最近在做app投放的转化归因,几个搜索平台并不一定能获取到muid,于是需要用到ip-ua归因模式
网上粗略搜了一下,发现许多文章ua处理用的uaparser又或者user-agent-utils,随遂找来源码看了看,对手机设备的划分太粗糙了,不符合要求。
准备自己写一个。
User-agent格式User-Agent通常格式:
- 自定义标识 (平台) 引擎版本 浏览器版本号
eg:Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/14.1.2 Mobile/15E148 Safari/604.1
实际上需要用到的就是第一个括号内的平台信息,内部信息用英文半角分号分开
常见格式:
- (iPhone; CPU iPhone OS {os version})
- (Linux; {os version}; {lang};{device name} Build/{core version})
截取ua中第一个括号的内容,依次分析内容。
这里和前端统计了常见流量来源的user-agent:
常见渠道user-agent可以看到,不同渠道还是有区别的。
代码也就完成了:
代码@Slf4j public class UserAgentUtils { private ListsystemInfoStrategy; private List deviceInfoStrategy; private static String OS_TYPE = "osType"; private static String OS_VERSION = "osVersion"; private static String OS_DEVICE = "mobileModel"; private static String IOS_OS = "ios"; public UserAgentUtils(List systemInfoStrategy, List deviceInfoStrategy){ this.systemInfoStrategy = systemInfoStrategy; this.deviceInfoStrategy = deviceInfoStrategy; } public boolean compareByUserAgent(String ua1, String ua2, String ip1, String ip2){ return analysisUserAgent(ua1, ip1).equalWith(analysisUserAgent(ua2, ip2)); } public UserAgentDevice analysisUserAgent(String ua, String ip){ UserAgentDevice agentDevice = new UserAgentDevice(); agentDevice.setIp(ip); Map systemInfo = handleByStrategy(ua, systemInfoStrategy); if(systemInfo == null){ log.warn("不可识别的系统,可能是pc端之类没有做正则的类别,ua:{}",ua); } else { agentDevice.setMobileSystem(systemInfo.get(OS_TYPE)); agentDevice.setSystemVersion(systemInfo.get(OS_VERSION)); } if(IOS_OS.equals(agentDevice.getMobileSystem())){ //ios 型号用ios+版本号拼接 agentDevice.setMobileModel(agentDevice.getMobileSystem() + agentDevice.getSystemVersion().split(".")[0]); return agentDevice; } Map osInfo = handleByStrategy(ua, deviceInfoStrategy); if(osInfo == null){ log.warn("未获取到手机型号,可能是未配置的渠道样式,ua:{}",ua); } else { agentDevice.setMobileModel(osInfo.get(OS_DEVICE)); } return agentDevice; } public static Map handleByStrategy(String ua,List strategyList){ Map result = new HashMap<>(); for(StrategyRule rule : strategyList){ for(String regular : rule.getRegularList()){ //匹配正则 Matcher matcher = Pattern.compile(regular,Pattern.CASE_INSENSITIVE).matcher(ua); if(matcher.find()){ int k = 1; //对捕获组做处理以适应不同返回 for(StrategyFun f : rule.getFunList()){ result.putAll(f.doAction(matcher.group(k++))); } return result; } } } return null; } @Data public static class StrategyRule{ private List regularList; private List funList; } @Data public static class StrategyFun{ String name; String value; boolean valueFlag = false; String r1; String r2; public Map doAction(String str){ if(valueFlag){ return ImmutableMap.of(name, str); } if(value != null){ return ImmutableMap.of(name, value); } if(r1 != null){ return ImmutableMap.of(name, str.replaceAll(r1, r2)); } return null; } } }
通过正则匹配设备,然后返回,对比
@Data public class UserAgentDevice { private String mobileSystem; private String systemVersion; private String mobileModel; private String ip; public boolean equalWith(UserAgentDevice x) { if(ip == null || !ip.equals(x.getIp())){ return false; } int count = 0; if(mobileModel != null && mobileModel.equals(x.getMobileModel())){ ++count; } if(mobileSystem != null && mobileSystem.equals(x.getMobileSystem())){ ++count; } if(systemVersion != null && systemVersion.equals(x.getSystemVersion())){ ++count; } return count > 1; } }
一个测试类,包括写好的正则
