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51Degrees / device-detection-go

European Union Public License 1.2
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Doesn't detect PlatformVersion for Android in some cases #8

Closed krpn closed 1 year ago

krpn commented 1 year ago

If Sec-CH-UA-Platform is an integer, 51Degrees won't detect PlatformVersion.

For example:

{
  "User-Agent":                 "Mozilla/5.0 (Linux; Android 11; SM-A217M) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.164 Mobile Safari/537.36",
  "Sec-CH-UA":                  "\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"",
  "Sec-CH-UA-Full-Version":     "\"91.0.4472.164\"",
  "Sec-CH-UA-Mobile":           "?1",
  "Sec-CH-UA-Model":            "\"SM-A217M\"",
  "Sec-CH-UA-Platform":         "\"Android\"",
  "Sec-CH-UA-Platform-Version": "\"11\""
}

image

Changed to 11.0:

image

Removed Sec-CH-UA-Platform + Sec-CH-UA-Platform-Version (see https://github.com/51Degrees/device-detection-go/issues/7):

image

Enterprise-HashV41.hash: latest device-detection-go: v4.4.3 (latest)

Steve51D commented 1 year ago

Hi @krpn,

Our API does not simply parse the data that is provided, so unusual values that don't occur in real-life situations will not be detected correctly.

Our back-end system feeds large numbers of real-world header values into our machine learning algorithm, which determines the fastest way to identify each device, browser, etc. This information is then used to create our data files.

If there is no value "11" for Sec-CH-UA-Platform in our source data, then our API is unlikely to be able to identify that version correctly, even though it seems obvious to a human reader. We see this as a strength of our approach, as these 'edited' values that haven't been seen in the wild are more likely to represent a fraudulent or spoofed request.

krpn commented 1 year ago

@Steve51D, doesn't look a fraud:

