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Clustering graph coloring and layout
Grant Ingersoll 2011-11-29, 13:03
Anyone have an easy algorithm for coloring clusters in a nice way? That is, given k clusters, color each centroid and all of it's associated points in such a way that it is visually appealing and avoids, to the extent it can, coloring two unique clusters the same color. Also, the same goes for laying out n-dimensional vectors in a 2-dimensional way such that one can get a sense of the distances, groupings, etc. and still navigate in decent way. I've got the plumbing in place in the ClusterDumper + Gephi to make this work (and have a lame implementation of both on https://issues.apache.org/jira/browse/MAHOUT-899) but would really like to be able to produce much prettier visualizations out of the box. -------------------------------------------- Grant Ingersoll http://www.lucidimagination.com
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Re: Clustering graph coloring and layout
Ted Dunning 2011-11-29, 14:25
Coloring is pretty easy in R, which is what I use. I just build a color map with the right number of indices and use the cluster id to index the colormap. For grins, I vary the transparency according to how seriously down-sampled the cluster is. That lets me get a good visual feel for the actual cluster size.
On Tue, Nov 29, 2011 at 5:03 AM, Grant Ingersoll <[EMAIL PROTECTED]>wrote:
> Anyone have an easy algorithm for coloring clusters in a nice way? That > is, given k clusters, color each centroid and all of it's associated points > in such a way that it is visually appealing and avoids, to the extent it > can, coloring two unique clusters the same color. >
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Re: Clustering graph coloring and layout
Grant Ingersoll 2011-11-29, 16:03
I'm still learning R, do you have code handy you could share?
On Nov 29, 2011, at 6:25 AM, Ted Dunning wrote:
> Coloring is pretty easy in R, which is what I use. I just build a color > map with the right number of indices and use the cluster id to index the > colormap. For grins, I vary the transparency according to how seriously > down-sampled the cluster is. That lets me get a good visual feel for the > actual cluster size. > > On Tue, Nov 29, 2011 at 5:03 AM, Grant Ingersoll <[EMAIL PROTECTED]>wrote: > >> Anyone have an easy algorithm for coloring clusters in a nice way? That >> is, given k clusters, color each centroid and all of it's associated points >> in such a way that it is visually appealing and avoids, to the extent it >> can, coloring two unique clusters the same color. >>
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Re: Clustering graph coloring and layout
Ted Dunning 2011-11-30, 22:58
Here is some that I just whipped up. I have also attached an example of the output.
In the sample output, notice how you can see different stories about what clusters the brown-ish and purple clusters are near.[image: xyz.png]
On Tue, Nov 29, 2011 at 8:03 AM, Grant Ingersoll <[EMAIL PROTECTED]>wrote:
> I'm still learning R, do you have code handy you could share? > > On Nov 29, 2011, at 6:25 AM, Ted Dunning wrote: > > > Coloring is pretty easy in R, which is what I use. I just build a color > > map with the right number of indices and use the cluster id to index the > > colormap. For grins, I vary the transparency according to how seriously > > down-sampled the cluster is. That lets me get a good visual feel for the > > actual cluster size. > > > > On Tue, Nov 29, 2011 at 5:03 AM, Grant Ingersoll <[EMAIL PROTECTED] > >wrote: > > > >> Anyone have an easy algorithm for coloring clusters in a nice way? That > >> is, given k clusters, color each centroid and all of it's associated > points > >> in such a way that it is visually appealing and avoids, to the extent it > >> can, coloring two unique clusters the same color. > >> > > > > >
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Re: Clustering graph coloring and layout
Dmitriy Lyubimov 2011-11-30, 23:17
Nice!
it is very obvious i cannot avoid learning R (sigh).
