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Stephen,<br>
<br>
I was aware of the difference in coordinates, although I have some
doubts because the center of town station is listed in the
ISD-History.txt file as SOCORRO MUNICIPAL AP, while the airport
station is listed at SOCORRO MUNI. I'm more surprised, though, that
the two stations seem to alternate several times over the year in
reporting their data. In 90+% of the other 50 or so stations with
duplicate WMO#s, there was a single switch-over date, mostly at the
end of July. <br>
I really don't know what's going on here, but I was amused that the
ISD reporting format (WMO# followed by time stamp) makes it trivial
to merge multiple files.<br>
<br>
Joe<br>
<br>
<pre class="moz-signature" cols="90">Joe Huang
White Box Technologies, Inc.
346 Rheem Blvd., Suite 205A
Moraga CA 94556
<a class="moz-txt-link-abbreviated" href="mailto:yjhuang@whiteboxtechnologies.com">yjhuang@whiteboxtechnologies.com</a>
<a class="moz-txt-link-freetext" href="http://weather.whiteboxtechnologies.com">http://weather.whiteboxtechnologies.com</a> for simulation-ready weather data
(o) (925)388-0265
(c) (510)928-2683
"building energy simulations at your fingertips"
</pre>
<div class="moz-cite-prefix">On 9/8/2015 7:48 AM, Mayer, Stephen
wrote:<br>
</div>
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<div class="WordSection1">
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Joe,<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">I
believe the reason for the two files is that there are two
weather stations.<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">As
you shared, the files have the following file name and
location:<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">
File
Name
GPS Coordinates<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">
2014 NM_SOCORRO-MUNI-AP 723620 93040
34.067 -106.900<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">
2014 NM_SOCORRO-MUNI 723620
99999 34.022 -106.903<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">Just
putting them quickly in Google Maps (see image below), the
one is the center of town and the other is the airport
(about 3.5 miles apart).
<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Therefore
it would make sense that these are two separate stations.<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">
</span><img id="Picture_x0020_1"
src="cid:part1.01050306.05070508@whiteboxtechnologies.com"
height="596" width="682"><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>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">This
being said, the two stations should have similar data and
therefore combining them into one file shouldn’t affect the
model that much.<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>
<p class="MsoNormal" style="margin-bottom:14.0pt"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:black;mso-fareast-language:DE">Best
Regards,<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:black">Stephen
Mayer, EIT, LEED AP BD+C<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:black">Mechanical
Discipline<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:black;mso-fareast-language:DE"><o:p> </o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span
style="font-size:9.0pt;font-family:"Arial","sans-serif";color:black;mso-fareast-language:DE"
lang="EN-GB">————————————————————————————————————
<br>
</span><b><span
style="font-size:9.0pt;font-family:"Arial","sans-serif";color:black">M+W
U.S., Inc.
</span></b><span
style="font-size:9.0pt;font-family:"Arial","sans-serif";color:black">–
A Company of the M+W Group<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:9.0pt;font-family:"Arial","sans-serif";color:black">380
Stonebreak Road Extension, P.O. Box 2318, Malta, NY 12020,
USA<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:9.0pt;font-family:"Arial","sans-serif";color:black">Phone
+1 518-305-1614<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span
style="font-size:9.0pt;font-family:"Arial","sans-serif";color:#528DD3"><a
moz-do-not-send="true"
href="mailto:stephen.mayer@mwgroup.net"><a class="moz-txt-link-freetext" href="mailto:stephen.mayer@mwgroup.net">mailto:stephen.mayer@mwgroup.net</a></a>,
<a moz-do-not-send="true" href="http://www.mwgroup.net/">www.mwgroup.net</a><o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span
style="font-size:9.0pt;font-family:"Arial","sans-serif";color:black;mso-fareast-language:DE"
lang="EN-GB">————————————————————————————————————
</span><span
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<p class="MsoNormal" style="text-autospace:none"><span
style="font-size:18.0pt;font-family:Webdings;color:#5D9528">P
</span><b><span
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</span></b><span
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<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>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><o:p> </o:p></span></p>
</div>
<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"">
Jones, Christopher
[<a class="moz-txt-link-freetext" href="mailto:Christopher.r.Jones@wspgroup.com">mailto:Christopher.r.Jones@wspgroup.com</a>]
<br>
