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</o:shapelayout></xml><![endif]--></head><body lang=EN-US link=blue vlink=purple><div class=WordSection1><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'>Dear all,<o:p></o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'><o:p> </o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'>My colleague Johannes (CC) possibly found a solution for the problem through the use of the “ldply”function from the “plyr” package. With the attached change in the script, I am able to read in my data in less than 10 minutes! <o:p></o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'><o:p> </o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'>Kind regards Evert<o:p></o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'><o:p> </o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'><o:p> </o:p></span></p><div><div style='border:none;border-top:solid #B5C4DF 1.0pt;padding:3.0pt 0in 0in 0in'><p class=MsoNormal><b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif"'>From:</span></b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif"'> adegenet-forum-bounces@r-forge.wu-wien.ac.at [mailto:adegenet-forum-bounces@r-forge.wu-wien.ac.at] <b>On Behalf Of </b>Thomas, Evert (Bioversity-Colombia)<br><b>Sent:</b> Thursday, July 07, 2011 1:22 PM<br><b>To:</b> Jombart, Thibaut; valeria montano<br><b>Cc:</b> adegenet-forum@r-forge.wu-wien.ac.at<br><b>Subject:</b> Re: [adegenet-forum] dataset too large? Follow-up<o:p></o:p></span></p></div></div><p class=MsoNormal><o:p> </o:p></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'>Hi,<o:p></o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'><o:p> </o:p></span></p><p class=MsoNormal>splitting the data into parts of 1000 rows and converting them works fine. Merging them together works up to 8k - 10k rows, trying to merge blocks of that size causes the error… <o:p></o:p></p><p class=MsoNormal><o:p> </o:p></p><p class=MsoNormal>we keep on trying…<o:p></o:p></p><p class=MsoNormal><o:p> </o:p></p><p class=MsoNormal>evert<span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'><o:p></o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'><o:p> </o:p></span></p><div><div style='border:none;border-top:solid #B5C4DF 1.0pt;padding:3.0pt 0in 0in 0in'><p class=MsoNormal><b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif"'>From:</span></b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif"'> Thomas, Evert (Bioversity-Colombia) <br><b>Sent:</b> Wednesday, July 06, 2011 1:17 PM<br><b>To:</b> 'Jombart, Thibaut'; valeria montano<br><b>Cc:</b> Sébastien Puechmaille; adegenet-forum@r-forge.wu-wien.ac.at<br><b>Subject:</b> RE: [adegenet-forum] dataset too large? Follow-up<o:p></o:p></span></p></div></div><p class=MsoNormal><o:p> </o:p></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif"'>Dear all,<o:p></o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif"'><o:p> </o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri","sans-serif"'>Thanks for the suggestions…running it on our powerfull office server does not seem the solution either, it was eating all the memory there as well… </span> and it does not seem to be related to my data either, because I am able to use GenAlEx in Excell to perform analyses in one go (although had some problems with alleles that were formatted as text instead of number)…We give it a last try with <span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'>Sébastien’s suggestion…<o:p></o:p></span></p><p class=MsoNormal><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'><o:p> </o:p></span></p><p class=MsoNormal><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'>Thanks again Evert</span><o:p></o:p></p><p class=MsoNormal><o:p> </o:p></p><p class=MsoNormal><b><span style='font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D'><o:p> </o:p></span></b></p><div><div style='border:none;border-top:solid #B5C4DF 1.0pt;padding:3.0pt 0in 0in 0in'><p class=MsoNormal><b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif"'>From:</span></b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif"'> Jombart, Thibaut [mailto:t.jombart@imperial.ac.uk] <br><b>Sent:</b> Wednesday, July 