[Matplotlib-users] embedding subset of fonts when saving to pdf
Hi, I have a problem with large file-sizes of plots saved to pdf, when using rcParams['text.usetex']=True Files are very large (~150kb for simple line plot with some mathematical latex expressions) as all fonts are fully embedded into pdf. When resulting pdf is postprocessed (e.g. as is http://zeppethefake.blogspot.com/2008/05/embedding-fonts-in-pdf-with-ghostscript.html), so that only subset of fonts is embedded, file size is reduced drastically(e.g. from 150kb to 15kb). Is there a way to enable embedding of subset of fonts in matplotlib? I am using matplotlib version 0.99.3. Did anyone else experience similar problems/found solution? Thank you for info/assistance! Simon -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] embedding subset of fonts when saving to pdf
Have you tried setting the rcParams "pdf.fonttype" to 3? That should subset the fonts. Also, the Cairo backend supports font subsetting. Mike On 05/27/2011 07:00 AM, Simon Jesenko wrote: > Hi, > > I have a problem with large file-sizes of plots saved to pdf, when using > rcParams['text.usetex']=True > > Files are very large (~150kb for simple line plot with some mathematical > latex expressions) as all fonts are fully embedded into pdf. When > resulting pdf is postprocessed (e.g. as is > http://zeppethefake.blogspot.com/2008/05/embedding-fonts-in-pdf-with-ghostscript.html), > so that only subset of fonts is embedded, file size is reduced > drastically(e.g. from 150kb to 15kb). > > Is there a way to enable embedding of subset of fonts in matplotlib? > > I am using matplotlib version 0.99.3. > > Did anyone else experience similar problems/found solution? > > Thank you for info/assistance! > Simon > > -- > vRanger cuts backup time in half-while increasing security. > With the market-leading solution for virtual backup and recovery, > you get blazing-fast, flexible, and affordable data protection. > Download your free trial now. > http://p.sf.net/sfu/quest-d2dcopy1 > ___ > Matplotlib-users mailing list > Matplotlib-users@lists.sourceforge.net > https://lists.sourceforge.net/lists/listinfo/matplotlib-users -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] embedding subset of fonts when saving to pdf
Setting 'pdf.fonttype'=3 had no effect, embedded fonts are of fonttype=1 nonetheless. I guess that pdf.fonttype parameter is used only when matplotlib uses it's own engine to render latex, and not when text.usetex=true is used. Cairo backend is not support when text.usetex=true (only Agg, pdf and ps according to documentation) On 05/27/2011 03:53 PM, Michael Droettboom wrote: > Have you tried setting the rcParams "pdf.fonttype" to 3? That should > subset the fonts. > > Also, the Cairo backend supports font subsetting. > > Mike > > On 05/27/2011 07:00 AM, Simon Jesenko wrote: >> Hi, >> >> I have a problem with large file-sizes of plots saved to pdf, when using >> rcParams['text.usetex']=True >> >> Files are very large (~150kb for simple line plot with some mathematical >> latex expressions) as all fonts are fully embedded into pdf. When >> resulting pdf is postprocessed (e.g. as is >> http://zeppethefake.blogspot.com/2008/05/embedding-fonts-in-pdf-with-ghostscript.html), >> so that only subset of fonts is embedded, file size is reduced >> drastically(e.g. from 150kb to 15kb). >> >> Is there a way to enable embedding of subset of fonts in matplotlib? >> >> I am using matplotlib version 0.99.3. >> >> Did anyone else experience similar problems/found solution? >> >> Thank you for info/assistance! >> Simon >> >> -- >> vRanger cuts backup time in half-while increasing security. >> With the market-leading solution for virtual backup and recovery, >> you get blazing-fast, flexible, and affordable data protection. >> Download your free trial now. >> http://p.sf.net/sfu/quest-d2dcopy1 >> ___ >> Matplotlib-users mailing list >> Matplotlib-users@lists.sourceforge.net >> https://lists.sourceforge.net/lists/listinfo/matplotlib-users > > -- > vRanger cuts backup time in half-while increasing security. > With the market-leading solution for virtual backup and recovery, > you get blazing-fast, flexible, and affordable data protection. > Download your free trial now. > http://p.sf.net/sfu/quest-d2dcopy1 > ___ > Matplotlib-users mailing list > Matplotlib-users@lists.sourceforge.net > https://lists.sourceforge.net/lists/listinfo/matplotlib-users -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] embedding subset of fonts when saving to pdf
