{"id":54747,"date":"2024-06-16T14:25:57","date_gmt":"2024-06-16T06:25:57","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=54747"},"modified":"2024-06-16T14:25:57","modified_gmt":"2024-06-16T06:25:57","slug":"%e4%b8%89%e5%88%86%e9%92%9f%e5%b8%a6%e4%bd%a0%e5%ad%a6%e4%bc%9a%e5%ba%8f%e5%88%97%e6%8f%92%e5%80%bc-%e4%bc%98%e9%9b%85%e7%9a%84imputets%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=54747","title":{"rendered":"\u4e09\u5206\u949f\u5e26\u4f60\u5b66\u4f1a\u5e8f\u5217\u63d2\u503c\u2014\u2014\u4f18\u96c5\u7684imputeTS\u65b9\u6cd5"},"content":{"rendered":"


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href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=2821072943068839938#wechat_redirect\" title=\"\u751f\u4fe1\u7ed8\u56fe\" target=\"_blank\" rel=\"noopener\">#\u751f\u4fe1\u7ed8\u56fe<\/a><\/p>\n<\/div>\n<section data-mpa-powered-by=\"yiban.io\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-imgfileid=\"100013536\" data-ratio=\"0.23333333333333334\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1080\" style=\"letter-spacing: 0.578px;text-align: center;height: auto !important;\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-12-10_\u4e09\u5206\u949f\u5e26\u4f60\u5b66\u4f1a\u5e8f\u5217\u63d2\u503c\u2014\u2014\u4f18\u96c5\u7684imputeTS\u65b9\u6cd5\/1_rE2v0O5WiaUDJjgv5bxK2G1ePHyH2g.jpg\" 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15px;\">imputeTS\u662f\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u7f3a\u5931\u503c\u63d2\u8865\u7684R\u5305\u3002\u5b83\u63d0\u4f9b\u4e86\u591a\u79cd\u65b9\u6cd5\u6765\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e2d\u7684\u7f3a\u5931\u503c\uff0c\u5305\u62ec\u7ebf\u6027\u63d2\u8865\u3001\u63d2\u503c\u3001\u6eda\u52a8\u7a97\u53e3\u65b9\u6cd5\u7b49\u7b49\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u5305\u6765\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e2d\u7684\u7f3a\u5931\u503c\uff0c\u4ee5\u4fbf\u8fdb\u884c\u7edf\u8ba1\u5206\u6790\u6216\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u3002imputeTS\u5305\u4e13\u6ce8\u4e8e\u5355\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u63d2\u8865\u3002\u5b83\u63d0\u4f9b\u4e86\u591a\u79cd\u6700\u5148\u8fdb\u7684\u63d2\u8865\u7b97\u6cd5\u5b9e\u73b0\uff0c\u4ee5\u53ca\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u7f3a\u5931\u6570\u636e\u7edf\u8ba1\u7684\u7ed8\u56fe\u51fd\u6570\u3002\u867d\u7136\u63d2\u8865\u95ee\u9898\u4e00\u822c\u90fd\u662f\u4e00\u4e2a\u4f17\u6240\u5468\u77e5\u7684\u95ee\u9898\uff0c\u5e76\u4e14\u5df2\u7ecf\u5e7f\u6cdb\u6db5\u76d6\u5728R\u5305\u4e2d\uff0c\u4f46\u5728\u80fd\u591f\u586b\u8865\u5355\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u7f3a\u5931\u503c\u7684\u5305\u4e2d\u5bfb\u627e\u5305\u662f\u66f4\u52a0\u590d\u6742\u7684\u3002\u8fd9\u4e2a\u95ee\u9898\u7684\u539f\u56e0\u5728\u4e8e\uff0c\u5927\u591a\u6570\u63d2\u8865\u7b97\u6cd5\u4f9d\u8d56\u4e8e\u5c5e\u6027\u4e4b\u95f4\u7684\u4e92\u76f8\u5173\u5173\u7cfb\uff0c\u800c\u5355\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u63d2\u8865\u9700\u8981\u4f7f\u7528\u65f6\u95f4\u4f9d\u8d56\u6027\u3002<\/span><\/section>\n<section><span style=\"font-size: 15px;\">\u51e0\u4e4e\u5728\u6bcf\u4e2a\u9886\u57df\uff0c\u4ece\u5de5\u4e1a\u5230\u751f\u7269\u5b66\uff0c\u91d1\u878d\u518d\u5230\u793e\u4f1a\u79d1\u5b66\uff0c\u90fd\u4f1a\u6d4b\u91cf\u4e0d\u540c\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002\u5c3d\u7ba1\u8bb0\u5f55\u7684\u6570\u636e\u96c6\u672c\u8eab\u53ef\u80fd\u4e0d\u540c\uff0c\u4f46\u4e00\u4e2a\u5e38\u89c1\u7684\u95ee\u9898\u662f\u7f3a\u5931\u503c\u3002\u8bb8\u591a\u5206\u6790\u65b9\u6cd5\u8981\u6c42\u5728\u8fdb\u884c\u5206\u6790\u4e4b\u524d\u7528\u5408\u7406\u7684\u503c\u66ff\u6362\u7f3a\u5931\u503c\u3002\u5728\u7edf\u8ba1\u5b66\u4e2d\uff0c\u8fd9\u4e2a\u66ff\u6362\u7f3a\u5931\u503c\u7684\u8fc7\u7a0b\u88ab\u79f0\u4e3a\u63d2\u8865\u3002\u65f6\u95f4\u5e8f\u5217\u63d2\u8865\u662f\u63d2\u8865\u7814\u7a76\u9886\u57df\u7684\u4e00\u4e2a\u7279\u6b8a\u5b50\u9886\u57df\u3002\u6700\u6d41\u884c\u7684\u6280\u672f\uff0c\u5982\u591a\u91cd\u63d2\u8865\uff08Rubin\uff0c1987\uff09\u3001em\u7b97\u6cd5\uff08Dempster\u7b49\u4eba\uff0c1977\uff09\u3001\u6700\u8fd1\u90bb\uff08Vacek\u548cAshikaga\uff0c1980\uff09\u548c\u70ed\u5361\uff08Ford\uff0c1983\uff09\uff0c\u4f9d\u8d56\u4e8e\u5c5e\u6027\u95f4\u7684\u4e92\u76f8\u5173\u5173\u7cfb\u6765\u4f30\u7b97\u7f3a\u5931\u6570\u636e\u7684\u503c\u3002\u7531\u4e8e\u5355\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u6ca1\u6709\u591a\u4e8e\u4e00\u4e2a\u5c5e\u6027\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u4e0d\u80fd\u76f4\u63a5\u5e94\u7528\u3002\u76f8\u53cd\uff0c\u6709\u6548\u7684\u5355