public class UserAgentUtilsTest { private static ListuaCase = new ArrayList<>(); private static void uadd(String s){ uaCase.add(s);} static void init(){ uadd("Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.2; SV1; .NET CLR 1.1.4322; .NET CLR 2.0.50727)"); uadd("Mozilla/5.0 (iPhone; CPU iPhone OS 14_4_2 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 swan/2.26.0 swan-baiduboxapp/12.6.5.10 baiduboxapp/12.6.5.10 (Baidu; P2 14.4.2) "); uadd("Mozilla/5.0 (Linux; Android 8.1.0; DUB-AL00 Build/HUAWEIDUB-AL00; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/76.0.3809.89 Mobile Safari/537.36 T7/12.9 SP-engine/2.21.0 matrixstyle/0 lite baiduboxapp/5.4.0.10 (Baidu; P1 8.1.0) NABar/1.0"); uadd("Mozilla/5.0 (Linux; Android 9.1.0) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/76.0.3809.89 Mobile Safari/537.36 T7/12.9 SP-engine/2.21.0 matrixstyle/0 lite baiduboxapp/5.4.0.10 (Baidu; P1 8.1.0) NABar/1.0"); uadd("Mozilla/5.0 (Linux; Android 10.1.0 ;) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/76.0.3809.89 Mobile Safari/537.36 T7/12.9 SP-engine/2.21.0 matrixstyle/0 lite baiduboxapp/5.4.0.10 (Baidu; P1 8.1.0) NABar/1.0"); uadd("Mozilla/5.0 (Linux; U; Android 10; zh-CN; HLK-AL00 Build/HONORHLK-AL00) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/69.0.3497.100 UWS/3.22.2.28 Mobile Safari/537.36 UCBS/3.22.2.28_210922181100 ChannelId(0) NebulaSDK/1.8.100112 Nebula AlipayDefined(nt:WIFI,ws:360|0|3.0) AliApp(AP/10.2.36.8000) AlipayClient/10.2.36.8000 Language/zh-Hans useStatusBar/true isConcaveScreen/false Region/CNAriver/1.0.0"); uadd("Mozilla/5.0 (Linux; Android 11; V2055A; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/87.0.4280.141 Mobile Safari/537.36 VivoBrowser/10.3.18.0"); uadd("Mozilla/5.0 (Linux; U; Android 11; zh-cn; PEGM00 Build/RKQ1.200903.002) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/70.0.3538.80 Mobile Safari/537.36 HeyTapBrowser/40.7.31.1"); uadd("Mozilla/5.0 (Linux; U; Android 11; zh-CN; Mi 10 Build/RKQ1.200826.002) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.3904.108 UCBrowser/13.6.7.1148 Mobile Safari/537.36"); uadd("Mozilla/5.0 (Linux; U; Android 11; zh-cn; Redmi K30 Build/RKQ1.200826.002) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/89.0.4389.116 Mobile Safari/537.36 XiaoMi/MiuiBrowser/15.6.8"); uadd("Mozilla/5.0 (iPhone; U; CPU iPhone OS 5_1_1 like Mac OS X; en-us) AppleWebKit/534.46 (KHTML, like Gecko) Version/5.1 Mobile/9B206 Safari/7534.48.3 XiaoMi/MiuiBrowser/15.6.8"); uadd("Mozilla/5.0 (Linux; Android 10; HarmonyOS; ELS-AN00; HMSCore 6.2.0.302) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.105 HuaweiBrowser/12.0.1.300 Mobile Safari/537.36"); uadd("Mozilla/5.0 (Linux; Android 10; HarmonyOS; ELS-AN01) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.105 HuaweiBrowser/12.0.1.300 Mobile Safari/537.36"); uadd("Mozilla/5.0 (Linux; Android 11; NTH-AN00; HMSCore 6.2.0.302) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.105 HuaweiBrowser/12.0.1.300 Mobile Safari/537.36"); uadd("Mozilla/5.0 (Linux; Android 10; SEA-AL10) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.105 HuaweiBrowser/12.0.1.300 Mobile Safari/537.36"); uadd("Mozilla/5.0 (Linux; Android; SEA-AL10) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/70.0.3538.64 HuaweiBrowser/10.0.3.311 Mobile Safari/537.36"); uadd("Mozilla/5.0 (Linux; U; Android ; zh-cn; LON-AL00 Build/HUAWEILON-AL00) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/89.0.4389.72 MQQBrowser/12.1 Mobile Safari/537.36 COVC/045825"); uadd("Mozilla/5.0 (Linux; U; Android ) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/89.0.4389.72 MQQBrowser/12.1 Mobile Safari/537.36 COVC/045825"); uadd("Mozilla/5.0 (Linux; U; Android 9; zh-cn; KB2000 Build/RP1A.201005.001) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/89.0.4389.72 MQQBrowser/12.1 Mobile Safari/537.36 COVC/045825"); uadd("Mozilla/5.0 (Linux; Android 9; V1901A Build/P00610; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/76.0.3809.89 Mobile Safari/537.36 T7/12.27 SP-engine/2.37.0 baiduboxapp/12.28.5.10 (Baidu; P1 9) NABar/1.0"); uadd("Mozilla/5.0 (iPad; U; iPad OS 5_1_1 like Mac OS X; en-us) AppleWebKit/534.46 (KHTML, like Gecko) Version/5.1 Mobile/9B206 Safari/7534.48.3 XiaoMi/MiuiBrowser/15.6.8"); uadd("Mozilla/5.0 (iPhone; CPU iPhone OS 14,4,2 like