{"id":40702,"date":"2023-12-08T13:23:50","date_gmt":"2022-11-23T17:13:51","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e8%af%95%e7%9d%80%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8ckibana%e5%b0%86twitter%e7%9a%84%e7%83%ad%e9%97%a8%e5%85%b3%e9%94%ae%e8%af%8d%e5%8f%af%e8%a7%86%e5%8c%96%e3%80%82\/"},"modified":"2024-05-04T12:40:57","modified_gmt":"2024-05-04T04:40:57","slug":"%e8%af%95%e7%9d%80%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8ckibana%e5%b0%86twitter%e7%9a%84%e7%83%ad%e9%97%a8%e5%85%b3%e9%94%ae%e8%af%8d%e5%8f%af%e8%a7%86%e5%8c%96%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e8%af%95%e7%9d%80%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8ckibana%e5%b0%86twitter%e7%9a%84%e7%83%ad%e9%97%a8%e5%85%b3%e9%94%ae%e8%af%8d%e5%8f%af%e8%a7%86%e5%8c%96%e3%80%82\/","title":{"rendered":"\u8bd5\u7740\u4f7f\u7528Elasticsearch\u548cKibana\u5c06Twitter\u7684\u70ed\u95e8\u5173\u952e\u8bcd\u53ef\u89c6\u5316"},"content":{"rendered":"<p>\u6211\u662f\u5927\u4e45\u4fdd\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u5728\u516c\u53f8\u4e2d\u6709\u673a\u4f1a\u4f7f\u7528\u7ecf\u5178\u7684\u7ec4\u5408Elasticsearch+Kibana+Fluentd\u8fdb\u884c\u65e5\u5fd7\u5206\u6790\uff0c\u4e8e\u662f\u6211\u987a\u4fbf\u5b66\u4e60\u4e86\u4e00\u4e9b\u76f8\u5173\u77e5\u8bc6\u3002<\/p>\n<p>\u5c1d\u8bd5\u4e00\u4e0b\u89c9\u5f97\u6709\u8da3\u7684\u662f\uff0cElasticsearch\u4e0d\u4ec5\u53ef\u4ee5\u7528\u4e8e\u65e5\u5fd7\u5206\u6790\uff0c\u8fd8\u53ef\u4ee5\u50cf\u4e00\u4e2a\u5c0f\u578b\u952e\u503c\u5b58\u50a8\u4e00\u6837\u8fd0\u4f5c\u3002<\/p>\n<p>\u901a\u8fc7\u5c06Elasticsearch\u4e0eKibana\u7ed3\u5408\u4f7f\u7528\uff0c\u6211\u4eec\u53ef\u4ee5\u505a\u51fa\u66f4\u591a\u6709\u8da3\u7684\u4e8b\u60c5\uff01\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u7f16\u5199\u4e86\u4e00\u4e2a\u7a0b\u5e8f\u6765\u5b9e\u65f6\u6c47\u603bTwitter\u7684\u8d8b\u52bf\u8bcd\u4f5c\u4e3a\u4e00\u4e2a\u4f8b\u5b50\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"Kobito.ZqzBFh.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d422f37434c4406c9862b\/4-0.png\" alt=\"Kobito.ZqzBFh.png\" \/><\/div>\n<h2>\u5f00\u53d1\u73af\u5883\u548c\u5404\u79cd\u4e2d\u95f4\u4ef6\u7684\u7248\u672c\u3002<\/h2>\n<p>\u5982\u679c\u5728\u672c\u5730\u53ef\u4ee5\u786e\u8ba4\u7684\u8bdd\uff0c\u5f00\u53d1\u73af\u5883\u5c31\u662fMac\u3002<\/p>\n<h3>Java:<\/h3>\n<p>Java\uff1a<\/p>\n<p>\u7531\u4e8eElasticsearch\u662f\u4f7f\u7528Java\u7f16\u5199\u7684\u8f6f\u4ef6\uff0c\u56e0\u6b64\u9700\u8981\u68c0\u67e5Java\u7684\u7248\u672c\u3002<\/p>\n<pre class=\"post-pre\"><code>$ java -version\r\njava version \"1.8.0_40\"\r\nJava(TM) SE Runtime Environment (build 1.8.0_40-b27)\r\nJava HotSpot(TM) 64-Bit Server VM (build 25.40-b25, mixed mode)\r\n<\/code><\/pre>\n<h3>Elasticsearch \u5f39\u6027\u641c\u7d22<\/h3>\n<p>\u6211\u53ea\u9700\u8981\u4e00\u4e2a\u9009\u9879\u5c31\u53ef\u4ee5\u4e86\uff1a\u7531\u4e8eElasticsearch\u7684\u6700\u65b0\u7248\u672c\u662f2.2.1\uff0c\u6240\u4ee5\u6211\u76f4\u63a5\u7528brew\u5b89\u88c5\uff0c\u4e0d\u9700\u8981\u6307\u5b9a\u7248\u672c\u3002<\/p>\n<pre class=\"post-pre\"><code>$ brew install elasticsearch\r\n==&gt; Downloading https:\/\/download.elasticsearch.org\/elasticsearch\/release\/org\/elasticsearch\/distribution\/tar\/elasticsearch\/2.2.1\/elasticsearch-2.2.1.tar.gz\r\n######################################################################## 100.0%\r\n==&gt; Caveats\r\nData:    \/usr\/local\/var\/elasticsearch\/elasticsearch_user_name\/\r\nLogs:    \/usr\/local\/var\/log\/elasticsearch\/elasticsearch_user_name.log\r\nPlugins: \/usr\/local\/Cellar\/elasticsearch\/2.2.1\/libexec\/plugins\/\r\nConfig:  \/usr\/local\/etc\/elasticsearch\/\r\nplugin script: \/usr\/local\/Cellar\/elasticsearch\/2.2.1\/libexec\/bin\/plugin\r\n\r\nTo have launchd start elasticsearch at login:\r\n  ln -sfv \/usr\/local\/opt\/elasticsearch\/*.plist ~\/Library\/LaunchAgents\r\nThen to load elasticsearch now:\r\n  launchctl load ~\/Library\/LaunchAgents\/homebrew.mxcl.elasticsearch.plist\r\nOr, if you don't want\/need launchctl, you can just run:\r\n  elasticsearch\r\n==&gt; Summary\r\n?  \/usr\/local\/Cellar\/elasticsearch\/2.2.1: 57 files, 31.3M, built in 23 seconds\r\n<\/code><\/pre>\n<p>\u786e\u8ba4\u52a8\u4f5c<\/p>\n<p>\u5728\u540e\u53f0\u542f\u52a8Elasticsearch\u3002<\/p>\n<pre class=\"post-pre\"><code>$ elasticsearch\r\n<\/code><\/pre>\n<p>\u8bf7\u5728\u53e6\u4e00\u4e2a\u7ec8\u7aef\u4e2d\u53d1\u9001\u8bf7\u6c42\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4\u3002\u5982\u679c\u6309\u7167\u4e0b\u9762\u7684\u611f\u89c9\u8fd4\u56de\u4fe1\u606f\uff0c\u90a3\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n<pre class=\"post-pre\"><code>$ curl http:\/\/localhost:9200\/\r\n{\r\n  \"name\" : \"Astron\",\r\n  \"cluster_name\" : \"elasticsearch_user_name\",\r\n  \"version\" : {\r\n    \"number\" : \"2.2.1\",\r\n    \"build_hash\" : \"d045fc29d1932bce18b2e65ab8b297fbf6cd41a1\",\r\n    \"build_timestamp\" : \"2016-03-09T09:38:54Z\",\r\n    \"build_snapshot\" : false,\r\n    \"lucene_version\" : \"5.4.1\"\r\n  },\r\n  \"tagline\" : \"You Know, for Search\"\r\n}\r\n<\/code><\/pre>\n<blockquote><p>\u6ce8\u610f\uff1a<\/p>\n<p>\u5982\u679c\u4f7f\u7528brew\u5b89\u88c5Elasticsearch\u65f6\u9047\u5230\u5404\u79cd\u95ee\u9898\uff0c\u8bf7\u5c1d\u8bd5\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<p>$ brew update<\/p>\n<p>\u8fd9\u6837\u53ef\u80fd\u4f1a\u6709\u5e2e\u52a9\u3002\u6211\u81ea\u5df1\u4e5f\u9047\u5230\u4e86\u4e00\u4e9b\u56f0\u6270\u3002<\/p><\/blockquote>\n<h3>\u9ed1\u8272\u5b57\u5206\u8bcd\u63d2\u4ef6<\/h3>\n<p>\u4e3a\u4e86\u4f7fElasticsearch\u652f\u6301\u65e5\u8bed\u641c\u7d22\uff0c\u9700\u8981\u5b89\u88c5\u4e00\u4e2a\u540d\u4e3a kuromoji \u7684\u63d2\u4ef6\u3002<br \/>\n\u5982\u679c\u60a8\u662f\u901a\u8fc7brew\u5b89\u88c5Elasticsearch\u7684\uff0c\u5219\u9700\u8981\u8bbe\u7f6e\u8def\u5f84\u624d\u80fd\u4f7f\u7528plugin\u547d\u4ee4\u3002<\/p>\n<p>\u63d2\u4ef6\u811a\u672c\uff1a\/usr\/local\/Cellar\/elasticsearch\/2.2.0_1\/libexec\/bin\/plugin<\/p>\n<p>\u7531\u4e8e\u5728\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u4f1a\u5f88\u8be6\u7ec6\u5730\u544a\u8bc9\u6211\u63d2\u4ef6\u811a\u672c\uff0c\u6240\u4ee5\u6211\u4f1a\u5c06\u8be5\u63d2\u4ef6\u811a\u672c\u7684bin\u8def\u5f84\u6dfb\u52a0\u5230.bash_profile\u4e2d\u3002<\/p>\n<pre class=\"post-pre\"><code># add for Elasticsearch 2.2\r\nexport PATH=\"\/usr\/local\/Cellar\/elasticsearch\/2.2.1\/libexec\/bin:$PATH\"\r\n<\/code><\/pre>\n<p>\u91cd\u65b0\u52a0\u8f7d.bash_profile<\/p>\n<pre class=\"post-pre\"><code>source .bash_profile\r\n<\/code><\/pre>\n<p>\u5206\u6790-\u5b89\u88c5\u548c\u786e\u8ba4Kuromoji<\/p>\n<pre class=\"post-pre\"><code>$ plugin install analysis-kuromoji\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>$ curl -X GET 'http:\/\/localhost:9200\/_nodes\/plugins?pretty'\r\n{\r\n  \"cluster_name\" : \"elasticsearch_user_name\",\r\n  \"nodes\" : {\r\n      ...\r\n      \"plugins\" : [ {\r\n        \"name\" : \"analysis-kuromoji\",\r\n        \"version\" : \"2.2.1\",\r\n        \"description\" : \"The Japanese (kuromoji) Analysis plugin integrates Lucene kuromoji analysis module into elasticsearch.