\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u63d2\u8865\u7b97\u6cd5\u9700\u8981\u4f7f\u7528\u65f6\u95f4\u95f4\u9694\u7684\u76f8\u5173\u6027\u3002\u81ea\u7136\u5730\uff0cimputeTS\u5305\u53ef\u4ee5\u5e94\u7528\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\uff0c\u7279\u522b\u662f\u5f53\u6211\u4eec\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u6216\u5305\u542b\u65f6\u95f4\u7ef4\u5ea6\u7684\u751f\u7269\u4fe1\u606f\u5b66\u6570\u636e\u65f6\u3002\u8bb8\u591a\u751f\u7269\u4fe1\u606f\u5b66\u6570\u636e\u5177\u6709\u65f6\u95f4\u4f9d\u8d56\u6027\uff0c\u4f8b\u5982\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u3001\u86cb\u767d\u8d28\u4e92\u4f5c\u7f51\u7edc\u7684\u52a8\u6001\u53d8\u5316\u7b49\u7b49\u3002\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0c\u6570\u636e\u4e2d\u53ef\u80fd\u4f1a\u5b58\u5728\u7f3a\u5931\u503c\uff0c\u800cimputeTS\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u63d2\u8865\u8fd9\u4e9b\u7f3a\u5931\u503c\uff0c\u4ee5\u4fbf\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u5206\u6790\u6216\u5efa\u6a21\u3002\u53ef\u4ee5\u4f7f\u7528imputeTS\u5305\u7684\u65b9\u6cd5\u6765\u63d2\u8865\u7f3a\u5931\u503c\uff0c\u5e76\u5728\u751f\u7269\u4fe1\u606f\u5b66\u7814\u7a76\u4e2d\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u9884\u5904\u7406\u3002\u8fd9\u53ef\u4ee5\u5e2e\u52a9\u66f4\u51c6\u786e\u5730\u5206\u6790\u751f\u7269\u4fe1\u606f\u5b66\u6570\u636e\uff0c\u53d1\u73b0\u6f5c\u5728\u7684\u6a21\u5f0f\u548c\u8d8b\u52bf\uff0c\u4ee5\u53ca\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff0c\u5982\u5206\u7c7b\u6216\u805a\u7c7b\u3002   <\/span><\/section>\n<section><o:page><\/o:page><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: center;text-indent: 0em;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100013123\" data-ratio=\"0.7657407407407407\" data-type=\"png\" data-w=\"1080\" height=\"423.9399719238281\" width=\"553.739990234375\" style=\"height: auto !important;\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-12-10_\u4e09\u5206\u949f\u5e26\u4f60\u5b66\u4f1a\u5e8f\u5217\u63d2\u503c\u2014\u2014\u4f18\u96c5\u7684imputeTS\u65b9\u6cd5\/2_icJFicApX2wBRjEevGDCq6gyTicfnQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAwQz0aWHeCNyvlBdpqE9icxXuvzddIOicibic9CQvibuD2r7z6biczr5icJFicApX2wBRjEevGDCq6gyTicfnQ\/640?wx_fmt=png'\" \/><\/span><\/section>\n<section><em><span style=\"font-size: 15px;color: rgb(171, 25, 66);text-decoration: underline;\"><strong>\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d111\u83b7\u53d6\u4ee3\u7801\uff0c\u4ee3\u7801\u7f16\u53f7231201<\/strong><\/span><\/em><\/section>\n<section><span style=\"color: rgb(2, 30, 170);font-size: 15px;\"><strong>\u63d2\u8865\u7b97\u6cd5\u7b80\u5355\u793a\u4f8b<\/strong><\/span><\/section>\n<section><br \/><\/section>\n<section><span style=\"font-size: 15px;\">\u6240\u6709\u7684\u63d2\u8865\u7b97\u6cd5\u90fd\u4ee5\u76f8\u540c\u7684\u65b9\u5f0f\u4f7f\u7528\u3002\u8f93\u5165\u5fc5\u987b\u662f\u6570\u5b57\u65f6\u95f4\u5e8f\u5217\u6216\u6570\u5b57\u5411\u91cf\u3002\u4f5c\u4e3a\u8f93\u51fa\uff0c\u5c06\u8fd4\u56de\u4e00\u4e2a\u5177\u6709\u6240\u6709\u7f3a\u5931\u503c\u66ff\u6362\u4e3a\u63d2\u8865\u503c\u7684\u8f93\u5165\u6570\u636e\u7248\u672c\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5c0f\u4f8b\u5b50\uff0c\u5c55\u793a\u5982\u4f55\u4f7f\u7528\u63d2\u8865\u7b97\u6cd5\u3002\uff08\u6240\u6709\u63d2\u8865\u51fd\u6570\u90fd\u4ee5na.’\u7b97\u6cd5\u540d\u79f0’\u5f00\u5934\uff09<\/span><\/section>\n<section><span style=\"font-size: 15px;\">\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u521b\u5efa\u4e00\u4e2a\u5e26\u6709\u7f3a\u5931\u6570\u636e\u7684\u793a\u4f8b\u8f93\u5165\u65f6\u95f4\u5e8f\u5217\u3002<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"css\"><code><span class=\"code-snippet_outer\">1.library(imputeTS) <\/span><\/code><code><span class=\"code-snippet_outer\">2.# \u521b\u5efa\u4e00\u4e2a\u5e26\u6709\u7f3a\u5931\u503c\u7684\u77ed\u65f6\u95f4\u5e8f\u5217\u793a\u4f8b <\/span><\/code><code><span class=\"code-snippet_outer\">3.x <- ts(c(1, 2, 3, 4, 5, 6, 7, 8, NA, NA, 11, 12))<\/span><\/code><\/pre>\n<\/section>\n<section><span style=\"font-size: 15px;\">\u5bf9\u4e8e\u8fd9\u4e2a\u65f6\u95f4\u5e8f\u5217\uff0c\u6211\u4eec\u53ef\u4ee5\u5e94\u7528\u4e0d\u540c\u7684\u63d2\u8865\u7b97\u6cd5\u3002\u6211\u4eec\u9996\u5148\u4f7f\u7528na.mean\uff0c\u5b83\u7528\u5e73\u5747\u503c\u66ff\u6362\u7f3a\u5931\u503c\u3002<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"css\"><code><span class=\"code-snippet_outer\">1.# \u4f7f\u7528na.mean\u63d2\u8865\u7f3a\u5931\u503c <\/span><\/code><code><span class=\"code-snippet_outer\">2.na.mean(x) <\/span><\/code><code><span class=\"code-snippet_outer\">3.