u675f\u540e\u4ecd\u53ef<strong>\u66f4\u65b0\u5b66\u4e60\u8bbf\u95ee<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u9700\u8981\u517c\u987e\u5de5\u4f5c\u6216\u4e2a\u4eba\u8d23\u4efb\u7684\u5b66\u5458\uff0cEPAT \u7075\u6d3b\u7684\u8bfe\u7a0b\u5f62\u5f0f\u5141\u8bb8\u60a8\u91cd\u65b0\u5b89\u6392\u6279\u6b21\u6216\u81ea\u884c\u8c03\u6574\u8fdb\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4ece\u8bfe\u5802\u5230\u4ea4\u6613\u53f0<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u8bfe\u7a0b\u7ed3\u675f\u540e\u4f1a\u5f97\u5230\u4ec0\u4e48\uff1f<\/strong><\/h3>\n\n\n\n<p>\u5b8c\u6210 EPAT \u8fd9\u6837\u7684\u8bfe\u7a0b\u540e\uff0c\u60a8\u5c06\u6253\u5f00\u901a\u5f80\u591a\u79cd\u804c\u4e1a\u9053\u8def\u7684\u5927\u95e8\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u51b2\u57fa\u91d1\u6216\u8d44\u4ea7\u7ba1\u7406\u516c\u53f8\u7684\u5b9a\u91cf\u7814\u7a76\u5206\u6790\u5e08<\/li>\n\n\n\n<li>\u9053\u5177\u4ea4\u6613\u516c\u53f8\u6216 HFT \u516c\u53f8\u7684\u5b9a\u91cf\u4ea4\u6613\u5458<\/li>\n\n\n\n<li>\u4e3a\u4ea4\u6613\u7b56\u7565\u6784\u5efa\u57fa\u7840\u8bbe\u65bd\u7684 Python \u5f00\u53d1\u4eba\u5458<\/li>\n\n\n\n<li>\u91d1\u878d\u79d1\u6280\u521d\u521b\u516c\u53f8\u6216\u673a\u6784\u516c\u53f8\u7684\u7b97\u6cd5\u7b56\u7565\u5f00\u53d1\u4eba\u5458<\/li>\n<\/ul>\n\n\n\n<p>\u60a8\u8fd8\u53ef\u4ee5\u8bbf\u95ee EPAT \u7684\u5c31\u4e1a\u5b89\u7f6e\u5c0f\u7ec4\u548c\u4e13\u5c5e\u62db\u8058\u7f51\u7ad9\uff0c\u8be5\u7f51\u7ad9\u4f1a\u5b9a\u671f\u53d1\u5e03\u5168\u7403\u5404\u5730\u7684\u804c\u4f4d\u7a7a\u7f3a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u54ea\u4e9b\u516c\u53f8\u4f1a\u8058\u7528 EPAT \u6bd5\u4e1a\u751f\uff1f<\/strong><\/h2>\n\n\n\n<p>EPAT \u7684\u6bd5\u4e1a\u751f\u66fe\u5728\u591a\u5bb6\u516c\u53f8\u4efb\u804c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u9891\u4ea4\u6613\u516c\u53f8\uff08\u4f4e\u5ef6\u8fdf\u3001\u540c\u5730\u4ea4\u6613\uff09<\/li>\n\n\n\n<li>\u81ea\u8425\u4ea4\u6613\u5e73\u53f0<\/li>\n\n\n\n<li>\u91cf\u5316\u5bf9\u51b2\u57fa\u91d1<\/li>\n\n\n\n<li>\u91d1\u878d\u79d1\u6280\u521d\u521b\u516c\u53f8\u548c\u7b97\u6cd5\u4ea4\u6613\u5e73\u53f0<\/li>\n\n\n\n<li>\u5238\u5546\u548c\u6295\u8d44\u94f6\u884c<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u516c\u53f8\u770b\u91cd EPAT \u7684\u5b9e\u7528\u65b9\u6cd5\uff0c\u4ee5\u53ca\u5b66\u5458\u5177\u5907\u7f16\u7801\u3001\u5efa\u6a21\u548c\u5e02\u573a\u7b56\u7565\u6280\u80fd\uff0c\u53ef\u4ee5\u80dc\u4efb\u5de5\u4f5c\u7684\u4e8b\u5b9e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5173\u4e8e HFT \u804c\u4e1a\u7684\u5e38\u89c1\u8bef\u89e3<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>&#8220;\u4f60\u9700\u8981\u535a\u58eb\u5b66\u4f4d&#8221;<\/strong>&#8211;\u5e76\u975e\u5982\u6b64\u3002\u867d\u7136\u5b66\u672f\u80cc\u666f\u6709\u6240\u5e2e\u52a9\uff0c\u4f46\u5b9e\u9645\u6280\u80fd\u66f4\u4e3a\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>&#8220;\u4f60\u5fc5\u987b\u9996\u5148\u662f\u4e00\u540d\u7f16\u7801\u5458&#8221;<\/strong>&#8211;\u4e0d\u4e00\u5b9a\u3002\u5982\u679c\u9700\u8981\uff0cEPAT \u4f1a\u4ece\u5934\u5f00\u59cb\u6559\u4f60 Python\u3002<\/li>\n\n\n\n<li><strong>&#8220;HFT\u53ea\u9002\u5408\u6570\u5b66\u5929\u624d&#8221;\u3002<\/strong>&#8211; 