kafkaesk
It's hard to interpret this as anything other than maliciousness.
https://www.reddit.com/r/Cubers/comments/42ank6/worlds_faste...
But the article gives two points why you shouldn't use coefficient values to determine feature importance, which I think are only valid to some extent.
>a) changing the scale of the variable changes the absolute value of the coefficient
and
>(b) if features are multi-collinear, coefficients can shift from one feature to others.
Regarding a), well, that's what standardized coefficients are for.
b) is a bit trickier, but most regression models are based on the assumption of non-collinearity. This is of course a problem with real-world data, because you will quite often find some level of collinearity. That's when you (1) test for this issue and (2) look towards multilevel models.
>Every access to our website and each download of a file on this website are logged. The storage serves internal system-related and statistical purposes. The following data is logged: name of the file, date and time of access, data volume transferred, notification of successful download, web browser and requesting domain. In addition, the IP addresses of the requesting computers are logged.
While I'm sure you have your reasons for this, a service like this naturally attracts users who value privacy and anonymity. Ever thought about adding a warrant canary of some kind?
No newspaper in the US. It is standard procedure for german newspapers to ask the interviewed for "authorisation" of the transcript before publishing anything. The german journalists association distanced itself from this practice more than a decade ago, [0] but it's still very common. This comes with all the problems you would imagine, especially a tendency for soft-ball questions.
Some journalists tried to draw attention to this issue by publishing a "redacted" version of interviews [1], but at the end of the day, if single journalists or entire newspapers refuse to follow the unwritten rules, they may find themselves out of interview partners very quickly [2][3].
[0]http://www.vap-deutschland.org/beitritt-en.php
[1]http://www.journalist.de/fileadmin/Bilder/Handwerk_und_Beruf...
[2]http://www.faz.net/aktuell/feuilleton/medien/autorisierung-v...
[3]http://www.theguardian.com/world/2012/jul/16/us-campaigns-qu...
And for a quick-and-dirty custom analysis of big data sets, the unix tools might be a lot more convenient than databases.