06, 2011 1:05 PM<br><b>To:</b> valeria montano<br><b>Cc:</b> Sébastien Puechmaille; Thomas, Evert (Bioversity-Colombia); adegenet-forum@r-forge.wu-wien.ac.at<br><b>Subject:</b> RE: [adegenet-forum] dataset too large? Follow-up<o:p></o:p></span></p></div></div><p class=MsoNormal><o:p> </o:p></p><div><p class=MsoNormal><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'><o:p> </o:p></span></p><div><p class=MsoNormal><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'>Hello, <br><br>for this to work, loci and alleles should be exactly the same for all genind objects, which is rarely the case, and won't likely be the case here.<br><br>I'm afraid a bigger computer is needed, waiting for possible optimization of the function.<br><br>Cheers<br><br>Thibaut<o:p></o:p></span></p></div><div><div class=MsoNormal align=center style='text-align:center'><span style='color:black'><hr size=2 width="100%" align=center></span></div><div id=divRpF717213><p class=MsoNormal style='margin-bottom:12.0pt'><b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'>From:</span></b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'> valeria montano [mirainoshojo@gmail.com]<br><b>Sent:</b> 06 July 2011 18:53<br><b>To:</b> Jombart, Thibaut<br><b>Cc:</b> Sébastien Puechmaille; Thomas, Evert (Bioversity-Colombia); adegenet-forum@r-forge.wu-wien.ac.at<br><b>Subject:</b> Re: [adegenet-forum] dataset too large? Follow-up</span><span style='color:black'><o:p></o:p></span></p></div><div><p class=MsoNormal style='margin-bottom:12.0pt'><span style='color:black'>what about the rbind function? I saw it works for matrices and data-frames, might it be adapted to merge genind objects? ok, maybe not...<o:p></o:p></span></p><div><p class=MsoNormal><span style='color:black'>On 6 July 2011 19:25, Jombart, Thibaut <<a href="mailto:t.jombart@imperial.ac.uk" target="_blank">t.jombart@imperial.ac.uk</a>> wrote:<o:p></o:p></span></p><div><div><p class=MsoNormal><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'>Hello, <br><br>I thought about it too initially, but unfortunately df2genind is called by repool, and I'm afraid this is where the function gets stuck...<br><br>May be worth a try, though.<br><br>Cheers<br><br>Thibaut<br><br><b>From:<br><br><br></b>Sébastien Puechmaille [<a href="mailto:s.puechmaille@gmail.com" target="_blank">s.puechmaille@gmail.com</a>]<o:p></o:p></span></p><div><div><p class=MsoNormal><b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'>Sent:</span></b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'> 06 July 2011 17:57 <o:p></o:p></span></p><div><p class=MsoNormal><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'><br><b>To:</b> Thomas, Evert (Bioversity-Colombia)<o:p></o:p></span></p></div><p class=MsoNormal><b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'>Cc:</span></b><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'> Jombart, Thibaut; <a href="mailto:adegenet-forum@r-forge.wu-wien.ac.at" target="_blank">adegenet-forum@r-forge.wu-wien.ac.at</a> <o:p></o:p></span></p><div><div><p class=MsoNormal><span style='font-size:10.0pt;font-family:"Tahoma","sans-serif";color:black'><br><b>Subject:</b> Re: [adegenet-forum] dataset too large? Follow-up<o:p></o:p></span></p></div></div><p class=MsoNormal><span style='color:black'><o:p> </o:p></span></p></div><div><div><div><p class=MsoNormal style='margin-bottom:12.0pt'><span style='color:black'>Dear Thomas,<br><br>I'm not sure if that would work but it might be worth trying:<br>1- split your data set into many subsets (i.e. 25 subsets with 1,000 individuls each),<br>2- load them as 25 different genind objects,<br>3-merge the 25 genind objects into a single genind object to have the original data as a single genind object (function 'repool'; the markers have to be the same for all objects to be merged, but there is no constraint on alleles)<br><br>Cheers,<br><br>Sebastien.