<div dir="auto">This is incorrect.<div dir="auto"><br></div><div dir="auto">'where' selects points that are included in the filter/writer being run.</div><div dir="auto"><br></div><div dir="auto">You're just trying to remove some points from the writer, so all you have to do is use the 'where' clause in the writer. You don't need the range filter if you take this approach.</div></div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Wed, Aug 4, 2021, 6:04 PM Rose Phillips <<a href="mailto:RPhillips@linz.govt.nz" target="_blank" rel="noreferrer">RPhillips@linz.govt.nz</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0 0 0 .8ex;border-left:1px #ccc solid;padding-left:1ex">
<div lang="EN-NZ" link="blue" vlink="purple" style="word-wrap:break-word">
<div>
<p class="MsoNormal"><span>Hi Andrew and Brad<u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span>Unfortunately I’m very confused, this is my interpretation of the help I’ve been given so far (thank you for this).<u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span>My objective: To filter out withheld flagged points under classification (1) unclassified, for further processing.<u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span>This is the pipeline using the same file as below from Open Topography NZ20_Westport dataset (</span>CL2_BR20_2020_1000_4134.laz)<u></u><u></u></p>
<p class="MsoNormal"><br>
<span>I have created a pipeline incorporating both suggestions made filtering out (1) unclassified points flagged as withheld e.g via bit reference and where ClassFlag statement.
<u></u><u></u></span></p>
<p class="MsoNormal"><span>Let me know if this is incorrect.
<u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">{<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"pipeline"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : [<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> {<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"type"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"readers.las"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"filename"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"input.las"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"><u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> },<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> {<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"type"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">:</span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"filters.range"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"limits"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">:</span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"Classification![129:129]"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"where"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">:</span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"ClassFlags!=4 || Classification != 1"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"><u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> }, <u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> {<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"type"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"writers.las"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"a_srs"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"EPSG:2193+7839"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"filesource_id"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"0"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"filename"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"output.las"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"><u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> }<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> ]<u></u><u></u></span></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e"><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> }<u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span>I still have these points in my output las file;<u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span>(pdal) C:\>pdal info C:\Temp\scan_angle\where_option\pdal_test\processed\CL2_BR20_2020_1000_4134.laz --filters.stats.count "Classification,ClassFlags" --filters.stats.dimensions "Classification,ClassFlags"<u></u><u></u></span></p>