On Wed, Nov 30, 2011 at 2:58 PM, Ted Dunning <[EMAIL PROTECTED]> wrote:
> Here is some that I just whipped up. I have also attached an example of > the output. > > In the sample output, notice how you can see different stories about what > clusters the brown-ish and purple clusters are near.[image: xyz.png] > > > On Tue, Nov 29, 2011 at 8:03 AM, Grant Ingersoll <[EMAIL PROTECTED]>wrote: > >> I'm still learning R, do you have code handy you could share? >> >> On Nov 29, 2011, at 6:25 AM, Ted Dunning wrote: >> >> > Coloring is pretty easy in R, which is what I use. I just build a color >> > map with the right number of indices and use the cluster id to index the >> > colormap. For grins, I vary the transparency according to how seriously >> > down-sampled the cluster is. That lets me get a good visual feel for >> the >> > actual cluster size. >> > >> > On Tue, Nov 29, 2011 at 5:03 AM, Grant Ingersoll <[EMAIL PROTECTED] >> >wrote: >> > >> >> Anyone have an easy algorithm for coloring clusters in a nice way? >> That >> >> is, given k clusters, color each centroid and all of it's associated >> points >> >> in such a way that it is visually appealing and avoids, to the extent >> it >> >> can, coloring two unique clusters the same color. >> >> >> >> >> >> >> >
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Re: Clustering graph coloring and layout
Grant Ingersoll 2011-12-01, 00:04
Can you share the R code too? On Nov 30, 2011, at 2:58 PM, Ted Dunning wrote: > Here is some that I just whipped up. I have also attached an example of the output. > > In the sample output, notice how you can see different stories about what clusters the brown-ish and purple clusters are near.<xyz.png> > > On Tue, Nov 29, 2011 at 8:03 AM, Grant Ingersoll <[EMAIL PROTECTED]> wrote: > I'm still learning R, do you have code handy you could share? > > On Nov 29, 2011, at 6:25 AM, Ted Dunning wrote: > > > Coloring is pretty easy in R, which is what I use. I just build a color > > map with the right number of indices and use the cluster id to index the > > colormap. For grins, I vary the transparency according to how seriously > > down-sampled the cluster is. That lets me get a good visual feel for the > > actual cluster size. > > > > On Tue, Nov 29, 2011 at 5:03 AM, Grant Ingersoll <[EMAIL PROTECTED]>wrote: > > > >> Anyone have an easy algorithm for coloring clusters in a nice way? That > >> is, given k clusters, color each centroid and all of it's associated points > >> in such a way that it is visually appealing and avoids, to the extent it > >> can, coloring two unique clusters the same color. > >> > > > > > -------------------------------------------- Grant Ingersoll http://www.lucidimagination.com
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Re: Clustering graph coloring and layout
Ted Dunning 2011-12-01, 02:32
Sure. I attached it, but those get stripped. I didn't realize that this was going to the list. Try here: http://dl.dropbox.com/u/36863361/cluster-viz.rAnd here for the image: http://dl.dropbox.com/u/36863361/xyz.pngOn Wed, Nov 30, 2011 at 4:04 PM, Grant Ingersoll <[EMAIL PROTECTED]>wrote: > Can you share the R code too? > > On Nov 30, 2011, at 2:58 PM, Ted Dunning wrote: > > > Here is some that I just whipped up. I have also attached an example of > the output. > > > > In the sample output, notice how you can see different stories about > what clusters the brown-ish and purple clusters are near.<xyz.png> > > > > On Tue, Nov 29, 2011 at 8:03 AM, Grant Ingersoll <[EMAIL PROTECTED]> > wrote: > > I'm still learning R, do you have code handy you could share? > > > > On Nov 29, 2011, at 6:25 AM, Ted Dunning wrote: > > > > > Coloring is pretty easy in R, which is what I use. I just build a > color > > > map with the right number of indices and use the cluster id to index > the > > > colormap. For grins, I vary the transparency according to how > seriously > > > down-sampled the cluster is. That lets me get a good visual feel for > the > > > actual cluster size. > > > > > > On Tue, Nov 29, 2011 at 5:03 AM, Grant Ingersoll <[EMAIL PROTECTED] > >wrote: > > > > > >> Anyone have an easy algorithm for coloring clusters in a nice way? > That > > >> is, given k clusters, color each centroid and all of it's associated > points > > >> in such a way that it is visually appealing and avoids, to the extent > it > > >> can, coloring two unique clusters the same color. > > >> > > > > > > > > > > > > -------------------------------------------- > Grant Ingersoll > http://www.lucidimagination.com> > > >
