Jump to :     |    View All Lists    |    FAQ
List: western_monarchs
Date: Mon, 23 Mar 2020 08:59:49 -0700
From: Francis Xavier Villablanca <footlooseandfrancisfree...> [western_monarchs] <western_monarchs...>
Subject: =?UTF-8?Q?Re=3A_=5Bwestern=5Fmonarchs=5D_What=E2=80=99s_Happening_to_the_=28We?= =?UTF-8?Q?stern=29_Monarch_Butterfly_Population=3F_=28New_York_Times=2C_March_?= =?UTF-8?Q?20=2F20=29?=

--000000000000380b4c05a187baa6
Content-Type: multipart/alternative;
boundary="000000000000380b4a05a187baa5"

--000000000000380b4a05a187baa5
Content-Type: text/plain; charset="UTF-8"
Content-Transfer-Encoding: quoted-printable

Hi all,

There are two questions here. 1) Where do they go? 2) Where are they?

In regards to "where do they go." Some data have been interpreted as
showing that movement is random. I would caution against accepting that
interpretation *if there has been no statistical analysis*. For example,
Nagano at al. 1993 show that recaptured tags from overwintering monarchs
leaving the coast have this pattern:
[image: image.png]

When these data are analyzed (and not just judged by eye), they look like
this:
[image: image.png]

Their analysis of the data shows that the pattern is non-random. They
conclude that *on average* the monarch butterflies they tagged moved in a
Northwesterly (326*) and in an Easterly (99*) directions. Figure 3
shows that movement is not *just* in those two directions. There is
variation. But the variation is not random.

The second question "where are they" is a bit more complicated. Not only
does it address "where do they go", but it also asks "when do they go" and
"how many go". Sightings by Community Scientist (citizen or not) are great
for answering "when" and "how many." Hopefully the media coverage will lead
to more reporting.

Be well, Francis Villablanca
San Luis Obispo

On Sun, Mar 22, 2020 at 8:45 AM Donald Davis <donald_davis...>
[western_monarchs] <western_monarchs...> wrote:

>
>
> What=E2=80=99s Happening to the Monarch Butterfly Population?
> <https://www.nytimes.com/2020/03/20/science/monarch-butterfly.html>
>
> What=E2=80=99s Happening to the Monarch Butterfly Population?
>
> =E2=80=9CSomething=E2=80=99s going on in early spring,=E2=80=9D a profess=
or said, and researchers
> are trying to solve the mystery.
> <https://www.nytimes.com/2020/03/20/science/monarch-butterfly.html>
>
>
>
> *Don Davis*
>
> *Toronto, Ontario, Canada*
> [image: butterfly animation]
>
>=20
>

--000000000000380b4a05a187baa5
Content-Type: text/html; charset=UTF-8
Content-Transfer-Encoding: quoted-printable





<head>

<style type=3D"text/css">
<!--

/* start of attachment style */
.ygrp-photo-title{
clear: both;
font-size: smaller;
height: 15px;
overflow: hidden;
text-align: center;
width: 75px;
}
div.ygrp-photo{
background-position: center;
background-repeat: no-repeat;
background-color: white;
border: 1px solid black;
height: 62px;
width: 62px;
}

div.photo-title=20
a,
div.photo-title a:active,
div.photo-title a:hover,
div.photo-title a:visited {
text-decoration: none;=20
}

div.attach-table div.attach-row {
clear: both;
}

div.attach-table div.attach-row div {
float: left;
/* margin: 2px;*/
}

p {
clear: both;
padding: 15px 0 3px 0;
overflow: hidden;
}

div.ygrp-file {
width: 30px;
valign: middle;
}
div.attach-table div.attach-row div div a {
text-decoration: none;
}

div.attach-table div.attach-row div div span {
font-weight: normal;
}

div.ygrp-file-title {
font-weight: bold;
}
/* end of attachment style */
-->
</style>
</head>
<html>
<head>
<style type=3D"text/css">
<!--
#ygrp-mkp {
border: 1px solid #d8d8d8;
font-family: Arial;
margin: 10px 0;
padding: 0 10px;
}