[1] 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 5.9 5.9 11.0 12.0<\/span><\/code><\/pre>\n<\/section>\n<section><span style=\"font-size: 15px;\">\u5927\u591a\u6570\u51fd\u6570\u8fd8\u5177\u6709\u63d0\u4f9b\u66f4\u591a\u7b97\u6cd5\u7684\u9644\u52a0\u9009\u9879\uff08\u5c5e\u4e8e\u540c\u4e00\u7b97\u6cd5\u7c7b\u522b\uff09\u3002\u5728\u4e0b\u9762\u7684\u793a\u4f8b\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230na.mean\u4e5f\u53ef\u4ee5\u4f7f\u7528option=”median”\u6765\u8c03\u7528\uff0c\u5b83\u7528\u4e2d\u4f4d\u6570\u66ff\u6362\u7f3a\u5931\u503c\u3002<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"bash\"><code><span class=\"code-snippet_outer\">1.# \u4f7f\u7528na.mean\u63d2\u8865\u7f3a\u5931\u503c\uff0c\u9009\u9879\u4e3amedian <\/span><\/code><code><span class=\"code-snippet_outer\">2.na.mean(x, option=\"median\") <\/span><\/code><code><span class=\"code-snippet_outer\">3.[1] 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 5.5 5.5 11.0 12.0<\/span><\/code><\/pre>\n<\/section>\n<section><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-imgfileid=\"100013598\" data-ratio=\"0.38981481481481484\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"font-size: 15px;letter-spacing: 0.578px;font-family: "Helvetica Neue", Helvetica, "Hiragino Sans GB", "Microsoft YaHei", Arial, sans-serif;text-align: center;height: auto !important;\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-12-10_\u4e09\u5206\u949f\u5e26\u4f60\u5b66\u4f1a\u5e8f\u5217\u63d2\u503c\u2014\u2014\u4f18\u96c5\u7684imputeTS\u65b9\u6cd5\/3_IWicymEetCc6Enf2BkUE4Yz1Ya5e5w.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyuYsqlJnQUJvnS2iciaDibtfbdV0VmHlriaSjYwjFPLp1BLjokHIWicymEetCc6Enf2BkUE4Yz1Ya5e5w\/640?wx_fmt=png'\" \/><\/span><span style=\"font-size: 15px;\">\u867d\u7136na.interpolation\u548c\u6240\u6709\u5176\u4ed6\u63d2\u8865\u51fd\u6570\u7684\u7528\u6cd5\u76f8\u540c\uff0c\u4f46\u4ea7\u751f\u7684\u7ed3\u679c\u53ef\u80fd\u4e0d\u540c\u3002\u5982\u4e0b\u6240\u793a\uff0c\u5bf9\u4e8e\u8fd9\u4e2a\u6570\u636e\uff0c\u7ebf\u6027\u63d2\u503c\u63d0\u4f9b\u4e86\u66f4\u5408\u7406\u7684\u7ed3\u679c\u3002<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"css\"><code><span class=\"code-snippet_outer\">1.# \u4f7f\u7528na.interpolation\u63d2\u8865\u7f3a\u5931\u503c <\/span><\/code><code><span class=\"code-snippet_outer\">2.na.interpolation(x) <\/span><\/code><code><span class=\"code-snippet_outer\">3.[1] 1 2 3 4 5 6 7 8 9 10 11 12<\/span><\/code><\/pre>\n<\/section>\n<section style=\"color: rgb(2, 30, 170);font-size: 15px;\"><span style=\"color: rgb(2, 30, 170);font-size: 15px;\"><strong>\u53ef\u89c6\u5316\u51fd\u6570<\/strong><\/span><\/section>\n<section><br \/><\/section>\n<section><span style=\"font-size: 15px;\">\u5bf9\u4e8e\u4e00\u822c\u7684\u66f4\u957f\u4e14\u66f4\u590d\u6742\u7684\u65f6\u95f4\u5e8f\u5217\uff08\u5177\u6709\u8d8b\u52bf\u548c\u5b63\u8282\u6027\uff09\uff0c\u59cb\u7ec8\u5c1d\u8bd5\u4f7f\u7528na.kalman\u548cna.seadec\u662f\u4e2a\u597d\u4e3b\u610f\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u51fd\u6570\u5f80\u5f80\u4ea7\u751f\u6700\u4f73\u7ed3\u679c\u3002\u8fd9\u4e9b\u51fd\u6570\u7684\u4f7f\u7528\u65b9\u5f0f\u4e0e\u6240\u6709\u5176\u4ed6\u63d2\u8865\u51fd\u6570\u4e00\u6837\u7b80\u5355\u3002<\/span><\/section>\n<section><span style=\"font-size: 15px;\">\u4ee5\u4e0b\u662f\u5e94\u7528\u4e8etsAirgap\u65f6\u95f4\u5e8f\u5217\u7684na.kalman\u51fd\u6570\u7684\u7528\u6cd5\u793a\u4f8b\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0cna.kalman\u4e3a\u5305\u542b\u5f3a\u70c8\u5b63\u8282\u6027\u548c\u5f3a\u8d8b\u52bf\u7684\u8be5\u7cfb\u5217\u63d0\u4f9b\u4e86\u975e\u5e38\u597d\u7684\u7ed3\u679c\u3002  <\/span><\/section>\n<section><o:page><\/o:page><\/section>\n<section style=\"color: rgb(2, 30, 170);font-size: 15px;\"><span style=\"color: rgb(2, 30, 170);font-size: 15px;\"><strong>ggplot_na_imputations<\/strong><\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"css\"><code><span class=\"code-snippet_outer\">1.# \u4f7f\u7528na.kalman\u63d2\u8865\u7f3a\u5931\u503c <\/span><\/code><code><span class=\"code-snippet_outer\">2.#\uff08tsAirgap\u662fimputeTS\u5305\u63d0\u4f9b\u7684\u793a\u4f8b\u65f6\u95f4\u5e8f\u5217\uff09 <\/span><\/code><code><span class=\"code-snippet_outer\">3.data(\"tsAirgap\") <\/span><\/code><code><span class=\"code-snippet_outer\">4.imp <- na.kalman(tsAirgap) <\/span><\/code><code><span class=\"code-snippet_outer\">5.