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Re: Clustering graph coloring and layout
Dawid Weiss 2011-12-01, 07:57
This looks great, Ted, thanks for sharing. Dawid On Thu, Dec 1, 2011 at 3:32 AM, Ted Dunning <[EMAIL PROTECTED]> wrote: > Sure. I attached it, but those get stripped. I didn't realize that this > was going to the list. > > Try here: http://dl.dropbox.com/u/36863361/cluster-viz.r> > And here for the image: http://dl.dropbox.com/u/36863361/xyz.png> > On Wed, Nov 30, 2011 at 4:04 PM, Grant Ingersoll <[EMAIL PROTECTED]>wrote: > >> Can you share the R code too? >> >> On Nov 30, 2011, at 2:58 PM, Ted Dunning wrote: >> >> > Here is some that I just whipped up. I have also attached an example of >> the output. >> > >> > In the sample output, notice how you can see different stories about >> what clusters the brown-ish and purple clusters are near.<xyz.png> >> > >> > On Tue, Nov 29, 2011 at 8:03 AM, Grant Ingersoll <[EMAIL PROTECTED]> >> wrote: >> > I'm still learning R, do you have code handy you could share? >> > >> > On Nov 29, 2011, at 6:25 AM, Ted Dunning wrote: >> > >> > > Coloring is pretty easy in R, which is what I use. I just build a >> color >> > > map with the right number of indices and use the cluster id to index >> the >> > > colormap. For grins, I vary the transparency according to how >> seriously >> > > down-sampled the cluster is. That lets me get a good visual feel for >> the >> > > actual cluster size. >> > > >> > > On Tue, Nov 29, 2011 at 5:03 AM, Grant Ingersoll <[EMAIL PROTECTED] >> >wrote: >> > > >> > >> Anyone have an easy algorithm for coloring clusters in a nice way? >> That >> > >> is, given k clusters, color each centroid and all of it's associated >> points >> > >> in such a way that it is visually appealing and avoids, to the extent >> it >> > >> can, coloring two unique clusters the same color. >> > >> >> > >> > >> > >> > >> > >> >> -------------------------------------------- >> Grant Ingersoll >> http://www.lucidimagination.com>> >> >> >>
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Re: Clustering graph coloring and layout
Steven Bourke 2011-12-01, 10:02
Sorry I wasn't really following this thread - I've got lots of random throw away's for gephi visualisations for clustering and graphs (But not mahout based). Does the patch ( https://issues.apache.org/jira/browse/MAHOUT-899)have an output file that I can use to generate visuals from? I'll can clean something up and add it to the patch. On Thu, Dec 1, 2011 at 7:57 AM, Dawid Weiss <[EMAIL PROTECTED]>wrote: > This looks great, Ted, thanks for sharing. > > Dawid > > On Thu, Dec 1, 2011 at 3:32 AM, Ted Dunning <[EMAIL PROTECTED]> wrote: > > Sure. I attached it, but those get stripped. I didn't realize that this > > was going to the list. > > > > Try here: http://dl.dropbox.com/u/36863361/cluster-viz.r> > > > And here for the image: http://dl.dropbox.com/u/36863361/xyz.png> > > > On Wed, Nov 30, 2011 at 4:04 PM, Grant Ingersoll <[EMAIL PROTECTED] > >wrote: > > > >> Can you share the R code too? > >> > >> On Nov 30, 2011, at 2:58 PM, Ted Dunning wrote: > >> > >> > Here is some that I just whipped up. I have also attached an example > of > >> the output. > >> > > >> > In the sample output, notice how you can see different stories about > >> what clusters the brown-ish and purple clusters are near.