#ygrp-mkp hr {
border: 1px solid #d8d8d8;
}

#ygrp-mkp #hd {
color: #628c2a;
font-size: 85%;
font-weight: 700;
line-height: 122%;
margin: 10px 0;
}

#ygrp-mkp #ads {
margin-bottom: 10px;
}

#ygrp-mkp .ad {
padding: 0 0;
}

#ygrp-mkp .ad p {
margin: 0;
}

#ygrp-mkp .ad a {
color: #0000ff;
text-decoration: none;
}
-->
</style>
</head>
<body>



<!-- |**|begin egp html banner|**| -->

<br><br>

<!-- |**|end egp html banner|**| -->


<div dir=3D"ltr">Hi all,<div><br></div><div>There are two questions here. 1=
) Where do they go? 2) Where are they?</div><div><br></div><div>In regards =
to &quot;where do they go.&quot; Some data have been interpreted=C2=A0as sh=
owing that movement is random. I would caution=C2=A0against accepting that =
interpretation <i>if there has been no statistical analysis</i>. For exampl=
e, Nagano at al. 1993 show that recaptured tags from overwintering monarchs=
leaving=C2=A0the coast have this pattern:</div><div><div><img src=3D"cid:i=
i_k84naqrr0" alt=3D"image.png" width=3D"495" height=3D"492"><br></div></div=
><div><br></div><div>When these data are analyzed (and not just judged by e=
ye), they look like this:</div><div><div><img src=3D"cid:ii_k84ndh301" alt=
=3D"image.png" width=3D"495" height=3D"308"><br></div></div><div><br></div>=
<div>Their analysis of the data shows that the pattern is non-random. They =
conclude that <i>on average</i> the monarch butterflies they tagged moved i=
n a Northwesterly (326*) and in an Easterly (99*) directions. Figure 3 show=
s=C2=A0that movement is not <i>just</i>=C2=A0in those two directions. There=
is variation. But the variation is not random.</div><div><br></div><div>Th=
e second question &quot;where are they&quot; is a bit more complicated. Not=
only does it address &quot;where do they go&quot;, but it also asks &quot;=
when do they go&quot; and &quot;how many go&quot;. Sightings by Community S=
cientist (citizen or not) are great for answering &quot;when&quot; and &quo=
t;how many.&quot; Hopefully the media coverage will lead to more reporting.=
</div><div><br></div><div>Be well, Francis Villablanca</div><div>San Luis O=
bispo</div></div><br><div class=3D"gmail_quote"><div dir=3D"ltr" class=3D"g=
mail_attr">On Sun, Mar 22, 2020 at 8:45 AM Donald Davis <a href=3D"mailto:d=
<onald_davis...>"><donald_davis...></a> [western_monarchs] &lt;<a=
href=3D"mailto:<western_monarchs...>">western_monarchs@yahoogro=
ups.com</a>&gt; wrote:<br></div><blockquote class=3D"gmail_quote" style=3D"=
margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-lef=
t:1ex">


<u></u>









=20
<div style=3D"background-color:rgb(255,255,255)">
<span style=3D"display:none">=C2=A0</span>


<div id=3D"gmail-m_-7579564045580920156ygrp-mlmsg">
<div id=3D"gmail-m_-7579564045580920156ygrp-msg">