Ah, yes. That is all true. I'm not sure what options there may be in that case. Mike On 05/27/2011 10:56 AM, Simon Jesenko wrote: > Setting 'pdf.fonttype'=3 had no effect, embedded fonts are of fonttype=1 > nonetheless. I guess that pdf.fonttype parameter is used only when > matplotlib uses it's own engine to render latex, and not when > text.usetex=true is used. > > Cairo backend is not support when text.usetex=true (only Agg, pdf and ps > according to documentation) > > On 05/27/2011 03:53 PM, Michael Droettboom wrote: >> Have you tried setting the rcParams "pdf.fonttype" to 3? That should >> subset the fonts. >> >> Also, the Cairo backend supports font subsetting. >> >> Mike >> >> On 05/27/2011 07:00 AM, Simon Jesenko wrote: >>> Hi, >>> >>> I have a problem with large file-sizes of plots saved to pdf, when using >>> rcParams['text.usetex']=True >>> >>> Files are very large (~150kb for simple line plot with some mathematical >>> latex expressions) as all fonts are fully embedded into pdf. When >>> resulting pdf is postprocessed (e.g. as is >>> http://zeppethefake.blogspot.com/2008/05/embedding-fonts-in-pdf-with-ghostscript.html), >>> so that only subset of fonts is embedded, file size is reduced >>> drastically(e.g. from 150kb to 15kb). >>> >>> Is there a way to enable embedding of subset of fonts in matplotlib? >>> >>> I am using matplotlib version 0.99.3. >>> >>> Did anyone else experience similar problems/found solution? >>> >>> Thank you for info/assistance! >>> Simon >>> >>> -- >>> vRanger cuts backup time in half-while increasing security. >>> With the market-leading solution for virtual backup and recovery, >>> you get blazing-fast, flexible, and affordable data protection. >>> Download your free trial now. >>> http://p.sf.net/sfu/quest-d2dcopy1 >>> ___ >>> Matplotlib-users mailing list >>> Matplotlib-users@lists.sourceforge.net >>> https://lists.sourceforge.net/lists/listinfo/matplotlib-users >> -- >> vRanger cuts backup time in half-while increasing security. >> With the market-leading solution for virtual backup and recovery, >> you get blazing-fast, flexible, and affordable data protection. >> Download your free trial now. >> http://p.sf.net/sfu/quest-d2dcopy1 >> ___ >> Matplotlib-users mailing list >> Matplotlib-users@lists.sourceforge.net >> https://lists.sourceforge.net/lists/listinfo/matplotlib-users > > -- > vRanger cuts backup time in half-while increasing security. > With the market-leading solution for virtual backup and recovery, > you get blazing-fast, flexible, and affordable data protection. > Download your free trial now. > http://p.sf.net/sfu/quest-d2dcopy1 > ___ > Matplotlib-users mailing list > Matplotlib-users@lists.sourceforge.net > https://lists.sourceforge.net/lists/listinfo/matplotlib-users -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] mathbb and eps export
Thanks, Mike. I've been away from the Windows machine for a couple of days. I did ps.useafm set and your suggestion solved the problem. Is there a reason not to use TrueType in all of my figures (since it wasn't enabled by default)? Thanks, Oscar. On Tue, May 24, 2011 at 11:06:10AM -0400, Michael Droettboom wrote: > You probably have "ps.useafm" set, right? Unfortunately, the stock > Postscript AFM fonts do not have a blackboard style. Setting > ps.useafm to False will use Truetype fonts, and it should work. > > Cheers, > Mike > > On 05/24/2011 10:50 AM, Oscar Benjamin wrote: > >Hello, > > > >I'm getting an error using latex mathbb and exporting to eps. The > >following script demonstrates: > > > >from pylab import figure, show > >fig = figure() > >ax = fig.add_subplot(1, 1, 1) > >ax.set_title(r'$\mathbb{R}$') > >fig.savefig('mathbb.eps') > > > >On Windows the above gives me a long traceback ending with: > >IOError: [Errno 2] No such file or directory: > >'q:\\tools\\Python26\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\afm\\bb.afm' > > > >It works fine if using \mathbf instead of \mathbb or when saving > >to pdf etc. > > > >I thought I had this working on Linux, does anyone know if this is > >a problem