<b>Sent:</b> Friday, September 04, 2015 5:23 PM<br>
<b>To:</b> 'Jim Dirkes'; Joe Huang<br>
<b>Cc:</b> BLDG-SIM<br>
<b>Subject:</b> Re: [Bldg-sim] Sometimes things are
easier than they seem re: merging raw data from two
weather stations<o:p></o:p></span></p>
</div>
</div>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D">Joe’s
the greatest!<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"><o:p> </o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","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>
<p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><img
id="Picture_x0020_2"
src="cid:part4.01020106.08080309@whiteboxtechnologies.com"
alt="cid:image003.png@01D09C46.E75BA0D0" border="0"
height="43" width="108"></span><b><span
style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1C467A"><o:p></o:p></span></b></p>
<p class="MsoNormal"><b><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1C467A">Christopher
Jones,</span></b><b><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"></span></b><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D">P.Eng.<i>
<br>
</i></span><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA">Senior Engineer<b><o:p></o:p></b></span></p>
<p class="MsoNormal"><b><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA"><o:p> </o:p></span></b></p>
<p class="MsoNormal"><b><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA">WSP Canada Inc.<o:p></o:p></span></b></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA">2300 Yonge Street, Suite 2300<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA">Toronto, ON M4P 1E4</span><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#595959"
lang="EN-CA"><br>
</span><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA">T +1 416-644-4226<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA">F +1 416-487-9766<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA">C +1 416-697-0065<o:p></o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA"><o:p> </o:p></span></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"
lang="EN-CA"><a moz-do-not-send="true"
href="http://www.wspgroup.com/">www.wspgroup.com</a>
</span><i><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#565656"
lang="EN-CA"><o:p></o:p></span></i></p>
<p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial","sans-serif";color:#1F497D"><o:p> </o:p></span></p>
<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"">
Bldg-sim [<a moz-do-not-send="true"
href="mailto:bldg-sim-bounces@lists.onebuilding.org">mailto:bldg-sim-bounces@lists.onebuilding.org</a>]
<b>On Behalf Of </b>Jim Dirkes<br>
<b>Sent:</b> Friday, September 04, 2015 4:31 PM<br>
<b>To:</b> Joe Huang<br>
<b>Cc:</b> BLDG-SIM<br>
<b>Subject:</b> Re: [Bldg-sim] Sometimes things are easier
than they seem re: merging raw data from two weather
stations<o:p></o:p></span></p>
<p class="MsoNormal"><o:p> </o:p></p>
<div>
<div>
<p class="MsoNormal"><span
style="font-size:18.0pt;color:#B45F06">Joe,<o:p></o:p></span></p>
</div>
<div>
<p class="MsoNormal"><span
style="font-size:18.0pt;color:#B45F06">You're solving
problems that most of the world has never even thought
about. Good work.<o:p></o:p></span></p>
</div>
</div>
<div>
<p class="MsoNormal"><o:p> </o:p></p>
<div>
<p class="MsoNormal">On Fri, Sep 4, 2015 at 4:24 PM, Joe
Huang <<a moz-do-not-send="true"
href="mailto:yjhuang@whiteboxtechnologies.com"
target="_blank">yjhuang@whiteboxtechnologies.com</a>>
wrote:<o:p></o:p></p>
<div>
<p class="MsoNormal" style="margin-bottom:12.0pt">I've
just had a mini "Eureka" moment that I wanted to share.<br>
<br>
As I've been processing more weather data from the ISD,
I've been countering more cases for smaller locations
(mostly in the US) where there are two weather stations
where the WMO numbers are the same for the first part
but not for the smaller part. For example, for Socorro
New Mexico there are two files:<br>
<br>
2014 NM_SOCORRO-MUNI-AP 723620 93040 <br>
2014 NM_SOCORRO-MUNI 723620 99999
<br>
<br>
I generally interpret these cases as where a station may
be switching their instrumentation. However, in this
case the two stations seem to be reporting at
alternating times (table below shows the number of
observations by month for the 4 key climate parameters
that I need):<br>
<br>
NM_SOCORRO-MUNI-AP 723620 34.067
-106.900 1485 4 -7.0 NAM BSk<br>
2014 dbt 464 302 151 538 697 155 0* 0* 511
710 244 0* 419<br>
2014 dpt 462 297 148 535 696 154 0* 0* 505
710 244 0* 416<br>
2014 cld 451 245 108* 477 646 153 0* 0* 413
652 217 0* 373<br>
2014 wsp 464 302 151 538 697 155 0* 0* 510
710 244 0* 419<br>
2014 all 1841 1146 558 2088 2736 617 0 0 1939
2782 949 0<br>
<br>
NM_SOCORRO-MUNI 723620 34.022
-106.903 1485 4 -7.0 NAM BSk<br>
2014 dbt 259 389 610 161 41* 549 689 698
224 0* 444 684 431<br>
2014 dpt 256 385 607 159 38* 545 687 698
224 0* 443 684 429<br>
2014 cld 259 312 550 144 41* 549 598 583
182 0* 435 625 388<br>
2014 wsp 259 389 610 161 41* 549 689 698
224 0* 444 683 431<br>
2014 all 1033 1475 2377 625 161 2192 2663 2677
854 0 1766 2676<br>
<br>
I have software to merge data from two files but only at
defined switchover dates, so this situation seemed at
first quite hard to tackle.
