Besides the Rcmdr IDE, Rattle is another one IDE for me to do interactive data minding or just data discovery.
installation is easy, just install rattle library, then load the library , and click yes to install the prerequisites components.
once done, run rattle() to load the Rattle IDE.
like the Rcmdr, you can load/import data. then you can explore the data. Always remember to click Execute to make it happen.
since it’s used for modeling also, you can specify which column is primary key(ident here,) which one is the response value here it is called Target. 
then click explore tab, to do more exploring. like a summary.
click distribution, you can do some plotting.
in the correlation, you can tell which variable are correlated to others, blue means positive.
for the sample data, of course, revenue is correlated with request, impression and clicks.
has no relationship with fill_rate. 
f
for the interactive , you can use plot builder to do a lot plotting. rember to install JDK and rJava library. 
here is one cool bubble plot, 
Also you can run transform, clustering.
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