to do with my installation, or maybe an unsupported > >feature. > > > >Thanks, > >Oscar. > > > > > >-- > >vRanger cuts backup time in half-while increasing security. > >With the market-leading solution for virtual backup and recovery, > >you get blazing-fast, flexible, and affordable data protection. > >Download your free trial now. > >http://p.sf.net/sfu/quest-d2dcopy1 > > > > > >___ > >Matplotlib-users mailing list > >Matplotlib-users@lists.sourceforge.net > >https://lists.sourceforge.net/lists/listinfo/matplotlib-users > > > -- > Michael Droettboom > Science Software Branch > Space Telescope Science Institute > Baltimore, Maryland, USA > > -- > vRanger cuts backup time in half-while increasing security. > With the market-leading solution for virtual backup and recovery, > you get blazing-fast, flexible, and affordable data protection. > Download your free trial now. > http://p.sf.net/sfu/quest-d2dcopy1 > ___ > Matplotlib-users mailing list > Matplotlib-users@lists.sourceforge.net > https://lists.sourceforge.net/lists/listinfo/matplotlib-users -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] mathbb and eps export
The main difference is file size. When ps.useafm is True, the fonts don't have to be embedded because it uses fonts that are required to be available with every Postscript interpreter. When it is False, the fonts have to be included as part of the file, resulting in larger file sizes. Mike On 05/27/2011 11:10 AM, Oscar Benjamin wrote: > Thanks, Mike. > > I've been away from the Windows machine for a couple of days. I did > ps.useafm set and your suggestion solved the problem. > > Is there a reason not to use TrueType in all of my figures (since it > wasn't enabled by default)? > > Thanks, > Oscar. > On Tue, May 24, 2011 at 11:06:10AM -0400, Michael Droettboom wrote: >> You probably have "ps.useafm" set, right? Unfortunately, the stock >> Postscript AFM fonts do not have a blackboard style. Setting >> ps.useafm to False will use Truetype fonts, and it should work. >> >> Cheers, >> Mike >> >> On 05/24/2011 10:50 AM, Oscar Benjamin wrote: >>> Hello, >>> >>> I'm getting an error using latex mathbb and exporting to eps. The >>> following script demonstrates: >>> >> >from pylab import figure, show >>> fig = figure() >>> ax = fig.add_subplot(1, 1, 1) >>> ax.set_title(r'$\mathbb{R}$') >>> fig.savefig('mathbb.eps') >>> >>> On Windows the above gives me a long traceback ending with: >>> IOError: [Errno 2] No such file or directory: >>> 'q:\\tools\\Python26\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\afm\\bb.afm' >>> >>> It works fine if using \mathbf instead of \mathbb or when saving >>> to pdf etc. >>> >>> I thought I had this working on Linux, does anyone know if this is >>> a problem to do with my installation, or maybe an unsupported >>> feature. >>> >>> Thanks, >>> Oscar. >>> >>> >>> -- >>> vRanger cuts backup time in half-while increasing security. >>> With the market-leading solution for virtual backup and recovery, >>> you get blazing-fast, flexible, and affordable data protection. >>> Download your free trial now. >>> http://p.sf.net/sfu/quest-d2dcopy1 >>> >>> >>> ___ >>> Matplotlib-users mailing list >>> Matplotlib-users@lists.sourceforge.net >>> https://lists.sourceforge.net/lists/listinfo/matplotlib-users >> >> -- >> Michael Droettboom >> Science Software Branch >> Space Telescope Science Institute >> Baltimore, Maryland, USA >> >> -- >> vRanger cuts backup time in half-while increasing security. >> With the market-leading solution for virtual backup and recovery, >> you get blazing-fast, flexible, and affordable data protection. >> Download your free trial now. >> http://p.sf.net/sfu/quest-d2dcopy1 >> ___ >> Matplotlib-users mailing list >> Matplotlib-users@lists.sourceforge.net >> https://lists.sourceforge.net/lists/listinfo/matplotlib-users > > -- > vRanger cuts backup time in half-while increasing security. > With the market-leading solution for virtual backup and recovery, > you get blazing-fast, flexible, and affordable data protection. > Download your free trial now. > http://p.sf.net/sfu/quest-d2dcopy1 > ___ > Matplotlib-users mailing list > Matplotlib-users@lists.sourceforge.net > https://lists.sourceforge.net/lists/listinfo/matplotlib-users -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] making a bar chart with time on xaxis