<p class="MsoNormal"><span>(pdal info filters.stats Warning) Dimension 'ClassFlags' listed in --dimensions option does not exist. Ignoring.<u></u><u></u></span></p>
<p class="MsoNormal"><span>(pdal info filters.stats Warning) Dimension 'ClassFlags' listed in --count option does not exist. Ignoring.<u></u><u></u></span></p>
<p class="MsoNormal"><span>{<u></u><u></u></span></p>
<p class="MsoNormal"><span> "file_size": 8079232,<u></u><u></u></span></p>
<p class="MsoNormal"><span> "filename": "C:\\Temp\\scan_angle\\where_option\\pdal_test\\processed\\CL2_BR20_2020_1000_4134.laz",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "now": "2021-08-05T10:00:28+1200",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "pdal_version": "2.3.0 (git-version: Release)",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "reader": "readers.las",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "stats":<u></u><u></u></span></p>
<p class="MsoNormal"><span> {<u></u><u></u></span></p>
<p class="MsoNormal"><span> "statistic":<u></u><u></u></span></p>
<p class="MsoNormal"><span> [<u></u><u></u></span></p>
<p class="MsoNormal"><span> {<u></u><u></u></span></p>
<p class="MsoNormal"><span> "average": 39.47002407,<u></u><u></u></span></p>
<p class="MsoNormal"><span> "count": 2524409,<u></u><u></u></span></p>
<p class="MsoNormal"><span> "counts":<u></u><u></u></span></p>
<p class="MsoNormal"><span> [<u></u><u></u></span></p>
<p class="MsoNormal"><span> "1.000000/27800",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "2.000000/1154344",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "3.000000/160785",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "4.000000/135106",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "5.000000/9930",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "6.000000/304542",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "7.000000/106",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "18.000000/1",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "129.000000/731795"<u></u><u></u></span></p>
<p class="MsoNormal"><span> ],<u></u><u></u></span></p>
<p class="MsoNormal"><span> "maximum": 129,<u></u><u></u></span></p>
<p class="MsoNormal"><span> "minimum": 1,<u></u><u></u></span></p>
<p class="MsoNormal"><span> "name": "Classification",<u></u><u></u></span></p>
<p class="MsoNormal"><span> "position": 0,<u></u><u></u></span></p>
<p class="MsoNormal"><span> "stddev": 57.21758565,<u></u><u></u></span></p>
<p class="MsoNormal"><span> "variance": 3273.852107<u></u><u></u></span></p>
<p class="MsoNormal"><span> }<u></u><u></u></span></p>
<p class="MsoNormal"><span> ]<u></u><u></u></span></p>
<p class="MsoNormal"><span> }<u></u><u></u></span></p>
<p class="MsoNormal"><span>}<u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span>(pdal) C:\>pdal --version<u></u><u></u></span></p>
<p class="MsoNormal"><span>--------------------------------------------------------------------------------<u></u><u></u></span></p>
<p class="MsoNormal"><span>pdal 2.3.0 (git-version: Release)<u></u><u></u></span></p>
<p class="MsoNormal"><span>--------------------------------------------------------------------------------<u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span>(pdal) C:\><u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<p class="MsoNormal"><span>Many thanks again (nga mihi nui) Rose
<u></u><u></u></span></p>