Mac OS X) AppleWebKit/534.46 (KHTML, like Gecko) Version/5.1 Mobile/9B206 Safari/7534.48.3 XiaoMi/MiuiBrowser/15.6.8"); uadd("Mozilla/5.0 (iPhone; CPU iPhone OS 11-6 like Mac OS X) AppleWebKit/534.46 (KHTML, like Gecko) Version/5.1 Mobile/9B206 Safari/7534.48.3 XiaoMi/MiuiBrowser/15.6.8"); uadd("dadashop/dadashop_version (iPhone; CPU iPhone OS 20_8_1)"); uadd("dadashop/dadashop_version (iPhone; CPU iPhone OS 19_8_1 ;u)"); uadd("dadashop/dadashop_version (iPhone; CPU iPhone OS 17_8_1;u)"); uadd("dadaShop/8.22.0 (com.dada.store; build:615; iOS 18.8.1) Alamofire/8.22.0"); } @Test public void iosTest(){ init(); String ppp = "[^a-zA-Z0-9 ]"; List pList = Arrays.asList("(ip[honead]+)(?:.*os\s([\w.,/\-]+)\slike|;\sopera)", "(ip[honead]+).*os\s([\w.,/\-]+)[);]", "(ios)\s([\w.,/\-]+)[);]", "(ios|ip[honead]+)\s*([;)])"); for(String rp : pList){ int i=0; Pattern r = Pattern.compile(rp,Pattern.CASE_INSENSITIVE); for(String s: uaCase){ Matcher m = r.matcher(s); if(m.find()){ System.out.println(i+" : "+m.group(0)); System.out.println("name : "+m.group(1)); System.out.println("version : "+m.group(2).replaceAll(ppp,".")+"n"); i++; } } System.out.println("-------------------n"); } } @Test public void harmonyTest(){ init(); String pattern = "linux;.*android.*(harmony).*;\s*([\w.,/\-]+)\s*[;)]"; int i=0; Pattern r = Pattern.compile(pattern,Pattern.CASE_INSENSITIVE); for(String s: uaCase){ Matcher m = r.matcher(s); if(m.find()){ System.out.println(i+" : "+m.group(0)); System.out.println("name : "+m.group(1)); System.out.println("version : "+m.group(2)+"n"); i++; } } } @Test public void androidTest(){ init(); String ppp = "[^a-zA-Z0-9 ]"; List pList = Arrays.asList("linux;.*(android)\s([\w.,/\-]+)\s*[;)]", "linux;.*(android)\s*([;)])"); for(String rp : pList){ int i=0; Pattern r = Pattern.compile(rp,Pattern.CASE_INSENSITIVE); for(String s: uaCase){ Matcher m = r.matcher(s); if(m.find()){ System.out.println(i+" : "+m.group(0)); System.out.println("name : "+m.group(1)); System.out.println("version : "+m.group(2).replaceAll(ppp,".")+"n"); i++; } } System.out.println("-------------------n"); } } @Test public void deviceTest(){ init(); String ppp = "[^a-zA-Z0-9 ]"; List pList = Arrays.asList( ";\s*([\w.,/\- ]+)\sbuild/", "linux;.*android.*harmony.*;\s*([\w.,/\- ]+);.*HuaWeiBrowser", "linux;.*android.*harmony.*;\s*([\w.,/\- ]+)[)].*HuaWeiBrowser", "linux;.*android.*;\s*([\w.,/\- ]+);.*HuaWeiBrowser", "linux;.*android.*;\s*([\w.,/\- ]+)[)].*HuaWeiBrowser", ".*android.*;\s*([\w.,/\- ]+); wv[)].*VivoBrowser" ); for(String rp : pList){ int i=0; Pattern r = Pattern.compile(rp,Pattern.CASE_INSENSITIVE); for(String s: uaCase){ Matcher m = r.matcher(s); if(m.find()){ System.out.println(i+" : "+m.group(0)); System.out.println("name : "+m.group(1)+"n"); i++; } } System.out.println("-------------------n"); } } }
然后是systemInfoStrategy的json配置
[ { "regularList": [ "(ip[honead]+)(?:.*os\s([\w.,/\-]+)\slike|;\sopera)", "(ip[honead]+).*os\s([\w.,/\-]+)[);]", "(ios)\s([\w.,/\-]+)\s*[);]" ], "funList": [ { "name": "osType", "value": "ios" }, { "name": "osVersion", "r1": "[^a-zA-Z0-9 ]", "r2": "." } ] }, { "regularList": [ "(ios|ip[honead]+)\s*([;)])" ], "funList": [ { "name": "osType", "value": "ios" }, { "name": "osVersion", "value": "unknown" } ] }, { "regularList": [ "linux;.*android.*(harmony).*;\s*([\w.,/\-]+)\s*[;)]" ], "funList": [ { "name": "osType", "value": "HarmonyOS" }, { "name": "osVersion", "valueFlag": true } ] }, { "regularList": [ "linux;.*(android)\s([\w.,/\-]+)\s*[;)]" ], "funList": [ { "name": "osType", "value": "android" }, { "name": "osVersion", "r1": "[^a-zA-Z0-9 ]", "r2": "." } ] }, { "regularList": [ "linux;.*(android)\s*([;)])" ], "funList": [ { "name": "osType", "value": "android" }, { "name": "osVersion", "value": "unknown" } ] } ]
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