Hi Amy, Use the vlines() function. Its what I have used in the past. Cheers, Aman On Fri, May 27, 2011 at 12:28 PM, Amy Zhang wrote: > Hello, > > I've created the following chart using matplotlib.pyplot.plot(). However, I > would like to see the data points as bars from the bottom of the graph up to > the points in order to more easily show the lack of data at certain dates. > Is there a way to do this using plot()? If not, how do I go about making a > bar chart using time as my xaxis? And how would I format the xticks so that > only months are shown, as I have it now? > > Thank you, > Amy > > > -- > vRanger cuts backup time in half-while increasing security. > With the market-leading solution for virtual backup and recovery, > you get blazing-fast, flexible, and affordable data protection. > Download your free trial now. > http://p.sf.net/sfu/quest-d2dcopy1 > ___ > Matplotlib-users mailing list > Matplotlib-users@lists.sourceforge.net > https://lists.sourceforge.net/lists/listinfo/matplotlib-users > > -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
[Matplotlib-users] Removing Markers from Figure
Greetings, I'm needing to create two plots, one is to serve as an overlay on the other. The overlay contains a set of markers to identify points in the underlaid probability field. I'm doing this in a loop with a map background, so to prevent redrawing the map every time, I want to remove the markers after saving the plot (so I can then reuse the background again). I know how to remove contours, but cannot figure out how to remove points. Here is a link to a sample script that illustrates the problem. https://gist.github.com/072c8612f313e8ea2355 Ideally, I would expect each plot to have only a single point, but the old points aren't being removed and are displayed on subsequent images. What am I doing wrong? Patrick --- Patrick Marsh Ph.D. Student / Liaison to the HWT School of Meteorology / University of Oklahoma Cooperative Institute for Mesoscale Meteorological Studies National Severe Storms Laboratory http://www.patricktmarsh.com -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] making a bar chart with time on xaxis
On 5/27/2011 12:28 PM, Amy Zhang wrote: > I've created the following chart using matplotlib.pyplot.plot(). However, I > would like to see the data points as bars from the bottom of the graph up to > the points Matplotlib supports stem plots: http://matplotlib.sourceforge.net/api/pyplot_api.html#matplotlib.pyplot.stem (Oddly, the only example of this seems to be a link to a Matlab plot...? But anyway, Matplotlib works great for this.) But if you really want, you can use vlines: http://matplotlib.sourceforge.net/examples/pylab_examples/vline_demo.html hth, Alan Isaac -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] Removing Markers from Figure
On 05/27/2011 07:53 AM, Patrick Marsh wrote: > Greetings, > > I'm needing to create two plots, one is to serve as an overlay on the > other. The overlay contains a set of markers to identify points in > the underlaid probability field. I'm doing this in a loop with a map > background, so to prevent redrawing the map every time, I want to > remove the markers after saving the plot (so I can then reuse the > background again). I know how to remove contours, but cannot figure > out how to remove points. Here is a link to a sample script that > illustrates the problem. > > https://gist.github.com/072c8612f313e8ea2355 > > Ideally, I would expect each plot to have only a single point, but the > old points aren't being removed and are displayed on subsequent > images. What am I doing wrong? Illustration with ipython -pylab: In [1]: xx = plot(1.3, 2.4, 'ro') In [2]: xx[0].remove() In [3]: draw() Note that plot() returns a list of Line2D objects, each of which has a remove() method. Eric -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] Not able to access CSV file:
