<!DOCTYPE html>
<!--[if IE 7]>
<html class="ie ie7" lang="en-US">
<![endif]-->
<!--[if IE 8]>
<html class="ie ie8" lang="en-US">
<![endif]-->
<!--[if !(IE 7) | !(IE 8)  ]><!-->
<html lang="en-US">
<!--<![endif]-->
<head>
  <meta charset="UTF-8" /> 
  <meta name="viewport" content="width=device-width" />  
	<link rel="pingback" href="https://darwin.eeb.uconn.edu/uncommon-ground/xmlrpc.php">  
<title>Uncommon Ground &#8211; Academics, biodiversity, genetics, &amp; evolution</title>
<style type='text/css'>		#wrapper #wrapper-header .title-box { width: 50%;}		#wrapper #wrapper-header .menu-box { width: 50%;}</style><meta name='robots' content='max-image-preview:large' />
	<style>img:is([sizes="auto" i], [sizes^="auto," i]) { contain-intrinsic-size: 3000px 1500px }</style>
	<link rel="alternate" type="application/rss+xml" title="Uncommon Ground &raquo; Feed" href="https://darwin.eeb.uconn.edu/uncommon-ground/feed/" />
<link rel="alternate" type="application/rss+xml" title="Uncommon Ground &raquo; Comments Feed" href="https://darwin.eeb.uconn.edu/uncommon-ground/comments/feed/" />
<script type="text/javascript">
/* <![CDATA[ */
window._wpemojiSettings = {"baseUrl":"https:\/\/s.w.org\/images\/core\/emoji\/16.0.1\/72x72\/","ext":".png","svgUrl":"https:\/\/s.w.org\/images\/core\/emoji\/16.0.1\/svg\/","svgExt":".svg","source":{"concatemoji":"https:\/\/darwin.eeb.uconn.edu\/uncommon-ground\/wp-includes\/js\/wp-emoji-release.min.js?ver=6.8.3"}};
/*! This file is auto-generated */
!function(s,n){var o,i,e;function c(e){try{var t={supportTests:e,timestamp:(new Date).valueOf()};sessionStorage.setItem(o,JSON.stringify(t))}catch(e){}}function p(e,t,n){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);var t=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data),a=(e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(n,0,0),new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data));return t.every(function(e,t){return e===a[t]})}function u(e,t){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);for(var n=e.getImageData(16,16,1,1),a=0;a<n.data.length;a++)if(0!==n.data[a])return!1;return!0}function f(e,t,n,a){switch(t){case"flag":return n(e,"\ud83c\udff3\ufe0f\u200d\u26a7\ufe0f","\ud83c\udff3\ufe0f\u200b\u26a7\ufe0f")?!1:!n(e,"\ud83c\udde8\ud83c\uddf6","\ud83c\udde8\u200b\ud83c\uddf6")&&!n(e,"\ud83c\udff4\udb40\udc67\udb40\udc62\udb40\udc65\udb40\udc6e\udb40\udc67\udb40\udc7f","\ud83c\udff4\u200b\udb40\udc67\u200b\udb40\udc62\u200b\udb40\udc65\u200b\udb40\udc6e\u200b\udb40\udc67\u200b\udb40\udc7f");case"emoji":return!a(e,"\ud83e\udedf")}return!1}function g(e,t,n,a){var r="undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?new OffscreenCanvas(300,150):s.createElement("canvas"),o=r.getContext("2d",{willReadFrequently:!0}),i=(o.textBaseline="top",o.font="600 32px Arial",{});return e.forEach(function(e){i[e]=t(o,e,n,a)}),i}function t(e){var t=s.createElement("script");t.src=e,t.defer=!0,s.head.appendChild(t)}"undefined"!=typeof Promise&&(o="wpEmojiSettingsSupports",i=["flag","emoji"],n.supports={everything:!0,everythingExceptFlag:!0},e=new Promise(function(e){s.addEventListener("DOMContentLoaded",e,{once:!0})}),new Promise(function(t){var n=function(){try{var e=JSON.parse(sessionStorage.getItem(o));if("object"==typeof e&&"number"==typeof e.timestamp&&(new Date).valueOf()<e.timestamp+604800&&"object"==typeof e.supportTests)return e.supportTests}catch(e){}return null}();if(!n){if("undefined"!=typeof Worker&&"undefined"!=typeof OffscreenCanvas&&"undefined"!=typeof URL&&URL.createObjectURL&&"undefined"!=typeof Blob)try{var e="postMessage("+g.toString()+"("+[JSON.stringify(i),f.toString(),p.toString(),u.toString()].join(",")+"));",a=new Blob([e],{type:"text/javascript"}),r=new Worker(URL.createObjectURL(a),{name:"wpTestEmojiSupports"});return void(r.onmessage=function(e){c(n=e.data),r.terminate(),t(n)})}catch(e){}c(n=g(i,f,p,u))}t(n)}).then(function(e){for(var t in e)n.supports[t]=e[t],n.supports.everything=n.supports.everything&&n.supports[t],"flag"!==t&&(n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&n.supports[t]);n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&!n.supports.flag,n.DOMReady=!1,n.readyCallback=function(){n.DOMReady=!0}}).then(function(){return e}).then(function(){var e;n.supports.everything||(n.readyCallback(),(e=n.source||{}).concatemoji?t(e.concatemoji):e.wpemoji&&e.twemoji&&(t(e.twemoji),t(e.wpemoji)))}))}((window,document),window._wpemojiSettings);
/* ]]> */
</script>
<link rel='stylesheet' id='mci-footnotes-jquery-tooltips-pagelayout-none-css' href='https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/plugins/footnotes/css/footnotes-jqttbrpl0.min.css?ver=2.7.3' type='text/css' media='all' />
<style id='wp-emoji-styles-inline-css' type='text/css'>

