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<p><font size="4">Hi Sibylle:</font></p>
<p><font size="4"><br>
</font></p>
<div class="moz-cite-prefix">On 04/06/2024 10:07,
<a class="moz-txt-link-abbreviated" href="mailto:sibylle.stoeckli@gmx.ch">sibylle.stoeckli@gmx.ch</a> wrote:<br>
</div>
<blockquote type="cite"
cite="mid:001a01dab64d$df309110$9d91b330$@gmx.ch">
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<div class="WordSection1">
<p class="MsoNormal"><span
style="font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Dear
Micha<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span
style="font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Ah
I see your suggestion for<o:p></o:p></span></p>
<p class="MsoNormal"><i><span
style="font-family:"Calibri",sans-serif;color:#2C2C2C">#
Create raster for zones, all quadrats with the same value<br>
$ v.to.rast input=quadrat output=quadrat use=val value=1<br>
<br>
</span></i><i><span
style="font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"><o:p></o:p></span></i></p>
<p class="MsoNormal"><span
style="font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"><o:p> </o:p></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoListParagraph"
style="color:windowtext;margin-left:0cm;mso-list:l5 level1 lfo10"><span
style="font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">Is
it possible to plot several squares/classes with
v.to.rast? So something similar to Fig 1 (all squaraes) or
just the squares with values in the raster file
“al_pres_apple_spring_merged.tif”?</span></li>
</ul>
</div>
</blockquote>
<p>Yes, sure. But does it make sense to produce 179 (the number of
quadrats) separate boxplots?</p>
<p>Here's an example where I choose only the ID_Quadrat between
730000 and 740000 (11 quadrats). Then I converted to raster and
did a boxplot.</p>
<p>Note that only one quadrat, 734128, has any pixels with
"al_pres_apple_spring" values above 0.</p>
<p><br>
</p>
<p><font face="monospace" color="#2c2c2c">$ v.extract quadrat
out=quadrat_hi where="ID_Quadrat>730000 and
ID_Quadrat<740000" --o<br>
$ v.to.rast quadrat_hi out=quadrat_hi use=attr
attribute_column=ID_Quadrat<br>
$ r.boxplot -o input=al_pres zones=quadrat_hi
output="al_pres_boxplot_hi.png" raster_statistics=median --o</font></p>
<p><font face="monospace" color="#2c2c2c"><br>
</font></p>
<blockquote type="cite"
cite="mid:001a01dab64d$df309110$9d91b330$@gmx.ch">
<div class="WordSection1">
<ul style="margin-top:0cm" type="disc">
<li class="MsoListParagraph"
style="color:windowtext;margin-left:0cm;mso-list:l5 level1 lfo10"><span
style="font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"><o:p></o:p></span><br>
</li>
<li class="MsoListParagraph"
style="color:windowtext;margin-left:0cm;mso-list:l5 level1 lfo10"><span
style="font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">To
challenge with fig 1 is that the assignment of
“ID_Quadrat” to the values in the raster file “</span><span
style="font-family:"Calibri",sans-serif;color:#2C2C2C">al_pres_apple_spring_merged.tif”
</span><span
style="font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">is
wrong. Instead of “value 1” I would like the assignment to
“ID_Quadrat” similar to fig 1. For example I do not have
values for the last one, “737182”. The order is somehow
mixed-up.</span></li>
</ul>
</div>
</blockquote>
<p>This quadrat does appear in the attached plot. But with a thin
line at the median, since all pixels in that quadrat have
al_pres_apple_spring values of zero. In fact I notice that all
pixels throughout the al_pres_apple_spring are zero, except for a
few of the quadrats. It looks as if this al_pres_apple_spring was
either masked, or prepared in advance to cover only certain
quadrats. Does that make sense? Do you have the original
al_pres_apple_spring map?<br>
</p>
<p><br>
</p>
<p><br>
</p>
<p><br>
</p>
<blockquote type="cite"
cite="mid:001a01dab64d$df309110$9d91b330$@gmx.ch">
<div class="WordSection1">
<ul style="margin-top:0cm" type="disc">
<li class="MsoListParagraph"
style="color:windowtext;margin-left:0cm;mso-list:l5 level1 lfo10"><span
style="font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"><o:p></o:p></span><br>
</li>
</ul>
<p class="MsoNormal"><span
style="font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span
style="font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Kind