<p class="MsoNormal"><span><u></u> <u></u></span></p>
<div style="border:none;border-top:solid #e1e1e1 1.0pt;padding:3.0pt 0cm 0cm 0cm">
<p class="MsoNormal"><b><span lang="EN-US">From:</span></b><span lang="EN-US"> Andrew Bell <<a href="mailto:andrew.bell.ia@gmail.com" rel="noreferrer noreferrer" target="_blank">andrew.bell.ia@gmail.com</a>>
<br>
<b>Sent:</b> Thursday, 5 August 2021 2:31 a.m.<br>
<b>To:</b> Bradley Chambers <<a href="mailto:brad.chambers@gmail.com" rel="noreferrer noreferrer" target="_blank">brad.chambers@gmail.com</a>><br>
<b>Cc:</b> Rose Phillips <<a href="mailto:RPhillips@linz.govt.nz" rel="noreferrer noreferrer" target="_blank">RPhillips@linz.govt.nz</a>>; <a href="mailto:pdal@lists.osgeo.org" rel="noreferrer noreferrer" target="_blank">pdal@lists.osgeo.org</a><br>
<b>Subject:</b> Re: [pdal] FW: Attempting to filter out (1) Unclassified points flagged as Withheld<u></u><u></u></span></p>
</div>
<p class="MsoNormal"><u></u> <u></u></p>
<div>
<p class="MsoNormal">Rose,<br>
<br>
I think the where clause you'd need if your data is 1.4 is:<br>
<br>
where : "ClassFlags != 4 || Classification != 1"<u></u><u></u></p>
</div>
<p class="MsoNormal"><u></u> <u></u></p>
<div>
<div>
<p class="MsoNormal">On Wed, Aug 4, 2021 at 10:14 AM Andrew Bell <<a href="mailto:andrew.bell.ia@gmail.com" rel="noreferrer noreferrer" target="_blank">andrew.bell.ia@gmail.com</a>> wrote:<u></u><u></u></p>
</div>
<blockquote style="border:none;border-left:solid #cccccc 1.0pt;padding:0cm 0cm 0cm 6.0pt;margin-left:4.8pt;margin-right:0cm">
<div>
<p class="MsoNormal">"where" is supported for writers as of version 2.3<u></u><u></u></p>
</div>
<p class="MsoNormal"><u></u> <u></u></p>
<div>
<div>
<p class="MsoNormal">On Wed, Aug 4, 2021 at 10:13 AM Bradley Chambers <<a href="mailto:brad.chambers@gmail.com" rel="noreferrer noreferrer" target="_blank">brad.chambers@gmail.com</a>> wrote:<u></u><u></u></p>
</div>
<blockquote style="border:none;border-left:solid #cccccc 1.0pt;padding:0cm 0cm 0cm 6.0pt;margin-left:4.8pt;margin-right:0cm">
<div>
<p class="MsoNormal">Rose,<u></u><u></u></p>
<div>
<p class="MsoNormal"><u></u> <u></u></p>
</div>
<div>
<p class="MsoNormal">As Andrew suggested, the withheld bit is actually stored in ClassFlags for your data. In this case, withheld returns are marked as "4" (see the LAS spec for more on the flags).<u></u><u></u></p>
<div>
<p class="MsoNormal"><u></u> <u></u></p>
</div>
<div>
<p class="MsoNormal">$ pdal info CL2_BR20_2020_1000_4134.laz --filters.stats.count "Classification,ClassFlags" --filters.stats.dimensions "Classification,ClassFlags"<br>
{<br>
"file_size": 8728570,<br>
"filename": "CL2_BR20_2020_1000_4134.laz",<br>
"now": "2021-08-04T08:51:53-0500",<br>
"pdal_version": "2.2.0 (git-version: 3dd320)",<br>
"reader": "readers.las",<br>
"stats":<br>
{<br>
"statistic":<br>
[<br>
{<br>
"average": 2.3644045,<br>
"count": 2524409,<br>
"counts":<br>
[<br>
"1.000000/759595",<br>
"2.000000/1154344",<br>
"3.000000/160785",<br>
"4.000000/135106",<br>
"5.000000/9930",<br>
"6.000000/304542",<br>
"7.000000/106",<br>
"18.000000/1"<br>
],<br>
"maximum": 18,<br>
"minimum": 1,<br>
"name": "Classification",<br>
"position": 0,<br>
"stddev": 1.55327344,<br>
"variance": 2.412658379<br>
},<br>
{<br>
"average": 1.159550612,<br>
"count": 2524409,<br>
"counts":<br>
[<br>
"0.000000/1792614",<br>
"4.000000/731795"<br>
],<br>
"maximum": 4,<br>
"minimum": 0,<br>
"name": "ClassFlags",<br>
"position": 1,<br>
"stddev": 1.814840525,<br>
"variance": 3.29364613<br>
}<br>
]<br>
}<br>
}<u></u><u></u></p>
</div>
<div>
<p class="MsoNormal"><u></u> <u></u></p>
</div>
<div>
<p class="MsoNormal">Also, the where option is not supported on reader/writer stages, so you actually should've seen an error if you executed the pipeline that you shared. If you simply want a pipeline to extract non-withheld points, you can use the range filter.
