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Write for me capstone disassembler api do my internet of things opportunities proofread thesis on euthanasia due tomorrow focus of that investment and the first half of my are there any other questions about my producer right how many and us or reduce dust should be their performance selected texture and good question and it it is live no use simple answer for that if you venture a terrific on how line of the studies first of all in addition it also depends on application for existence so what is the 5 number what is the ratio of the computation that it's doing compared to abolish private man so it was a lot between applications they have some rules of thumb straight people use for example maybe the number of good users that I use this or the same as the number of machines we have that exact time but lot of it has to do is add visual we have a question print this so if you go to the world account example can you talk a little bit more about the sharp end shuffle step right after the map and my question is specifically around I will take take take for example the world of Fox why why was that not sent over to the other reducer I meaning is it at that point you are trying to figure out which data should be sent to what the user yes after the maps now I'm just finished you basically sort the intermediate ease and then you'll find one it is at least so in this example for instance all these senses of the word box will be sent to one of the Rangers in this piece is exactly why did so that is a requirement of the programming modulation and all the users which irritates each is immediate e and all the money value and that's somewhere so yes the furnishing is happening after the last Gator and who is doing that sorta cube it's the framework which is visited sorry which transparent to the program what did it become and of course not you silly yep sorry my questions had to do with the transformation of a problem into a MapReduce operation are there real world problems that are more difficult or perhaps even even possible transform into some can you solve in this way sr anything so MapReduce clearly is not ready solutions for all kinds of columns in half it is a reasonably simple data model that for any model that you can from some applications to do for some others and particularly there is what going on using it again University about it really rather it things that we use in recover data mining or graph algorithms you may have now not collapse pictures about matrices and you need to be bricked over these right a bit and not videos actually is pretty bad form so these kinds of operations I really because it assumes that you have to see workflow and then i smite normal as the reducers of it with the output at my awesome you may actually have much more sets of those pictures you can have tags in zero if this kind of be a model where you have medical operations we have cycles in a reputation as well so for these kinds of applications after used exactly are very good person for me stay awake yes the questions are simpler are do is written in java one of the side effects we are seeing on our cluster is that after the user runs a job please contact lot of left left over java class and the storm TFS command that it actually green it up one has explicitly go to that don't and clean it up I don't know whether something this will be our cluster or is it because of the Java more conservative plan to fight a loop into your box so I'm not sure if I maybe if it once of a specific question or the polymer you're teasing from what i understand i don't think there is any plans to be going to see and although it does oh wait plugin so that you can plug in the according to directly tuition so if you have your math and reduce functions you can see you some other language thing before let's a try you can plug that into that loop execution so it just going to get ready to do that alright so now I move on to the second half of my god first of all what do I mean by a traditional MapReduce environment if any hot videos is executed on practical terms where you have mostly large number of homogeneous muscles which are connected over some sort of switched local area network via ethernet or some other form please namely fast and five and matted network and I actually affect you have these compute nodes which are dedicated to you and did I it's already available inside the cluster and the data has been shunned up and he plays on all these machines before you start the education of this assumption may not hold true in many different environments and Owens in particular the sources of data answers may be terrific extreme examples of these include cases where you're generating scientific data which is right around the globe this will be coming from scientific instruments and sensors such as motioning for atmospheric data that you are using through he other applications of climate applications also a lot of the knowledge is being generated in the public and social domain is being generated inherently in a issued at manor by example not either is generated by users themselves such as you the flaws or the other is being generated say different parts of the city from your traffic three commercial data actually is suited in wrigley this response to the weekend mortal kind of operations different vehicles is Orion any Laura theory is going to see if that they are making as well as e-commerce data which may again be issued it in the printer status of you may also want to collect data from defense sites in order to be and able to analyze the the user behavior and health of the system and an example of this is our Syrians which have server space goes to the users and they generate large number of additional number of days every day and large amount of requests and they need to combine all of this data are eager for the help of the overall system and finally as the mobile systems become more and more capable now users themselves are becoming disputed and oh by generators of data all of us are actually refitted sensors by ourselves because we have these camera phones you know other kinds of sensors in our most these days both environmental sensors their temperature because as well as devious behavior etc so it's not a beta which is being generated in this kind of an inherently disputed hi in addition even if you have data which is centrally located you may still want to come by my different we have an example of that is a hard you praise epidemics India time so one way to do that is to combine data from Google Maps the data from CDC or settle this is so as you see more outbreaks happening is somehow want to figure out the formation of this disease so you may have to actually tap into x h opposes in order to be able to do them in addition besides the data your computation resources that serves may be disputed an example of this is the high-tech lot of the data items and close up now so hopefully disputed cancers so think of anna's on ec2 Regis some of the regions are in America some of them all woo et cetera I mentioned Syrians and other examples of comic for example has large number of servers which are Duke relocated close to the users and these again a lot of a tag lots at a hd2 okay give a computational grits and example is each other which you heard about yesterday and in addition you also have volunteer computing platform shatters point or at home projects which combine resources which are anatomically distributed into a single to create the fair so if you have these disputed data sources and disputed computer resources the question that we are trying to look at is how do you combine this data in a meaningful manner and in particular how do you execute MapReduce in this kind of it I get a shooter than one do my capstone global medical Brooklyn Law School, Brooklyn Heights.