<div id=3D"gmail-m_-7579564045580920156ygrp-text">
=20=20=20=20=20=20
=20=20=20=20=20=20
<p></p><div style=3D"font-family:&quot;Helvetica Neue&quot;,Helvetica=
,Arial,sans-serif;font-size:16px"><div><div dir=3D"ltr"><a href=3D"https://=
www.nytimes.com/2020/03/20/science/monarch-butterfly.html" rel=3D"nofollow"=
target=3D"_blank">What=E2=80=99s Happening to the Monarch Butterfly Popula=
tion?</a></div><div><br></div><div id=3D"gmail-m_-7579564045580920156ydpa3f=
dd79enhancr_card_5208828845" style=3D"max-width:400px;font-family:&quot;Hel=
vetica Neue&quot;,&quot;Segoe UI&quot;,Helvetica,Arial,sans-serif"><a href=
=3D"https://www.nytimes.com/2020/03/20/science/monarch-butterfly.html" rel=
=3D"nofollow" target=3D"_blank"><table style=3D"max-width:400px" cellspacin=
g=3D"0" cellpadding=3D"0" border=3D"0"><tbody><tr><td width=3D"400"><table =
style=3D"max-width:400px;border-width:1px;border-style:solid;border-color:r=
gb(224,228,233)" width=3D"100%" cellspacing=3D"0" cellpadding=3D"0" border=
=3D"0"><tbody><tr><td style=3D"background-color:rgb(0,0,0);background-repea=
t:no-repeat;min-height:175px" valign=3D"top" height=3D"175" bgcolor=3D"#000=
000"><table style=3D"width:100%" cellspacing=3D"0" cellpadding=3D"0" border=
=3D"0"><tbody><tr><td style=3D"background-color:transparent;min-height:175p=
x" valign=3D"top" bgcolor=3D"transparent"><table style=3D"width:100%;min-he=
ight:175px" height=3D"175" border=3D"0"><tbody><tr><td style=3D"text-align:=
left;padding:15px 0px 0px 15px;vertical-align:top"></td><td style=3D"text-a=
lign:right;padding:15px 15px 0px 0px;vertical-align:top"><div></div></td></=
tr></tbody></table></td></tr></tbody></table></td></tr><tr><td><table style=
=3D"background-color:rgb(255,255,255);background-repeat:repeat;width:100%;m=
ax-width:400px;border-top:1px solid rgb(224,228,233)" cellspacing=3D"0" cel=
lpadding=3D"0" border=3D"0" align=3D"center"><tbody><tr><td style=3D"backgr=
ound-color:rgb(255,255,255);padding:16px 0px 16px 12px;vertical-align:top">=
<img src=3D"https://s.yimg.com/nq/storm/assets/enhancrV2/23/logos/nytimes.p=
ng" style=3D"min-width: 36px; margin-top: 3px;" height=3D"36"></td><td styl=
e=3D"vertical-align:middle;padding:12px 24px 16px 12px;width:99%;font-famil=
y:&quot;Helvetica Neue&quot;,&quot;Segoe UI&quot;,Helvetica,Arial,sans-seri=
f"><h2 style=3D"font-size:14px;margin:0px 0px 6px;font-family:&quot;Helveti=
ca Neue&quot;,&quot;Segoe UI&quot;,Helvetica,Arial,sans-serif;color:rgb(38,=
40,42);max-width:314px">What=E2=80=99s Happening to the Monarch Butterfly P=
opulation?</h2><p style=3D"font-size:12px;margin:0px;color:rgb(151,155,167)=
">=E2=80=9CSomething=E2=80=99s going on in early spring,=E2=80=9D a profess=
or said, and researchers are trying to solve the mystery.</p></td></tr></tb=
ody></table></td></tr></tbody></table></td></tr></tbody></table></a></div><=
div><br></div><div><br></div><div><br></div><div><div><b><span style=3D"fon=
t-size:24pt;color:rgb(192,0,0)" lang=3D"EN-CA"></span></b><b><span style=3D=
"font-size:24pt;color:rgb(192,0,0)" lang=3D"EN-CA"> </span></b><b><span sty=
le=3D"font-size:24pt;color:rgb(192,0,0)" lang=3D"EN-CA"></span></b>

<p><b><span style=3D"font-size:24pt;color:rgb(192,0,0)" lang=3D"EN-CA">Don =
Davis</span></b></p>

<font size=3D"3"><font face=3D"Times New Roman"><b>Toronto, Ontario, Canada=
<br></b></font></font><br><img src=3D"http://bestanimations.com/Animals/Ins=
ects/Butterflys/animatedbutterfly-7.gif" alt=3D"butterfly animation" style=
=3D"width: 433px; max-width: 433px;" border=3D"0"><br><br></div></div></div=
></div><p></p>