regards<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Sibylle<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Fig
1<o:p></o:p></span></p>
<p class="MsoNormal"><img style="width:9.802in;height:5.6458in"
id="Picture_x0020_9"
src="cid:part1.Zx3u6Huq.iNV3f8hD@gmail.com" class=""
width="941" height="542"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"><o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"><o:p> </o:p></span></p>
<div>
<div
style="border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0cm 0cm 0cm">
<p class="MsoNormal"><b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext">From:</span></b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext">
Micha Silver <a class="moz-txt-link-rfc2396E" href="mailto:tsvibar@gmail.com"><tsvibar@gmail.com></a> <br>
<b>Sent:</b> Monday, June 3, 2024 3:11 PM<br>
<b>To:</b> <a class="moz-txt-link-abbreviated" href="mailto:sibylle.stoeckli@gmx.ch">sibylle.stoeckli@gmx.ch</a>;
<a class="moz-txt-link-abbreviated" href="mailto:grass-user@lists.osgeo.org">grass-user@lists.osgeo.org</a>; <a class="moz-txt-link-abbreviated" href="mailto:p.vanbreugel@gmail.com">p.vanbreugel@gmail.com</a><br>
<b>Subject:</b> Re: [GRASS-user] raster boxplots wrong
assignment<o:p></o:p></span></p>
</div>
</div>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">Hi Sibylle:</span><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">So the
problem is getting all the vector quadrats as a single value
into the "zones" raster? Then I would use the parameters:</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:13.5pt;font-family:"Courier New"">'attr=val
value=1' </span><span style="font-size:13.5pt">in the
v.to.rast step.</span><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">Here, below,
are the steps I tried. At the start I would point out that
the raster "al_pres_apple_spring_merged.tif" has very low
variance, with almost all cells at value 0. When you make of
boxplot of these values, you get a very narrow band near to
the median value, very near to zero. Maybe that's what is
causing the confusion.</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:13.5pt;font-family:"Courier New""><br>
</span><span
style="font-size:13.5pt;font-family:"Courier New";color:#2C2C2C">#
Create new GRASS location/mapset based on geotiff<br>
>grass -c al_pres_apple_spring_merged.tif ./CH1903+LV95<br>
<br>
# Now in that location Import both layers<br>
$ r.import input=al_pres_apple_spring_merged.tif
output=al_pres<br>
$ g.region -ap rast=al_pres<br>
projection: 99 (CH1903+ / LV95)<br>
zone: 0<br>
datum: ch1903<br>
ellipsoid: bessel<br>
north: 1270975<br>
south: 1118025<br>
west: 2527000<br>
east: 2804000<br>
nsres: 25<br>
ewres: 25<br>
rows: 6118<br>
cols: 11080<br>
cells: 67787440<br>
<br>
# Create raster for zones, all quadrats with the same value<br>
$ v.to.rast input=quadrat output=quadrat use=val value=1<br>
# Prepare boxplot, I add the '-o' flag to also plot outliers<br>
$ r.boxplot -o input=al_pres zones=quadrat
output="al_pres_boxplot.png" raster_statistics=median</span><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">Have a look
at the attached plot. </span><o:p></o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">Now I check
the univariate statistics of the al_pres raster:</span><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><span
style="font-size:13.5pt;font-family:"Courier New";color:#2C2C2C">#
al_pres univariate statistics<br>
$ r.univar al_pres<br>
100%<br>
total null and non-null cells: 67787440<br>
total null cells: 0<br>
<br>
Of the non-null cells:<br>
----------------------<br>
n: 67787440<br>
minimum: 0<br>
maximum: 0.315331<br>
range: 0.315331<br>
mean: 3.23424e-05<br>
mean of absolute values: 3.23424e-05<br>
standard deviation: 0.0022431<br>
variance: 5.03148e-06<br>
variation coefficient: 6935.47 %<br>
sum: 2192.40546066407</span><span
style="font-size:13.5pt;font-family:"Courier New""><br>
</span><span style="font-size:13.5pt"><br>
Note that the variance is quite small. No wonder that the
boxplot shows the median as a very narrow band almost at
value zero.</span><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">Again, if
I'm missing something, let me know.</span><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<div>
<p class="MsoNormal">On 03/06/2024 13:55, <a