	img.wp-smiley, img.emoji {
		display: inline !important;
		border: none !important;
		box-shadow: none !important;
		height: 1em !important;
		width: 1em !important;
		margin: 0 0.07em !important;
		vertical-align: -0.1em !important;
		background: none !important;
		padding: 0 !important;
	}
</style>
<link rel='stylesheet' id='wp-block-library-css' href='https://darwin.eeb.uconn.edu/uncommon-ground/wp-includes/css/dist/block-library/style.min.css?ver=6.8.3' type='text/css' media='all' />
<style id='classic-theme-styles-inline-css' type='text/css'>
/*! This file is auto-generated */
.wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none}
</style>
<style id='global-styles-inline-css' type='text/css'>
:root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgba(6,147,227,1) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgba(255,105,0,1) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgba(255, 255, 255, 1), 6px 6px rgba(0, 0, 0, 1);--wp--preset--shadow--crisp: 6px 6px 0px rgba(0, 0, 0, 1);}:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;}
:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}
:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}
:root :where(.wp-block-pullquote){font-size: 1.5em;line-height: 1.6;}
</style>
<link rel='stylesheet' id='restimpo-style-forest-css' href='https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/css/forest.css?ver=6.8.3' type='text/css' media='all' />
<link rel='stylesheet' id='restimpo-style-css' href='https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/style.css?ver=6.8.3' type='text/css' media='all' />
<!--[if lte IE 8]>
<link rel='stylesheet' id='restimpo-style-ie-css' href='https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/css/style-ie.css?ver=6.8.3' type='text/css' media='all' />
<![endif]-->
<link rel='stylesheet' id='tablepress-default-css' href='https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/plugins/tablepress/css/build/default.css?ver=2.2.5' type='text/css' media='all' />
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-includes/js/jquery/jquery.min.js?ver=3.7.1" id="jquery-core-js"></script>
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-includes/js/jquery/jquery-migrate.min.js?ver=3.4.1" id="jquery-migrate-js"></script>
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/plugins/footnotes/js/jquery.tools.min.js?ver=1.2.7.redacted.2" id="mci-footnotes-jquery-tools-js"></script>
<!--[if lt IE 9]>
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/js/html5.js?ver=3.7" id="restimpo-html5-ie-js"></script>
<![endif]-->
<link rel="https://api.w.org/" href="https://darwin.eeb.uconn.edu/uncommon-ground/wp-json/" /><link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://darwin.eeb.uconn.edu/uncommon-ground/xmlrpc.php?rsd" />
<meta name="generator" content="WordPress 6.8.3" />
<script async src="https://www.googletagmanager.com/gtag/js?id=" type="text/javascript"></script><script type="text/javascript">window.dataLayer = window.dataLayer || [];function gtag(){dataLayer.push(arguments);}gtag('js', new Date());gtag('config', '');</script><!--[if IE]>
<style type="text/css" media="screen">
.header-content-wrapper, input[type="submit"], input[type="reset"], .custom-button, .header-image .header-image-text .header-image-link {
        behavior: url("https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/css/pie/PIE.php");
        zoom: 1;
}
</style>
<![endif]-->
<style type="text/css">.recentcomments a{display:inline !important;padding:0 !important;margin:0 !important;}</style>		<style type="text/css" id="wp-custom-css">
			/*
You can add your own CSS here.

Click the help icon above to learn more.
*/

/* Google fonts */
.site-title,h1,h2 { 
font-family: 'Cormorant Garamond', serif;
}
p,li {
font-family: 'Proza Libre', sans-serif;
}

		</style>
		
<style type="text/css" media="all">
.footnotes_reference_container {margin-top: 24px !important; margin-bottom: 0px !important;}
.footnote_container_prepare > p {border-bottom: 1px solid #aaaaaa !important;}
.footnote_tooltip { font-size: 13px !important; color: #000000 !important; background-color: #ffffff !important; border-width: 1px !important; border-style: solid !important; border-color: #cccc99 !important; -webkit-box-shadow: 2px 2px 11px #666666; -moz-box-shadow: 2px 2px 11px #666666; box-shadow: 2px 2px 11px #666666; max-width: 450px !important;}


</style>
  
</head>
 
<body class="home blog wp-theme-restimpo" id="wrapper"> 
<header id="wrapper-header">
  <div class="top-navigation-wrapper">
    <div class="top-navigation">
<div class="menu-header-menu-container"><ul id="top-nav" class="menu"><li id="menu-item-487" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-487"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/getting-organized/">Getting organized</a></li>
<li id="menu-item-568" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-568"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/causal-inference-in-ecology/">Causal inference in ecology</a></li>
<li id="menu-item-689" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-689"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/endangered-species-act/">Endangered Species Act</a></li>
<li id="menu-item-624" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-privacy-policy menu-item-624"><a rel="privacy-policy" href="https://darwin.eeb.uconn.edu/uncommon-ground/privacy-policy/">Privacy Policy</a></li>
<li id="menu-item-774" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-774"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/variable-selection-in-multiple-regression/">Variable selection in multiple regression</a></li>
</ul></div>      
      <div class="header-icons">
      </div>
    </div>
  </div>
  
  <div class="header-content-wrapper">
    <div class="header-content">
      <div class="title-box">
        <p class="site-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/">Uncommon Ground</a></p>
      </div>
      <div class="menu-box">
      </div>
    </div>
  </div>
 
 
  <div class="header-image">
    <img class="header-img" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/uploads/2016/08/cropped-KEH1749-HDR-Pano-1.jpg" alt="Uncommon Ground" />
    <div class="header-image-container">
    <div class="header-image-text-wrapper">
      <div class="header-image-text">
      </div>
    </div>
    </div>
  </div>
  
  <div class="header-description-wrapper">
    <div class="header-description">
      <h1>Academics, biodiversity, genetics, &amp; evolution</h1>
    </div>
  </div>
</header> <!-- end of wrapper-header -->
<div id="wrapper-content">
  <div class="container">
  <div id="main-content">
    <section class="home-latest-posts">
      <h2 class="entry-headline"><span class="entry-headline-text">Latest Posts</span></h2>
    <article class="post-entry post-947 post type-post status-publish format-standard hentry category-uncategorized">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/26/drift-simulation-and-binomial-simulation-uploaded/">Drift simulation and binomial simulation uploaded</a></h2>
        <div class="post-entry-content">
<p>I&#8217;ve added both an HTML and an R notebook version of the simple drift simulation I showed in class so that you can play with it on your own if you don&#8217;t want to bother with the snazzier online version. I&#8217;ve also added a simulation you can play with to convince yourself that there&#8217;s no directional tendency for allele frequencies using sampling from a binomial distribution. Both are linked to from the lecture detail page.</p>



<p>By the way, I tried the snazzy online version that wasn&#8217;t updating properly, and it worked this time. As you can see below, when I set the population size to 1000, the allele frequencies change, but not nearly as much as when the population size is only 100 (or 10).</p>



<p><img decoding="async" src="data:image/png;base64,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" alt=""></p>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/26/drift-simulation-and-binomial-simulation-uploaded/">September 26, 2023</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/uncategorized/" rel="category tag">Uncategorized</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/26/drift-simulation-and-binomial-simulation-uploaded/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/26/drift-simulation-and-binomial-simulation-uploaded/">Read more &gt;</a>
        </p>
    </article>    <article class="post-entry post-943 post type-post status-publish format-standard hentry category-uncategorized">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/13/my-time-as-vice-provost-and-dean-is-coming-to-an-end/">My time as Vice Provost and Dean is coming to an end</a></h2>
        <div class="post-entry-content">
<p>The very small number of people who read what I write here probably all know the news in the headline, but it&#8217;s now official. Provost Anne D&#8217;Alleva sent an overly nice email about my departure as Vice Provost for Graduate Education and Dean of The Graduate School at the end of this academic year. The exact date when I step down will depend on when my successor wants to start, but I anticipate that my last day as VP and Dean will be either 30 June 2024 or 31 July 2024.</p>



