{"id":3115,"date":"2021-04-11T19:56:00","date_gmt":"2021-04-11T11:56:00","guid":{"rendered":"https:\/\/shanlin.info\/?p=3115"},"modified":"2021-04-25T20:35:26","modified_gmt":"2021-04-25T12:35:26","slug":"%e4%bd%bf%e7%94%a8pythonr%e5%81%9a%e7%94%a8%e6%88%b7%e8%b4%ad%e4%b9%b0%e8%b7%af%e5%be%84%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/shanlin.info\/?p=3115","title":{"rendered":"\u4f7f\u7528Python+R\u505a\u7528\u6237\u8d2d\u4e70\u8def\u5f84\u5206\u6790"},"content":{"rendered":"\n<h5 class=\"wp-block-heading\">1\u3001\u9700\u6c42\uff1a<\/h5>\n\n\n\n<p>\u5728\u7528\u6237\u884c\u4e3a\u5206\u6790\u4e2d\u91cd\u8981\u7684\u4e00\u73af\u662f\u5bf9\u7528\u6237\u884c\u4e3a\u8def\u5f84\u7684\u5206\u6790\uff0c\u5982\u5148\u8bbf\u95ee\u4ec0\u4e48\u518d\u8bbf\u95ee\u4ec0\u3001\u73b0\u8d2d\u4e70\u4ec0\u4e48\u518d\u8d2d\u4e70\u4ec0\u4e48\u3002\u627e\u5230\u7528\u6237\u7684\u8bbf\u95ee\u6216\u8d2d\u4e70\u8def\u5f84\uff0c\u6709\u52a9\u4e8e\u6211\u4eec\u5bf9\u5546\u4e1a\u6d41\u7a0b\u7684\u7406\u89e3\uff0c\u4e5f\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u6539\u5584\u548c\u4f18\u5316\u4f01\u4e1a\u4ea7\u54c1\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2\u3001\u9898\u8bbe\uff1a<\/h5>\n\n\n\n<p>\u5047\u8bbe\u6211\u4eec\u662f\u4e00\u5bb6\u5bb6\u7535\u7535\u5546\u7f51\u7ad9\uff0c\u62e5\u6709\u6240\u6709\u5ba2\u6237\u7684\u8d2d\u4e70\u6bcf\u79cd\u5bb6\u7535\u7684\u8be6\u7ec6\u8bb0\u5f55\uff08\u5305\u62ec\u5ba2\u6237id\uff0c\u8d2d\u4e70\u4ea7\u54c1\uff0c\u8d2d\u4e70\u65e5\u671f\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery columns-1 is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><a href=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"193\" height=\"205\" src=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/1.png\" alt=\"\" data-id=\"3116\" data-full-url=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/1.png\" data-link=\"https:\/\/shanlin.info\/?attachment_id=3116\" class=\"wp-image-3116\"\/><\/a><\/figure><\/li><\/ul><\/figure>\n\n\n\n<p>\u5ba2\u6237\u8d2d\u4e70\u8bb0\u5f55\uff0c\u6570\u636e\u5168\u662f\u778e\u7f16\u7684<\/p>\n\n\n\n<p>\u6211\u4eec\u5e0c\u671b\u901a\u8fc7\u8fd9\u4e2a\u6570\u636e\u5206\u6790\u51fa\u793e\u4f1a\u7528\u6237\u5728\u8d2d\u4e70\u5bb6\u7535\u5148\u540e\u987a\u5e8f\u7684\u884c\u4e3a\u8def\u5f84\u3002<br>\u8fd9\u4e2a\u7ed3\u679c\u7684\u5b9e\u9645\u7528\u9014\uff0c\u4f8b\u5982\u5ba2\u6237\u5728\u88c5\u4fee\u65b0\u623f\u540e\u8d2d\u7f6e\u62bd\u6cb9\u70df\u673a\uff0c\u90a3\u4e48\u6211\u4eec\u5f88\u53ef\u80fd\u5e0c\u671b\u7ed9\u4ed6\u63a8\u8350\u70ed\u6c34\u5668\u6216\u8005\u7a7a\u8c03\u7b49\u3002\u6211\u4eec\u603b\u4e0d\u81f3\u4e8e\u50cf\u67d0\u4e1c\u7f51\u7ad9\u4e00\u6837\uff0c\u5ba2\u6237\u8d2d\u4e70\u4e86\u4e00\u4e2a\u51b0\u7bb1\u540e\u8fd8\u7ed9\u63a8\u8350\u53e6\u4e00\u4e2a\u51b0\u7bb1\u5427\uff1f<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">3\u3001\u7ed3\u679c\u793a\u4f8b\uff1a<\/h5>\n\n\n\n<p>\u5e0c\u671b\u80fd\u591f\u5f97\u5230\u7c7b\u4f3c\u4e0b\u56fe\u7684\u7ed3\u679c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-gallery