\",\r\n        \"jvm\" : true,\r\n        \"classname\" : \"org.elasticsearch.plugin.analysis.kuromoji.AnalysisKuromojiPlugin\",\r\n        \"isolated\" : true,\r\n        \"site\" : false\r\n      } ],\r\n      ...\r\n  }\r\n}\r\n<\/code><\/pre>\n<p>\u786e\u8ba4\u5b89\u88c5\u5b8c\u6210\u4e14\u6ca1\u6709\u95ee\u9898\u3002<\/p>\n<h3>Kibana &#8211; \u53ef\u89c6\u5316\u5206\u6790\u5e73\u53f0<\/h3>\n<p>\u7531\u4e8eKibana\u6700\u65b0\u7248\u672c\u5f88\u597d\uff0c\u6211\u5b89\u88c5\u4e864.4\u7248\u672c\u3002\u636e\u8bf4Kibana4\u53ef\u4ee5\u901a\u8fc7\u5185\u90e8\u542f\u52a8HTTP\u670d\u52a1\u5668\u6765\u72ec\u7acb\u8fd0\u884c\u3002\uff08\u7f51\u7edc\u4e0a\u6709\u5f88\u591a\u5173\u4e8eKibana3\u7684\u6587\u7ae0\uff0c\u8d77\u521d\u6211\u6709\u4e9b\u6df7\u4e71\u3002\u3002\uff09<\/p>\n<p>\u5728\u9002\u5f53\u7684\u76ee\u5f55\u4e2d\u6267\u884c\u4ee5\u4e0b\u64cd\u4f5c\u3002<\/p>\n<pre class=\"post-pre\"><code>$ curl -O https:\/\/download.elastic.co\/kibana\/kibana\/kibana-4.4.2-darwin-x64.tar.gz\r\n$ tar zxvf kibana-4.4.2-darwin-x64.tar.gz\r\n$ mv kibana-4.4.2-darwin-x64 kibana\r\n$ .\/kibana\/bin\/kibana \r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"Kobito.lYucZY.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d422f37434c4406c9862b\/34-0.png\" alt=\"Kobito.lYucZY.png\" \/><\/div>\n<h3>Python\u7f16\u7a0b\u8bed\u8a00<\/h3>\n<p>\u8fd9\u6b21\u6211\u4f7f\u7528Python\u6765\u83b7\u53d6\u548c\u6574\u7406\u63a8\u6587\u3002\uff08\u5982\u679c\u53ea\u662f\u83b7\u53d6\u63a8\u6587\u7684\u8bdd\uff0c\u56e0\u4e3a\u6709Elasticsearch\u7684\u63d2\u4ef6\uff0c\u53ef\u80fd\u6839\u672c\u4e0d\u9700\u8981\u7f16\u5199\u4ee3\u7801\uff09<\/p>\n<pre class=\"post-pre\"><code>$ python -V\r\nPython 3.5.1 :: Anaconda 2.4.1 (x86_64)\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>$ pip -V\r\npip 8.1.1 from \/Users\/user_name\/anaconda\/lib\/python3.5\/site-packages (python 3.5)\r\n<\/code><\/pre>\n<p>\u672c\u6b21\u4f7f\u7528Twitter Stream API\u6765\u83b7\u53d6\u63a8\u6587\uff0c\u6240\u4ee5\u9700\u8981\u5b89\u88c5\u76f8\u5e94\u7684Python Twitter\u5e93\u3002<\/p>\n<pre class=\"post-pre\"><code>$ pip install twitter\r\n<\/code><\/pre>\n<p>\u7531\u4e8e\u63a8\u6587\u6570\u636e\u7684\u5b58\u50a8\u4f4d\u7f6e\u5c06\u662fElasticsearch\uff0c\u56e0\u6b64\u9700\u8981\u5728Python\u4e2d\u5b89\u88c5\u4e00\u4e2a\u7528\u4e8e\u5411Elasticsearch\u53d1\u9001\u8bf7\u6c42\u7684\u5e93\u3002<\/p>\n<pre class=\"post-pre\"><code>$ pip install elasticsearch\r\n<\/code><\/pre>\n<h2>\u6536\u96c6\u63a8\u6587<\/h2>\n<p>\u5728\u6536\u96c6\u63a8\u6587\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u6309\u7167\u4ee5\u4e0b\u6d41\u7a0b\u7f16\u5199\u4e86\u7a0b\u5e8f\uff1a<br \/>\n1. \u4f7f\u7528Twitter\u7684GET trends\/place\u529f\u80fd\u83b7\u53d6\u65e5\u672c\u7684\u70ed\u95e8\u8bdd\u9898\u8bcd\u3002<br \/>\n2. \u6839\u636e\u83b7\u53d6\u7684\u70ed\u95e8\u8bdd\u9898\u8bcd\uff0c\u5229\u7528POST statuses\/filter\u8fdb\u884c\u6d41\u5f0f\u8fde\u63a5\uff0c\u5b9e\u65f6\u83b7\u53d6\u63a8\u6587\u3002<br \/>\n3. \u5c06\u83b7\u53d6\u5230\u7684\u63a8\u6587\u8fdb\u884c\u683c\u5f0f\u5316\uff0c\u5e76\u4e0d\u65ad\u5730\u5c06\u5176\u5b58\u5165Elasticsearch\u3002<br \/>\n4. \u7ecf\u8fc75\u5206\u949f\u540e\uff0c\u4e3a\u4e86\u83b7\u53d6\u65b0\u7684\u70ed\u95e8\u8bdd\u9898\u8bcd\uff0c\u8fd4\u56de\u6b65\u9aa41\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u5b9e\u9645\u7684\u4ee3\u7801\u793a\u4f8b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">pytz<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">timezone<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">dateutil<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">parser<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">datetime<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">datetime<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">elasticsearch<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Elasticsearch<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">twitter<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Twitter<\/span><span