<br><br clear=all>*********************<br>Dr. Sébastien Puechmaille<br>Max Planck Institute for Ornithology<br>Sensory Ecology Group<br>Eberhard-Gwinner-Straße<br>Haus Nr. 11<br>82319 Seewiesen<br>Germany <br><br>and<br><br>UCD School of Biological and Environmental Sciences<br>University College Dublin (Zoology)<br>UCD Science and Education Research Center (West)<br>Belfield<br>Dublin 4<br>Ireland<br><br><a href="http://batlab.ucd.ie/%7Espuechmaille/" target="_blank">http://batlab.ucd.ie/~spuechmaille/</a><br><a href="http://www.ucd.ie/research/people/biologyenvscience/drsebastienpuechmaille/home/" target="_blank">http://www.ucd.ie/research/people/biologyenvscience/drsebastienpuechmaille/home/</a><br>*********************<o:p></o:p></span></p><div><p class=MsoNormal><span style='color:black'>On 6 July 2011 13:44, Thomas, Evert (Bioversity-Colombia) <<a href="mailto:E.Thomas@cgiar.org" target="_blank">E.Thomas@cgiar.org</a>> wrote:<o:p></o:p></span></p><div><div><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'>Dear Thibaut,</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'>Thanks for this. I have tried running several times overnight now but each time get the message:</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'><img border=0 width=370 height=206 id="_x0000_i1026" src="cid:image001.png@01CC3FCF.80F65830"><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'>I am running windows7 on a 64bit system with 4x 2.4GHz and 4Gb RAM, so I don’t think the problem is related to my PC?</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'>Many thanks for any suggestions you might have…</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'>Cheers Evert</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'>(PS when reading in my CSV is use “stringsAsFactor=F”, so that my marker data is read in as characters –could that be the problem?)</span><span style='color:black'><o:p></o:p></span></p><div><div style='border:none;border-top:solid windowtext 1.0pt;padding:3.0pt 0in 0in 0in'><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><b><span style='font-size:10.0pt;color:black'>From:</span></b><span style='font-size:10.0pt;color:black'> Jombart, Thibaut [mailto:<a href="mailto:t.jombart@imperial.ac.uk" target="_blank">t.jombart@imperial.ac.uk</a>] <br><b>Sent:</b> Monday, July 04, 2011 11:33 AM<br><b>To:</b> Thomas, Evert (Bioversity-Colombia); <a href="mailto:adegenet-forum@r-forge.wu-wien.ac.at" target="_blank">adegenet-forum@r-forge.wu-wien.ac.at</a><br><b>Subject:</b> RE: [adegenet-forum] dataset too large? Follow-up</span><span style='color:black'><o:p></o:p></span></p></div></div><div><div><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><div><p class=MsoNormal style='mso-margin-top-alt:auto;margin-bottom:12.0pt'><span style='font-size:10.0pt;color:black'>Dear Thomas, <br><br>The algorithm for translating your data into individual frequencies is not linear. RAM saturation is likely to cause supplementary delays in any case, but windows is good at having applications freezing/crashing in such cases ("R has stopped working...send a report") . How much memory do you have on your computer? In any case I would recommend running overnight to make sure it just doesn't take ages, but works.<br><br>We are looking at a big dataset, but it is merely 2-3 times bigger than eHGDP, which was not such a pain to obtain.<br><br>As for multicore, the package is not available for windows, unfortunately. <br><br>Importing your data from STRUCTURE won't help, it will actually be longer and more RAM-demanding.<br><br>On the bright side, once you'll have your data imported, analysis should be slightly less time-consuming.<br><br>Best<br><br>Thibaut</span><span style='color:black'><o:p></o:p></span></p><div><p class=MsoNormal style='mso-margin-top-alt:auto;margin-bottom:12.0pt'><span style='font-size:10.0pt;color:black'> </span><span style='color:black'><o:p></o:p></span></p></div><div><div class=MsoNormal align=center style='text-align:center'><span style='color:black'><hr size=2 width="100%" align=center></span></div><div><p class=MsoNormal style='mso-margin-top-alt:auto;margin-bottom:12.0pt'><b><span style='font-size:10.0pt;color:black'>From:</span></b><span style='font-size:10.0pt;color:black'> <a href="mailto:adegenet-forum-bounces@r-forge.wu-wien.ac.at" target="_blank">adegenet-forum-bounces@r-forge.wu-wien.ac.at</a> [<a