<br>
Then, I thought, why not just take concatenate the two
raw data files, and then sort the combined file to get
the data in the right<br>
chronological order? That took me just a few seconds,
and voila' , out comes a full weather file with quite
high data completeness:<br>
<br>
NM_SOCORRO-MUNI-AP2 723620 34.067
-106.900 1485 4 -7.0 NAM BSk<br>
2014 dbt 713 643 714 690 710 690 689 698 688
710 687 691 693<br>
2014 dpt 713 643 714 690 710 690 687 698 688
710 687 690 693<br>
2014 cld 700 531 635 613 671 688 598 583 565
652 651 625 626<br>
2014 wsp 713 643 714 690 710 690 689 698 687
710 687 690 693<br>
2014 all 2839 2460 2777 2683 2801 2758 2663 2677 2628
2782 2712 2696<br>
<br>
A quick look at the plots also showed a weather file of
seemingly good quality:<br>
<img id="_x0000_i1026"
src="cid:part8.02090508.06080308@whiteboxtechnologies.com"
border="0" height="291" width="486"><br>
<img id="_x0000_i1027"
src="cid:part9.01000309.02090102@whiteboxtechnologies.com"
border="0" height="291" width="486"><br>
<br>
Problem solved!<span style="color:#888888"><br>
<br>
<span class="hoenzb">Joe<o:p></o:p></span></span></p>
<pre><span style="color:#888888">-- </span><o:p></o:p></pre>
<pre><span style="color:#888888">Joe Huang<o:p></o:p></span></pre>
<pre><span style="color:#888888">White Box Technologies, Inc.<o:p></o:p></span></pre>
<pre><span style="color:#888888">346 Rheem Blvd., Suite 205A<o:p></o:p></span></pre>
<pre><span style="color:#888888">Moraga CA 94556<o:p></o:p></span></pre>
<pre><span style="color:#888888"><a moz-do-not-send="true" href="mailto:yjhuang@whiteboxtechnologies.com" target="_blank">yjhuang@whiteboxtechnologies.com</a><o:p></o:p></span></pre>
<pre><span style="color:#888888"><a moz-do-not-send="true" href="http://weather.whiteboxtechnologies.com" target="_blank">http://weather.whiteboxtechnologies.com</a> for simulation-ready weather data<o:p></o:p></span></pre>
<pre><span style="color:#888888">(o) <a moz-do-not-send="true" href="tel:%28925%29388-0265" target="_blank">(925)388-0265</a><o:p></o:p></span></pre>
<pre><span style="color:#888888">(c) <a moz-do-not-send="true" href="tel:%28510%29928-2683" target="_blank">(510)928-2683</a><o:p></o:p></span></pre>
<pre><span style="color:#888888">"building energy simulations at your fingertips"<o:p></o:p></span></pre>
</div>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal">-- <o:p></o:p></p>
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<p class="MsoNormal">James V
Dirkes II, PE, BEMP, LEED AP<br>
CEO/President<br>
The Building Performance Team
Inc.<br>
1631 Acacia Dr, GR, Mi 49504<br>
<br>
Direct: 616.450.8653<br>
<a moz-do-not-send="true"
href="mailto:jim@buildingperformanceteam.com"
target="_blank">jim@buildingperformanceteam.com</a><br>
<br>
<a moz-do-not-send="true"
href="http://buildingperformanceteamcom"
target="_blank">Website </a>l
<a moz-do-not-send="true"
href="https://www.linkedin.com/pub/jim-dirkes/7/444/413"
target="_blank">LinkedIn</a><o:p></o:p></p>
<p
style="margin-bottom:6.0pt;text-autospace:none"><span
style="font-size:10.0pt;font-family:"Calibri","sans-serif";color:blue">The
body must be given a little
less than it needs.
Otherwise it will turn
traitor.</span><o:p></o:p></p>
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