# \u53ef\u89c6\u5316\u4ee3\u7801 <\/span><\/code><code><span class=\"code-snippet_outer\">6.ggplot_na_imputations(tsAirgap, imp, tsAirgapComplete) <\/span><\/code><\/pre>\n<\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;text-indent: 0em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100013122\" data-ratio=\"0.6177130044843049\" data-type=\"png\" data-w=\"892\" height=\"353.1299743652344\" width=\"571.6699829101562\" style=\"height: auto !important;\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-12-10_\u4e09\u5206\u949f\u5e26\u4f60\u5b66\u4f1a\u5e8f\u5217\u63d2\u503c\u2014\u2014\u4f18\u96c5\u7684imputeTS\u65b9\u6cd5\/4_QFwoA2oaoxelEjM96WMfzb2pxOQibQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAwQz0aWHeCNyvlBdpqE9icxXE2X2HF11V3ia0u3szqtDF89hQlQFwoA2oaoxelEjM96WMfzb2pxOQibQ\/640?wx_fmt=png'\" \/><\/span><\/section>\n<h2 style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 18pt;font-family: \u5b8b\u4f53;text-indent: 0em;\"><span style=\"color: rgb(2, 30, 170);font-size: 15px;\"><strong>ggplot_na_distribution\uff08\u53ef\u89c6\u5316\u7f3a\u5931\u503c\u5206\u5e03\uff09\uff1a<\/strong><\/span><span style=\"font-size: 15px;\"><br \/>\n  <\/span><\/h2>\n<section><span style=\"font-size: 15px;\">\u8fd9\u4e2a\u51fd\u6570\u7528\u4e8e\u53ef\u89c6\u5316\u65f6\u95f4\u5e8f\u5217\u5185\u7f3a\u5931\u503c\u7684\u5206\u5e03\u3002\u65f6\u95f4\u5e8f\u5217\u4f1a\u88ab\u7ed8\u5236\u51fa\u6765\uff0c\u6bcf\u5f53\u503c\u4e3aNA\u65f6\uff0c\u80cc\u666f\u989c\u8272\u4f1a\u4e0d\u540c\u3002\u8fd9\u6837\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\u65f6\u95f4\u5e8f\u5217\u4e2d\u5927\u591a\u6570\u7f3a\u5931\u503c\u51fa\u73b0\u5728\u54ea\u4e9b\u5730\u65b9\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u793a\u4f8b\u7528\u6cd5\uff1a<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"bash\"><code><span class=\"code-snippet_outer\">1.<span class=\"code-snippet__comment\"># \u793a\u4f8b\u4ee3\u7801 'ggplot_na_distribution' <\/span><\/span><\/code><code><span class=\"code-snippet_outer\">2.<span class=\"code-snippet__comment\">#\uff08tsAirgap\u662fimputeTS\u5305\u63d0\u4f9b\u7684\u793a\u4f8b\u65f6\u95f4\u5e8f\u5217\uff09 <\/span><\/span><\/code><code><span class=\"code-snippet_outer\">3.<span class=\"code-snippet__comment\"># \u53ef\u89c6\u5316\u6b64\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u7f3a\u5931\u503c <\/span><\/span><\/code><code><span class=\"code-snippet_outer\">4.ggplot_na_distribution(tsAirgap)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;text-indent: 0em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100013121\" data-ratio=\"0.6177130044843049\" data-type=\"png\" data-w=\"892\" height=\"371.1499938964844\" width=\"600.8499755859375\" style=\"height: auto !important;\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-12-10_\u4e09\u5206\u949f\u5e26\u4f60\u5b66\u4f1a\u5e8f\u5217\u63d2\u503c\u2014\u2014\u4f18\u96c5\u7684imputeTS\u65b9\u6cd5\/5_sDWLWadJEzmBuCPEMG9ERKSEfK3xxA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAwQz0aWHeCNyvlBdpqE9icxXOh5qs4NSzY5f0WgxEFcbTUib2sDWLWadJEzmBuCPEMG9ERKSEfK3xxA\/640?wx_fmt=png'\" \/><\/span><\/section>\n<section style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\">\u5728\u56fe\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u7f3a\u5931\u6570\u636e\u7684\u533a\u57df\u80cc\u666f\u5448\u7ea2\u8272\u3002\u6574\u4e2a\u56fe\u8868\u76f8\u5f53\u6613\u4e8e\u7406\u89e3\u3002\u7ed8\u56fe\u51fd\u6570\u672c\u8eab\u65e0\u9700\u8fdb\u4e00\u6b65\u914d\u7f6e\u53c2\u6570\uff0c\u4f46\u4ecd\u5141\u8bb8\u901a\u8fc7…\u4f20\u9012\u7ed8\u56fe\u53c2\u6570\u3002<\/span><\/section>\n<h2 style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 18pt;font-family: \u5b8b\u4f53;text-indent: 0em;\"><span style=\"color: rgb(2, 30, 170);font-size: 15px;\"><strong>ggplot_na_distribution2\uff08\u53ef\u89c6\u5316\u7f3a\u5931\u503c\u5206\u5e03\u7684\u6761\u5f62\u56fe\uff09\uff1a<\/strong><\/span><span style=\"font-size: 15px;\">  <\/span><\/h2>\n<section style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\">\u8fd9\u4e2a\u51fd\u6570\u4e5f\u7528\u4e8e\u53ef\u89c6\u5316\u65f6\u95f4\u5e8f\u5217\u5185\u7f3a\u5931\u503c\u7684\u5206\u5e03\uff0c\u4f46\u662f\u4ee5\u6761\u5f62\u56fe\u7684\u5f62\u5f0f\u5448\u73b0\uff0c\u7279\u522b\u9002\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u592a\u5927\u800c\u65e0\u6cd5\u7ed8\u5236\u7684\u60c5\u51b5\u3002\u591a\u4e2a\u65f6\u95f4\u95f4\u9694\u7684\u89c2\u5bdf\u503c\u88ab\u5206\u7ec4\u5728\u4e00\u8d77\uff0c\u5e76\u8868\u793a\u4e3a\u6761\u5f62\u3002\u8fd9\u4e9b\u95f4\u9694\u7684\u4fe1\u606f\u663e\u793a\u4e86\u7f3a\u5931\u503c\u7684\u6570\u91cf\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\u7528\u6cd5\uff1a<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"bash\"><code><span class=\"code-snippet_outer\">1.