Hello Daniel, The code you have given is simple and works fab. Thank you very much. But I wasn't able to find an example which accesses the columns of a CSV files when I import data through "datafile="filename.csv"" option. It will be great if you could help with accessing individual columns. What excatly I am looking for is to access individual coulmns (of the same CSV file), do calculations using the two coumns and plot them into seperate subplots of the same graph. I modified the script a lil bit. Please find it below: *import matplotlib.pyplot as plt import pylab datafile1 = 'ch1_s1_lrr.csv' datafile2 = 'ch1_s1_baf.csv'* *a1 = pylab.loadtxt(datafile1, comments='#', delimiter=';') b1 = pylab.loadtxt(datafile2, comments='#', delimiter=';')* *v1 = [0,98760,0,1] v2 = [0,98760,-2,2]* *plt.figure(1)* *plt.subplot(4,1,1) print 'loading', datafile1 plt.axis(v2) plt.plot(a1, 'r.')* *plt.subplot(4,1,2) print 'loading', datafile2 plt.axis(v1) plt.plot(b1, 'b.')* *plt.show()* Thank you very much in advance for your time and suggestions. Karthik -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] making a bar chart with time on xaxis
Thank you all! vlines was exactly what I needed. Amy On Fri, May 27, 2011 at 3:03 PM, Alan G Isaac wrote: > On 5/27/2011 12:28 PM, Amy Zhang wrote: > > I've created the following chart using matplotlib.pyplot.plot(). However, > I would like to see the data points as bars from the bottom of the graph up > to the points > > Matplotlib supports stem plots: > > http://matplotlib.sourceforge.net/api/pyplot_api.html#matplotlib.pyplot.stem > (Oddly, the only example of this seems to be a link to a Matlab plot...? > But anyway, Matplotlib works great for this.) > But if you really want, you can use vlines: > http://matplotlib.sourceforge.net/examples/pylab_examples/vline_demo.html > > hth, > Alan Isaac > > > > -- > vRanger cuts backup time in half-while increasing security. > With the market-leading solution for virtual backup and recovery, > you get blazing-fast, flexible, and affordable data protection. > Download your free trial now. > http://p.sf.net/sfu/quest-d2dcopy1 > ___ > Matplotlib-users mailing list > Matplotlib-users@lists.sourceforge.net > https://lists.sourceforge.net/lists/listinfo/matplotlib-users > -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users
Re: [Matplotlib-users] Removing Markers from Figure
Thanks, Eric! I had tried pt = plot(...) for p in pt: p.remove() and that did not do the trick. However, doing it the way you suggested worked like a charm. Thanks! Patrick --- Patrick Marsh Ph.D. Student / Liaison to the HWT School of Meteorology / University of Oklahoma Cooperative Institute for Mesoscale Meteorological Studies National Severe Storms Laboratory http://www.patricktmarsh.com On Fri, May 27, 2011 at 2:57 PM, Eric Firing wrote: > On 05/27/2011 07:53 AM, Patrick Marsh wrote: >> Greetings, >> >> I'm needing to create two plots, one is to serve as an overlay on the >> other. The overlay contains a set of markers to identify points in >> the underlaid probability field. I'm doing this in a loop with a map >> background, so to prevent redrawing the map every time, I want to >> remove the markers after saving the plot (so I can then reuse the >> background again). I know how to remove contours, but cannot figure >> out how to remove points. Here is a link to a sample script that >> illustrates the problem. >> >> https://gist.github.com/072c8612f313e8ea2355 >> >> Ideally, I would expect each plot to have only a single point, but the >> old points aren't being removed and are displayed on subsequent >> images. What am I doing wrong? > > Illustration with ipython -pylab: > > In [1]: xx = plot(1.3, 2.4, 'ro') > > In [2]: xx[0].remove() > > In [3]: draw() > > Note that plot() returns a list of Line2D objects, each of which has a > remove() method. > > Eric > > > -- > vRanger cuts backup time in half-while increasing security. > With the market-leading solution for virtual backup and recovery, > you get blazing-fast, flexible, and affordable data protection. > Download your free trial now. > http://p.sf.net/sfu/quest-d2dcopy1 > ___ > Matplotlib-users mailing list > Matplotlib-users@lists.sourceforge.net > https://lists.sourceforge.net/lists/listinfo/matplotlib-users > -- vRanger cuts backup time in half-while increasing security. With the market-leading solution for virtual backup and recovery, you get blazing-fast, flexible, and affordable data protection. Download your free trial now. http://p.sf.net/sfu/quest-d2dcopy1 ___ Matplotlib-users mailing list Matplotlib-users@lists.sourceforge.net https://lists.sourceforge.net/lists/listinfo/matplotlib-users