<p>On the off chance that you&#8217;re interested in what the Provost had to say about my departure, here&#8217;s the text of the email she sent to faculty, staff, and graduate students yesterday. (I&#8217;m still blushing.)</p>



<div class="wp-block-group"><div class="wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow">
<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow"><p>Dear Faculty, Staff and Graduate Students,</p></blockquote>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow"><p>With mixed emotions, I write to inform you that Kent Holsinger, our esteemed Vice Provost for Graduate Education and Dean of The Graduate School, will be stepping down from his position at the end of this academic year. Kent&#8217;s departure marks the end of a remarkable 12-year tenure in this position.</p></blockquote>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow"><p>Kent has been an integral part of our university community for over 38 years, and his contributions to graduate education and unwavering commitment to supporting students have left an indelible mark on our institution. Throughout his time as Vice Provost and Dean Kent has displayed exceptional leadership, fostering an environment of academic excellence and inclusivity.</p></blockquote>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow"><p>Under Kent&#8217;s guidance, our graduate programs have flourished, reflecting his passion for advancing the academic and professional pursuits of our graduate students. His tireless efforts have resulted in innovative programs that empower our students to thrive in their chosen fields. Kent has played an important role in the development of entrepreneurial graduate programs and has spearheaded efforts to bring new graduate programs like Data Science to UConn.</p></blockquote>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow"><p>One of Kent&#8217;s defining characteristics is his genuine dedication to supporting students. He has worked tirelessly to create resources and initiatives that enhance the graduate student experience, ensuring that they have access to the tools and opportunities needed for success. Many students have benefited from his mentorship, guidance, and advocacy, and his impact will be felt for years to come.</p></blockquote>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow"><p>We will be organizing a special event to celebrate Kent’s accomplishments and contributions at the end of the year. In the coming weeks I will share plans for forming a committee to conduct an internal search for Kent’s successor.</p><p>Please join me in expressing our deepest gratitude to Kent for his remarkable service as Vice Provost and Dean of the Graduate School.</p></blockquote>
</div></div>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/13/my-time-as-vice-provost-and-dean-is-coming-to-an-end/">September 13, 2023</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/uncategorized/" rel="category tag">Uncategorized</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/13/my-time-as-vice-provost-and-dean-is-coming-to-an-end/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/13/my-time-as-vice-provost-and-dean-is-coming-to-an-end/">Read more &gt;</a>
        </p>
    </article>    <article class="post-entry post-935 post type-post status-publish format-standard hentry category-uncategorized">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/08/08/i-couldnt-help-myself-i-bought-myself-a-new-fountain-pen/">I couldn’t help myself. I bought a new fountain pen.</a></h2>
        <div class="post-entry-content">
<div class="wp-block-image"><figure class="aligncenter"><img decoding="async" src="http://darwin.eeb.uconn.edu/uncommon-ground/wp-content/uploads/2022/08/A42B3620-F9CE-4B26-8A57-7B4F28CB5D23-scaled.jpeg" alt="Waldmann Limited Edition Tango Imagination fountain pen"/><figcaption>Waldmann Limited Edition Tango Imagination fountain pen</figcaption></figure></div>



<p>I couldn’t help myself. I received an email from <a href="https://fahrneyspens.com">Fahrney’s</a> last Saturday with an ad for the <a href="https://www.fahrneyspens.com/Item--i-234725">Waldmann Limited Edition Tango Imagination Fountain Pen</a> in Dark Teal with an 18K nib. It was a bit pricey, but the photo was spectacular. I don’t usually care about limited editions, but this happens to be limited to 200 pieces. I succumbed and ordered it later that day. It arrived via UPS last Wednesday.</p>



<p>It is even more beautiful in person than in the catalog photographs. The photograph doesn’t show how light dances on the engraving, making the body shimmer. Its color seems to change depending on the background. As Kimberly describes in a review on <a href="https://www.penaddict.com/blog/2022/1/6/waldmann-tango-imagination-fountain-pen-a-stunning-writer">The Pen Addict</a>,<sup><a id="ffn1" href="#fn1" class="footnote">1</a></sup> the body of the pen is <a href="https://www.penaddict.com/blog/2022/1/6/waldmann-tango-imagination-fountain-pen-a-stunning-writer">925 sterling silver</a>.<sup><a id="ffn2" href="#fn2" class="footnote">2</a></sup> She reviews a version with an aquamarine finish rather than the dark teal that I have. Like hers, mine wrote beautifully out of the box. Unlike hers, mine is a limited edition, and if you look very carefully on the cap band, you’ll find not only “Waldmann” and “Made in Germany”, but “174/200”, meaning that my pen is number 174 out of the limited edition of 200.</p>



<figure class="wp-block-image"><img decoding="async" src="http://darwin.eeb.uconn.edu/uncommon-ground/wp-content/uploads/2022/08/6BA767FC-8909-4D69-B41A-06A3F674E4B2-scaled.jpeg" alt="Cap band of my Waldmann showing 174/200."/><figcaption>Cap band of my Waldmann showing 174/200.</figcaption></figure>



<p>This is the first new fountain pen I’ve purchased in about 3 years. It’s so beautiful my initial thought was that I’d use it only for writing in my journal. But it writes so smoothly I’ve decided instead that I’m going to use it as my daily pen, <em><strong>but</strong> </em> I am going to be very careful with it. Instead of putting it in a shirt or coat pocket when I leave for a meeting, I’ll carry it in a pen case that protects it from bumps or scratches. I’ve only had it a few days, but i can already tell that it’s going to be one of my favorites, along with my <a href="https://www.gouletpens.com/products/pilot-falcon-fountain-pen-black-gold?gclid=Cj0KCQjworiXBhDJARIsAMuzAuxw6bA6v0sqPjDmNhF2elR3OYlfSEyjwxX826OKjguO2XhdWqLeHrQaAuxaEALw_wcB">Namiki Falcon</a>, my blue carbonesque <a href="https://www.gouletpens.com/products/pilot-vanishing-point-fountain-pen-blue-carbonesque#">Namiki Vanishing Point</a>, and my <a href="https://www.fahrneyspens.com/Item--i-363341-GRN-F?SRC=WGOOGLKW0506GOOG&amp;gclid=Cj0KCQjworiXBhDJARIsAMuzAuwihs8nJIqB3gyA8UaDRGS3odcBhZtnlxFMlkMl5-HraBFhxq2gH08aAmfpEALw_wcB">Pelikan Souveran M400</a>.<sup><a id="ffn3" href="#fn3" class="footnote">3</a></sup></p>