class=\"p\">,<\/span> <span class=\"n\">TwitterStream<\/span><span class=\"p\">,<\/span> <span class=\"n\">OAuth<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">threading<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Timer<\/span><span class=\"p\">,<\/span> <span class=\"n\">get_ident<\/span>\r\n\r\n<span class=\"c1\"># https:\/\/apps.twitter.com\/ \u3067Twitter\u30a2\u30d7\u30ea\u3092\u767b\u9332\u3057\u3066\u53d6\u5f97\u3057\u305fOAuth\u30ad\u30fc\u3092\u8a2d\u5b9a\u3002\r\n<\/span><span class=\"n\">OAUTH_INFO<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">dict<\/span><span class=\"p\">(<\/span>\r\n    <span class=\"n\">token<\/span><span class=\"o\">=<\/span><span class=\"s\">\"123456789-XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX\"<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"n\">token_secret<\/span><span class=\"o\">=<\/span><span class=\"s\">\"XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX\"<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"n\">consumer_key<\/span><span class=\"o\">=<\/span><span class=\"s\">\"XXXXXXXXXXXXXXXXXX\"<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"n\">consumer_secret<\/span><span class=\"o\">=<\/span><span class=\"s\">\"XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX\"<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">STREAM_INFO<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">dict<\/span><span class=\"p\">(<\/span>\r\n    <span class=\"n\">timeout<\/span><span class=\"o\">=<\/span><span class=\"mi\">600<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"n\">block<\/span><span class=\"o\">=<\/span><span class=\"bp\">False<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"n\">heartbeat_timeout<\/span><span class=\"o\">=<\/span><span class=\"mi\">600<\/span><span class=\"p\">)<\/span> <span class=\"c1\"># \u30c7\u30d5\u30a9\u30eb\u30c8\u3060\u306890\u79d2\u3067\u30b9\u30c8\u30ea\u30fc\u30e0\u7dad\u6301\u306e\u305f\u3081\u306eheartbeat\u304c\u98db\u3093\u3067\u6765\u308b\u306e\u306710\u5206\u306b\u8a2d\u5b9a\r\n<\/span>\r\n<span class=\"n\">JST<\/span> <span class=\"o\">=<\/span> <span class=\"n\">timezone<\/span><span class=\"p\">(<\/span><span class=\"s\">'Asia\/Tokyo'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">WOEID_JP<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">23424856<\/span> <span class=\"c1\"># \u65e5\u672c\u306eWOEID\r\n<\/span>\r\n<span class=\"k\">class<\/span> <span class=\"nc\">TwitterTrendStream<\/span><span class=\"p\">():<\/span>\r\n\r\n    <span class=\"k\">def<\/span> <span class=\"nf\">__init__<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">):<\/span>\r\n        <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__current_thread_ident<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">None<\/span>\r\n        <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__oauth<\/span> <span class=\"o\">=<\/span> <span class=\"n\">OAuth<\/span><span class=\"p\">(<\/span><span class=\"o\">**<\/span><span class=\"n\">OAUTH_INFO<\/span><span class=\"p\">)<\/span>\r\n        <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__es<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Elasticsearch<\/span><span class=\"p\">()<\/span>\r\n\r\n    <span class=\"k\">def<\/span> <span class=\"nf\">__fetch_trands<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">twitter<\/span><span class=\"p\">):<\/span>\r\n        <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">twitter<\/span><span class=\"p\">.