image

t_useragent client_hints
Mozilla/5.0 (Linux; Android 11; vivo 1904) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.164 Mobile Safari/537.36 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\"","Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.164\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"vivo 1904\""}
Mozilla/5.0 (Linux; Android 12; V2058) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2058\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\""}
Mozilla/5.0 (Linux; Android 12; V2134) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2134\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\""}
Mozilla/5.0 (Linux; Android 12; V2111) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2111\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\""}
Mozilla/5.0 (Linux; Android 9; SM-J737V) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.131 Mobile Safari/537.36 { "Sec-CH-UA":"\"Chromium\";v=\"92\", \" Not A;Brand\";v=\"99\", \"Google Chrome\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.131\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"SM-J737V\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\""}
Mozilla/5.0 (Linux; Android 12; V2134) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\"","Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2134\""}
Mozilla/5.0 (Linux; Android 9; Mi A1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/89.0.4389.105 Mobile Safari/537.36 { "Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"Mi A1\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\"","Sec-CH-UA":"\"Google Chrome\";v=\"89\", \"Chromium\";v=\"89\", \";Not A Brand\";v=\"99\"","Sec-CH-UA-Full-Version":"\"89.0.4389.105\""}
Mozilla/5.0 (Linux; Android 10; CPH1933) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/89.0.4389.105 Mobile Safari/537.36 { "Sec-CH-UA":"\"Google Chrome\";v=\"89\", \"Chromium\";v=\"89\", \";Not A Brand\";v=\"99\"","Sec-CH-UA-Full-Version":"\"89.0.4389.105\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1933\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\""}
Mozilla/5.0 (Linux; Android 9; Redmi 6A) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.101 Mobile Safari/537.36 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\"","Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.101\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"Redmi 6A\""}
Mozilla/5.0 (Linux; Android 10; motorola one) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"motorola one\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\""}
Mozilla/5.0 (Linux; Android 10; HarmonyOS; YAL-AL00; HMSCore 6.7.0.322; GMSCore 20.15.16) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.105 HuaweiBrowser/12.1.4.302 Mobile Safari/537.36 { "Sec-CH-UA":"\"Chromium\";v=\"92\", \" Not A;Brand\";v=\"99\", \"HuaweiBrowser\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.105\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"YAL-AL00\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10; HarmonyOS\""}
Mozilla/5.0 (Linux; Android 11; SM-A217M) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.164 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.164\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"SM-A217M\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 12; vivo 1907) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\"","Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"vivo 1907\""}
Mozilla/5.0 (Linux; Android 9; Redmi 6A) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.101 Mobile Safari/537.36 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\"","Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.101\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"Redmi 6A\""}
Mozilla/5.0 (Linux; Android 9; CPH1923) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.101 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.101\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1923\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\""}
Mozilla/5.0 (Linux; Android 9; CPH1923) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.101 Mobile Safari/537.36 { "Sec-CH-UA-Platform-Version":"\"9\"","Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.101\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1923\"","Sec-CH-UA-Platform":"\"Android\""}
Mozilla/5.0 (Linux; Android 9; LLD-AL20) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.131 Mobile Safari/537.36 { "Sec-CH-UA":"\"Chromium\";v=\"92\", \" Not A;Brand\";v=\"99\", \"Google Chrome\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.131\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"LLD-AL20\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\""}
Mozilla/5.0 (Linux; Android 10; SM-G965F) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"SM-G965F\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 11; 21061110AG) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.131 Mobile Safari/537.36 { "Sec-CH-UA":"\"Chromium\";v=\"92\", \" Not A;Brand\";v=\"99\", \"Google Chrome\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.131\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"21061110AG\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 11; 21061110AG) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.131 Mobile Safari/537.36 { "Sec-CH-UA":"\"Chromium\";v=\"92\", \" Not A;Brand\";v=\"99\", \"Google Chrome\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.131\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"21061110AG\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 12; V2134) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA-Full-Version":"\"91.0.4472.114\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2134\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\"","Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 12; V2152) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2152\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 10; CPH1933) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/89.0.4389.105 Mobile Safari/537.36 { "Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\"Google Chrome\";v=\"89\", \"Chromium\";v=\"89\", \";Not A Brand\";v=\"99\"","Sec-CH-UA-Full-Version":"\"89.0.4389.105\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1933\"","Sec-CH-UA-Platform":"\"Android\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Platform-Version":"\"11\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\"","Sec-CH-UA-Platform":"\"Android\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Platform-Version":"\"11\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\"","Sec-CH-UA-Platform":"\"Android\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\""}
Mozilla/5.0 (Linux; Android 9; KFMUWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/92.2.11 like Chrome/92.0.4515.159 Safari/537.36 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\"","Sec-CH-UA":"\" Not A;Brand\";v=\"99\", \"Chromium\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.159\"","Sec-CH-UA-Mobile":"?0","Sec-CH-UA-Model":"\"KFMUWI\""}
Mozilla/5.0 (Linux; Android 9; KFMUWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/92.2.11 like Chrome/92.0.4515.159 Safari/537.36 { "Sec-CH-UA-Full-Version":"\"92.0.4515.159\"","Sec-CH-UA-Mobile":"?0","Sec-CH-UA-Model":"\"KFMUWI\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\"","Sec-CH-UA":"\" Not A;Brand\";v=\"99\", \"Chromium\";v=\"92\""}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 11; RMX3231) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/90.0.4430.210 Mobile Safari/537.36 { "Sec-CH-UA-Model":"\"RMX3231\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\"","Sec-CH-UA":"\" Not A;Brand\";v=\"99\", \"Chromium\";v=\"90\", \"Google Chrome\";v=\"90\"","Sec-CH-UA-Full-Version":"\"90.0.4430.210\"","Sec-CH-UA-Mobile":"?1"}