</div>
=20=20=20=20=20

=20=20=20=20
<div style=3D"color:rgb(255,255,255);height:0px"></div>


</div>



=20=20






</blockquote></div>




<!-- |**|begin egp html banner|**| -->

<br>


<br>

<!-- |**|end egp html banner|**| -->


<div width=3D"1" style=3D"color: white; clear: both;"/>__._,_.___</div>

=20=20=20=20=20=20
=20=20

=20=20=20=20
<div id=3D"fromDMARC" style=3D"clear:both; margin-top: 10px;">
<hr style=3D"height:2px ; border-width:0; color:#E3E3E3; backgroun=
d-color:#E3E3E3;">
Posted by: Francis Xavier Villablanca &lt;footlooseandfrancisfree@=
gmail.com&gt; <hr style=3D"height:2px ; border-width:0; color:#E3E3=
E3; background-color:#E3E3E3;">
</div>
<!-- Start Recommendations -->
<!-- End Recommendations -->



<!-- |**|begin egp html banner|**| -->

<img src=3D"http://geo.yahoo.com/serv?s=3D97476590/grpId=3D19593555/grpsp=
Id=3D1705724874/msgId=3D8253/stime=3D1584979205" width=3D"1" height=3D"1"> =
<br>

<!-- |**|end egp html banner|**| -->

=20=20
<!-- |**|begin egp html banner|**| -->

<br>



=20=20=20
=20=20=20=20=20
=20
<!-- |**|begin egp html banner|**| -->
<div id=3D"ygrp-vital" style=3D"background-color: #f2f2f2; font-fam=
ily: Verdana; font-size: 10px; margin-bottom: 10px; padding: 10px;">

<span id=3D"vithd" style=3D"font-weight: bold; color: #333; text-tr=
ansform: uppercase; "><a href=3D"https://groups.yahoo.com/neo/groups/wester=
n_monarchs/info;_ylc=3DX3oDMTJmZjFhZHRnBF9TAzk3MzU5NzE0BGdycElkAzE5NTkzNTU1=
BGdycHNwSWQDMTcwNTcyNDg3NARzZWMDdnRsBHNsawN2Z2hwBHN0aW1lAzE1ODQ5NzkyMDU-" s=
tyle=3D"text-decoration: none;">Visit Your Group</a></span>

<ul style=3D"list-style-type: none; margin: 0; padding: 0; display: in=
line;">
</ul>
</div>


<div id=3D"ft" style=3D"font-family: Arial; font-size: 11px; margin-top: 5p=
x; padding: 0 2px 0 0; clear: both;">
<a href=3D"https://groups.yahoo.com/neo;_ylc=3DX3oDMTJldGw3bzlhBF9TAzk3ND=
c2NTkwBGdycElkAzE5NTkzNTU1BGdycHNwSWQDMTcwNTcyNDg3NARzZWMDZnRyBHNsawNnZnAEc=
3RpbWUDMTU4NDk3OTIwNQ--" style=3D"float: left;"><img src=3D"https://s.yimg.=
com/ru/0.9.12/min/css/yahoo_en-US_f_pw_101x21.png" height=3D"21" width=3D"1=
01" alt=3D"Yahoo! Groups" style=3D"border: 0;"/></a>
<div style=3D"color: #747575; float: right;"> &bull; <a href=3D"https://i=
nfo.yahoo.com/privacy/us/yahoo/groups/details.html" style=3D"text-decoratio=
n: none;">Privacy</a> &bull; <a href=3D"mailto:western_monarchs-unsubscribe=
@yahoogroups.com?subject=3DUnsubscribe" style=3D"text-decoration: none;">Un=
subscribe</a> &bull; <a href=3D"https://info.yahoo.com/legal/us/yahoo/utos/=
terms/" style=3D"text-decoration: none;">Terms of Use</a> </div>
</div>

<!-- |**|end egp html banner|**| -->

</div> <!-- ygrp-msg -->

=20=20=20


<br>

<!-- |**|end egp html banner|**| -->


<div style=3D"color: white; clear: both;"/>__,_._,___</div>
</body>

</html>

--000000000000380b4a05a187baa5--

--000000000000380b4c05a187baa6
Content-Type: image/png; name="image.png"
Content-Disposition: inline; filename="image.png"
Content-Transfer-Encoding: base64
Content-ID: <ii_k84naqrr0>
X-Attachment-Id: ii_k84naqrr0
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