<\/span><span class=\"n\">trends<\/span><span class=\"p\">.<\/span><span class=\"n\">place<\/span><span class=\"p\">(<\/span><span class=\"n\">_id<\/span><span class=\"o\">=<\/span><span class=\"n\">WOEID_JP<\/span><span class=\"p\">)<\/span>\r\n        <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"n\">trend<\/span><span class=\"p\">[<\/span><span class=\"s\">\"name\"<\/span><span class=\"p\">]<\/span> <span class=\"k\">for<\/span> <span class=\"n\">trend<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">response<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">][<\/span><span class=\"s\">\"trends\"<\/span><span class=\"p\">]]<\/span>\r\n\r\n    <span class=\"k\">def<\/span> <span class=\"nf\">__fetch_filter_stream<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">twitter_stream<\/span><span class=\"p\">,<\/span> <span class=\"n\">track_list<\/span><span class=\"p\">):<\/span>\r\n        <span class=\"n\">track<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\",\"<\/span><span class=\"p\">.<\/span><span class=\"n\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">track_list<\/span><span class=\"p\">)<\/span>\r\n        <span class=\"k\">return<\/span> <span class=\"n\">twitter_stream<\/span><span class=\"p\">.<\/span><span class=\"n\">statuses<\/span><span class=\"p\">.<\/span><span class=\"nb\">filter<\/span><span class=\"p\">(<\/span><span class=\"n\">track<\/span><span class=\"o\">=<\/span><span class=\"n\">track<\/span><span class=\"p\">)<\/span>\r\n\r\n    <span class=\"k\">def<\/span> <span class=\"nf\">run<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">):<\/span>\r\n        <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__current_thread_ident<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_ident<\/span><span class=\"p\">()<\/span> <span class=\"c1\"># \u73fe\u5728\u306e\u5b9f\u884c\u30b9\u30ec\u30c3\u30c9ID\u3092\u767b\u9332\r\n<\/span>        <span class=\"n\">Timer<\/span><span class=\"p\">(<\/span><span class=\"mi\">300<\/span><span class=\"p\">,<\/span> <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">run<\/span><span class=\"p\">).<\/span><span class=\"n\">start<\/span><span class=\"p\">()<\/span>              <span class=\"c1\"># \uff15\u5206\u5f8c\u306b\u65b0\u305f\u306a\u30b9\u30ec\u30c3\u30c9\u3092\u958b\u59cb\r\n<\/span>\r\n        <span class=\"n\">twitter<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Twitter<\/span><span class=\"p\">(<\/span><span class=\"n\">auth<\/span><span class=\"o\">=<\/span><span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__oauth<\/span><span class=\"p\">)<\/span>\r\n        <span class=\"n\">twitter_stream<\/span> <span class=\"o\">=<\/span> <span class=\"n\">TwitterStream<\/span><span class=\"p\">(<\/span><span class=\"n\">auth<\/span><span class=\"o\">=<\/span><span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__oauth<\/span><span class=\"p\">,<\/span> <span class=\"o\">**<\/span><span class=\"n\">STREAM_INFO<\/span><span class=\"p\">)<\/span>\r\n\r\n        <span class=\"n\">trend_list<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__fetch_trands<\/span><span class=\"p\">(<\/span><span class=\"n\">twitter<\/span><span