columns-1 is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><a href=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/2.png\"><img loading=\"lazy\" decoding=\"async\" width=\"715\" height=\"531\" src=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/2.png\" alt=\"\" data-id=\"3117\" data-full-url=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/2.png\" data-link=\"https:\/\/shanlin.info\/?attachment_id=3117\" class=\"wp-image-3117\" srcset=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/2.png 715w, https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/2-300x223.png 300w\" sizes=\"(max-width: 715px) 100vw, 715px\" \/><\/a><\/figure><\/li><\/ul><\/figure>\n\n\n\n<p>\u7ed3\u679c\u793a\u4f8b<\/p>\n\n\n\n<p>\u8fd9\u662f\u767e\u5ea6echarts\u7684Sankey\uff08\u6851\u57fa\u56fe\uff09\u56fe\u793a\u4f8b\uff0c\u6211\u4eec\u5c06\u901a\u8fc7Python+R\u5b9e\u73b0\u7c7b\u4f3c\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">4\u3001\u6280\u672f\u8def\u7ebf\uff1a<\/h5>\n\n\n\n<p>\u5982\u6807\u9898\u6240\u8ff0\uff0c\u4f7f\u7528Python\u8fdb\u884c\u6570\u636e\u5904\u7406\uff0c\u5f62\u6210R\u7ed8\u56fe\u76f4\u63a5\u53ef\u7528\u7684\u6570\u636e\u7ed3\u6784\uff1b\u518d\u4f7f\u7528R\u7ed8\u5236Sankey\u56fe\uff08\u4e4b\u6240\u4ee5\u4e0d\u4f7f\u7528Python\u76f4\u63a5\u7ed8\u56fe\uff0c\u662f\u56e0\u4e3aPython\u5728\u7ed8\u5236\u6851\u57fa\u56fe\u65b9\u9762\u8fd8\u4e0d\u591f\u5b8c\u5584\u2014\u2014\u597d\u5427\uff0c\u662f\u6211\u4e0d\u4f1a\uff01\uff09\u3002<br>\u5148\u6765\u770bR\u7ed8\u5236\u6851\u57fa\u56fenetworkD3\u5b98\u65b9\u7ed9\u51fa\u7684\u793a\u4f8b\u4ee3\u7801\uff1a<em><\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#R code\n# Load energy projection data\n# Load energy projection data\nURL &lt;- paste0(\n        \"https:\/\/cdn.rawgit.com\/christophergandrud\/networkD3\/\",\n        \"master\/JSONdata\/energy.json\")\nEnergy &lt;- jsonlite::fromJSON(URL)\n# Plot\nsankeyNetwork(Links = Energy$links, Nodes = Energy$nodes, Source = \"source\",\n             Target = \"target\", Value = \"value\", NodeID = \"name\",\n             units = \"TWh\", fontSize = 12, nodeWidth = 30)\n<\/code><\/pre>\n\n\n\n<p>\u8bbf\u95ee\u4e0a\u8ff0url\u6307\u5411\u7684<a href=\"https:\/\/link.jianshu.com\/?t=https:\/\/cdn.rawgit.com\/christophergandrud\/networkD3\/master\/JSONdata\/energy.json\" target=\"_blank\" rel=\"noreferrer noopener\">\u5730\u5740<\/a>\uff0c\u53ef\u4ee5\u770b\u5230\u6570\u636e\u6587\u4ef6\u683c\u5f0f\uff0c\u8fd9\u662f\u4e00\u4e2ajson\u6587\u4ef6\uff0c\u7ed3\u6784\u5982\u4e0b\uff1a<em><\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#R