Mozilla/5.0 (Linux; Android 11; CPH1937) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"CPH1937\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\""}
Mozilla/5.0 (Linux; Android 10; SM-G965F) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"SM-G965F\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\""}
Mozilla/5.0 (Linux; Android 10; SM-G965F) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"SM-G965F\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\""}
Mozilla/5.0 (Linux; Android 9; KFMUWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/92.2.11 like Chrome/92.0.4515.159 Safari/537.36 { "Sec-CH-UA":"\" Not A;Brand\";v=\"99\", \"Chromium\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.159\"","Sec-CH-UA-Mobile":"?0","Sec-CH-UA-Model":"\"KFMUWI\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\""}
Mozilla/5.0 (Linux; Android 12; V2134) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2134\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\"","Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\""}
Mozilla/5.0 (Linux; Android 9; SM-J610G) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.166 Mobile Safari/537.36 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\"","Sec-CH-UA":"\"Chromium\";v=\"92\", \" Not A;Brand\";v=\"99\", \"Google Chrome\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.166\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"SM-J610G\""}
Mozilla/5.0 (Linux; Android 12; V2022) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2022\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\"","Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\""}
Mozilla/5.0 (Linux; Android 10; vivo 1938) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/90.0.4430.82 Mobile Safari/537.36 { "Sec-CH-UA-Full-Version":"\"90.0.4430.82\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"vivo 1938\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\" Not A;Brand\";v=\"99\", \"Chromium\";v=\"90\", \"Google Chrome\";v=\"90\""}
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Mozilla/5.0 (Linux; Android 10; Redmi Note 9 Pro Max) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.131 Mobile Safari/537.36 { "Sec-CH-UA":"\"Chromium\";v=\"92\", \" Not A;Brand\";v=\"99\", \"Google Chrome\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.131\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"Redmi Note 9 Pro Max\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\""}
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Mozilla/5.0 (Linux; Android 10; SM-J600G) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.115 Mobile Safari/537.36 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\"Chromium\";v=\"92\", \" Not A;Brand\";v=\"99\", \"Google Chrome\";v=\"92\"","Sec-CH-UA-Full-Version":"\"92.0.4515.115\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"SM-J600G\""}
Mozilla/5.0 (Linux; Android 9; Mi A1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/89.0.4389.105 Mobile Safari/537.36 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\"","Sec-CH-UA":"\"Google Chrome\";v=\"89\", \"Chromium\";v=\"89\", \";Not A Brand\";v=\"99\"","Sec-CH-UA-Full-Version":"\"89.0.4389.105\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"Mi A1\""}
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Mozilla/5.0 (Linux; Android 10; Lenovo TB-8505FS) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"Lenovo TB-8505FS\""}
Mozilla/5.0 (Linux; Android 11; TECNO CG6) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.88 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.88\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"TECNO CG6\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 10; Lenovo TB-8505FS) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"Lenovo TB-8505FS\""}
Mozilla/5.0 (Android 11; U; en-US) AppleWebKit/533.19.4 (KHTML, like Gecko) Maxthon/6.1.2.1000 Safari/533.19.4 { "Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 12; SM-M315F) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/104.0.5112.97 Mobile Safari/537.36 OPR/71.3.3718.67322 { "Sec-CH-UA":"\"OperaMobile\";v=\"71\", \"Opera\";v=\"90\", \"Chromium\";v=\"104\", \" Not A;Brand\";v=\"99\"","Sec-CH-UA-Full-Version":"\"104.0.5112.97\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"SM-M315F\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\""}
Mozilla/5.0 (Linux; Android 10; PPA-LX2) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/104.0.5112.97 Mobile Safari/537.36 OPR/71.3.3718.67322 { "Sec-CH-UA-Full-Version":"\"104.0.5112.97\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"PPA-LX2\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\"OperaMobile\";v=\"71\", \"Opera\";v=\"90\", \"Chromium\";v=\"104\", \" Not A;Brand\";v=\"99\""}
Mozilla/5.0 (Linux; Android 10; RMX1911) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/89.0.4389.105 Mobile Safari/537.36 { "Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"RMX1911\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\"Google Chrome\";v=\"89\", \"Chromium\";v=\"89\", \";Not A Brand\";v=\"99\"","Sec-CH-UA-Full-Version":"\"89.0.4389.105\""}
Mozilla/5.0 (Linux; Android 10; RMX2030) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/90.0.4430.210 Mobile Safari/537.36 { "Sec-CH-UA-Full-Version":"\"90.0.4430.210\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"RMX2030\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\"","Sec-CH-UA":"\" Not A;Brand\";v=\"99\", \"Chromium\";v=\"90\", \"Google Chrome\";v=\"90\""}
Mozilla/5.0 (Linux; Android 12; V2059) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2059\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\""}
Mozilla/5.0 (Linux; Android 9; vivo 1901) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.120 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.120\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"vivo 1901\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\""}
Mozilla/5.0 (Linux; Android 12; V2059) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not;A Brand\";v=\"99\", \"Google Chrome\";v=\"91\", \"Chromium\";v=\"91\"","Sec-CH-UA-Full-Version":"\"91.0.4472.114\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"V2059\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"12\""}
Mozilla/5.0 (Linux; Android 9; Mi A1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/89.0.4389.105 Mobile Safari/537.36 { "Sec-CH-UA":"\"Google Chrome\";v=\"89\", \"Chromium\";v=\"89\", \";Not A Brand\";v=\"99\"","Sec-CH-UA-Full-Version":"\"89.0.4389.105\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"Mi A1\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"9\""}
Mozilla/5.0 (Linux; Android 11; RMX1971) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.5249.126 Mobile Safari/537.36 OPR/72.2.3767.68393 { "Sec-CH-UA":"\"OperaMobile\";v=\"72\", \";Not A Brand\";v=\"99\", \"Opera\";v=\"92\", \"Chromium\";v=\"106\"","Sec-CH-UA-Full-Version":"\"106.0.5249.126\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"RMX1971\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"11\""}
Mozilla/5.0 (Linux; Android 10; RMX2030) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/90.0.4430.210 Mobile Safari/537.36 { "Sec-CH-UA":"\" Not A;Brand\";v=\"99\", \"Chromium\";v=\"90\", \"Google Chrome\";v=\"90\"","Sec-CH-UA-Full-Version":"\"90.0.4430.210\"","Sec-CH-UA-Mobile":"?1","Sec-CH-UA-Model":"\"RMX2030\"","Sec-CH-UA-Platform":"\"Android\"","Sec-CH-UA-Platform-Version":"\"10\""}
Steve51D commented 1 year ago

Sorry, I wasn't very clear. I'm not saying that this data is necessarily fraudulent, just that if those particular values are not in our source data, it's more likely to be fraudulent.

I'll ask our data team to investigate this to see if those specific values are in our source data and if so, why they are not matching.

krpn commented 1 year ago

@Steve51D, ok. If you want more data, I can provide it.

krpn commented 1 year ago

Fixed in new data file:

image