Hi Gayan, We have a CSV file with for Authentication data with few records. I have attached it here. I collected this data using IS Analytics Server as @ashen have mentioned. You can collect more information similarly.
Thanks, Dilin On Thu, Feb 7, 2019 at 10:51 AM Ashen Weerathunga <[email protected]> wrote: > Hi Gayan, > > Thank you for your interest in this project. Main objective of this > project would be to integrate anomaly detection with WSO2 Identity Server > [1] data. We will update the project details accordingly. So we are mainly > focusing on authentication data and OAuth access token related data which > are generated from WSO2 IS. > > As an example when you consider a login activity there can be following > data, > > - Browser and OS related data > - Geo location of the user based on the IP address > - Application related data > - Login time > - Data generated from WSO2 IS (username, userstore, tenant domain, > user roles etc) > > So the idea is to derive an anomaly detection model based on the mentioned > data to provide real time results back to WSO2 IS for decision making [2]. > We have already integrated the WSO2 Stream Processor with WSO2 IS for > monitoring purpose. Please refer [3] for more details to get an idea about > the data that we already collect. > > [1] https://wso2.com/identity-and-access-management > [2] https://docs.wso2.com/display/IS570/Adaptive+Authentication > [3] https://docs.wso2.com/display/IS570/Analytics > > Thanks, > Ashen > > On Thu, Feb 7, 2019 at 12:10 AM Gayan Kavirathne < > [email protected]> wrote: > >> Hi all, >> >> Thank you very much for the detailed description of the aforementioned >> project idea. Yet. it's not clear when querying the engine with *{User, >> Activity, Time, and activity data} *what is activity data. And it would >> be great if i can access a masked data set before submitting a proposal. >> >> A brief about myself, >> I recently graduated from the Department of CSE at the University of >> Moratuwa. Now I'm following a fulltime masters specialized in Data >> science. My final year R&D project was on estimating rainfall leveraging >> Commercial Microwave Links (Watch this video we made >> <https://www.youtube.com/watch?v=T9FxUWXMPAM>to get a quick >> understanding ). As a research student, I'm working on a project for >> Spatio-Temporal Analysis of Dengue Epidemics in Sri Lanka using mobility >> models for infectious disease. >> >> >> Best Regards! >> Gayan Sandaruwanthis video we made >> Undergraduate, >> Computer Science & Engineering, >> University Of Moratuwa - Sri Lanka >> Mobile +94779713087 >> [image: >> https://lk.linkedin.com/in/gayan-sandaruwan-51b864113?trk=profile-badge] >> <https://lk.linkedin.com/in/gayan-sandaruwan-51b864113?trk=profile-badge> >> > > > -- > *Ashen Weerathunga* > Senior Software Engineer > WSO2 Inc.: http://wso2.com > lean.enterprise.middleware > > Email: [email protected] > Mobile: +94716042995 > LinkedIn: *http://lk.linkedin.com/in/ashenweerathunga > <http://lk.linkedin.com/in/ashenweerathunga>* > > <http://wso2.com/signature> > > -- *Dilin Dampahalage* Software Engineer | WSO2 Email : [email protected] Mobile : +94 771 462939 web : http://wso2.com <http://wso2.com/signature>
META_TENANTID,CONTEXTID,EVENTID,EVENTTYPE,USERNAME,LOCALUSERNAME,USERSTOREDOMAIN,TENANTDOMAIN,REMOTEIP,REGION,INBOUNDAUTHTYPE,SERVICEPROVIDER,REMEMBERMEENABLED,FORCEAUTHENABLED,PASSIVEAUTHENABLED,ROLESCOMMASEPARATED,AUTHENTICATIONSTEP,IDENTITYPROVIDER,AUTHENTICATIONSUCCESS,AUTHSTEPSUCCESS,STEPAUTHENTICATOR,ISFIRSTLOGIN,IDENTITYPROVIDERTYPE,UTCTIME,TIMESTAMP -1234,022e7442-b200-48e5-a1af-5ed6165db12e,d6ee0676-922d-4cac-8512-884b5d024333,step,admin,admin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,admin,1,LOCAL,0,1,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:42:25 PM IST",1540033945370 -1234,022e7442-b200-48e5-a1af-5ed6165db12e,10e10178-6bc6-4c6c-95b1-b9ba1461a514,overall,admin,admin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,admin,1,LOCAL,1,1,BasicAuthenticator,1,LOCAL,"Oct 20, 2018 04:42:28 PM IST",1540033948621 -1234,cdf2f882-1191-449a-87d8-2f118e11a1b7,c1737c92-b441-4e96-a3d6-a6439f485c25,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,1,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:42:46 