<ol class="wp-block-list"><li id="fn1">Yes, there are blogs about pens. There are people who are even more fanatic about fountain pens than I am. In fact, in the world of fountain pens, I would be seen as uninvolved &#8211; if anyone knew about me. I’ve never been to a pen show. I use primarily Aurora Black ink, with Brilliant Red Pelican for titles in my daily notebook, and Aurora Blue for signatures. Serious pen lovers not only have many more pens than I do, they have a large collection of inks that they’ve swabbed on tester cards to keep track of what they have in their collection. <a href="#ffn1">↩</a></li><li id="fn2">The 925 symbol is discreetly placed against the cap, which you can see in one of the photos on The Pen Addict. <a href="#ffn2">↩</a></li><li id="fn3">That’s right. Those are my favorites. I have at least a dozen more, including a couple of Pelikans, an S.T. DuPont, a Cross, a Parker, a Waterman or two, a Rotring (fountain pen and mechanical pencil), and several others. <a href="#ffn3">↩</a></li></ol>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/08/08/i-couldnt-help-myself-i-bought-myself-a-new-fountain-pen/">August 8, 2022</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/uncategorized/" rel="category tag">Uncategorized</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/08/08/i-couldnt-help-myself-i-bought-myself-a-new-fountain-pen/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/08/08/i-couldnt-help-myself-i-bought-myself-a-new-fountain-pen/">Read more &gt;</a>
        </p>
    </article>    <article class="post-entry post-929 post type-post status-publish format-standard hentry category-personal">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/07/18/apple-care-and-apple-service-are-better-than-i-thought/">Apple Care and Apple service are better than I thought</a></h2>
        <div class="post-entry-content">
<p>Apple service is better than I realized. I bought a new iPad Pro and Magic Keyboard last December, and I am a heavy user. I don’t use my Apple Pencil a lot, but my iPad is constantly with me on working days and on airplanes and on weekends when I catch up on my reading. And I use the Magic Keyboard a lot. In fact, I’m writing this entry (in Ulysses) on my iPad using my Magic Keyboard while waiting in a car dealership to have my engine battery replaced.</p>




<p>About a month and a half ago I lost one of the key caps. Since it’s a key I don’t use too often (the -/_  key)  I didn’t think much about it. Then a couple of weeks ago two more key caps fell off and I noticed that a fourth was loose.  Now I need a new keyboard.</p>




<p>So I went to a local Apple Store on Sunday expecting to buy a new Magic Keyboard. When I checked in the agent asked “Do you have Apple Care on the iPad? Did you buy the keyboard at the same time?” “Yes.” “Well, you may be covered by Apple Care. Go to the Genius Bar, and I’ll send a technician your way.” The technician arrived a few minutes later, confirmed my problem, checked on a few things, and reported that he’s ordering a replacement keyboard for me. It should arrive today or tomorrow.</p>




<p>Good service is less common than it should be. I was impressed and pleased. Your mileage may vary, but I’m glad that I bought Apple Care last December.</p>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/07/18/apple-care-and-apple-service-are-better-than-i-thought/">July 18, 2022</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/personal/" rel="category tag">Personal</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/07/18/apple-care-and-apple-service-are-better-than-i-thought/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/07/18/apple-care-and-apple-service-are-better-than-i-thought/">Read more &gt;</a>
        </p>
    </article>    <article class="post-entry post-927 post type-post status-publish format-standard hentry category-uncategorized">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/01/04/genetic-structure-and-clonal-diversity-in-leymus-chinensis/">Genetic structure and clonal diversity in <em>Leymus chinensis</em></a></h2>
        <div class="post-entry-content">
<p class="has-drop-cap">There&#8217;s a small chance you&#8217;ll remember that about <a href="http://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/06/16/genetic-structure-and-clonal-diversity-in-an-important-chinese-grass/" data-type="URL" data-id="http://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/06/16/genetic-structure-and-clonal-diversity-in-an-important-chinese-grass/">six months ago</a> I posted about a <a href="https://www.biorxiv.org/content/10.1101/2021.06.12.448174v1" data-type="URL" data-id="https://www.biorxiv.org/content/10.1101/2021.06.12.448174v1">pre-print</a> on which I am co-author. I&#8217;m pleased to report that the paper was published in the December issue of the <a href="https://doi.org/10.1002/ajb2.1771" data-type="URL" data-id="https://doi.org/10.1002/ajb2.1771"><em>American Journal of</em> <em>Botany</em></a>. If you follow me on Twitter, you may have seen me retweet a couple of times about this already, but I thought I&#8217;d make a post here. It&#8217;s been a long time since I posted anything, and I hope to get back into the habit of writing something every week or two. Here&#8217;s the abstract and link in case you&#8217;re interested.</p>



<h3 class="wp-block-heading">Abstract</h3>



<h3 class="wp-block-heading" id="ajb21771-sec-0010-title">Premise</h3>



<p>The distribution of genetic diversity on the landscape has critical ecological and evolutionary implications. This may be especially the case on a local scale for foundation plant species because they create and define ecological communities, contributing disproportionately to ecosystem function.</p>



<h3 class="wp-block-heading" id="ajb21771-sec-0020-title">Methods</h3>



<p>We examined the distribution of genetic diversity and clones, which we defined first as unique multilocus genotypes (MLG), and then by grouping similar MLGs into multilocus lineages. We used 186 markers from inter-simple sequence repeats (ISSR) across 358 ramets from 13 patches of the foundation grass <em>Leymus chinensis</em>. We examined the relationship between genetic and clonal diversities, their variation with patch size, and the effect of the number of markers used to evaluate genetic diversity and structure in this species.</p>



<h3 class="wp-block-heading" id="ajb21771-sec-0030-title">Results</h3>



<p>Every ramet had a unique MLG. Almost all patches consisted of individuals belonging to a single multilocus lineages. We confirmed this with a clustering algorithm to group related genotypes. The predominance of a single lineage within each patch could be the result of the accumulation of somatic mutations, limited dispersal, some sexual reproduction with partners mainly restricted to the same patch, or a combination of all three.</p>



<h3 class="wp-block-heading" id="ajb21771-sec-0040-title">Conclusions</h3>



<p>We found strong genetic structure among patches of <em>L. chinensis</em>. Consistent with previous work on the species, the clustering of similar genotypes within patches suggests that clonal reproduction combined with somatic mutation, limited dispersal, and some degree of sexual reproduction among neighbors causes individuals within a patch to be more closely related than among patches.</p>