href="mailto:adegenet-forum-bounces@r-forge.wu-wien.ac.at" target="_blank">adegenet-forum-bounces@r-forge.wu-wien.ac.at</a>] on behalf of Thomas, Evert (Bioversity-Colombia) [<a href="mailto:E.Thomas@CGIAR.ORG" target="_blank">E.Thomas@CGIAR.ORG</a>]<br><b>Sent:</b> 04 July 2011 16:18<br><b>To:</b> <a href="mailto:adegenet-forum@r-forge.wu-wien.ac.at" target="_blank">adegenet-forum@r-forge.wu-wien.ac.at</a><br><b>Subject:</b> Re: [adegenet-forum] dataset too large? Follow-up</span><span style='color:black'><o:p></o:p></span></p></div><div><div><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'>Dear,</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'>The problem does not seem to be related to my commands, since I do get results for subsets of my data (1000 individuals takes 40 seconds), but it does not seem to work for my entire dataset of >25000 individuals (should theoretically take 16.6 minutes, but after 4 hours still no result) … any suggestions? </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'><br>many thanks in advance</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:#1F497D'>evert</span><span style='color:black'><o:p></o:p></span></p><div><div style='border:none;border-top:solid windowtext 1.0pt;padding:3.0pt 0in 0in 0in'><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><b><span style='font-size:10.0pt;color:black'>From:</span></b><span style='font-size:10.0pt;color:black'> <a href="mailto:adegenet-forum-bounces@r-forge.wu-wien.ac.at" target="_blank">adegenet-forum-bounces@r-forge.wu-wien.ac.at</a> [mailto:<a href="mailto:adegenet-forum-bounces@r-forge.wu-wien.ac.at" target="_blank">adegenet-forum-bounces@r-forge.wu-wien.ac.at</a>] <b>On Behalf Of </b>Thomas, Evert (Bioversity-Colombia)<br><b>Sent:</b> Friday, July 01, 2011 1:56 PM<br><b>To:</b> <a href="mailto:adegenet-forum@r-forge.wu-wien.ac.at" target="_blank">adegenet-forum@r-forge.wu-wien.ac.at</a><br><b>Subject:</b> [adegenet-forum] dataset too large?</span><span style='color:black'><o:p></o:p></span></p></div></div><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>Dear colleagues,<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>I am new to R so apologies for my ignorance, but I have a couple of questions: <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>I am trying to use adegenet (on a 64bit system, windows7) for analyzing a SSR dataset. It consists 96 loci and I have >25000 individuals (after resampling). I have loaded the database as a dataframe in R, but am not able to convert to genind format (PC physical memory becomes saturated, while only 10% of CPU is used) . Could this be related to the size of my dataset? Any suggestions?<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>On another note: Alternatively, I tried importing my data to genind object from the corresponding file in Structure format. However, my version of Structure (2.3.3.) does not seem to generate .stru or .str files, any solution there?<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>And a last point: I am unable to install/load the R application multicore because it is not among the packages list…<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>This is what I have done:<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>I did a read.csv with “header=T”, and then rownames<-cacaoCSV[,1]<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>The problems occurs with the following command<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>cacao<-df2genind(cacaoCSV, sep="/",ind.names=NULL, loc.names=NULL, pop=cacaoCSV[,2], missing=NA, ploidy=2, type="codom")<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'>Many thanks in advance for any advice or suggestion you might have!