class=\"p\">)<\/span>\r\n        <span class=\"n\">tweet_iter<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__fetch_filter_stream<\/span><span class=\"p\">(<\/span><span class=\"n\">twitter_stream<\/span><span class=\"p\">,<\/span> <span class=\"n\">trend_list<\/span><span class=\"p\">)<\/span>\r\n\r\n        <span class=\"k\">for<\/span> <span class=\"n\">tweet<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">tweet_iter<\/span><span class=\"p\">:<\/span>\r\n            <span class=\"k\">if<\/span> <span class=\"s\">\"limit\"<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">tweet<\/span><span class=\"p\">:<\/span> <span class=\"c1\"># \u53d6\u5f97\u4e0a\u9650\u8d85\u3048\u305f\u6642\u306b\u304f\u308bLimit Json\u306f\u7121\u8996\r\n<\/span>                <span class=\"k\">continue<\/span>\r\n\r\n            <span class=\"k\">if<\/span> <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__current_thread_ident<\/span> <span class=\"o\">!=<\/span> <span class=\"n\">get_ident<\/span><span class=\"p\">():<\/span> <span class=\"c1\"># \u65b0\u305f\u306a\u30b9\u30ec\u30c3\u30c9\u304c\u7acb\u3061\u4e0a\u304c\u3063\u305f\u3089\u73fe\u5728\u306e\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u7d42\u4e86\u3055\u305b\u308b\r\n<\/span>                <span class=\"k\">return<\/span> <span class=\"bp\">True<\/span>\r\n            <span class=\"k\">for<\/span> <span class=\"n\">trend<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">trend_list<\/span><span class=\"p\">:<\/span>\r\n                <span class=\"k\">if<\/span> <span class=\"n\">trend<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">tweet<\/span><span class=\"p\">[<\/span><span class=\"s\">'text'<\/span><span class=\"p\">]:<\/span>\r\n                    <span class=\"n\">doc<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\r\n                        <span class=\"s\">'track'<\/span><span class=\"p\">:<\/span> <span class=\"n\">trend<\/span><span class=\"p\">,<\/span>\r\n                        <span class=\"s\">'text'<\/span><span class=\"p\">:<\/span> <span class=\"n\">tweet<\/span><span class=\"p\">[<\/span><span class=\"s\">'text'<\/span><span class=\"p\">],<\/span>\r\n                        <span class=\"s\">'created_at'<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">parser<\/span><span class=\"p\">.<\/span><span class=\"n\">parse<\/span><span class=\"p\">(<\/span><span class=\"n\">tweet<\/span><span class=\"p\">[<\/span><span class=\"s\">'created_at'<\/span><span class=\"p\">]).<\/span><span class=\"n\">astimezone<\/span><span class=\"p\">(<\/span><span class=\"n\">JST<\/span><span class=\"p\">).<\/span><span class=\"n\">isoformat<\/span><span class=\"p\">())<\/span>\r\n                    <span class=\"p\">}<\/span>\r\n                    <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">__es<\/span><span class=\"p\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">(<\/span><span class=\"n\">index<\/span><span class=\"o\">=<\/span><span class=\"s\">\"testindex\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">doc_type<\/span><span class=\"o\">=<\/span><span class=\"s\">'tweet'<\/span><span class=\"p\">,<\/span> <span class=\"n\">body<\/span><span class=\"o\">=<\/span><span class=\"n\">doc<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"k\">if<\/span> <span class=\"n\">__name__<\/span> <span class=\"o\">==<\/span> <span class=\"s\">'__main__'<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">TwitterTrendStream<\/span><span class=\"p\">().