<p>doi: <a href="https://doi.org/10.1002/ajb2.1771">https://doi.org/10.1002/ajb2.1771</a></p>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/01/04/genetic-structure-and-clonal-diversity-in-leymus-chinensis/">January 4, 2022</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/uncategorized/" rel="category tag">Uncategorized</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/01/04/genetic-structure-and-clonal-diversity-in-leymus-chinensis/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/01/04/genetic-structure-and-clonal-diversity-in-leymus-chinensis/">Read more &gt;</a>
        </p>
    </article>    <article class="post-entry post-916 post type-post status-publish format-standard hentry category-population-genetics category-uncategorized">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/09/27/sharing-a-new-version-of-my-genetic-drift-simulation/">Sharing a new version of my genetic drift simulation</a></h2>
        <div class="post-entry-content">
<p class="has-drop-cap">You may be aware that I wrote a series of <a href="https://kholsinger.github.io/PopGen-Shiny/" data-type="URL" data-id="https://kholsinger.github.io/PopGen-Shiny/">applications in RShiny</a> several years ago to illustrate some principles of population genetics. I just finished revising the <a href="https://keholsinger.shinyapps.io/Genetic-Drift/" data-type="URL" data-id="https://keholsinger.shinyapps.io/Genetic-Drift/">genetic drift application.</a> If you&#8217;ve used it in the past, you&#8217;ll know that it would get hung up when you tried to simulate a long time series or a lot of populations. After some digging around, I realized that the problem isn&#8217;t with running the simulation or with collecting the results. It&#8217;s with converting the results to a form that allows the simulation to unfold over time.</p>



<p>As a result, this version allows you to turn the animation off. Now you can run long time series with lots of populations (where &#8220;lots&#8221; equals &#8220;up to 10&#8221;). You won&#8217;t see the results played as a movie, but you&#8217;ll see them displayed very quickly. As you&#8217;ll see from the first link above, all of the source code is available on Github. If you find any of these applications useful, you&#8217;ll want to take a look at the <a href="https://docs.google.com/document/d/1lVqBRe0A9SO0ycIJc0RiI5xqHu28FF8xcNgL4rzQED8/edit#" data-type="URL" data-id="https://docs.google.com/document/d/1lVqBRe0A9SO0ycIJc0RiI5xqHu28FF8xcNgL4rzQED8/edit#">Google Doc</a> that Katie Lotterhos put together and <a href="https://twitter.com/drk_lo/status/1349349439446646791?lang=en" data-type="URL" data-id="https://twitter.com/drk_lo/status/1349349439446646791?lang=en">announced on Twitter</a> last January. It includes screenshots and links to applications written by CJ Battey, Graham Coop, and Chris Muir.</p>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/09/27/sharing-a-new-version-of-my-genetic-drift-simulation/">September 27, 2021</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/biology/population-genetics/" rel="category tag">Population genetics</a>, <a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/uncategorized/" rel="category tag">Uncategorized</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/09/27/sharing-a-new-version-of-my-genetic-drift-simulation/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/09/27/sharing-a-new-version-of-my-genetic-drift-simulation/">Read more &gt;</a>
        </p>
    </article>    <article class="post-entry post-903 post type-post status-publish format-standard hentry category-botany category-population-genetics">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/06/16/genetic-structure-and-clonal-diversity-in-an-important-chinese-grass/">Genetic structure and clonal diversity in an important Chinese grass</a></h2>
        <div class="post-entry-content">
<p class="has-drop-cap">Since you&#8217;re reading this blog, you must know that I don&#8217;t have a lot of time for research these days. My duties as Vice Provost for Graduate Education and Dean of <a href="https://grad.uconn.edu/" data-type="URL" data-id="https://grad.uconn.edu/">The Graduate School</a> at UConn take up most of my time. I do manage to contribute to some research, so long as other people do the real work and I contribute some ideas or some statistical analyses. Here&#8217;s another example of that.</p>



<p>Last fall I was asked about the old C++ program Hickory that I had written to facilitate analysis of Wright&#8217;s <em>F</em>-statistics with dominant markers. It was never terribly widely used, and it was difficult to maintain. I gave up about 10 years ago. In the meantime, I realized that there&#8217;s an easy way to rewrite Hickory using <a href="https://mc-stan.org/" data-type="URL" data-id="https://mc-stan.org/">Stan</a>. After being contacted, I finally bit the bullet and did the rewrite in a combination of Stan and <a href="https://cran.r-project.org/" data-type="URL" data-id="https://cran.r-project.org/">R</a>. I even mentioned the R/Stan implementation <a href="http://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/09/28/an-r-stan-implementation-of-bayesian-inference-for-wrights-f-statistics/" data-type="URL" data-id="http://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/09/28/an-r-stan-implementation-of-bayesian-inference-for-wrights-f-statistics/">last September</a>.</p>



<p>Yesterday, we posted a pre-print on bioRxiv that uses the new version of Hickory as one of a variety of analytical methods that provide some insight into the genetic structure of <em>Leymus chinensis</em>. Here&#8217;s the abstract and a link.</p>



<p><strong>Genetic structure in patchy populations of a candidate foundation plant: a case study of <em>Leymus chinensis</em> (Poaceae) using genetic and clonal diversity</strong></p>



<p>Jian Guo, Christina L. Richards, Kent E. Holsinger, Gordon A. Fox, Zhuo Zhang, Chan Zhou </p>



<p>doi: <a href="https://doi.org/10.1101/2021.06.12.448174">https://doi.org/10.1101/2021.06.12.448174</a></p>



<p id="p-2"><strong>PREMISE</strong> The distribution of genetic diversity on the landscape has critical ecological and evolutionary implications. This may be especially the case on a local scale for foundation plant species since they create and define ecological communities, contributing disproportionately to ecosystem function.</p>



<p id="p-3"><strong>METHODS</strong> We examined the distribution of genetic diversity and clones, which we defined first as unique multi-locus genotypes (MLG), and then by grouping similar MLGs into multi-locus lineages (MLL). We used 186 markers from inter-simple sequence repeats (ISSR) across 358 ramets from 13 patches of the foundation grass <em>Leymus chinensis</em>. We examined the relationship between genetic and clonal diversities, their variation with patch-size, and the effect of the number of markers used to evaluate genetic diversity and structure in this species.</p>



<p id="p-4"><strong>RESULTS</strong> Every ramet had a unique MLG. Almost all patches consisted of individuals belonging to a single MLL. We confirmed this with a clustering algorithm to group related genotypes. The predominance of a single lineage within each patch could be the result of the accumulation of somatic mutations, limited dispersal, some sexual reproduction with partners mainly restricted to the same patch, or a combination of all three.</p>