<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;margin-bottom:12.0pt'><span style='color:black'>Enjoy the weekend<o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-size:10.0pt;font-family:"Antique Olive";color:black'>Evert Thomas,</span><i><span style='font-family:"Antique Olive";color:black'> PhD</span></i><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><i><span style='font-size:10.0pt;font-family:"Antique Olive";color:#0070C0'>Associate Expert, Conservation and Use of </span></i><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><i><span style='font-size:10.0pt;font-family:"Antique Olive";color:#0070C0'>Forest Genetic Resources in Latin America</span></i><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;text-align:justify'><span style='font-size:10.0pt;color:black'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;text-align:justify'><b><span lang=EN-GB style='font-size:10.0pt;font-family:"Antique Olive";color:#009900'>Bioversity International</span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;text-align:justify'><span lang=EN-GB style='font-size:10.0pt;font-family:"Antique Olive";color:black'>Regional Office for the Americas</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;text-align:justify'><span lang=IT style='font-size:10.0pt;font-family:"Antique Olive";color:black'>Recta Cali-Palmira Km 17 – CIAT</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;text-align:justify'><span lang=IT style='font-size:10.0pt;font-family:"Antique Olive";color:black'>Cali, Colombia</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;text-align:justify'><span style='font-size:10.0pt;font-family:"Antique Olive";color:black'>P.O. Box 6713</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;text-align:justify'><span lang=EN-GB style='font-size:10.0pt;font-family:"Antique Olive";color:black'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;text-align:justify'><b><span lang=EN-GB style='font-size:10.0pt;font-family:"Antique Olive";color:black'>Tel</span></b><span lang=EN-GB style='font-size:10.0pt;font-family:"Antique Olive";color:black'>. 57 2 4450048 / 49 Ext 113</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;text-align:justify'><b><span lang=FR style='font-size:10.0pt;font-family:"Antique Olive";color:black'>Fax</span></b><span lang=FR style='font-size:10.0pt;font-family:"Antique Olive";color:black'> 57 2 4450096</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><b><span lang=FR style='font-size:10.0pt;font-family:"Antique Olive";color:black'>Email</span></b><span lang=FR style='font-size:10.0pt;font-family:"Antique Olive";color:black'>: <a href="mailto:e.thomas@cgiar.org" target="_blank" title="mailto:e.thomas@cgiar.org">e.thomas@cgiar.org</a></span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><b><span style='font-size:10.0pt;font-family:"Antique Olive";color:black'>Skype</span></b><span style='font-size:10.0pt;font-family:"Antique Olive";color:black'>: evertthomas</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><u><span lang=EN-GB style='font-size:10.0pt;font-family:"Antique Olive";color:green'><a href="http://UrlBlockedError.aspx" target="_blank" title="blocked::http://www.bioversityinternational.org/ http://www.bioversityinternational.org/">www.bioversityinternational.org</a></span></u><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='color:black'> <o:p></o:p></span></p></div></div></div></div></div></div></div></div><p class=MsoNormal style='margin-bottom:12.0pt'><span style='color:black'><br>_______________________________________________<br>adegenet-forum mailing list<br><a href="mailto:adegenet-forum@lists.r-forge.r-project.org" target="_blank">adegenet-forum@lists.r-forge.r-project.org</a><br><a href="https://lists.r-forge.r-project.org/cgi-bin/mailman/listinfo/adegenet-forum" target="_blank">https://lists.r-forge.r-project.org/cgi-bin/mailman/listinfo/adegenet-forum</a><o:p></o:p></span></p></div><p class=MsoNormal><span style='color:black'><o:p> </o:p></span></p></div></div></div></div></div></div><p class=MsoNormal style='margin-bottom:12.0pt'><span style='color:black'><br>_______________________________________________<br>adegenet-forum mailing list<br><a href="mailto:adegenet-forum@lists.r-forge.r-project.org" target="_blank">adegenet-forum@lists.r-forge.r-project.org</a><br><a href="https://lists.r-forge.r-project.org/cgi-bin/mailman/listinfo/adegenet-forum" target="_blank">https://lists.r-forge.r-project.org/cgi-bin/mailman/listinfo/adegenet-forum</a><o:p></o:p></span></p></div><p class=MsoNormal><span style='color:black'><o:p> </o:p></span></p></div></div></div></div></body></html>