On Mon, Dec 07, 2015 at 05:43:01PM -0600, Tom Ritter wrote: > On 7 December 2015 at 13:51, Philipp Winter <p...@nymity.ch> wrote: > > I spent some time improving the existing relay uptime visualisation [0]. > > Inspired by a research paper [1], the new algorithm uses single-linkage > > clustering with Pearson's correlation coefficient as distance function. > > The idea is that relays are grouped next to each other if their uptime > > (basically a binary sequence) is highly correlated. Check out the > > following gallery. It contains monthly relay uptime images, dating back > > to 2007: > > <https://nymity.ch/sybilhunting/uptime-visualisation/> > > > > If you aren't familiar with this type of visualisation: Every image > > shows the uptime of all Tor relays that were online in a given month. > > Every row is a consensus and every column is a relay. White pixels mean > > that a relay was offline and black pixels means that a relay was > > online. Red pixels are used to highlight suspiciously similar clusters. > > That's really cool. It seems to imply that the majority of the tor > network stop operating halfway through the month though... Do the > other tor graphs take into account hibernating relays? For example, I > would expect the time-to-download graph would be somewhat affected: > https://metrics.torproject.org/torperf.html?graph=torperf&start=2015-10-01&end=2015-10-31&source=all&filesize=5mb
What I forgot to mention: In all diagrams, I removed relays that were always online, because an all-online uptime sequence isn't useful to find Sybils. In Nov 2015, for example, we had 10,984 unique relays by fingerprint and 3,202 (29%) were always online, and are not shown in the visualisation. Also, here are the steps to reproduce: wget https://collector.torproject.org/archive/relay-descriptors/consensuses/consensuses-2015-11.tar.xz tar xvJf consensuses-2015-11.tar.xz go get git.torproject.org/user/phw/sybilhunter.git sybilhunter -data consensuses-2015-11/ -uptime Cheers, Philipp _______________________________________________ tor-dev mailing list tor-dev@lists.torproject.org https://lists.torproject.org/cgi-bin/mailman/listinfo/tor-dev