href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true" class="moz-txt-link-freetext">sibylle.stoeckli@gmx.ch</a>
wrote:<o:p></o:p></p>
</div>
<blockquote style="margin-top:5.0pt;margin-bottom:5.0pt">
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Dear
Micha</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Dear
community</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Find
enclosed the two files necessary to run the code:</span><o:p></o:p></p>
<ol style="margin-top:0cm" type="1" start="1">
<li class="MsoListParagraph"
style="color:windowtext;margin-left:0cm;mso-list:l0 level1 lfo3"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">The
raster file to plot boxplots:
al_pres_apple_spring_merged.tif</span><o:p></o:p></li>
<li class="MsoListParagraph"
style="color:windowtext;margin-left:0cm;mso-list:l0 level1 lfo3"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">The
vector/shape file for the different quares (classes,
regions…):Untersuchungsquadrate_2020-2024_shp</span><o:p></o:p></li>
</ol>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"><a
href="https://drive.google.com/drive/folders/14UwptmBQTtKYQFGeecRWa0n_lWDhRc9s?usp=sharing"
moz-do-not-send="true" class="moz-txt-link-freetext">https://drive.google.com/drive/folders/14UwptmBQTtKYQFGeecRWa0n_lWDhRc9s?usp=sharing</a></span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Code
based on </span><o:p></o:p></p>
<p class="MsoNormal"><a
href="https://ecodiv.earth/post/drawing-boxplots-of-raster-values/"
moz-do-not-send="true" class="moz-txt-link-freetext">https://ecodiv.earth/post/drawing-boxplots-of-raster-values/</a><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span style="color:windowtext"
lang="DE-CH">g.region -a
vector=Untersuchungsquadrate_2020_2024 </span><o:p></o:p></p>
<p class="MsoNormal"><span style="color:windowtext">raster=
al_pres_apple_spring_merged.tif</span><o:p></o:p></p>
<p class="MsoNormal"><span style="color:windowtext">r.mask
vector=Untersuchungsquadrate_2020_2024</span><o:p></o:p></p>
<p class="MsoNormal"><span style="color:windowtext"> </span><o:p></o:p></p>
<p class="MsoNormal"><a name="_Hlk168039820"
moz-do-not-send="true"><span style="color:windowtext">v.to.rast
input=Untersuchungsquadrate_2020_2024@PERMANENT
output=Quadrate use=attr attribute_column="ID_Quadrat"
label_column="ID_Quadrat"</span><o:p></o:p></a></p>
<p class="MsoNormal"><span style="mso-bookmark:_Hlk168039820"><span
style="font-family:Wingdings;color:windowtext">à</span></span><span
style="mso-bookmark:_Hlk168039820"><span
style="color:windowtext"> Here is the identified
challenge: transformation form “Untersuchungsquadrate”
to “Quadrate” (as input for r.boxplot). attribute_column
ID_Quadrat or cat provide false assignment. It just
takes Number 1 (either cat or ID_Quadrat.</span><o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-bookmark:_Hlk168039820"><span
style="color:windowtext"> </span><o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-bookmark:_Hlk168039820"><span
style="color:windowtext">r.boxplot -o
input=al_pres_apple_spring_merged.tif zones=Quadrate
bx_sort=ascending raster_statistics=median</span></span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Kind
regards</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Sibylle</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<div>
<div
style="border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0cm 0cm 0cm">
<p class="MsoNormal"><b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext">From:</span></b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext">
<a href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true" class="moz-txt-link-freetext">sibylle.stoeckli@gmx.ch</a>
<a href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true"><sibylle.stoeckli@gmx.ch></a>
<br>
<b>Sent:</b> Friday, May 31, 2024 12:10 PM<br>
<b>To:</b> 'Micha Silver' <a
href="mailto:tsvibar@gmail.com"
moz-do-not-send="true"><tsvibar@gmail.com></a>;
'<a href="mailto:grass-user@lists.osgeo.org"
moz-do-not-send="true" class="moz-txt-link-freetext">grass-user@lists.osgeo.org</a>'
<a href="mailto:grass-user@lists.osgeo.org"
moz-do-not-send="true"><grass-user@lists.osgeo.org></a><br>
<b>Subject:</b> RE: [GRASS-user] raster boxplots wrong
assignment</span><o:p></o:p></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:windowtext;mso-fareast-language:EN-US">Yes:
see line 3</span><o:p></o:p></p>