#\uff08tsHeating\u662fimputeTS\u5305\u63d0\u4f9b\u7684\u793a\u4f8b\u65f6\u95f4\u5e8f\u5217\uff09 <\/span><\/code><code><span class=\"code-snippet_outer\">2.# \u53ef\u89c6\u5316\u6b64\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u7f3a\u5931\u503c <\/span><\/code><code><span class=\"code-snippet_outer\">3. ggplot_na_distribution2(tsHeating,number_intervals = 20)  <\/span><\/code><\/pre>\n<\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;margin-left: 69.75pt;line-height: 10.5pt;border-left: 2.25pt solid rgb(108, 226, 108);padding: 0pt;background: rgb(255, 255, 255);text-indent: 0em;\"><o:page><\/o:page><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;text-indent: 0em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100013119\" data-ratio=\"0.6177130044843049\" data-type=\"png\" data-w=\"892\" height=\"363.32000732421875\" width=\"588.1599731445312\" style=\"height: auto !important;\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-12-10_\u4e09\u5206\u949f\u5e26\u4f60\u5b66\u4f1a\u5e8f\u5217\u63d2\u503c\u2014\u2014\u4f18\u96c5\u7684imputeTS\u65b9\u6cd5\/6_SZ7Q4Tyv9lo3TeOhkMTJYP0QHjK1Ig.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAwQz0aWHeCNyvlBdpqE9icxX6lWbxM2j0FUoicMTnkqYHPSRicSZ7Q4Tyv9lo3TeOhkMTJYP0QHjK1Ig\/640?wx_fmt=png'\" \/><\/span><\/section>\n<section style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u5728\u56fe\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230x\u8f74\u4e0a\u7684tsHeating\u7cfb\u5217\u975e\u5e38\u5927\uff0c\u6709\u8d85\u8fc7600,000\u4e2a\u89c2\u5bdf\u503c\u3002\u867d\u7136\u53ef\u4ee5\u4f7f\u7528ggplot_na_distribution\u90a3\u6837\u53ef\u89c6\u5316tsAirgap\u7cfb\u5217\uff08144\u4e2a\u89c2\u5bdf\u503c\uff09\uff0c\u4f46\u5bf9\u4e8etsHeating\u7cfb\u5217\u6765\u8bf4\uff0c\u8fd9\u80af\u5b9a\u884c\u4e0d\u901a\u3002\u5728\u7ed8\u56fe\u533a\u57df\u4e2d\uff0c\u6839\u672c\u6ca1\u6709\u8db3\u591f\u7684\u7a7a\u95f4\u6765\u5bb9\u7eb3600,000\u4e2a\u5355\u72ec\u7684\u8fde\u7eed\u89c2\u5bdf\/\u6570\u636e\u70b9\u3002ggplot_na_distribution2\u51fd\u6570\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u5c06\u591a\u4e2a\u89c2\u5bdf\u503c\u5206\u7ec4\u5230\u95f4\u9694\u4e2d\u3002\u793a\u4f8b\u4e2d\u7684’number_intervals’\u53c2\u6570\u5b9a\u4e49\u4e86\u8981\u4f7f\u7528\u768420\u4e2a\u95f4\u9694\u3002\u8fd9\u610f\u5473\u7740\u4e0a\u56fe\u4e2d\u7684\u6bcf\u4e2a\u95f4\u9694\u4ee3\u8868\u5927\u7ea630,000\u4e2a\u89c2\u5bdf\u503c\u3002\u524d\u4e94\u4e2a\u95f4\u9694\u5b8c\u5168\u662f\u7eff\u8272\u7684\uff0c\u8fd9\u610f\u5473\u7740\u6570\u636e\u4e2d\u6ca1\u6709\u7f3a\u5931\u503c\u3002\u8fd9\u610f\u5473\u7740\u4ece\u89c2\u5bdf1\u5230\u89c2\u5bdf150,000\u4e4b\u95f4\u7684\u6570\u636e\u4e2d\u6ca1\u6709\u7f3a\u5931\u503c\u3002\u7cfb\u5217\u4e2d\u95f4\u548c\u672b\u5c3e\u6709\u51e0\u4e2a\u95f4\u9694\uff0c\u6bcf\u4e2a\u95f4\u9694\u90fd\u6709\u5927\u7ea640%\u7684\u7f3a\u5931\u6570\u636e\u3002\u8fd9\u610f\u5473\u7740\u5728\u8fd9\u4e9b\u95f4\u9694\u4e2d\uff0c30,000\u4e2a\u89c2\u5bdf\u4e2d\u670912,000\u4e2aNA\u3002\u603b\u4e4b\uff0c\u8be5\u56fe\u80fd\u591f\u4e3a\u975e\u5e38\u5927\u7684\u65f6\u95f4\u5e8f\u5217\u63d0\u4f9b\u5173\u4e8eNA\u5206\u5e03\u7684\u826f\u597d\u4f46\u7c97\u7565\u7684\u6982\u8ff0<\/span>    <\/span><o:page><\/o:page><\/section>\n<h2 style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 18pt;font-family: \u5b8b\u4f53;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">ggplot_na_gapsize(\u53ef\u89c6\u5316\u4e0d\u540cNA\u95f4\u9699\u7684\u9891\u7387):<\/span><br \/>\n  <\/span><\/h2>\n<section style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\">\u8fd9\u4e2a\u7ed8\u56fe\u51fd\u6570\u7528\u4e8e\u53ef\u89c6\u5316\u65f6\u95f4\u5e8f\u5217\u4e2d\u4e0d\u540cNA\u95f4\u9699\uff08\u8fde\u7eed\u7684NA\u503c\uff09\u7684\u51fa\u73b0\u9891\u7387\u3002\u8be5\u51fd\u6570\u5c06\u6b64\u4fe1\u606f\u663e\u793a\u4e3a\u6392\u540d\u3002\u6392\u540d\u53ef\u4ee5\u6309\u7167\u7f3a\u5931\u503c\u95f4\u9699\u5927\u5c0f\u5360\u6bd4\uff08\u95f4\u9699\u5927\u5c0f\u7684\u6570\u91cf\u51fa\u73b0\u6b21\u6570 * \u95f4\u9699\u957f\u5ea6\uff09\u6216\u4ec5\u6309\u7167\u95f4\u9699\u5927\u5c0f\u7684\u51fa\u73b0\u6b21\u6570\u6392\u5e8f\u3002\u6700\u7ec8\u7684\u7ed3\u679c\u53ef\u4ee5\u8bfb\u53d6\u4e3a\uff1a\u5728\u65f6\u95f4\u5e8f\u5217x\u4e2d\uff0c3\u4e2a\u8fde\u7eed\u7684NA\u51fa\u73b0\u6700\u591a\uff0c\u51fa\u73b0\u4e8620\u6b21\uff0c6\u4e2a\u8fde\u7eed\u7684NA\u51fa\u73b0\u6b21\u591a\uff0c\u51fa\u73b0\u4e865\u6b21\uff0c2\u4e2a\u8fde\u7eed\u7684NA\u51fa\u73b0\u7b2c\u4e09\u591a\uff0c\u51fa\u73b0\u4e863\u6b21\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\u7528\u6cd5\uff1a<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"bash\"><code><span class=\"code-snippet_outer\">1.