networkD3\u7ed8\u5236\u6851\u57fa\u56fe\u6240\u9700\u7684\u6570\u636e\u683c\u5f0f\n{\"nodes\":&#91;\n{\"name\":\"Agricultural 'waste'\"},\n{\"name\":\"Bio-conversion\"},\n\u2026\u2026\n],\n\"links\":&#91;\n{\"source\":0,\"target\":1,\"value\":124.729},\n{\"source\":1,\"target\":2,\"value\":0.597},\n{\"source\":1,\"target\":3,\"value\":26.862}],\n\u2026\u2026\n]}\n<\/code><\/pre>\n\n\n\n<p>\u6570\u636e\u4e3b\u8981\u5305\u542b\u4e24\u4e2a\u90e8\u5206\uff1anodes\u7684\u6bcf\u6761\u8bb0\u5f55\u8868\u793a\u6851\u57fa\u56fe\u4e2d\u6bcf\u4e2a\u8282\u70b9\u4f4d\u7f6e\u7684\u540d\u79f0\uff1blinks\u7684\u6bcf\u6761\u8bb0\u5f55\u8868\u793a\u4ece\u67d0\u4e2a\u8282\u70b9\u5230\u53e6\u4e00\u4e2a\u8282\u70b9\u51fa\u73b0\u7684\u6b21\u6570\u3002source\u548ctarget\u540e\u9762\u6240\u8ddf\u7684\u6570\u5b57\u987a\u5e8f\u548cnodes\u540e\u9762\u7684\u6570\u636e\u987a\u5e8f\u4e00\u81f4\u3002\u59820\u8868\u793a\u8282\u70b9\u540d\u5b57\u662fAgricultural &#8216;waste&#8217;\uff0c1\u8868\u793a\u8282\u70b9Bio-conversion\uff0c{&#8220;source&#8221;:0,&#8221;target&#8221;:1,&#8221;value&#8221;:124.729}\u8868\u793a\u4eceAgricultural &#8216;waste&#8217;\u5230Bio-conversion\u6709124.729\u5927\u7684\u91cf\u3002<br>\u56e0\u6b64\uff0c\u5269\u4e0b\u7684\u5de5\u4f5c\u5c31\u662f\u5982\u4f55\u5c06\u4e0a\u8ff0\u5206\u7b14\u4ea4\u6613\u6570\u636e\u8f6c\u5316\u6210\u4e0a\u8ff0\u7b26\u5408\u8981\u6c42\u7684\u683c\u5f0f\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">5\u3001\u6570\u636e\u6574\u7406\uff1a<\/h5>\n\n\n\n<p>\u5927\u81f4\u5206\u6790\u4e00\u4e0b\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u627e\u5230\u8d2d\u4e70\u4e86\u4e24\u7b14\u53ca\u4ee5\u4e0a\u7684\u5ba2\u6237\u3002\u7136\u540e\u5c06\u8fd9\u4e9b\u5ba2\u6237\u4e2d\uff0c\u6bcf\u4e2a\u5ba2\u6237\u6210\u4ea4\u5546\u54c1\u7684\u987a\u5e8f\u8fdb\u884c\u5904\u7406\u3002<br>\u5982\u4e00\u4e2a\u5ba2\u6237\u5148\u540e\u8d2d\u4e70\u4e86\uff1a\u51b0\u7bb1\u2014\u2014\u6d17\u8863\u673a\u2014\u2014\u7535\u89c6\u673a\uff0c\u6574\u7406\u51fa\u7684\u5173\u7cfb\u5219\u662f\uff1a<em><\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>source    target    value\n\u51b0\u7bb1       \u6d17\u8863\u673a     1\n\u6d17\u8863\u673a     \u7535\u89c6\u673a     1\n<\/code><\/pre>\n\n\n\n<p>\uff081\uff09\u9996\u5148\uff0c\u9700\u8981\u5c06\u8d2d\u4e70\u67092\u6b21\u8bb0\u5f55\u53ca\u4ee5\u4e0a\u7684\u6240\u6709\u6570\u636e\u7b5b\u9009\u51fa\u6765\u5907\u7528\u3002<em><\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#Python code\nimport pandas as