If you want to skip withheld points, but not discard them, you could use where with the other filters in your pipeline.<u></u><u></u></p>
</div>
<div>
<p class="MsoNormal"><u></u> <u></u></p>
</div>
<div>
<p class="MsoNormal">Brad<u></u><u></u></p>
</div>
</div>
</div>
<p class="MsoNormal"><u></u> <u></u></p>
<div>
<div>
<p class="MsoNormal">On Wed, Aug 4, 2021 at 8:12 AM Rose Phillips <<a href="mailto:RPhillips@linz.govt.nz" rel="noreferrer noreferrer" target="_blank">RPhillips@linz.govt.nz</a>> wrote:<u></u><u></u></p>
</div>
<blockquote style="border:none;border-left:solid #cccccc 1.0pt;padding:0cm 0cm 0cm 6.0pt;margin-left:4.8pt;margin-right:0cm">
<div>
<div>
<p class="MsoNormal">LAZ files with 129 bits are downloadable for free here :-<br>
<br>
aws s3 cp s3://pc-bulk/NZ20_Westport/ . --recursive --endpoint-url <a href="https://apc01.safelinks.protection.outlook.com/?url=https%3A%2F%2Fopentopography.s3.sdsc.edu%2F&data=04%7C01%7CRPhillips%40linz.govt.nz%7C9dc3b69a0d2642f3e48b08d957549791%7C2134e9617e384c34a22b10da5466b725%7C0%7C0%7C637636843122216352%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=ZpSbGUy1yu1VS3FJX1XNa35xOtyPRYre2gBy6hkqYgg%3D&reserved=0" rel="noreferrer noreferrer" target="_blank">
https://opentopography.s3.sdsc.edu</a> --no-sign-request<u></u><u></u></p>
<p class="MsoNormal"> <u></u><u></u></p>
<p class="MsoNormal">Using the same pipeline as below I was having the same issue with example file from the above bucket CL2_BR20_2020_1000_4134.laz – output file still contained the 129 bit when explicitly
filtered out by writers.las.where statement. <u></u><u></u></p>
<p class="MsoNormal"> <u></u><u></u></p>
<div style="border:none;border-top:solid #e1e1e1 1.0pt;padding:3.0pt 0cm 0cm 0cm">
<p class="MsoNormal"><b><span lang="EN-US">From:</span></b><span lang="EN-US"> Andrew Bell <<a href="mailto:andrew.bell.ia@gmail.com" rel="noreferrer noreferrer" target="_blank">andrew.bell.ia@gmail.com</a>>
<br>
<b>Sent:</b> Wednesday, 4 August 2021 11:57 a.m.<br>
<b>To:</b> Rose Phillips <<a href="mailto:RPhillips@linz.govt.nz" rel="noreferrer noreferrer" target="_blank">RPhillips@linz.govt.nz</a>><br>
<b>Cc:</b> <a href="mailto:pdal@lists.osgeo.org" rel="noreferrer noreferrer" target="_blank">pdal@lists.osgeo.org</a><br>
<b>Subject:</b> Re: [pdal] Attempting to filter out (1) Unclassified points flagged as Withheld</span><u></u><u></u></p>
</div>
<p class="MsoNormal"> <u></u><u></u></p>
<div>
<p class="MsoNormal">The pipeline doesn't seem to match the output you show, so it's hard to know what's going on. If you want to share a file I can see what's up.<u></u><u></u></p>
</div>
<p class="MsoNormal"> <u></u><u></u></p>
<div>
<div>
<p class="MsoNormal">On Tue, Aug 3, 2021 at 5:22 PM Rose Phillips <<a href="mailto:RPhillips@linz.govt.nz" rel="noreferrer noreferrer" target="_blank">RPhillips@linz.govt.nz</a>> wrote:<u></u><u></u></p>
</div>
<blockquote style="border:none;border-left:solid #cccccc 1.0pt;padding:0cm 0cm 0cm 6.0pt;margin-left:4.8pt;margin-top:5.0pt;margin-right:0cm;margin-bottom:5.0pt">
<div>
<div>
<p class="MsoNormal">Hi Andrew,<u></u><u></u></p>
<p class="MsoNormal"> <u></u><u></u></p>
<p class="MsoNormal">Thank you for the heads up, I tried the following pipeline;<u></u><u></u></p>
<p class="MsoNormal"> <u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">{</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"pipeline"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : [</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> {</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"type"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"readers.las"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"filename"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"input.las"</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> }, </span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> {</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"type"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"writers.las"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"a_srs"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"EPSG:2193+7839"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"filesource_id"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"0"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"filename"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> : </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"output.las"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"where"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"ClassFlags!=129"</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> }</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> ]</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">}</span><u></u><u></u></p>
<p class="MsoNormal"> <u></u><u></u></p>