#\uff08tsNH4\u662fimputeTS\u5305\u63d0\u4f9b\u7684\u793a\u4f8b\u65f6\u95f4\u5e8f\u5217\uff09 <\/span><\/code><code><span class=\"code-snippet_outer\">2.# \u53ef\u89c6\u5316\u524dNAs\u5927\u5c0f \/ \u8fde\u7eed\u7684NA <\/span><\/code><code><span class=\"code-snippet_outer\">3.ggplot_na_gapsize(tsNH4)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;text-indent: 0em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100013120\" data-ratio=\"0.6177130044843049\" data-type=\"png\" data-w=\"892\" height=\"359.010009765625\" width=\"581.1799926757812\" style=\"height: auto !important;\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-12-10_\u4e09\u5206\u949f\u5e26\u4f60\u5b66\u4f1a\u5e8f\u5217\u63d2\u503c\u2014\u2014\u4f18\u96c5\u7684imputeTS\u65b9\u6cd5\/7_4qZYfU7friamZL0asfCbb0DYRxC0CA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAwQz0aWHeCNyvlBdpqE9icxX2mUXTWXiabokZtq2SRZC9QiblicF4qZYfU7friamZL0asfCbb0DYRxC0CA\/640?wx_fmt=png'\" \/><\/span><\/section>\n<section style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u793a\u4f8b\u56fe\u89e3\u8bfb\u5982\u4e0b\uff1a\u5728\u65f6\u95f4\u5e8f\u5217tsNH4\u4e2d\uff0c\u95f4\u9699\u5927\u5c0f157\u4ec5\u51fa\u73b01\u6b21\uff0c\u4f46\u5360\u636e\u4e86\u6240\u6709\u95f4\u9699\u5927\u5c0f\u4e2dNA\u6700\u591a\u7684\u4f4d\u7f6e\uff08157\u4e2aNA\uff09\u3002\u95f4\u9699\u5927\u5c0f91\uff08\u8fde\u7eed\u768491\u4e2aNA\uff09\u4e5f\u4ec5\u51fa\u73b01\u6b21\uff0c\u4f46\u5360\u636e\u4e86\u7b2c\u4e8c\u591a\u7684NA\uff0891\u4e2aNA\uff09\u3002\u95f4\u9699\u5927\u5c0f42\u5728\u65f6\u95f4\u5e8f\u5217\u4e2d\u51fa\u73b02\u6b21\uff0c\u56e0\u6b64\u5728\u603b\u4f53\u4e0a\u6392\u540d\u7b2c\u4e09\uff0884\u4e2aNA\uff09\u3002\u95f4\u9699\u5927\u5c0f\u4e3a1\uff08\u524d\u540e\u6ca1\u6709\u5176\u4ed6NA\uff09\u51fa\u73b0\u4e8668\u6b21\uff0c\u4f7f\u5176\u5728\u603b\u4f53NA\u4e2d\u6392\u540d\u7b2c\u56db\uff0868\u4e2aNA\uff09\u3002<\/span>    <\/span><o:page><\/o:page><\/section>\n<h1 style=\"color: rgb(2, 30, 170);font-size: 15px;\"><span style=\"color: rgb(2, 30, 170);font-size: 15px;\"><strong>\u5206\u5e03\u7684\u6458\u8981\u7edf\u8ba1\u4fe1\u606f<br \/>\n  <\/strong><\/span><\/h1>\n<section style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;\"><code style=\"mso-ansi-font-size: 12.0pt;mso-bidi-font-size: 12.0pt;mso-bidi-font-family: \u5b8b\u4f53;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;mso-fareast-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: bold;mso-bidi-font-weight: bold;\"><span style=\"font-size: 15px;\">statsNA<\/span><\/code><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\"> \u51fd\u6570\u5728 imputeTS \u5305\u4e2d\u63d0\u4f9b\u4e86\u5173\u4e8e\u5355\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u4e2d\u7f3a\u5931\u503c\u5206\u5e03\u7684\u6458\u8981\u7edf\u8ba1\u4fe1\u606f\u3002\u4ee5\u4e0b\u662f\u5b83\u63d0\u4f9b\u7684\u4fe1\u606f\u7684\u89e3\u91ca\uff1a<\/span><\/section>\n<section style=\"text-align: left;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 36pt;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: Symbol;font-variant: normal;text-transform: none;\">\u00b7<\/span><strong style=\"font-weight: bold;mso-bidi-font-weight: bold;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u65f6\u95f4\u5e8f\u5217\u7684\u957f\u5ea6<\/strong><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">: \u8fd9\u662f\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u89c2\u5bdf\u6b21\u6570\uff0c\u5305\u62ec\u5b9e\u9645\u503c\u548c\u7f3a\u5931\u503c\u3002<\/span><\/span><\/section>\n<section style=\"text-align: left;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 36pt;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: Symbol;font-variant: normal;text-transform: none;\">\u00b7<\/span><strong style=\"font-weight: bold;mso-bidi-font-weight: bold;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u7f3a\u5931\u503c\u7684\u6570\u91cf<\/strong><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">: \u5b83\u8868\u793a\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u603b\u7f3a\u5931\u503c\u6570\u91cf\u3002<\/span><\/span><\/section>\n<section style=\"text-align: left;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 36pt;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: Symbol;font-variant: normal;text-transform: none;\">\u00b7<\/span><strong style=\"font-weight: bold;mso-bidi-font-weight: bold;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u7f3a\u5931\u503c\u7684\u767e\u5206\u6bd4<\/strong><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">: \u8fd9\u8868\u793a\u76f8\u5bf9\u4e8e\u65f6\u95f4\u5e8f\u5217\u4e2d\u603b\u89c2\u5bdf\u6b21\u6570\u7684\u7f3a\u5931\u503c\u767e\u5206\u6bd4\u3002<\/span><\/span><\/section>\n<section style=\"text-align: left;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 36pt;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: Symbol;font-variant: normal;text-transform: none;\">\u00b7<\/span><strong style=\"font-weight: bold;mso-bidi-font-weight: bold;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u5206\u6bb5\u7684\u7f3a\u5931\u503c\u7edf\u8ba1<\/strong><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">: \u5b83\u63d0\u4f9b\u4e86\u4e0d\u540c\u5206\u6bb5\u6216\u7ec4\u7684\u7f3a\u5931\u503c\u6570\u91cf\u548c\u767e\u5206\u6bd4\u7684\u4fe1\u606f\uff0c\u6709\u52a9\u4e8e\u5206\u6790\u7f3a\u5931\u6570\u636e\u7684\u6a21\u5f0f\u3002<\/span><\/span><\/section>\n<section style=\"text-align: left;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 36pt;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: Symbol;font-variant: normal;text-transform: none;\">\u00b7<\/span><strong style=\"font-weight: bold;mso-bidi-font-weight: bold;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u6700\u957f\u7684 NA \u95f4\u9699<\/strong><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">: \u8fd9\u662f\u65f6\u95f4\u5e8f\u5217\u4e2d\u6700\u957f\u8fde\u7eed\u7684\u7f3a\u5931\u503c\u5e8f\u5217\u7684\u957f\u5ea6\uff08\u8fde\u7eed\u7684 NA \u503c\uff09\u3002<\/span><\/span><\/section>\n<section style=\"text-align: left;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 36pt;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: Symbol;font-variant: normal;text-transform: none;\">\u00b7<\/span><strong style=\"font-weight: bold;mso-bidi-font-weight: bold;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u6700\u5e38\u89c1\u7684\u95f4\u9699\u5927\u5c0f<\/strong><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">: \u5b83\u8868\u793a\u65f6\u95f4\u5e8f\u5217\u4e2d\u6700\u9891\u7e41\u51fa\u73b0\u7684\u7f3a\u5931\u503c\u5e8f\u5217\u7684\u957f\u5ea6\u3002<\/span><\/span><\/section>\n<section style=\"text-align: left;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 36pt;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: Symbol;font-variant: normal;text-transform: none;\">\u00b7<\/span><strong style=\"font-weight: bold;mso-bidi-font-weight: bold;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u5360\u636e\u5927\u591a\u6570 NA \u7684\u95f4\u9699\u5927\u5c0f<\/strong><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">: \u8fd9\u4ee3\u8868\u4e86\u5728\u65f6\u95f4\u5e8f\u5217\u4e2d\u603b\u4f53\u4e0a\u5360\u636e\u6700\u591a\u7f3a\u5931\u503c\u7684\u8fde\u7eed\u7f3a\u5931\u503c\u5e8f\u5217\u3002<\/span>    <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: left;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 36pt;text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: Symbol;font-variant: normal;text-transform: none;\">\u00b7<\/span><strong style=\"font-weight: bold;mso-bidi-font-weight: bold;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;mso-fareast-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">NA \u5e8f\u5217\u6982\u89c8<\/strong><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">: \u5b83\u63d0\u4f9b\u4e86\u5173\u4e8e\u6bcf\u4e2a\u8fde\u7eed\u7f3a\u5931\u503c\u5e8f\u5217\u51fa\u73b0\u9891\u7387\u7684\u6982\u8ff0\u3002\u4e0d\u51fa\u73b0\u7684\u5e8f\u5217\u5c06\u5728\u8fd9\u4e2a\u6982\u8ff0\u4e2d\u88ab\u7701\u7565\u3002<\/span><\/span><\/section>\n<section style=\"text-align: left;margin-left: 0pt;line-height: normal;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\">\u4ee5\u4e0b\u662f\u5982\u4f55\u4f7f\u7528 <\/span><code style=\"mso-ansi-font-size: 12.0pt;mso-bidi-font-size: 12.0pt;mso-bidi-font-family: \u5b8b\u4f53;font-family: \u5b8b\u4f53;mso-ascii-font-family: \u5b8b\u4f53;mso-fareast-font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: bold;mso-bidi-font-weight: bold;\"><span style=\"font-size: 15px;\">statsNA<\/span><\/code><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\"> \u51fd\u6570\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u8bf7\u8ddf\u7740\u5c0f\u679c\u4e00\u8d77\u7ec3\u4e60\u54e6\uff1a<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"bash\"><code><span class=\"code-snippet_outer\">1.# \u793a\u4f8b\u4ee3\u7801 'statsNA' <\/span><\/code><code><span class=\"code-snippet_outer\">2.#\uff08tsNH4 \u662f imputeTS \u5305\u63d0\u4f9b\u7684\u793a\u4f8b\u65f6\u95f4\u5e8f\u5217\uff09 <\/span><\/code><code><span class=\"code-snippet_outer\">3.