pd\n#\u8bfb\u53d6\u6240\u6709\u6570\u636e\nbase_data=pd.read_excel('C:\/Users\/Administrator\/Desktop\/\u5bb6\u7535\u8d2d\u4e70\u8bb0\u5f55.xlsx')\n#\u627e\u51fa\u8d2d\u4e70\u4e86\u4e24\u6b21\u53ca\u4ee5\u4e0a\u7684\u7528\u6237\uff08\u901a\u8fc7user_id\u7edf\u8ba1\u6b21\u6570\u518d\u4f5c\u7b5b\u9009\uff09\nbuy_times=base_data.groupby('user_id')&#91;'product'].count()\nre_buy_userid=buy_times&#91;buy_times&gt;1].reset_index()\n#\u7b5b\u9009\u6240\u6709\u8d2d\u4e70\u4e24\u6b21\u53ca\u4ee5\u4e0a\u7528\u6237\u7684\u8d2d\u4e70\u8bb0\u5f55\nrebuy_data=base_data&#91;base_data&#91;'user_id'].isin(re_buy_userid&#91;'user_id'])]\n<\/code><\/pre>\n\n\n\n<p>\uff082\uff09\u7b2c\u4e8c\u6b65\uff0c\u5206\u6790\u8d2d\u4e70\u5148\u540e\u6b21\u5e8f\u3002\u601d\u8def\u662f\u5bf9\u6bcf\u4e2a\u5ba2\u6237\u7684\u8d2d\u4e70\u8bb0\u5f55\u8fdb\u884c\u5206\u6790\uff0c\u5f62\u6210\u7b2c5\u90e8\u5206\u5f00\u5934\u6240\u793a\u7684\u660e\u7ec6\u5217\u8868\uff0c\u7136\u540e\u518d\u5bf9\u8fd9\u4e2a\u660e\u7ec6\u5217\u8868\u8fdb\u884c\u6c47\u603b\uff0c\u8ba1\u7b97\u51fa\u6bcf\u79cd\u5bf9\u5e94\u5173\u7cfb\u7684\u6c47\u603b\u7ed3\u679c\u3002<em><\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#Python code\n#\u5206\u6790\u6d41\u5411\nsource_name=&#91;]\ntarget_name=&#91;]\nnum=&#91;]\n#\u904d\u5386\u6bcf\u4e2a\u8d2d\u4e70\u4e24\u6b21\u53ca\u4ee5\u4e0a\u7684\u7528\u6237id\nfor user_id in re_buy_userid&#91;'user_id']:\n    #\u53d6\u51fa\u6bcf\u4e2a\u7528\u6237\u8d2d\u4e70\u8bb0\u5f55\u660e\u7ec6\uff0c\u6309\u65f6\u95f4\u5347\u5e8f\u6392\u5217\uff0c\u91cd\u5efa\u7d22\u5f15\uff0c\u4ee5\u4fbf\u540e\u9762\u53d6\u7ed3\u679c\u65f6\u4f7f\u7528\n    each_buy=rebuy_data&#91;rebuy_data&#91;'user_id']==user_id].sort_values(by='buytime',ascending=True).reset_index()\n    #\u6309\u987a\u5e8f\u5bf9\u4e0a\u8ff0\u660e\u7ec6\u6570\u636e\u8fdb\u884c\u904d\u5386\uff0c\u5206\u522b\u53d6\u5f53\u524d\u8bb0\u5f55\u7684product\u548c\u4e0b\u4e00\u6761\u8bb0\u5f55\u7684product\uff0c\u5373\u53ef\u6784\u6210\u8d2d\u4e70\u5148\u540e\u5173\u7cfb\n    for i in range(len(each_buy)-1):\n        each_source=each_buy&#91;'product']&#91;i]\n        each_target=each_buy&#91;'product']&#91;i+1]\n        source_name.append(each_source)\n        target_name.append(each_target)\n        num.append(1)\n#\u5bf9\u7ed3\u679c\u8fdb\u884c\u6574\u7406\uff0c\u5f62\u6210\u4e00\u4e2a\u8868\u683c\nst_result=pd.DataFrame(&#91;source_name,target_name,num],index=&#91;'source_name','target_name','num']).T\n#\u83b7\u53d6\u7edf\u8ba1\u7ed3\u679c\ngroup_result=st_result.groupby(&#91;'source_name','target_name']).count().reset_index().sort_values(by='num',ascending=False)\n<\/code><\/pre>\n\n\n\n<p>\u8fd9\u91cc\u6211\u4eec\u5f97\u5230\u7684\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-gallery columns-1 is-cropped wp-block-gallery-3 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><a href=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/3.png\"><img