PM IST",1540033966060 -1234,cdf2f882-1191-449a-87d8-2f118e11a1b7,666cbf2d-962d-478d-8b50-c038b94f987f,overall,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,1,1,BasicAuthenticator,1,LOCAL,"Oct 20, 2018 04:42:49 PM IST",1540033969246 -1234,80b08924-6283-4657-8173-99f7de961c1a,0ada929f-2a56-48f8-9965-a6c5b003f589,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,1,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:43:46 PM IST",1540034026042 -1234,80b08924-6283-4657-8173-99f7de961c1a,c6d0fdfb-f189-4e14-9a2d-7e24279caf82,overall,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,1,1,BasicAuthenticator,1,LOCAL,"Oct 20, 2018 04:43:46 PM IST",1540034026125 -1234,4bc65220-1e65-4fbb-9410-1f30a2d6095a,6331c35d-b548-411f-9229-1ab669e050cc,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:43:58 PM IST",1540034038032 -1234,4bc65220-1e65-4fbb-9410-1f30a2d6095a,b7012f8f-eaa1-45be-9daf-526d582a4c97,step,admin,admin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,admin,1,LOCAL,0,1,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:03 PM IST",1540034043705 -1234,4bc65220-1e65-4fbb-9410-1f30a2d6095a,3590ffcd-0e1b-416c-bef5-06c875fd5bbe,overall,admin,admin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,admin,1,LOCAL,1,1,BasicAuthenticator,1,LOCAL,"Oct 20, 2018 04:44:03 PM IST",1540034043734 -1234,e42e422c-5afd-4067-b99f-09450bad4ce1,4baeec17-980a-4ca4-9efe-5809eabe3284,step,admin,admin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,admin,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:12 PM IST",1540034052164 -1234,e42e422c-5afd-4067-b99f-09450bad4ce1,e8662d5d-8646-42a8-b3ae-5e29b612b79c,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,1,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:16 PM IST",1540034056892 -1234,e42e422c-5afd-4067-b99f-09450bad4ce1,32ca3250-c4b3-4b8c-b825-2ee5f38a54b6,overall,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,1,1,BasicAuthenticator,1,LOCAL,"Oct 20, 2018 04:44:16 PM IST",1540034056961 -1234,3f5019b7-16b1-4150-ab32-54075743786f,fdaa40d2-659c-467f-ad2c-1284af12951e,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:25 PM IST",1540034065504 -1234,3f5019b7-16b1-4150-ab32-54075743786f,5b4c6530-e357-4457-9078-9757fd801917,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:28 PM IST",1540034068976 -1234,3f5019b7-16b1-4150-ab32-54075743786f,02310431-0cb8-4c7f-9a47-3d3828816acd,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:32 PM IST",1540034072108 -1234,3f5019b7-16b1-4150-ab32-54075743786f,753e9fde-1a77-4d39-87ac-726b40dfbcc6,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:35 PM IST",1540034075245 -1234,3f5019b7-16b1-4150-ab32-54075743786f,e94160d1-d5cd-49fa-b576-09b0d6bdf666,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:38 PM IST",1540034078330 -1234,3f5019b7-16b1-4150-ab32-54075743786f,3524ad0f-dee8-434c-bbfa-79969b1ab4a1,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:41 PM IST",1540034081547 -1234,3f5019b7-16b1-4150-ab32-54075743786f,f937842f-59d7-422e-913a-c13083db0ab1,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:44 PM IST",1540034084988 -1234,3f5019b7-16b1-4150-ab32-54075743786f,ca103a0f-d7ef-4dac-bffb-9c85c9130adf,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:48 PM IST",1540034088319 -1234,3f5019b7-16b1-4150-ab32-54075743786f,c88e992f-910a-4ca5-b4cc-8d0a632cfe34,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:44:54 PM IST",1540034094757 -1234,3f5019b7-16b1-4150-ab32-54075743786f,e6711fe3-5f17-4f26-bd08-a1f0107a2bca,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,0,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:45:00 PM IST",1540034100174 -1234,3f5019b7-16b1-4150-ab32-54075743786f,66b2a5e1-1745-4ef3-a78c-6bdaf36a5ab3,step,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,0,1,NOT_AVAILABLE,0,LOCAL,"Oct 20, 2018 04:45:05 PM IST",1540034105705 -1234,3f5019b7-16b1-4150-ab32-54075743786f,96c128a8-af10-40be-8377-e6e67ac4dcbd,overall,dilin,dilin,PRIMARY,carbon.super,127.0.0.1,NOT_AVAILABLE,samlsso,wso2_sp_dashboard,0,0,0,NOT_AVAILABLE,1,LOCAL,1,1,BasicAuthenticator,1,LOCAL,"Oct 20, 2018 04:45:05 PM IST",1540034105745
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