<p id="p-5"><strong>CONCLUSIONS</strong> We found strong genetic structure among patches of <em>L. chinensis</em>. Consistent with previous work on the species, the clustering of similar genotypes within patches suggests that clonal reproduction combined with somatic mutation, limited dispersal, and some degree of sexual reproduction among neighbors causes individuals within a patch to be more closely related than among patches.</p>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/06/16/genetic-structure-and-clonal-diversity-in-an-important-chinese-grass/">June 16, 2021</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/biology/botany/" rel="category tag">Botany</a>, <a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/biology/population-genetics/" rel="category tag">Population genetics</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/06/16/genetic-structure-and-clonal-diversity-in-an-important-chinese-grass/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/06/16/genetic-structure-and-clonal-diversity-in-an-important-chinese-grass/">Read more &gt;</a>
        </p>
    </article>    <article class="post-entry post-898 post type-post status-publish format-standard hentry category-botany category-ecology tag-protea">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/04/20/the-link-between-traits-and-performance-in-protea/">The link between traits and performance in Protea</a></h2>
        <div class="post-entry-content">
<p class="has-drop-cap">If you&#8217;re reading this, you probably know enough about me to know that my students and I have been working on <em>Protea</em> for the last 10-15 years. Today I am pleased to report that the most recent work, from Kristen Nolting&#8217;s PhD dissertation has appeared in <em>Annals of Botany</em>. The advance publication version appeared nearly a year ago, but the paper is officially out in a special issue focusing on intraspecific trait variation in plants. Here&#8217;s the abstract and a link.</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow"><p><strong>Intraspecific trait variation influences physiological performance and fitness in the South Africa shrub genus <em>Protea</em> (Proteaceae)</strong></p><p><a href="javascript:;">Kristen M Nolting</a>, <a href="javascript:;">Rachel Prunier</a>, <a href="javascript:;">Guy F Midgley</a>, <a href="javascript:;">Kent E Holsinger</a></p><p><strong>Background and Aims</strong></p><p>Global plant trait datasets commonly identify trait relationships that are interpreted to reflect fundamental trade-offs associated with plant strategies, but often these trait relationships are not identified when evaluating them at smaller taxonomic and spatial scales. In this study we evaluate trait relationships measured on individual plants for five widespread <em>Protea</em> species in South Africa to determine whether broad-scale patterns of structural trait (e.g. leaf area) and physiological trait (e.g. photosynthetic rates) relationships can be detected within natural populations, and if these traits are themselves related to plant fitness.</p><p><strong>Methods</strong></p><p>We evaluated the variance structure (i.e. the proportional intraspecific trait variation relative to among-species variation) for nine structural traits and six physiological traits measured in wild populations. We used a multivariate path model to evaluate the relationships between structural traits and physiological traits, and the relationship between these traits and plant size and reproductive effort.</p><p><strong>Key Results</strong></p><p>While intraspecific trait variation is relatively low for structural traits, it accounts for between 50 and 100 % of the variation in physiological traits. Furthermore, we identified few trait associations between any one structural trait and physiological trait, but multivariate regressions revealed clear associations between combinations of structural traits and physiological performance (<em>R</em><sup>2</sup> = 0.37–0.64), and almost all traits had detectable associations with plant fitness.</p><p><strong>Conclusions</strong></p><p>Intraspecific variation in structural traits leads to predictable differences in individual-level physiological performance in a multivariate framework, even though the relationship of any particular structural trait to physiological performance may be weak or undetectable. Furthermore, intraspecific variation in both structural and physiological traits leads to differences in plant size and fitness. These results demonstrate the importance of considering measurements of multivariate phenotypes on individual plants when evaluating trait relationships and how trait variation influences predictions of ecological and evolutionary outcomes.</p><p><em>Annals of Botany</em> 127:519–531; 2021 <a href="https://doi.org/10.1093/aob/mcaa060">https://doi.org/10.1093/aob/mcaa060</a></p></blockquote>



<p></p>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/04/20/the-link-between-traits-and-performance-in-protea/">April 20, 2021</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/biology/botany/" rel="category tag">Botany</a>, <a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/biology/ecology/" rel="category tag">Ecology</a></span><span class="post-info-tags"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/tag/protea/" rel="tag">Protea</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/04/20/the-link-between-traits-and-performance-in-protea/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/04/20/the-link-between-traits-and-performance-in-protea/">Read more &gt;</a>
        </p>
    </article>    <article class="post-entry post-894 post type-post status-publish format-standard hentry category-climate-change category-science-policy">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/04/05/uconn-reads-2021-truth-democracy-climate-change-the-video/">UConn Reads 2021 &#8211; Truth, Democracy, &#038; Climate Change (the video)</a></h2>
        <div class="post-entry-content">
<p class="has-drop-cap">Two weeks ago on the afternoon of March 25th, the <a href="https://humanities.uconn.edu/" data-type="URL" data-id="https://humanities.uconn.edu/">UConn Humanities Institute</a> hosted a panel discussion on Truth, Democracy, &amp; Climate Change. Tom Bontly (Philosophy) moderated the panel, which included two distinguished philosophers, <a href="http://www-personal.umich.edu/~eandersn/" data-type="URL" data-id="http://www-personal.umich.edu/~eandersn/">Elizabeth Anderson</a> (University of Michigan) and <a href="https://leemcintyrebooks.com/" data-type="URL" data-id="https://leemcintyrebooks.com/">Lee McIntyre</a> (Boston University). For some reason, Tom also asked me to participate. After introductions and brief remarks, we had a lively discussion about why some people do not accept the evidence for human-caused climate change. Elizabeth mentioned, for example, <a href="https://law.yale.edu/dan-m-kahan" data-type="URL" data-id="https://law.yale.edu/dan-m-kahan">Dan Kahan</a>&#8216;s idea that there are &#8220;<a href="http://www.culturalcognition.net/blog/2018/1/7/you-guessed-it-some-more-cultural-cognition-glossarywhatever.html" data-type="URL" data-id="http://www.culturalcognition.net/blog/2018/1/7/you-guessed-it-some-more-cultural-cognition-glossarywhatever.html">conflict entrepreneurs</a>&#8221; who purposely promote disinformation, not because it necessarily promotes the cause they appear to be supporting, but because they profit from the conflict in other ways. If you couldn&#8217;t join us on the 25th and you&#8217;re interested in learning more, you&#8217;re in luck. Like nearly every other seminar, meeting, or and panel in the last year, this one was held virtually. It was also recorded, and the edited video (with captions) is now available on YouTube.</p>