loading=\"lazy\" decoding=\"async\" width=\"317\" height=\"302\" src=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/3.png\" alt=\"\" data-id=\"3118\" data-full-url=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/3.png\" data-link=\"https:\/\/shanlin.info\/?attachment_id=3118\" class=\"wp-image-3118\" srcset=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/3.png 317w, https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/3-300x286.png 300w\" sizes=\"(max-width: 317px) 100vw, 317px\" \/><\/a><\/figure><\/li><\/ul><\/figure>\n\n\n\n<p>\u5ba2\u6237\u8d2d\u4e70\u8def\u5f84\u6570\u636e\u7edf\u8ba1\u7ed3\u679c<\/p>\n\n\n\n<p>\u5b9e\u9645\u4e0a\uff0c\u5230\u8fd9\u91cc\uff0c\u57fa\u672c\u4e0a\u5df2\u7ecf\u662f\u6211\u4eecR\u6240\u9700\u8981\u7684\u6570\u636e\u4e86\uff0c\u53ea\u9700\u8981\u5c06\u5176\u8f6c\u6362\u6210json\u683c\u5f0f\u5373\u53ef\u3002<br>\u540c\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\u7ed3\u8bba\uff1a\u6211\u4eec\u7684\u5ba2\u6237\u901a\u5e38\u60c5\u51b5\u4e0b\u4e70\u4e86\u7535\u89c6\u673a\u4f1a\u63a5\u7740\u4e70\u7a7a\u8c03\uff0c\u4e70\u4e86\u7535\u996d\u9505\u901a\u5e38\u4f1a\u4e70\u7535\u78c1\u7089\uff0c\u4e70\u4e86\u7a7a\u8c03\u901a\u5e38\u4f1a\u4e70\u5fae\u6ce2\u7089\uff08\u5343\u4e07\u522b\u62ff\u8fd9\u4e2a\u5f53\u51b3\u7b56\uff0c\u524d\u9762\u8bf4\u4e86\u6570\u636e\u90fd\u662f\u6211\u778e\u7f16\u7684\uff09&#8230;<br>\uff083\uff09\u7b2c\u4e09\u6b65\uff0c\u5c06\u4e0a\u8ff0\u6570\u636e\u8f6c\u6362\u6210json\u683c\u5f0f\uff0c\u5e76\u5b58\u50a8\u6210\u6587\u4ef6\u3002<em><\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#Python code\n#\u8f6c\u5316json\u6240\u9700\u683c\u5f0f\n#\u5b9a\u4e49names\uff0c\u4ee5\u786e\u5b9anodes\u7684name\u987a\u5e8f\nnames=group_result&#91;'source_name'].append(group_result&#91;'target_name']).drop_duplicates().reset_index(drop=True)\n#\u5c06\u786e\u5b9a\u597d\u7684name\u987a\u5e8f\u56fa\u5b9a\uff0c\u751f\u6210\u4e00\u4e2a\u5bf9\u5e94\u8868\uff0c\u7528\u4ee5\u5bf9group_result\u91cc\u9762\u7684\u4e2d\u6587\u8865\u5145\u76f8\u5e94\u7684name\u987a\u5e8f\u4ee3\u53f7\nnames_order=names.reset_index().reset_index().rename(columns={'level_0':'source','index':'target',0:'product'})\n#\u6dfb\u52a0source_name\u5bf9\u5e94\u7684name\u4ee3\u53f7\nmid_data=pd.merge(group_result,names_order&#91;&#91;'source','product']],left_on='source_name',right_on='product',how='left')\n#\u6dfb\u52a0target_name\u5bf9\u5e94\u7684name\u4ee3\u53f7\npath_data=pd.merge(mid_data,names_order&#91;&#91;'target','product']],left_on='target_name',right_on='product',how='left')\n\n#\u751f\u6210nodes\nname_list=&#91;]\nfor i in names:\n    each_name={'name':i}\n    name_list.append(each_name)\n#\u751f\u6210links\nsource_target=&#91;]\nfor i in range(len(path_data)):\n    each_links={'source':path_data&#91;'source']&#91;i],'target':path_data&#91;'target']&#91;i],'value':path_data&#91;'num']&#91;i]}\n    