<p class="MsoNormal"><img
style="width:3.9791in;height:7.7395in"
id="Picture_x0020_8"
src="cid:part2.0AbARfOh.w3PB9DoS@gmail.com" class=""
width="382" height="743" border="0"><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<div>
<div
style="border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0cm 0cm 0cm">
<p class="MsoNormal"><b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext">From:</span></b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext">
Micha Silver <<a href="mailto:tsvibar@gmail.com"
moz-do-not-send="true" class="moz-txt-link-freetext">tsvibar@gmail.com</a>>
<br>
<b>Sent:</b> Friday, May 31, 2024 12:06 PM<br>
<b>To:</b> <a href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true" class="moz-txt-link-freetext">sibylle.stoeckli@gmx.ch</a>;
<a href="mailto:grass-user@lists.osgeo.org"
moz-do-not-send="true" class="moz-txt-link-freetext">grass-user@lists.osgeo.org</a><br>
<b>Subject:</b> Re: [GRASS-user] raster boxplots wrong
assignment</span><o:p></o:p></p>
</div>
</div>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<div>
<p class="MsoNormal">On 31/05/2024 12:48, <a
href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true" class="moz-txt-link-freetext">sibylle.stoeckli@gmx.ch</a>
wrote:<o:p></o:p></p>
</div>
<blockquote style="margin-top:5.0pt;margin-bottom:5.0pt">
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Dear
Micha</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">Thanks
a lot interesting idea: Unfortunately I got a parse
error. However the error/challenge is bevore selecting a
specific region or site. I was able to plot one boxplot
using a different code.</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US">The
challenge is that I use this code here to make
“Quadrate/Squares” out of the vector layer
“Untersuchungsquadrate”, because in r.boxplot you have
input raster and zonal raster. Exactly in this code you
make the assignment by defining attribute_column. I used
both cat and ID_Quadrate, but it seems that my
rasterized file “Quadrate” is not yet the one I need.</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
</blockquote>
<p class="MsoNormal">Can you post the output of: <span
style="font-size:18.0pt;font-family:"Courier New"">v.info -c
Untersuchungsquadrate_2020_2024</span><span
style="font-size:18.0pt"> </span> ? (Just to verify the
ID_Quadrate column)<o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<blockquote style="margin-top:5.0pt;margin-bottom:5.0pt">
<p class="MsoNormal"><a
href="https://ecodiv.earth/post/drawing-boxplots-of-raster-values/"
moz-do-not-send="true">Ecodiv.earth - Boxplots based on
raster data in GRASS GIS</a><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal">v.to.rast
input=Untersuchungsquadrate_2020_2024@PERMANENT
output=Quadrate use=attr attribute_column=cat
label_column="ID_Quadrat"<o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
</blockquote>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal">OK, after this command you should have a
new raster "Quadrate" with pixel values taken from the cat
values of the vector. (Why cat and not the ID_Quadrate?)<o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<blockquote style="margin-top:5.0pt;margin-bottom:5.0pt">
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><img
style="width:6.5729in;height:6.8958in" id="_x0000_i1031"
src="cid:part3.FGHL0g4G.0MQsRl9A@gmail.com" class=""
width="631" height="662" border="0"><o:p></o:p></p>
</blockquote>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal">In the r.mapcalc expression:<o:p></o:p></p>
<p class="MsoNormal">1- The full expression needs to be in
double quotes, <o:p></o:p></p>
<p class="MsoNormal">2- You need to use an existing **raster**
map. Not the vector attribute values.<o:p></o:p></p>
<p class="MsoNormal">i.e.<o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New"">r.mapcalc
"MASK = if(Quadrate == 803174), 1, NULL())"</span><o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal">But, as you can see below (since you used
the Untersuchungsquadrate_2020_2024 <b>cat</b> values
(instead of the <b>ID_Quadrate </b>attrib), the raster
values vary from 1 to 179. No value 803174...<o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal">I'd suggest to go back to using
ID_Quadrate as attribute_column in your <span
style="font-size:18.0pt;font-family:"Courier New"">v.to.rast </span>.
