Hi, I found a solution for the above issue. I could use most common feedback such as views and purchases as the implicit data. I'm working on this right now.
On 22 June 2015 at 09:26, Madawa Soysa <[email protected]> wrote: > I have lectures in Wednesday morning till 12.15. I'll be free after that. > > On 22 June 2015 at 09:24, Srinath Perera <[email protected]> wrote: > >> Can we meet Wednesday 10.30 at WSO2 Trace office? >> >> On Mon, Jun 22, 2015 at 9:10 AM, Nirmal Fernando <[email protected]> wrote: >> >>> >>> >>> On Mon, Jun 22, 2015 at 9:07 AM, Madawa Soysa <[email protected]> >>> wrote: >>> >>>> Hi, >>>> >>>> In this week I have researched on collaborative filtering with implicit >>>> feedback data (i.e session data and user behavior). I have followed [1, 2] >>>> on this. Even though these papers provide a solution we cannot use them >>>> since we cannot use the current implementation in Spark with these. >>>> >>>> Also I researched on the possibility of inferring a rating using the >>>> session data and create a new data set and push to spark, but almost all >>>> the solutions are domain specific. Since the preferences are dependent on >>>> item attributes. >>>> >>>> How should I proceed? Since I have finished implementing the generic >>>> recommendation algorithm I can integrate this with ML with a slight design >>>> change. Can we have a discussion on this? >>>> >>> >>> +1, let's discuss the issue in detail. >>> >>>> >>>> Thanks, >>>> Madawa >>>> >>>> [1] - >>>> https://drive.google.com/file/d/0B5EB-AEf-NyPOHBPRWpRM3hvejA/view?usp=sharing >>>> [2] - >>>> https://drive.google.com/file/d/0B5EB-AEf-NyPbkVUV2NqZ3R5b0U/view?usp=sharing >>>> >>>> On 16 June 2015 at 12:00, Madawa Soysa <[email protected]> wrote: >>>> >>>>> Hi, >>>>> >>>>> I have developed an sample application to generate recommendations >>>>> using Apache Spark MLlib and Java. Project source code can be found in >>>>> GitHub[1] <https://github.com/madawas/spark-recommendation>. Output >>>>> can be taken in any format and in the current app, I'm printing the output >>>>> to the console. The data set used can be found here[2] >>>>> <https://drive.google.com/open?id=0B5EB-AEf-NyPflRteEhzNmxFOGpROEFNbWJRa0VTcU5MeEg5WVcya1JIbGM5LVhrU3VXNTQ&authuser=0>. >>>>> Please look in to this and provide feedback. >>>>> >>>>> Next I'm going to modify the application to read data from implicit >>>>> data (page views, likes, time spent on page) and infer a rating. I'm >>>>> referring to [3] >>>>> <https://drive.google.com/open?id=0B5EB-AEf-NyPOHBPRWpRM3hvejA&authuser=0> >>>>> on this. >>>>> >>>>> Also is there any idea on how to extract data from websites? >>>>> >>>>> >>>>> [1] - https://github.com/madawas/spark-recommendation >>>>> [2] - >>>>> https://drive.google.com/open?id=0B5EB-AEf-NyPflRteEhzNmxFOGpROEFNbWJRa0VTcU5MeEg5WVcya1JIbGM5LVhrU3VXNTQ&authuser=0 >>>>> [3] - >>>>> https://drive.google.com/open?id=0B5EB-AEf-NyPOHBPRWpRM3hvejA&authuser=0 >>>>> >>>>> Thanks, >>>>> Madawa. >>>>> >>>>> On 5 June 2015 at 15:27, Madawa Soysa <[email protected]> wrote: >>>>> >>>>>> Hi, >>>>>> >>>>>> Had an initial meeting with the mentors about the $subject and >>>>>> discussed following matters. >>>>>> >>>>>> - Data format to be consider in the project >>>>>> - Re-Modeling implicit data (mouse clicks, page views) that can >>>>>> be extracted from websites to explicit rating scheme. >>>>>> - publishing data to DAS and connecting ML with DAS. >>>>>> >>>>>> Currently I'm developing a sample personalized recommend system to >>>>>> test how Apache Spark uses data and how it generates the output model. >>>>>> >>>>>> Thanks, >>>>>> Madawa >>>>>> >>>>>> On 5 June 2015 at 11:22, Nirmal Fernando <[email protected]> wrote: >>>>>> >>>>>>> Please also send an update on the meeting to dev@ >>>>>>> >>>>>>> On Fri, Jun 5, 2015 at 11:19 AM, Nirmal Fernando <[email protected]> >>>>>>> wrote: >>>>>>> >>>>>>>> >>>>>>>> https://docs.wso2.com/display/ML100/Integration+with+WSO2+Data+Analytics+Server >>>>>>>> >>>>>>>> On Thu, Jun 4, 2015 at 3:48 PM, Madawa Soysa < >>>>>>>> [email protected]> wrote: >>>>>>>> >>>>>>>>> OK. Thanks. I will be there. >>>>>>>>> >>>>>>>>> On 4 June 2015 at 14:55, Nirmal Fernando <[email protected]> wrote: >>>>>>>>> >>>>>>>>>> great.. confirmed then. >>>>>>>>>> >>>>>>>>>> On Thu, Jun 4, 2015 at 2:47 PM, Madawa Soysa < >>>>>>>>>> [email protected]> wrote: >>>>>>>>>> >>>>>>>>>>> Yes. Fine with 11 a.m. >>>>>>>>>>> >>>>>>>>>>> On 4 June 2015 at 14:00, Nirmal Fernando <[email protected]> >>>>>>>>>>> wrote: >>>>>>>>>>> >>>>>>>>>>>> 11am ? >>>>>>>>>>>> >>>>>>>>>>>> On Thu, Jun 4, 2015 at 1:23 PM, Madawa Soysa < >>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>> >>>>>>>>>>>>> I'm free in the morning. >>>>>>>>>>>>> >>>>>>>>>>>>> On 4 June 2015 at 10:52, Nirmal Fernando <[email protected]> >>>>>>>>>>>>> wrote: >>>>>>>>>>>>> >>>>>>>>>>>>>> You are free tomorrow? >>>>>>>>>>>>>> >>>>>>>>>>>>>> On Thu, Jun 4, 2015 at 10:51 AM, Nirmal Fernando < >>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>> >>>>>>>>>>>>>>> Ok thanks. I'll send you an invite offline. >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> On Wed, Jun 3, 2015 at 9:44 PM, Madawa Soysa < >>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Hi Nirmal, >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> I have been playing with the Apache Spark MLlib functions >>>>>>>>>>>>>>>> and currently implementing a sample recommendation algorithm >>>>>>>>>>>>>>>> using >>>>>>>>>>>>>>>> collaborative filtering. I would like to have a meeting as >>>>>>>>>>>>>>>> soon as possible >>>>>>>>>>>>>>>> before starting to implement the actual component about the >>>>>>>>>>>>>>>> workflow and >>>>>>>>>>>>>>>> integration details. >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Thanks, >>>>>>>>>>>>>>>> Madawa. >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> On 3 June 2015 at 08:30, Nirmal Fernando <[email protected]> >>>>>>>>>>>>>>>> wrote: >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> Hi Madawa, >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> Please send an update on your work thus far. >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> On Sun, May 10, 2015 at 2:23 PM, Nirmal Fernando < >>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> Hi Madawa, >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> Welcome to GSoC 15' ! As the first step, please start >>>>>>>>>>>>>>>>>> exploring recommendation algorithms of Spark (v1.3) MLLib >>>>>>>>>>>>>>>>>> and we would like >>>>>>>>>>>>>>>>>> to see a list of supported algorithms and some information >>>>>>>>>>>>>>>>>> on each of those. >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> On Wed, May 6, 2015 at 9:31 AM, Madawa Soysa < >>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Hi Mentors, >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> First of all thanks for selecting my proposal on >>>>>>>>>>>>>>>>>>> $subject . Even though coding in GSoC starts on 25th May, I >>>>>>>>>>>>>>>>>>> would like to >>>>>>>>>>>>>>>>>>> have a discussion with mentors and start implementing as >>>>>>>>>>>>>>>>>>> soon as possible. >>>>>>>>>>>>>>>>>>> It would be great if you can review the proposal and >>>>>>>>>>>>>>>>>>> provide feedback. >>>>>>>>>>>>>>>>>>> Previous mail thread attached at [1] >>>>>>>>>>>>>>>>>>> <http://wso2.markmail.org/search/%5BDev%5D+%5BGSoC-2015%5D+Proposal+11:+Recommendation+Solution+for+WSO2+Machine+Learner+from:%22Madawa+Soysa%22> >>>>>>>>>>>>>>>>>>> . >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> [1] >>>>>>>>>>>>>>>>>>> - >>>>>>>>>>>>>>>>>>> http://wso2.markmail.org/search/%5BDev%5D+%5BGSoC-2015%5D+Proposal+11:+Recommendation+Solution+for+WSO2+Machine+Learner+from:%22Madawa+Soysa%22 >>>>>>>>>>>>>>>>>>> <http://wso2.markmail.org/search/%5BDev%5D+%5BGSoC-2015%5D+Proposal+11:+Recommendation+Solution+for+WSO2+Machine+Learner+from:%22Madawa+Soysa%22> >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Thanks, >>>>>>>>>>>>>>>>>>> Madawa >>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: [email protected] >>>>>>>>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | >>>>>>>>>>>>>>>>>>> Twitter <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 >>>>>>>>>>>>>>>>>> Inc. >>>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 >>>>>>>>>>>>>>>>> Inc. >>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: [email protected] >>>>>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>>>>>>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>>> -- >>>>>>>>>>>>>> >>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>> >>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> -- >>>>>>>>>>>>> >>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>> >>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>> >>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>> >>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> Chairman, >>>>>>>>>>>>> >>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: [email protected] >>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>>>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>>>> >>>>>>>>>>>> >>>>>>>>>>>> >>>>>>>>>>>> >>>>>>>>>>>> -- >>>>>>>>>>>> >>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>> Nirmal >>>>>>>>>>>> >>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>> >>>>>>>>>>>> >>>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> -- >>>>>>>>>>> >>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>> >>>>>>>>>>> Undergraduate, >>>>>>>>>>> >>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>> >>>>>>>>>>> University of Moratuwa. >>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> Chairman, >>>>>>>>>>> >>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>> University of Moratuwa. >>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> Mobile: +94 75 812 0726 | Email: [email protected] >>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>> >>>>>>>>>> >>>>>>>>>> >>>>>>>>>> >>>>>>>>>> -- >>>>>>>>>> >>>>>>>>>> Thanks & regards, >>>>>>>>>> Nirmal >>>>>>>>>> >>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>>>>>>> Mobile: +94715779733 >>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>> >>>>>>>>>> >>>>>>>>>> >>>>>>>>> >>>>>>>>> >>>>>>>>> -- >>>>>>>>> >>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>> >>>>>>>>> Undergraduate, >>>>>>>>> >>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>> >>>>>>>>> University of Moratuwa. >>>>>>>>> >>>>>>>>> >>>>>>>>> Chairman, >>>>>>>>> >>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>> University of Moratuwa. >>>>>>>>> >>>>>>>>> >>>>>>>>> Mobile: +94 75 812 0726 | Email: [email protected] >>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> -- >>>>>>>> >>>>>>>> Thanks & regards, >>>>>>>> Nirmal >>>>>>>> >>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>>>>> Mobile: +94715779733 >>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>> >>>>>>> >>>>>>> -- >>>>>>> >>>>>>> Thanks & regards, >>>>>>> Nirmal >>>>>>> >>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>>>> Mobile: +94715779733 >>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>> >>>>>>> >>>>>>> >>>>>> >>>>>> >>>>>> -- >>>>>> >>>>>> *_________________________________**Madawa Soysa* >>>>>> >>>>>> Undergraduate, >>>>>> >>>>>> Department of Computer Science and Engineering, >>>>>> >>>>>> University of Moratuwa. >>>>>> >>>>>> >>>>>> Chairman, >>>>>> >>>>>> IEEE Computer Society Student Chapter, >>>>>> University of Moratuwa. >>>>>> >>>>>> >>>>>> Mobile: +94 75 812 0726 | Email: [email protected] >>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>> <https://twitter.com/madawa_rc> | Tumblr <http://madawas.tumblr.com/> >>>>>> >>>>> >>>>> >>>>> >>>>> -- >>>>> >>>>> *_________________________________**Madawa Soysa* >>>>> >>>>> Undergraduate, >>>>> >>>>> Department of Computer Science and Engineering, >>>>> >>>>> University of Moratuwa. >>>>> >>>>> >>>>> Chairman, >>>>> >>>>> IEEE Computer Society Student Chapter, >>>>> University of Moratuwa. >>>>> >>>>> >>>>> Mobile: +94 75 812 0726 | Email: [email protected] >>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>> <https://twitter.com/madawa_rc> | Tumblr <http://madawas.tumblr.com/> >>>>> >>>> >>>> >>>> >>>> -- >>>> >>>> *_________________________________**Madawa Soysa* >>>> >>>> Undergraduate, >>>> >>>> Department of Computer Science and Engineering, >>>> >>>> University of Moratuwa. >>>> >>>> >>>> Chairman, >>>> >>>> IEEE Computer Society Student Chapter, >>>> University of Moratuwa. >>>> >>>> >>>> Mobile: +94 75 812 0726 | Email: [email protected] >>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>> <https://twitter.com/madawa_rc> | Tumblr <http://madawas.tumblr.com/> >>>> >>> >>> >>> >>> -- >>> >>> Thanks & regards, >>> Nirmal >>> >>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>> Mobile: +94715779733 >>> Blog: http://nirmalfdo.blogspot.com/ >>> >>> >>> >> >> >> -- >> ============================ >> Blog: http://srinathsview.blogspot.com twitter:@srinath_perera >> Site: http://people.apache.org/~hemapani/ >> Photos: http://www.flickr.com/photos/hemapani/ >> Phone: 0772360902 >> > > > > -- > > *_________________________________**Madawa Soysa* > > Undergraduate, > > Department of Computer Science and Engineering, > > University of Moratuwa. > > > Chairman, > > IEEE Computer Society Student Chapter, > University of Moratuwa. > > > Mobile: +94 75 812 0726 | Email: [email protected] > LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter > <https://twitter.com/madawa_rc> | Tumblr <http://madawas.tumblr.com/> > -- *_________________________________**Madawa Soysa* Undergraduate, Department of Computer Science and Engineering, University of Moratuwa. Chairman, IEEE Computer Society Student Chapter, University of Moratuwa. Mobile: +94 75 812 0726 | Email: [email protected] LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter <https://twitter.com/madawa_rc> | Tumblr <http://madawas.tumblr.com/>
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