source_target.append(each_links)\n\n#\u751f\u6210json\u683c\u5f0f\nrebuy_dict={\"nodes\":name_list,\"links\":source_target}\nrebuy_json=str(rebuy_dict).replace(\"'\",'\"')\n\n#\u5b58\u50a8\u4e3ajson\u683c\u5f0f\nf=open(\"d:\/rebuy.json\",\"w\",encoding=\"utf-8\")\nf.write(str(rebuy_json))\nf.close()\n\n<\/code><\/pre>\n\n\n\n<p>\uff084\uff09\u7b2c\u56db\u6b65\uff0c\u4f7f\u7528R\u7ed8\u56fe<em><\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#R code\nlibrary(networkD3)\nrebuy &lt;- jsonlite::fromJSON('D:\/rebuy.json')\nsankeyNetwork(Links = rebuy$links, Nodes = rebuy$nodes, Source = \"source\",\n              Target = \"target\", Value = \"value\", NodeID = \"name\",\n              units = \"TWh\", fontSize = 30, nodeWidth = 30,\n              fontFamily = \"\u5fae\u8f6f\u96c5\u9ed1\")\n<\/code><\/pre>\n\n\n\n<p>\u6765\u770b\u7ed3\u679c\u5427\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-gallery columns-1 is-cropped wp-block-gallery-4 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><a href=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/4.png\"><img loading=\"lazy\" decoding=\"async\" width=\"888\" height=\"645\" src=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/4.png\" alt=\"\" data-id=\"3119\" data-full-url=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/4.png\" data-link=\"https:\/\/shanlin.info\/?attachment_id=3119\" class=\"wp-image-3119\" srcset=\"https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/4.png 888w, https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/4-300x218.png 300w, https:\/\/shanlin.info\/wp-content\/uploads\/2021\/04\/4-768x558.png 768w\" 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class=\"home-blog-btn\">\u9605\u8bfb\u66f4\u591a<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"_links":{"self":[{"href":"https:\/\/shanlin.info\/index.php?rest_route=\/wp\/v2\/posts\/3115"}],"collection":[{"href":"https:\/\/shanlin.info\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shanlin.info\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shanlin.info\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shanlin.info\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3115"}],"version-history":[{"count":1,"href":"https:\/\/shanlin.info\/index.php?rest_route=\/wp\/v2\/posts\/3115\/revisions"}],"predecessor-version":[{"id":3120,"href":"https:\/\/shanlin.info\/index.php?rest_route=\/wp\/v2\/posts\/3115\/revisions\/3120"}],"wp:attachment":[{"href":"https:\/\/shanlin.info\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3115"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shanlin.info\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3115"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shanlin.info\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3115"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}