Then try the r.mapcalc expression to get the mask defined.
(Don't forget to remove the mask after: r.mask -r)<o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal">HTH<o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<blockquote style="margin-top:5.0pt;margin-bottom:5.0pt">
<p class="MsoNormal"><img
style="width:6.4895in;height:6.0729in"
id="Picture_x0020_7"
src="cid:part4.oHgSiNP2.O4TAENMK@gmail.com" class=""
width="623" height="583" border="0"><o:p></o:p></p>
<div>
<div
style="border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0cm 0cm 0cm">
<p class="MsoNormal"><b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext">From:</span></b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext">
Micha Silver <a href="mailto:tsvibar@gmail.com"
moz-do-not-send="true"><tsvibar@gmail.com></a>
<br>
<b>Sent:</b> Friday, May 31, 2024 11:09 AM<br>
<b>To:</b> <a href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true"
class="moz-txt-link-freetext">sibylle.stoeckli@gmx.ch</a>;
<a href="mailto:grass-user@lists.osgeo.org"
moz-do-not-send="true"
class="moz-txt-link-freetext">grass-user@lists.osgeo.org</a><br>
<b>Subject:</b> Re: [GRASS-user] raster boxplots
wrong assignment</span><o:p></o:p></p>
</div>
</div>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">Hi
Sibylle:</span><o:p></o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">I'm not
sure I fully understand the problem. If the below
example is not relevant, just ignore...</span><o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">I did a
simple test using the nc_spm_08 location. The PERMANENT
mapset includes an elevation raster 'elev_srtm_30m' and
a categorical landcover raster 'landclass96'. I used the
landcover raster as zones, and elevation for the values
in the boxplots.</span><o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New";color:black;background:white">g.region
-ap rast=elev_srtm_30m</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New";color:black;background:white">#
All landcover zones</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New";color:black;background:white">r.boxplot
input=elev_srtm_30m zones=landclass96
raster_statistics=median output=~/work/tmp/boxplot.png
--o</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New";color:black;background:white">#
See attached boxplot image</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New";color:black;background:white">#
Now limit to only one zone, the forests, class 5 in this
raster:</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New";color:black;background:white">r.mapcalc
"MASK = if(landclass96 == 5, 1, null())"</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New";color:black;background:white">r.boxplot
input=elev_srtm_30m zones=landclass96
raster_statistics=median
output=~/work/tmp/boxplot_forest.png</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New";color:black;background:white">#
See attached boxplot_forest</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:18.0pt;font-family:"Courier New";color:black;background:white">r.mask
-r</span><o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"><span style="font-size:13.5pt">Hope
this is somehow helpful.</span><o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<div>
<p class="MsoNormal">On 31/05/2024 10:35, sibylle via
grass-user wrote:<o:p></o:p></p>
</div>
<blockquote style="margin-top:5.0pt;margin-bottom:5.0pt">
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">Dear
community</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">I
tested the r.boxplot addon and it is definitively
possible to run the addon with more than 20
classes/regions/sites/squares.</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">Furthermore
I realised the reason for the wrong assignment of
class to raster, but I am not yet able to fix it.</span><o:p></o:p></p>
<ol style="margin-top:0cm" type="1" start="1">
<li class="MsoListParagraph"
style="margin-left:0cm;mso-list:l2 level1 lfo6"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">The
challenge is, that (at the moment) I have raster
data for one class (one square), but in total I have
150 squares. So at the moment it just selects the
first square (either by cat oder ID_Quadrat).</span><o:p></o:p></li>