<figure class="wp-block-embed is-type-rich is-provider-embed-handler wp-block-embed-embed-handler wp-embed-aspect-16-9 wp-has-aspect-ratio"><div class="wp-block-embed__wrapper">
<iframe title="UConn Reads: Truth, Democracy, &amp; Climate Change" width="690" height="388" src="https://www.youtube.com/embed/xY0E3pFOFCc?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
</div></figure>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/04/05/uconn-reads-2021-truth-democracy-climate-change-the-video/">April 5, 2021</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/environment/climate-change/" rel="category tag">Climate change</a>, <a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/science/science-policy/" rel="category tag">Science policy</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/04/05/uconn-reads-2021-truth-democracy-climate-change-the-video/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/04/05/uconn-reads-2021-truth-democracy-climate-change-the-video/">Read more &gt;</a>
        </p>
    </article>    <article class="post-entry post-887 post type-post status-publish format-standard hentry category-science-policy">
        <h2 class="post-entry-headline title single-title entry-title"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/12/08/a-call-to-action-marshaling-science-for-society-aibs-president-and-past-presidents/">A Call to Action: Marshaling Science for Society &#8211; AIBS President and Past-Presidents</a></h2>
        <div class="post-entry-content"><p>Greg Anderson, Gene Likens, and I are Past Presidents of the <a href="https://www.aibs.org/">American Institute of Biological Sciences</a>, an organization representing nearly 120 scientific societies, museums, botanical gardens, and universities (including the Department of Ecology &amp; Evolutionary Biology at UConn). We joined Charles Fenster, current President of AIBS, and 20 of our fellow Past Presidents in writing <a href="https://academic.oup.com/bioscience/advance-article/doi/10.1093/biosci/biaa138/5994419"><em>A call to action: marshaling science for society</em></a>, which appeared in <em>BioScience</em> today. Here are the first and the concluding paragraphs of what we wrote:</p>
<p style="padding-left: 40px;">As the current and past presidents of the American Institute of Biological Sciences (AIBS), we find the assault by politicians and special interest groups on the use of scientific knowledge to guide public policy decision-making alarming and dangerous. The marginalization of scientific information in decision-making has significant negative effects on our public health and safety, our environmental sustainability, and our general well-being. We need not look further than the disruption and deaths that have resulted in many countries, including the United States, from failing to use scientific evidence in making decisions on how to control the COVID-19 pandemic.</p>
<p style="padding-left: 40px;">&#8230;</p>
<p class="chapter-para" style="padding-left: 40px;">The progress of science over the centuries has led to our deep understanding of natural phenomena. We must find ways to benefit from that understanding as we move into the future. Let us join together to insist on acting logically and rationally in a world so plagued by self-centered short-term goals and the false information that they all too often generate.</p>
<p id="214593241" class="section-title" data-legacy-id="nt1-1">If you&#8217;d prefer a podcast version, here&#8217;s the link: <a href="http://bioscience-talks.aibs.org/science-leaders-issue-clarion-call-for-evidence-based-policy">http://bioscience-talks.aibs.org/science-leaders-issue-clarion-call-for-evidence-based-policy</a>. Twenty-four organizations have endorsed the statement. You can see them here: <a href="https://aibs.wufoo.com/reports/aibs-past-and-current-presidents-viewpoint/">https://aibs.wufoo.com/reports/aibs-past-and-current-presidents-viewpoint/</a>.</p>
<p data-legacy-id="nt1-1">I hope you&#8217;ll take time to read the call or listen to the podcast. If you belong to a society that has not yet endorsed the viewpoint, I encourage you to ask leaders of your society to sign on.</p>
</div>
        <p class="post-info">
          <span class="post-info-alignleft">
            <span class="post-info-author vcard author"><span class="fn"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/author/kent/" title="Posts by kent" rel="author">kent</a></span></span>
            <span class="post-info-date post_date date updated"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/12/08/a-call-to-action-marshaling-science-for-society-aibs-president-and-past-presidents/">December 8, 2020</a></span>
            <span class="post-info-category"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/category/science/science-policy/" rel="category tag">Science policy</a></span>            <span class="post-info-comments"><a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/12/08/a-call-to-action-marshaling-science-for-society-aibs-president-and-past-presidents/#respond">0</a></span>
          </span>
          <a class="read-more" href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/12/08/a-call-to-action-marshaling-science-for-society-aibs-president-and-past-presidents/">Read more &gt;</a>
        </p>
    </article>		<div id="nav-below" class="navigation" role="navigation">
			<h2 class="navigation-headline section-heading">Post navigation</h2>
      <div class="nav-wrapper">
			 <p class="navigation-links">
<span aria-current="page" class="page-numbers current">1</span>
<a class="page-numbers" href="https://darwin.eeb.uconn.edu/uncommon-ground/page/2/">2</a>
<a class="page-numbers" href="https://darwin.eeb.uconn.edu/uncommon-ground/page/3/">3</a>
<span class="page-numbers dots">&hellip;</span>
<a class="page-numbers" href="https://darwin.eeb.uconn.edu/uncommon-ground/page/18/">18</a>
<a class="next page-numbers" href="https://darwin.eeb.uconn.edu/uncommon-ground/page/2/">Next &rarr;</a>        </p>
      </div>
		</div>
	  </section>
    
  </div>
<aside id="sidebar">
<div id="search-2" class="sidebar-widget widget_search"><form id="searchform" method="get" action="https://darwin.eeb.uconn.edu/uncommon-ground/">
  <div class="searchform-wrapper"><input type="text" value="" name="s" id="s" placeholder="Search here..." />
  <input type="image" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/images/empty.gif" class="send" name="searchsubmit" alt="send" /></div>
</form></div>
		<div id="recent-posts-2" class="sidebar-widget widget_recent_entries">
		 <p class="sidebar-headline">Recent Posts</p>
		<ul>
											<li>
					<a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/26/drift-simulation-and-binomial-simulation-uploaded/">Drift simulation and binomial simulation uploaded</a>
									</li>
											<li>
					<a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/13/my-time-as-vice-provost-and-dean-is-coming-to-an-end/">My time as Vice Provost and Dean is coming to an end</a>
									</li>
											<li>
					<a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/08/08/i-couldnt-help-myself-i-bought-myself-a-new-fountain-pen/">I couldn’t help myself. I bought a new fountain pen.</a>
									</li>
											<li>
					<a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/07/18/apple-care-and-apple-service-are-better-than-i-thought/">Apple Care and Apple service are better than I thought</a>
									</li>
											<li>
					<a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/01/04/genetic-structure-and-clonal-diversity-in-leymus-chinensis/">Genetic structure and clonal diversity in <em>Leymus chinensis</em></a>
									</li>
					</ul>