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Pandas\u3001Numpy\u3001Matplotlib \u7b49\u6838\u5fc3\u5e93<\/li>\n\n\n\n<li>\u53c2\u52a0 EPAT \u7b49\u7ed3\u6784\u5316\u8bfe\u7a0b\uff0c\u638c\u63e1\u4ea4\u6613\u7cfb\u7edf<\/li>\n\n\n\n<li>\u6784\u5efa\u548c\u56de\u6d4b\u4ea4\u6613\u7b56\u7565<\/li>\n\n\n\n<li>\u7533\u8bf7\u5b9e\u4e60\u6216\u7814\u7a76\u804c\u4f4d<\/li>\n\n\n\n<li>\u52a0\u5165\u91cf\u5316\u793e\u533a\uff0c\u4e86\u89e3\u6700\u65b0\u8d8b\u52bf<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u6848\u4f8b\u7814\u7a76\uff1aJesmer Wong \u7684\u7b97\u6cd5\u4ea4\u6613\u4e4b\u65c5<\/strong><\/h2>\n\n\n\n<p>Jesmer Wong \u662f\u4e00\u540d\u6765\u81ea\u9999\u6e2f\u7684\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u4ed6\u901a\u8fc7 EPAT \u5c06\u81ea\u5df1\u5bf9\u6570\u636e\u548c\u91d1\u878d\u7684\u70ed\u60c5\u8f6c\u5316\u4e3a\u771f\u6b63\u7684\u4ea4\u6613\u4e4b\u65c5\u3002Jesmer \u62e5\u6709\u7535\u5b50\u5de5\u7a0b\u4e13\u4e1a\u80cc\u666f\u548c\u91d1\u878d MBA 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rel=\"noopener\"><strong>\u4ec0\u4e48\u662f\u91cf\u5316<\/strong><\/a>\u4ea4\u6613\uff0c\u5e76\u5728\u5168\u7403 HFT \u516c\u53f8\u4e2d\u627e\u5230\u81ea\u5df1\u7684\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p><strong>\u51c6\u5907\u597d\u5f00\u542f\u60a8\u7684 HFT \u804c\u4e1a\u751f\u6daf\u4e86\u5417\uff1f<\/strong><\/p>\n\n\n\n<p>\u4e86\u89e3 QuantInsti \u7684\u7b97\u6cd5\u4ea4\u6613\u9ad8\u7ea7\u8bfe\u7a0b (EPAT)\u3002\u5411\u9876\u7ea7\u884c\u4e1a\u4e13\u5bb6\u5b66\u4e60\uff0c\u83b7\u5f97\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u5e76\u52a0\u5165\u5168\u7403\u6210\u529f\u7684\u91cf\u5316\u4ea4\u6613\u5458\u7f51\u7edc\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\u5c31\u8fc8\u51fa\u60a8\u7684\u7b2c\u4e00\u6b65\uff01<\/p>\n\n\n\n<p><em>\u514d\u8d23\u58f0\u660e\uff1a\u8d5e\u52a9\u6587\u7ae0\u7684\u4f5c\u8005\u5bf9\u5176\u8868\u8fbe\u7684\u4efb\u4f55\u89c2\u70b9\u6216\u63d0\u51fa\u7684\u4efb\u4f55\u5efa\u8bae\u8d1f\u5168\u90e8\u8d23\u4efb\u3002\u8fd9\u4e9b\u89c2\u70b9\u5e76\u4e0d\u4e00\u5b9a\u53cd\u6620<a href=\"https:\/\/dailynewshungary.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u300a\u5308\u7259\u5229\u6bcf\u65e5\u65b0\u95fb\u300b<\/a>\u7684\u5b98\u65b9\u7acb\u573a\uff0c\u7f16\u8f91\u90e8\u4e0d\u5bf9\u5176\u771f\u5b9e\u6027\u8d1f\u8d23\u3002<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8d5e\u52a9\u5185\u5bb9 \u9ad8\u9891\u4ea4\u6613\uff08HFT\uff09\u662f\u91d1\u878d\u754c\u6700\u5177\u6d3b\u529b\u548c\u6311\u6218\u6027\u7684\u9886\u57df\u4e4b\u4e00\uff0c\u4ee5\u901f\u5ea6\u3001\u7cbe\u786e\u6027\u548c\u5bf9\u6280\u672f\u7684\u9ad8\u5ea6\u4f9d\u8d56\u8457\u79f0\uff0c\u8981\u6c42\u5177\u5907\u654f\u9510\u7684\u5934\u8111\u3001\u5f3a\u5927\u7684\u91cf\u5316\u6280\u80fd\u548c\u6b63\u786e\u7684\u6559\u80b2\u3002\u5982\u679c\u4f60\u66fe\u8003\u8651\u8fdb\u5165\u8fd9\u4e2a\u5feb\u901f\u53d1\u5c55\u7684\u4e16\u754c\uff0c\u672c\u535a\u5ba2\u5c06\u5e26\u4f60\u4e86\u89e3\u4ece\u57fa\u7840\u77e5\u8bc6\u5230\u5b9e\u9645\u4efb\u804c\u6240\u9700\u7684\u4e00\u5207\u3002 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