<p class="MsoNormal">However my output LAZ file still had these bits intact;<u></u><u></u></p>
<p class="MsoNormal"> <u></u><u></u></p>
<div style="border:none;border-top:solid #e1e1e1 1.0pt;padding:3.0pt 0cm 0cm 0cm">
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">{</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"file_size"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">3007189</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"filename"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"C:</span><span style="font-size:10.5pt;font-family:Consolas;color:#d7ba7d">\\</span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">Temp</span><span style="font-size:10.5pt;font-family:Consolas;color:#d7ba7d">\\</span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">scan_angle</span><span style="font-size:10.5pt;font-family:Consolas;color:#d7ba7d">\\</span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">test_file</span><span style="font-size:10.5pt;font-family:Consolas;color:#d7ba7d">\\</span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">processed</span><span style="font-size:10.5pt;font-family:Consolas;color:#d7ba7d">\\</span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">CL2_BW24_2020_1000_4526.laz"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"now"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"2021-08-04T09:20:17+1200"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"pdal_version"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"2.3.0 (git-version: Release)"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"reader"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"readers.las"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"stats"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">:</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> {</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"statistic"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">:</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> [</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> {</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"average"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">6.704382019</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"count"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">1307434</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"maximum"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">129</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"minimum"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">2</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"name"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#ce9178">"Classification"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"position"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">0</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"stddev"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">21.69585237</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"values"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">:</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> [</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">2</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">3</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">4</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">5</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">7</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">9</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">18</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">,</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">129</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> ],</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> </span><span style="font-size:10.5pt;font-family:Consolas;color:#9cdcfe">"variance"</span><span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">: </span><span style="font-size:10.5pt;font-family:Consolas;color:#b5cea8">470.7100099</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> }</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> ]</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4"> }</span><u></u><u></u></p>
<p class="MsoNormal" style="line-height:14.25pt;background:#1e1e1e">
<span style="font-size:10.5pt;font-family:Consolas;color:#d4d4d4">}</span><u></u><u></u></p>
<p class="MsoNormal"><span lang="EN-US"> </span><u></u><u></u></p>
<p class="MsoNormal"><span lang="EN-US">Kindest regards Rose
</span><u></u><u></u></p>
<p class="MsoNormal"><b><span lang="EN-US">______________________________________________________________________________________________________________________________________________________________</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span lang="EN-US">From:</span></b><span lang="EN-US"> Andrew Bell <<a href="mailto:andrew.bell.ia@gmail.com" rel="noreferrer noreferrer" target="_blank">andrew.bell.ia@gmail.com</a>>