<li class="MsoListParagraph"
style="margin-left:0cm;mso-list:l2 level1 lfo6"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">It
seems however, if I have raster data for all
squares, r.boxplot is working fine.</span><o:p></o:p></li>
<li class="MsoListParagraph"
style="margin-left:0cm;mso-list:l2 level1 lfo6"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">My
question: Is it possible to assign raster data for
one individual class/squares, of you have missing
data for other classes/squares?</span><o:p></o:p></li>
</ol>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">Kind
regards</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">Sibylle</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">First
using this code here:</span><o:p></o:p></p>
<p class="MsoNormal">v.to.rast
input=Untersuchungsquadrate_2020_2024@PERMANENT
output=Quadrate use=attr <span
style="background:yellow;mso-highlight:yellow">attribute_column="ID_Quadrat"</span>
label_column="ID_Quadrat"<o:p></o:p></p>
<p class="MsoNormal"><span lang="DE-CH">r.boxplot -o
input=U803174_abgeschnitten zones=Quadrate
bx_sort=ascending raster_statistics=median</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"
lang="DE-CH"> </span><o:p></o:p></p>
<p class="MsoNormal"><img
style="width:8.2812in;height:3.7083in"
id="Picture_x0020_5"
src="cid:part5.IeTadROF.NI6JURNn@gmail.com" class=""
width="795" height="356" border="0"><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">Second
using this code here:</span><o:p></o:p></p>
<p class="MsoNormal">v.to.rast
input=Untersuchungsquadrate_2020_2024@PERMANENT
output=Quadrate use=attr <span
style="background:yellow;mso-highlight:yellow">attribute_column=cat</span>
label_column="ID_Quadrat"<o:p></o:p></p>
<p class="MsoNormal"><span lang="DE-CH">r.boxplot -o
input=U803174_abgeschnitten zones=Quadrate
bx_sort=ascending raster_statistics=median</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"
lang="DE-CH"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"
lang="DE-CH"> </span><o:p></o:p></p>
<p class="MsoNormal"><img
style="width:10.375in;height:4.8854in"
id="Picture_x0020_6"
src="cid:part6.0o0nAULL.6NAGF00o@gmail.com" class=""
width="996" height="469" border="0"><o:p></o:p></p>
<div>
<div
style="border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0cm 0cm 0cm">
<p class="MsoNormal"><b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif">From:</span></b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif"> <a
href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true"
class="moz-txt-link-freetext">sibylle.stoeckli@gmx.ch</a>
<a href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true"><sibylle.stoeckli@gmx.ch></a>
<br>
<b>Sent:</b> Thursday, May 30, 2024 9:27 AM<br>
<b>To:</b> '<a
href="mailto:grass-user@lists.osgeo.org"
moz-do-not-send="true"
class="moz-txt-link-freetext">grass-user@lists.osgeo.org</a>'
<a href="mailto:grass-user@lists.osgeo.org"
moz-do-not-send="true"><grass-user@lists.osgeo.org></a><br>
<b>Subject:</b> RE: raster boxplots wrong
assignment</span><o:p></o:p></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;mso-fareast-language:EN-US">Dear
community</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">I
am still wondering, if the r.boxplot addon is working
with just a limited number of areass/sites/regions?</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">Kind
regards</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US">Sibylle</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<div>
<div
style="border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0cm 0cm 0cm">
<p class="MsoNormal"><b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif">From:</span></b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif"> <a
href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true"
class="moz-txt-link-freetext">sibylle.stoeckli@gmx.ch</a>
<<a href="mailto:sibylle.stoeckli@gmx.ch"
moz-do-not-send="true"
class="moz-txt-link-freetext">sibylle.stoeckli@gmx.ch</a>>
<br>
<b>Sent:</b> Saturday, May 25, 2024 3:48 PM<br>
<b>To:</b> '<a
href="mailto:grass-user@lists.osgeo.org"
moz-do-not-send="true"
class="moz-txt-link-freetext">grass-user@lists.osgeo.org</a>'
<<a href="mailto:grass-user@lists.osgeo.org"
moz-do-not-send="true"