		</div><div id="recent-comments-2" class="sidebar-widget widget_recent_comments"> <p class="sidebar-headline">Recent Comments</p><ul id="recentcomments"><li class="recentcomments"><span class="comment-author-link">kent</span> on <a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/08/03/making-accessible-html-from-latex-sources-an-additional-experiment/#comment-5183">Making accessible HTML from LaTeX sources &#8212; an additional experiment</a></li><li class="recentcomments"><span class="comment-author-link">Christine</span> on <a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/08/03/making-accessible-html-from-latex-sources-an-additional-experiment/#comment-5179">Making accessible HTML from LaTeX sources &#8212; an additional experiment</a></li><li class="recentcomments"><span class="comment-author-link"><a href="https://radioenlignefrance.com/europe-1" class="url" rel="ugc external nofollow">Philippe Vandel</a></span> on <a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/07/29/making-accessible-html-from-latex-sources-some-initial-impressions/#comment-5036">Making accessible HTML from LaTeX sources &#8211; some initial impressions</a></li><li class="recentcomments"><span class="comment-author-link"><a href="https://radioenlignefrance.com/rtl2" class="url" rel="ugc external nofollow">Kévin Ollivier</a></span> on <a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/08/03/making-accessible-html-from-latex-sources-an-additional-experiment/#comment-5035">Making accessible HTML from LaTeX sources &#8212; an additional experiment</a></li><li class="recentcomments"><span class="comment-author-link">Adri</span> on <a href="https://darwin.eeb.uconn.edu/uncommon-ground/blog/2019/11/11/yet-another-possibly-predatory-publisher-to-add-to-the-list-asteroid-publishers/#comment-4601">Yet another (possibly) predatory publisher to add to the list &#8211; Asteroid Publishers</a></li></ul></div><div id="archives-2" class="sidebar-widget widget_archive"> <p class="sidebar-headline">Archives</p>
			<ul>
					<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2023/09/'>September 2023</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/08/'>August 2022</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/07/'>July 2022</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2022/01/'>January 2022</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/09/'>September 2021</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/06/'>June 2021</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2021/04/'>April 2021</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/12/'>December 2020</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/10/'>October 2020</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/09/'>September 2020</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/08/'>August 2020</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/07/'>July 2020</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/05/'>May 2020</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2020/01/'>January 2020</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2019/11/'>November 2019</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2019/09/'>September 2019</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2019/08/'>August 2019</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2019/05/'>May 2019</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2019/03/'>March 2019</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2019/01/'>January 2019</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/10/'>October 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/09/'>September 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/08/'>August 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/07/'>July 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/06/'>June 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/05/'>May 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/04/'>April 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/03/'>March 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/02/'>February 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2018/01/'>January 2018</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2017/12/'>December 2017</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2017/11/'>November 2017</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2017/10/'>October 2017</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2017/08/'>August 2017</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2017/06/'>June 2017</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2017/05/'>May 2017</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2017/04/'>April 2017</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2017/01/'>January 2017</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2016/12/'>December 2016</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2016/11/'>November 2016</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2016/10/'>October 2016</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2016/09/'>September 2016</a></li>
	<li><a href='https://darwin.eeb.uconn.edu/uncommon-ground/blog/2016/08/'>August 2016</a></li>
			</ul>

			</div><div id="categories-5" class="sidebar-widget widget_categories"> <p class="sidebar-headline">Categories</p><form action="https://darwin.eeb.uconn.edu/uncommon-ground" method="get"><label class="screen-reader-text" for="cat">Categories</label><select  name='cat' id='cat' class='postform'>
	<option value='-1'>Select Category</option>
	<option class="level-0" value="8">Academics&nbsp;&nbsp;(19)</option>
	<option class="level-1" value="14">&nbsp;&nbsp;&nbsp;Open science&nbsp;&nbsp;(2)</option>
	<option class="level-0" value="13">Biology&nbsp;&nbsp;(31)</option>
	<option class="level-1" value="2">&nbsp;&nbsp;&nbsp;Botany&nbsp;&nbsp;(15)</option>
	<option class="level-1" value="23">&nbsp;&nbsp;&nbsp;Ecology&nbsp;&nbsp;(11)</option>
	<option class="level-1" value="7">&nbsp;&nbsp;&nbsp;Population genetics&nbsp;&nbsp;(8)</option>
	<option class="level-0" value="12">Environment&nbsp;&nbsp;(27)</option>
	<option class="level-1" value="4">&nbsp;&nbsp;&nbsp;Climate change&nbsp;&nbsp;(4)</option>
	<option class="level-1" value="24">&nbsp;&nbsp;&nbsp;Conservation biology&nbsp;&nbsp;(5)</option>
	<option class="level-1" value="6">&nbsp;&nbsp;&nbsp;Endangered species&nbsp;&nbsp;(6)</option>
	<option class="level-1" value="5">&nbsp;&nbsp;&nbsp;Outdoors&nbsp;&nbsp;(6)</option>
	<option class="level-0" value="30">Graduate education&nbsp;&nbsp;(1)</option>
	<option class="level-0" value="18">Miscellaneous&nbsp;&nbsp;(5)</option>
	<option class="level-0" value="22">Personal&nbsp;&nbsp;(29)</option>
	<option class="level-1" value="28">&nbsp;&nbsp;&nbsp;Productivity&nbsp;&nbsp;(16)</option>
	<option class="level-0" value="33">Public remarks&nbsp;&nbsp;(3)</option>
	<option class="level-0" value="11">Scholarly publishing&nbsp;&nbsp;(7)</option>
	<option class="level-0" value="21">Science&nbsp;&nbsp;(20)</option>
	<option class="level-1" value="3">&nbsp;&nbsp;&nbsp;Science communication&nbsp;&nbsp;(8)</option>
	<option class="level-1" value="20">&nbsp;&nbsp;&nbsp;Science funding&nbsp;&nbsp;(3)</option>
	<option class="level-1" value="15">&nbsp;&nbsp;&nbsp;Science policy&nbsp;&nbsp;(5)</option>
	<option class="level-0" value="10">Statistics&nbsp;&nbsp;(45)</option>
	<option class="level-0" value="32">UConn&nbsp;&nbsp;(7)</option>
	<option class="level-0" value="1">Uncategorized&nbsp;&nbsp;(5)</option>
	<option class="level-0" value="17">Writing&nbsp;&nbsp;(4)</option>
</select>
</form><script type="text/javascript">
/* <![CDATA[ */

(function() {
	var dropdown = document.getElementById( "cat" );
	function onCatChange() {
		if ( dropdown.options[ dropdown.selectedIndex ].value > 0 ) {
			dropdown.parentNode.submit();
		}
	}
	dropdown.onchange = onCatChange;
})();

/* ]]> */
</script>
</div></aside> <!-- end of sidebar -->
  </div>
</div>     <!-- end of wrapper-content -->
<footer id="wrapper-footer">
</footer>  <!-- end of wrapper-footer -->
<script type="speculationrules">
{"prefetch":[{"source":"document","where":{"and":[{"href_matches":"\/uncommon-ground\/*"},{"not":{"href_matches":["\/uncommon-ground\/wp-*.php","\/uncommon-ground\/wp-admin\/*","\/uncommon-ground\/wp-content\/uploads\/*","\/uncommon-ground\/wp-content\/*","\/uncommon-ground\/wp-content\/plugins\/*","\/uncommon-ground\/wp-content\/themes\/restimpo\/*","\/uncommon-ground\/*\\?(.+)"]}},{"not":{"selector_matches":"a[rel~=\"nofollow\"]"}},{"not":{"selector_matches":".no-prefetch, .no-prefetch a"}}]},"eagerness":"conservative"}]}
</script>
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-includes/js/jquery/ui/core.min.js?ver=1.13.3" id="jquery-ui-core-js"></script>
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-includes/js/jquery/ui/tooltip.min.js?ver=1.13.3" id="jquery-ui-tooltip-js"></script>
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/js/placeholders.js?ver=3.0.2" id="restimpo-placeholders-js"></script>
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/js/scroll-to-top.js?ver=1.0" id="restimpo-scroll-to-top-js"></script>
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/js/selectnav.js?ver=0.1" id="restimpo-selectnav-js"></script>
<script type="text/javascript" src="https://darwin.eeb.uconn.edu/uncommon-ground/wp-content/themes/restimpo/js/responzive.js?ver=1.0" id="restimpo-responzive-js"></script>
      
</body>
</html>