<br>
<b>Sent:</b> Tuesday, 3 August 2021 11:00 p.m.<br>
<b>To:</b> Rose Phillips <<a href="mailto:RPhillips@linz.govt.nz" rel="noreferrer noreferrer" target="_blank">RPhillips@linz.govt.nz</a>><br>
<b>Cc:</b> <a href="mailto:pdal@lists.osgeo.org" rel="noreferrer noreferrer" target="_blank">pdal@lists.osgeo.org</a><br>
<b>Subject:</b> Re: [pdal] Attempting to filter out (1) Unclassified points flagged as Withheld</span><u></u><u></u></p>
</div>
<p class="MsoNormal"> <u></u><u></u></p>
<div>
<div>
<p class="MsoNormal"> <u></u><u></u></p>
</div>
<p class="MsoNormal"> <u></u><u></u></p>
<div>
<div>
<p class="MsoNormal">On Mon, Aug 2, 2021 at 5:39 PM Rose Phillips <<a href="mailto:RPhillips@linz.govt.nz" rel="noreferrer noreferrer" target="_blank">RPhillips@linz.govt.nz</a>> wrote:<u></u><u></u></p>
</div>
<blockquote style="border:none;border-left:solid #cccccc 1.0pt;padding:0cm 0cm 0cm 6.0pt;margin-left:4.8pt;margin-top:5.0pt;margin-right:0cm;margin-bottom:5.0pt">
<div>
<div>
<p class="MsoNormal">Hi pdal’ers
<u></u><u></u></p>
<p class="MsoNormal"> <u></u><u></u></p>
<p class="MsoNormal">These are my attempts to filter out (1) Unclassified Points flagged as withheld in LAS filers for further analyses.<u></u><u></u></p>
<p class="MsoNormal">Any chance you guys can point to where I have gone wrong?<u></u><u></u></p>
<p class="MsoNormal"> <u></u><u></u></p>
<p class="MsoNormal">pipelines I have tried using pdal 2.3.0: to filter out (1) unclassified points flagged as withheld;<u></u><u></u></p>
<p class="MsoNormal"> <u></u><u></u></p>
<p class="MsoNormal">1.<u></u><u></u></p>
<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Segoe UI",sans-serif;color:#c9d1d9"> </span><u></u><u></u></p>
<p class="MsoNormal">{<u></u><u></u></p>
<p class="MsoNormal"> "pipeline" : [<u></u><u></u></p>
<p class="MsoNormal"> {<u></u><u></u></p>
<p class="MsoNormal"> "type" : "readers.las",<u></u><u></u></p>
<p class="MsoNormal"> "filename" : "input.las"<u></u><u></u></p>
<p class="MsoNormal"> },<u></u><u></u></p>
<p class="MsoNormal"> {<u></u><u></u></p>
<p class="MsoNormal"> "type":"filters.range",<u></u><u></u></p>
<p class="MsoNormal"> "limits":"Classification![129:129]"<u></u><u></u></p>
<p class="MsoNormal"> },
<u></u><u></u></p>
<p class="MsoNormal"> {<u></u><u></u></p>
<p class="MsoNormal"> "type" : "writers.las",<u></u><u></u></p>
<p class="MsoNormal"> "a_srs" : "EPSG:2193+7839",<u></u><u></u></p>
<p class="MsoNormal"> "filesource_id" : "0",<u></u><u></u></p>
<p class="MsoNormal"> "filename" : "output.las"<u></u><u></u></p>
<p class="MsoNormal"> }<u></u><u></u></p>
<p class="MsoNormal"> ]<u></u><u></u></p>
<p class="MsoNormal"> }<u></u><u></u></p>
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<p class="MsoNormal"> <u></u><u></u></p>
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<p class="MsoNormal">I think that this should filter out unclassified withheld points with LAS 1.2 and 1.3. With LAS 1.4, the withheld attribute is stored in the "ClassFlags" dimension, so you'll need
to use boolean logic with that dimension and the "Classification" dimension to do what you want. You might also use pdal info --enumerate to make sure that your data has the values you think it does.<u></u><u></u></p>
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<p class="MsoNormal">--
<u></u><u></u></p>
<div>
<p class="MsoNormal">Andrew Bell<br>
<a href="mailto:andrew.bell.ia@gmail.com" rel="noreferrer noreferrer" target="_blank">andrew.bell.ia@gmail.com</a><u></u><u></u></p>
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<u></u><u></u></p>
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<p class="MsoNormal"> <u></u><u></u></p>
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<p class="MsoNormal">--
<u></u><u></u></p>
<div>
<p class="MsoNormal">Andrew Bell<br>
<a href="mailto:andrew.bell.ia@gmail.com" rel="noreferrer noreferrer" target="_blank">andrew.bell.ia@gmail.com</a><u></u><u></u></p>
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<u></u><u></u></p>
<div>
<p class="MsoNormal"><u></u> <u></u></p>
</div>
<p class="MsoNormal">-- <u></u><u></u></p>
<div>
<p class="MsoNormal">Andrew Bell<br>
<a href="mailto:andrew.bell.ia@gmail.com" rel="noreferrer noreferrer" target="_blank">andrew.bell.ia@gmail.com</a><u></u><u></u></p>
</div>
</blockquote>
</div>
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<u></u><u></u></p>
<div>
<p class="MsoNormal"><u></u> <u></u></p>
</div>
<p class="MsoNormal">-- <u></u><u></u></p>
<div>
<p class="MsoNormal">Andrew Bell<br>
<a href="mailto:andrew.bell.ia@gmail.com" rel="noreferrer noreferrer" target="_blank">andrew.bell.ia@gmail.com</a><u></u><u></u></p>
</div>
</div>
</div>
</blockquote></div>