<xyz.png> > >> > > >> > On Tue, Nov 29, 2011 at 8:03 AM, Grant Ingersoll <[EMAIL PROTECTED] > > > >> wrote: > >> > I'm still learning R, do you have code handy you could share? > >> > > >> > On Nov 29, 2011, at 6:25 AM, Ted Dunning wrote: > >> > > >> > > Coloring is pretty easy in R, which is what I use. I just build a > >> color > >> > > map with the right number of indices and use the cluster id to index > >> the > >> > > colormap. For grins, I vary the transparency according to how > >> seriously > >> > > down-sampled the cluster is. That lets me get a good visual feel > for > >> the > >> > > actual cluster size. > >> > > > >> > > On Tue, Nov 29, 2011 at 5:03 AM, Grant Ingersoll < > [EMAIL PROTECTED] > >> >wrote: > >> > > > >> > >> Anyone have an easy algorithm for coloring clusters in a nice way? > >> That > >> > >> is, given k clusters, color each centroid and all of it's > associated > >> points > >> > >> in such a way that it is visually appealing and avoids, to the > extent > >> it > >> > >> can, coloring two unique clusters the same color. > >> > >> > >> > > >> > > >> > > >> > > >> > > >> > >> -------------------------------------------- > >> Grant Ingersoll > >> http://www.lucidimagination.com> >> > >> > >> > >> >
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Re: Clustering graph coloring and layout
Grant Ingersoll 2011-12-01, 19:25
On Dec 1, 2011, at 5:02 AM, Steven Bourke wrote: > Sorry I wasn't really following this thread - I've got lots of random throw > away's for gephi visualisations for clustering and graphs (But not mahout > based). Does the patch ( https://issues.apache.org/jira/browse/MAHOUT-899)> have an output file that I can use to generate visuals from? I'll can clean > something up and add it to the patch. It does. Apply the patch and then build. Then use the ClusterDumper. Here's my example: bin/mahout clusterdump --seqFileDir ~/projects/content/apache/sfmum/clustering/kmeans/clusters-2-final/ -o ~/projects/content/apache/sfmum/clustering/kmeans/clusters.graphml -of GRAPH_ML --distanceMeasure org.apache.mahout.common.distance.CosineDistanceMeasure --pointsDir ~/projects/content/apache/sfmum/clustering/kmeans/clusteredPoints/ --dictionaryType sequencefile --dictionary ~/projects/content/apache/sfmum/clustering/seq2sparse/dictionary.file-0 -n 3 -sp 500 > > > On Thu, Dec 1, 2011 at 7:57 AM, Dawid Weiss <[EMAIL PROTECTED]>wrote: > >> This looks great, Ted, thanks for sharing. >> >> Dawid >> >> On Thu, Dec 1, 2011 at 3:32 AM, Ted Dunning <[EMAIL PROTECTED]> wrote: >>> Sure. I attached it, but those get stripped. I didn't realize that this >>> was going to the list. >>> >>> Try here: http://dl.dropbox.com/u/36863361/cluster-viz.r>>> >>> And here for the image: http://dl.dropbox.com/u/36863361/xyz.png>>> >>> On Wed, Nov 30, 2011 at 4:04 PM, Grant Ingersoll <[EMAIL PROTECTED] >>> wrote: >>> >>>> Can you share the R code too? >>>> >>>> On Nov 30, 2011, at 2:58 PM, Ted Dunning wrote: >>>> >>>>> Here is some that I just whipped up. I have also attached an example >> of >>>> the output. >>>>> >>>>> In the sample output, notice how you can see different stories about >>>> what clusters the brown-ish and purple clusters are near.<xyz.png> >>>>> >>>>> On Tue, Nov 29, 2011 at 8:03 AM, Grant Ingersoll <[EMAIL PROTECTED] >>> >>>> wrote: >>>>> I'm still learning R, do you have code handy you could share? >>>>> >>>>> On Nov 29, 2011, at 6:25 AM, Ted Dunning wrote: >>>>> >>>>>> Coloring is pretty easy in R, which is what I use. I just build a >>>> color >>>>>> map with the right number of indices and use the cluster id to index >>>> the >>>>>> colormap. For grins, I vary the transparency according to how >>>> seriously >>>>>> down-sampled the cluster is. That lets me get a good visual feel >> for >>>> the >>>>>> actual cluster size. >>>>>> >>>>>> On Tue, Nov 29, 2011 at 5:03 AM, Grant Ingersoll < >> [EMAIL PROTECTED] >>>>> wrote: >>>>>> >>>>>>> Anyone have an easy algorithm for coloring clusters in a nice way? >>>> That >>>>>>> is, given k clusters, color each centroid and all of it's >> associated >>>> points >>>>>>> in such a way that it is visually appealing and avoids, to the >> extent >>>> it >>>>>>> can, coloring two unique clusters the same color. >>>>>>> >>>>> >>>>> >>>>> >>>>> >>>>> >>>> >>>> -------------------------------------------- >>>> Grant Ingersoll >>>> http://www.lucidimagination.com>>>> >>>> >>>> >>>> >> -------------------------------------------- Grant Ingersoll http://www.lucidimagination.com
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