# \u6253\u5370\u5173\u4e8e\u7f3a\u5931\u6570\u636e\u7684\u7edf\u8ba1\u4fe1\u606f <\/span><\/code><code><span class=\"code-snippet_outer\">4.statsNA(tsNH4)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;text-indent: 0em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 15px;\">          <o:p> <\/o:p><\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Length of time series:”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] 4552<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “————————-“<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Number of Missing Values:”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] 883<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “————————-“<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Percentage of Missing Values:”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “19.4%”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “————————-“<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Number of Gaps:”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] 155<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “————————-“<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Average Gap Size:”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] 5.696774<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “————————-“<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Stats for Bins”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  Bin 1 (1138 values from 1 to 1138) :      233 NAs (20.5%)”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  Bin 2 (1138 values from 1139 to 2276) :      433 NAs (38%)”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  Bin 3 (1138 values from 2277 to 3414) :      135 NAs (11.9%)”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  Bin 4 (1138 values from 3415 to 4552) :      82 NAs (7.21%)”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “————————-“<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Longest NA gap (series of consecutive NAs)”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “157 in a row”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “————————-“<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Most frequent gap size (series of consecutive NA series)”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “1 NA in a row (occurring 68 times)”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “————————-“<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Gap size accounting for most NAs”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);\">[1] “157 NA in a row (occurring 1 times, making up for overall 157 NAs)”<\/span>    <\/span><o:page><\/o:page><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “————————-“<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] “Overview NA series”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  1 NA in a row: 68 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  2 NA in a row: 26 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  3 NA in a row: 16 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  4 NA in a row: 10 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  5 NA in a row: 8 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  6 NA in a row: 4 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  7 NA in a row: 2 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  8 NA in a row: 3 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  9 NA in a row: 2 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  10 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  11 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  12 NA in a row: 2 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  14 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  16 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  17 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  21 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  25 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  26 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  27 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  32 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  42 NA in a row: 2 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);font-size: 15px;\">[1] ”  91 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: \u7b49\u7ebf;font-weight: normal;text-align: left;word-break: break-all;background: rgb(44, 40, 40);text-indent: 0em;\"><span style=\"font-size: 15px;font-family: "Lucida Console";font-variant: normal;text-transform: none;color: rgb(234, 234, 234);\">[1] ”  157 NA in a row: 1 times”<\/span><\/section>\n<section style=\"margin-top: 0pt;margin-bottom: 0pt;margin-left: 0pt;line-height: normal;font-size: 10.5pt;font-family: 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