class="moz-txt-link-freetext">grass-user@lists.osgeo.org</a>><br>
<b>Subject:</b> raster boxplots wrong assignment</span><o:p></o:p></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;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"
lang="DE-CH">Dear community</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"
lang="DE-CH"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US">I
would like to plot boxplots from a raster _<i>pres_apple_spring</i>_merged
for different 1 km2 squares (38 squares, Fig. 1,
layer “Untersuchungsquadrate”). I was using the same
code as used before for 12 regions:</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"><a
href="https://ecodiv.earth/post/drawing-boxplots-of-raster-values/"
moz-do-not-send="true" class="moz-txt-link-freetext">https://ecodiv.earth/post/drawing-boxplots-of-raster-values/</a>
(Author Paulo van Breugel). All layers have the same
projection (EPSG:2056, CH1903+/LV95). However, when
loading the layer squares (Untersuchungsquadrate)
GRASS GIS was asking for reprojection.</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<ol style="margin-top:0cm" type="1" start="1">
<li class="MsoPlainText" style="mso-list:l1 level1 lfo9">I
got now a warning message, that I have a lot of
categories, however, the modelling time was fast (Fig
2)<o:p></o:p></li>
<li class="MsoPlainText" style="mso-list:l1 level1 lfo9">The
error is now, that the boxplot is not showing all
squares (e.g. ID_Quadrat 803174) and the boxplots are
assigned to the wrong square (ID_Quadrat) (Fig. 3)<o:p></o:p></li>
</ol>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US">Kind
regards</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US">Sibylle
Stöckli</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US">Fig.
1</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"><img
style="width:6.9166in;height:3.625in"
id="Picture_x0020_1"
src="cid:part7.EHixS0EB.C12tVRUi@gmail.com" class=""
width="664" height="348" border="0"></span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US">Fig.
2</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"><img
style="width:7.0416in;height:3.5in"
id="Picture_x0020_3"
src="cid:part8.I10W6bVt.NQiUPlRD@gmail.com" class=""
width="676" height="336" border="0"></span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"
lang="DE-CH"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"
lang="DE-CH">Figure 3</span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"
lang="DE-CH"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-language:EN-US"><img
style="width:9.6354in;height:2.8645in"
id="Picture_x0020_2"
src="cid:part9.2KdS37jl.hqkXtpSD@gmail.com" class=""
width="925" height="275" border="0"></span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"
lang="DE-CH"> </span><o:p></o:p></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:EN-US"
lang="DE-CH"> </span><o:p></o:p></p>
<p class="MsoNormal" style="margin-bottom:12.0pt"><br>
<br>
<br>
<o:p></o:p></p>
<pre>_______________________________________________<o:p></o:p></pre>
<pre>grass-user mailing list<o:p></o:p></pre>
<pre><a href="mailto:grass-user@lists.osgeo.org"
moz-do-not-send="true" class="moz-txt-link-freetext">grass-user@lists.osgeo.org</a><o:p></o:p></pre>
<pre><a
href="https://lists.osgeo.org/mailman/listinfo/grass-user"
moz-do-not-send="true" class="moz-txt-link-freetext">https://lists.osgeo.org/mailman/listinfo/grass-user</a><o:p></o:p></pre>
</blockquote>
<pre>-- <o:p></o:p></pre>
<pre>Micha Silver<o:p></o:p></pre>
<pre>Ben Gurion Univ.<o:p></o:p></pre>
<pre>Sde Boker, Remote Sensing Lab<o:p></o:p></pre>
<pre>cell: +972-523-665918<o:p></o:p></pre>
</blockquote>
<pre>-- <o:p></o:p></pre>
<pre>Micha Silver<o:p></o:p></pre>
<pre>Ben Gurion Univ.<o:p></o:p></pre>
<pre>Sde Boker, Remote Sensing Lab<o:p></o:p></pre>
<pre>cell: +972-523-665918<o:p></o:p></pre>
</blockquote>
<pre>-- <o:p></o:p></pre>
<pre>Micha Silver<o:p></o:p></pre>
<pre>Ben Gurion Univ.<o:p></o:p></pre>
<pre>Sde Boker, Remote Sensing Lab<o:p></o:p></pre>
<pre>cell: +972-523-665918<o:p></o:p></pre>
</div>
</blockquote>
<pre class="moz-signature" cols="72">--
Micha Silver
Ben Gurion Univ.
Sde Boker, Remote Sensing Lab
cell: +972-523-665918</pre>
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