<\/span><span class=\"n\">run<\/span><span class=\"p\">()<\/span>\r\n\r\n<\/code><\/pre>\n<p>\u53ea\u8981\u5728Elasticsearch\u8fd0\u884c\u7684\u72b6\u6001\u4e0b\u6267\u884c\uff0c\u5b83\u4f1a\u5c06\u5305\u542b\u6240\u83b7\u53d6\u7684\u8d8b\u52bf\u7684\u63a8\u6587\u65e0\u6b62\u5883\u5730\u5b58\u50a8\u5230Elasticsearch\u4e2d\u3002<\/p>\n<h2>\u6570\u636e\u6620\u5c04\u8bbe\u7f6e<\/h2>\n<p>\u7136\u800c\uff0c\u5982\u679c\u76f4\u63a5\u6267\u884c\u4e0a\u8ff0\u4ee3\u7801\uff0c\u5c06\u65e0\u6cd5\u6b63\u5e38\u751f\u6210\u6620\u5c04\u3002\u5177\u4f53\u60c5\u51b5\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<pre class=\"post-pre\"><code>$ curl http:\/\/localhost:9200\/testindex\/_mapping?pretty\r\n{\r\n  \"testindex\" : {\r\n    \"mappings\" : {\r\n      \"tweet\" : {\r\n        \"properties\" : {\r\n          \"created_at\" : {\r\n            \"type\" : \"date\",\r\n            \"format\" : \"strict_date_optional_time||epoch_millis\"\r\n          },\r\n          \"text\" : {\r\n            \"type\" : \"string\"\r\n          },\r\n          \"track\" : {\r\n            \"type\" : \"string\"\r\n          }\r\n        }\r\n      }\r\n    }\r\n  }\r\n}\r\n<\/code><\/pre>\n<p>\u4f7f\u7528Elasticsearch\u7684\u52a8\u6001\u6620\u5c04\u81ea\u52a8\u751f\u6210\u7684\u6620\u5c04JSON\u4e2d\uff0c&#8221;text&#8221;\u548c&#8221;track&#8221;\u7684\u5c5e\u6027\u53ea\u80fd\u662f\u5b57\u7b26\u4e32\u3002<br \/>\n\u5982\u679c\u5728Kibana\u4e2d\u76f4\u63a5\u663e\u793a\uff0c\u6309\u8d8b\u52bf\u8bcd\u6c47\u8fdb\u884c\u6c47\u603b\u7684&#8221;track&#8221;\u5c06\u88ab\u5206\u6210\u65e5\u6587\u7684\u6bcf\u4e2a\u5b57\uff0c\u6216\u8005\u6839\u672c\u65e0\u6cd5\u8fdb\u884c\u6709\u6548\u641c\u7d22\uff0c\u56e0\u6b64\u65e0\u6cd5\u4f7f\u7528\u3002<br \/>\n\u56e0\u6b64\uff0c\u6211\u4eec\u9700\u8981\u5728&#8221;track&#8221;\u4e2d\u6dfb\u52a0 &#8220;index&#8221; : &#8220;not_analyzed&#8221; \uff0c\u5728 &#8220;text&#8221;\u4e2d\u6dfb\u52a0 &#8220;analyzer&#8221; : &#8220;japanese&#8221;\u3002<br \/>\n\u53c2\u8003\uff1aElasticsearch + Kibana\u3067\u65e5\u672c\u8a9e\u691c\u7d22\u306e\u7d9a\u304d<\/p>\n<p>\u53e6\u5916\uff0c\u7531\u4e8e\u4e00\u65e6\u751f\u6210\u7684\u6620\u5c04\u57fa\u672c\u4e0a\u5f88\u96be\u66f4\u65b0\uff0c\u56e0\u6b64\u9700\u8981\u5148\u5220\u9664\u7136\u540e\u91cd\u65b0\u521b\u5efa\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u91cd\u65b0\u521b\u5efa\u3002<\/p>\n<pre class=\"post-pre\"><code>$ curl -X DELETE http:\/\/localhost:9200\/testindex?pretty\r\n{\r\n  \"acknowledged\" : true\r\n}\r\n$ curl -XPUT localhost:9200\/testindex\/ -d '\r\n{\r\n  \"settings\":{\r\n     \"index\":{\r\n        \"analysis\":{\r\n           \"tokenizer\" : {\r\n               \"kuromoji\" : {\r\n                  \"type\" : \"kuromoji_tokenizer\"\r\n               }\r\n           },\r\n           \"analyzer\" : {\r\n               \"japanese\" : {\r\n                   \"type\" : \"custom\",\r\n                   \"tokenizer\" : \"kuromoji\"\r\n               }\r\n           }\r\n        }\r\n     }\r\n  },\r\n  \"mappings\":{\r\n    \"tweet\":{\r\n      \"properties\":{\r\n        \"created_at\" : {\r\n          \"type\" : \"date\",\r\n          \"format\" : \"strict_date_optional_time||epoch_millis\"\r\n        },\r\n        \"text\" : {\r\n          \"type\" : \"string\",\r\n          \"analyzer\": \"japanese\"\r\n        },\r\n        \"track\": {\r\n          \"type\": \"string\",\r\n          \"index\": \"not_analyzed\"\r\n        }\r\n      }\r\n    }\r\n  }\r\n}'\r\n<\/code><\/pre>\n<p>\u987a\u4fbf\u63d0\u4e00\u4e0b\uff0c\u5982\u679c\u4f60\u60f3\u5728Elasticsearch\u4e2d\u8fdb\u884c\u52a8\u6001\u6620\u5c04\u65e5\u671f\uff0c\u5c31\u9700\u8981\u6309\u7167\u5b98\u65b9\u63d0\u4f9b\u7684\u76f8\u5e94\u65e5\u671f\u683c\u5f0f\u8fdb\u884c\u5339\u914d\u3002\u8fd9\u6b21\u6211\u4eec\u9009\u62e9\u5c06\u8f93\u51fa\u7684\u65f6\u95f4\u4f7f\u7528ISO\u683c\u5f0f\u6765\u9002\u914d\u3002<\/p>\n<h2>\uff03\u786e\u8ba4\u884c\u52a8<\/h2>\n<p>\u5728\u8fd0\u884cElasticsearch\u548cKibana\u7684\u60c5\u51b5\u4e0b\uff0c\u6267\u884cPython\u3002<\/p>\n<p>\u8bbf\u95ee http:\/\/localhost:5601 \u5e76\u6ce8\u518c\u8981\u663e\u793a\u7684\u7d22\u5f15\u3002\u4ee5\u4e0a\u4ee3\u7801\u4e2d\u7684\u7d22\u5f15\u662f testindex \u3002\u786e\u8ba4\u5df2\u6ce8\u518c\u7684\u7d22\u5f15\u540e\uff0c\u53ef\u4ee5\u770b\u5230 track \u7684 analyzed \u90e8\u5206\u6ca1\u6709\u88ab\u52fe\u9009\u4e2d\u3002\u8fd9\u662f\u56e0\u4e3a track \u8bbe\u7f6e\u4e3a\u4e86 not_analyzed\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"skitched-20160321-155852.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d422f37434c4406c9862b\/59-0.png\" alt=\"skitched-20160321-155852.png\" \/><\/div>\n<p>\u6211\u8ba4\u4e3a\u4f60\u53ef\u4ee5\u5728Discover\u4e0a\u770b\u5230\u63a8\u7279\u6b63\u5728\u4e0d\u65ad\u5730\u6d41\u52a8\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"Kobito.nNbLwN.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d422f37434c4406c9862b\/61-0.png\" alt=\"Kobito.nNbLwN.png\" \/><\/div>\n<p>\u4e0b\u9762\u662f\u6839\u636e\u5f53\u524d\u6b63\u5728\u88ab\u63a8\u7279\u4e0a\u53d1\u8868\u7684\u63a8\u6587\uff0c\u5b9e\u65f6\u6309\u7167\u70ed\u95e8\u8bdd\u9898\u8fdb\u884c\u805a\u5408\u5e76\u5728Kibana\u4e0a\u751f\u6210\u56fe\u5f62\u5316\u5c55\u793a\u7684\u6570\u636e\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"Kobito.ZqzBFh.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d422f37434c4406c9862b\/63-0.png\" alt=\"Kobito.ZqzBFh.png\" \/><\/div>\n<p>\u8fd9\u4e00\u5c0f\u65f6\u4ece\u4e0b\u534814\u70b9\u523015\u70b9\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u6536\u96c6\u3002\u56e0\u4e3a\u5f53\u5929\u6070\u597d\u662fTwitter\u5341\u5468\u5e74\uff0c\u6240\u4ee5\u201c#LoveTwitter\u201d\u6807\u7b7e\u4e0b\u7684\u63a8\u6587\u6570\u91cf\u975e\u5e38\u591a\u3002\u7531\u4e8e\u6536\u96c6\u7684\u63a8\u6587\u6570\u91cf\u592a\u591a\uff0c\u6211\u4eec\u591a\u6b21\u9047\u5230\u4e86Twitter\u6d41\u7684\u8f93\u51fa\u9650\u5236\u3002\u56e0\u6b64\uff0c\u5e76\u4e0d\u80fd\u83b7\u53d6\u5230\u6240\u6709\u53d1\u5e03\u7684\u63a8\u6587\u3002<\/p>\n<p>\u987a\u4fbf\u63d0\u4e00\u4e0b\uff0c\u5f53\u53ea\u8003\u8651\u6392\u540d\u7b2c\u4e09\u7684\u8282\u76ee&#8221;#\u8bf4\u5230\u5e95\u59d4\u5458\u4f1aNP\u8981\u505c\u64ad&#8221;\u7684\u65f6\u95f4\u7ebf\u63a8\u6587\u6570\u91cf\u65f6\uff0c\u60c5\u51b5\u5982\u4e0b\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"Kobito.NFHQK1.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d422f37434c4406c9862b\/66-0.png\" alt=\"Kobito.NFHQK1.png\" \/><\/div>\n<p>\u53ef\u80fd\u662f\u56e0\u4e3a\u7535\u89c6\u8282\u76ee\u7684\u5185\u5bb9\u5f15\u8d77\u4e86\u70ed\u8bae\uff0c\u4f46\u662f\u5728\u5206\u949f\u7ea7\u522b\u4e0a\u4f3c\u4e4e\u6ca1\u6709\u592a\u591a\u53ef\u5f97\u5230\u7684\u4fe1\u606f\u5462\u3002\u3002<\/p>\n<h2>\u603b\u7ed3\u6216\u8005\u8bf4\u662f\u611f\u60f3<\/h2>\n<p>\u6211\u901a\u8fc7\u4f7f\u7528Elasticsearch\u548cKibana\u6765\u53ef\u89c6\u5316\u4e86Twitter\u7684\u70ed\u95e8\u8bdd\u9898\u3002<br \/>\n\u901a\u8fc7\u5229\u7528Elasticsearch\u548cKibana\uff0c\u6211\u771f\u5207\u5730\u611f\u53d7\u5230\u4e86\u80fd\u591f\u4ee5\u975e\u5e38\u8fc5\u901f\u548c\u8f7b\u4fbf\u7684\u65b9\u5f0f\u8fdb\u884c\u6570\u636e\u5206\u6790\uff01<br 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